MCP Index

MCP Index

An ever growing list of MCP servers 📡 📁

> [!TIP] > *Hosted MCP Containers:* Skip local setup and go hosted. [Metorial's](https://metorial.com) serverless hosted MCP service allows you to integrate the MCP servers listed in this repo in a single line of code. Built for devs; with logging, monitoring and SDKs included. > > ➡️ **[Get Early Access (with free tier)](https://metorial.com/early-access)** ## Official Servers - **[Magic MCP](https://github.com/21st-dev/magic-mcp)** - Magic MCP is an AI tool that allows developers to create user interface components simply by describing them in everyday language. It works with popular coding environments, making the UI design process faster and more intuitive. - **[APIMatic Validator](https://github.com/apimatic/apimatic-validator-mcp)** - Validates OpenAPI specifications using APIMatic's API to ensure compliance and identify issues early. Supports both JSON and YAML formats and works with OpenAPI versions 2.0 and 3.0. - **[Apify Actors MCP Server](https://github.com/apify/actors-mcp-server)** - Enable interaction with various Apify Actors to perform specific tasks through an MCP server configuration. It supports HTTP server access via Server-Sent Events (SSE) and local server functionality through standard input/output. - **[Axiom MCP Server](https://github.com/axiomhq/mcp-server-axiom)** - Queries Axiom datasets using Axiom Processing Language (APL) and lists available datasets. - **[Base MCP Server](https://github.com/base/base-mcp)** - Enables interaction with the Base blockchain and Coinbase API for AI applications. Supports wallet management, fund transfers, smart contract deployments, and onchain lending functionality. - **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Provides cloud browser automation capabilities, enabling interaction with web pages, taking screenshots, and executing JavaScript in a cloud browser environment. - **[Chargebee MCP Server](https://github.com/chargebee/agentkit)** - Integrate Chargebee's API services and documentation directly into coding environments to enhance development efficiency. Provide context-aware code snippets and access to Chargebee's knowledge base for streamlined integration processes. - **[Chroma MCP Server](https://github.com/chroma-core/chroma-mcp)** - Integrates vector database capabilities for managing collections, performing semantic searches, and retrieving data with advanced filtering. Enhances AI models with powerful data retrieval features to improve context and performance. - **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Interact with Cloudflare services including deploying Workers, managing KV Store, handling R2 Storage, executing SQL queries in D1 databases, and retrieving analytics data. - **[Opik MCP Server](https://github.com/comet-ml/opik-mcp)** - Integrates with IDEs to provide access to Opik features via a standardized protocol. Facilitates the management of prompts, projects, and metrics with a unified interface and various transport options for flexible integration. - **[DevHub CMS Integration](https://github.com/devhub/devhub-cms-mcp)** - Manage content within the DevHub CMS system, allowing for the creation, updating, and retrieval of blog posts and media through an intuitive interface. Integrates with Large Language Models to enhance content management tasks without direct API integration. - **[Inbox Zero](https://github.com/elie222/inbox-zero)** - Manage emails effectively with an AI assistant that automates various tasks related to inbox organization and communication. Integrates into environments like Cursor and Claude Desktop for enhanced email management. - **[Exa Search](https://github.com/exa-labs/exa-mcp-server)** - Fast and intelligent web search and crawling that combines embeddings and traditional search methods to provide optimal results for large language models (LLMs). It facilitates real-time web information retrieval in a secure environment. - **[gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server)** - Request human reviews for AI-generated content through a webhook-based workflow. Supports seamless integration into AI workflows, allowing for customizable human approval processes. - **[GitHub](https://github.com/github/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's APIs for seamless integration and advanced functionality. - **[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Integrate various data sources such as Slack, Gmail, and web feeds into Graphlit projects, enabling efficient retrieval and searching of relevant content via MCP clients. - **[Heroku Platform MCP Server](https://github.com/heroku/heroku-mcp-server)** - Facilitates interaction with Heroku Platform resources using natural language, enabling users to manage applications, dynos, and add-ons through LLM-driven tools. - **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - Scrape and extract structured data from webpages and crawl internet resources. Provides access to general purpose browser agents for tasks involving web interactions. - **[Make MCP Server](https://github.com/integromat/make-mcp-server)** - Connects to Make accounts to utilize On-Demand scenarios as callable tools for AI assistants, enabling seamless interaction with automation workflows. Returns output in structured JSON for AI processing. - **[Dart](https://github.com/its-dart/dart-mcp-server)** - A server implementation for the Model Context Protocol using Dart, enabling connection between AI models and various tools or data sources. It supports prompt management and resource templates, along with tools for task and document management. - **[ForeverVM](https://github.com/jamsocket/forevervm)** - Enable agents to execute Python code seamlessly within a REPL environment, allowing for on-the-fly script creation and execution. It enhances automation and coding capabilities directly within workflows. - **[Notion API Server](https://github.com/makenotion/notion-mcp-server)** - Integrate applications with Notion by automating tasks and managing workspace contents through the Notion API. Support for various operations is provided while adhering to the limitations of the Notion API. - **[Firecrawl MCP Server](https://github.com/mendableai/firecrawl-mcp-server)** - Integrates with Firecrawl for advanced web scraping capabilities including structured data extraction and batch processing, while supporting both cloud and self-hosted deployments. Provides features like automatic retries, rate limiting, and content analysis powered by LLMs. - **[Metoro MCP Server](https://github.com/metoro-io/metoro-mcp-server)** - Interact with Kubernetes clusters through Metoro's APIs via the Claude Desktop App. Facilitates communication between AI models and Kubernetes management operations. - **[Playwright Automation](https://github.com/microsoft/playwright-mcp)** - Automate web interactions on web pages using structured accessibility data for reliable navigation and data extraction without the need for visual models. Enables LLMs to perform actions by leveraging Playwright's accessibility tree. - **[Needle](https://github.com/needle-ai/needle-mcp)** - Manage documents and perform searches utilizing Needle's capabilities through Claude's Desktop Application. - **[OceanBase MCP Server](https://github.com/oceanbase/mcp-oceanbase)** - Facilitates secure interaction with OceanBase databases, allowing users to list tables, read data, and execute SQL queries through a controlled interface. - **[Oxylabs MCP](https://github.com/oxylabs/oxylabs-mcp)** - Fetch and process content from specified URLs using the Oxylabs Web Scraper API, enabling easy access to web data. - **[Logfire MCP Server](https://github.com/pydantic/logfire-mcp)** - Analyzes telemetry data and distributed traces using OpenTelemetry. Queries metrics and performs SQL queries for insights into application exceptions and errors in real-time. - **[Qdrant Server](https://github.com/qdrant/mcp-server-qdrant)** - Stores and retrieves information using the Qdrant vector search engine, enabling semantic search for relevant data. It functions as a memory layer for AI applications accessing external tools and information. - **[Salesforce DX MCP Server](https://github.com/salesforcecli/mcp)** - Official Salesforce DX MCP server enabling secure, natural language-driven interaction with Salesforce orgs through LLMs. Built with enhanced security using TypeScript libraries, encrypted authentication, and granular access control. Supports comprehensive Salesforce development workflows including metadata operations, data management, and org administration. - **[ScreenshotOne MCP Server](https://github.com/screenshotone/mcp)** - Render website screenshots and obtain them as images to integrate screenshot capabilities into applications. Capture and utilize website visuals effortlessly through a powerful API. - **[Semgrep MCP Server](https://github.com/semgrep/mcp)** - Scan code for security vulnerabilities and create custom rules with Semgrep. It provides an interface for advanced code analysis and security enhancements. - **[Stripe Agent Toolkit](https://github.com/stripe/agent-toolkit)** - Integrate with Stripe APIs using function calling to manage customers and products, as well as facilitate interactions with various Stripe services. - **[Tavily MCP Server](https://github.com/tavily-ai/tavily-mcp)** - Enables real-time web search and data extraction capabilities by providing seamless integration with various data sources and tools through the Model Context Protocol. - **[Tinybird Analytics](https://github.com/tinybirdco/mcp-tinybird)** - Connect to Tinybird's real-time analytics platform to search and analyze data using the Tinybird Query API and existing API endpoints. - **[Lara Translate](https://github.com/translated/lara-mcp)** - Provides translation capabilities with automatic language detection and context-aware translations. Supports multiple language pairs and allows for the fine-tuning of translations using custom instructions. - **[Vectorize MCP Server](https://github.com/vectorize-io/vectorize-mcp-server)** - Integrates advanced vector retrieval and text extraction capabilities, enabling document searches and Markdown text extraction from various file types. Supports deep research generation from custom data pipelines. - **[Repomix](https://github.com/yamadashy/repomix)** - Transforms codebases into AI-friendly formats to facilitate analysis by AI tools, improving code reviews and enabling refactoring suggestions. Consolidates repository information through a single command for better AI understanding. ## Web Search - **[Webpack Vue App](https://github.com/153913232a/webpack-vue)** - This server is a Vue.js application designed to mimic the CNode community, allowing users to create and explore posts in a dedicated test area. It's equipped with a modern development setup using webpack, making it easy to run and modify. - **[Bilibili MCP](https://github.com/34892002/bilibili-mcp-js)** - The Bilibili MCP server allows users to search for videos on Bilibili, a popular Chinese video-sharing platform. It provides a straightforward API for retrieving video details such as titles, authors, view counts, and durations. - **[Open Library MCP Server](https://github.com/8enSmith/mcp-open-library)** - Connect AI assistants to the Open Library to search and retrieve detailed information about books and authors, providing structured JSON responses. - **[URL2SNAP](https://github.com/Abhi5h3k/MCP-URL2SNAP)** - Capture screenshots of any specified URL and return the access URL for the captured image, facilitating webpage snapshot sharing and integration into automation workflows. - **[Kagi Search](https://github.com/ac3xx/mcp-servers-kagi)** - Access Kagi's search engine to perform web searches, providing high-quality, ad-free results through its API. The server is currently in private beta and includes functionality for basic search operations. - **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video platform supporting real-time interactions, featuring video playback, live comments, and content management functionalities. It includes video transcoding, real-time messaging, and role-based access control through JWT-based authentication. - **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video sharing platform that supports real-time interactions, including video playback, comments, and user engagement. It features video transcoding, WebSocket-based real-time communication, and role-based access control for secure management. - **[Resource Hub Server](https://github.com/adamwattis/resource-hub-server)** - Connects to a centralized hub for managing and configuring MCP servers, facilitating access to shared tools and resources across various environments. Simplifies the management of MCP server settings from a single configuration point. - **[Google Custom Search Server](https://github.com/adenot/mcp-google-search)** - Provides web search capabilities using the Google Custom Search API and extracts content from web pages. - **[Twikit Twitter Search](https://github.com/adhikasp/mcp-twikit)** - Search and analyze Twitter data integration using the Model Context Protocol, facilitating access to various Twitter data for analysis and insights. - **[Reddit Content](https://github.com/adhikasp/mcp-reddit)** - Fetch and analyze content from Reddit, including retrieving hot threads and detailed post content with comments across various post types such as text, link, and gallery. - **[Exa Web Search Server](https://github.com/aditya002p/mcp-server)** - Enables AI models to conduct real-time web searches, including academic paper searches, social media queries, and company research using a search API. Provides structured search results with content snippets and supports caching of recent searches for quick access. - **[Scholarly Search](https://github.com/adityak74/mcp-scholarly)** - Search for academic articles in arXiv, providing access to a range of scholarly content and resources. - **[SearXNG Model Context Protocol Server](https://github.com/aeon-seraph/searxng-mcp)** - Enables language models to perform web searches through the SearXNG search engine by sending search queries and receiving formatted results. Facilitates real-time data retrieval for enhanced model responses. - **[Academic Paper Search Server](https://github.com/afrise/academic-search-mcp-server)** - Enables searching and retrieving academic paper information from multiple sources, providing access to paper metadata, abstracts, and full-text content when available. It returns structured data responses adhering to the MCP specification. - **[Open MCP Marketplace](https://github.com/AI-Agent-Hub/mcp-marketplace)** - A web-based plugin that enables browsing, selecting, and installing MCP tools from various marketplaces, enhancing AI agents with capabilities such as map location, search, and payment integration. It features an autonomous tool dispatcher to optimize tool selection based on ratings and usage statistics. - **[Dify Server](https://github.com/AI-FE/dify-mcp-server)** - Integrates the Dify AI API to generate Ant Design business component code, supporting both text and image inputs while handling file uploads and providing stream-based responses. - **[Scraper.is](https://github.com/Ai-Quill/scraperis-mcp)** - Scraper.is provides tools for extracting web content and capturing screenshots, enabling access to real-time information from the web. It supports multiple output formats such as markdown, HTML, and JSON for the extracted data. - **[Scraper.is MCP Server](https://github.com/Ai-Quill/scraperis-mcp)** - A web scraping tool that enables extraction of data from websites using natural language queries, providing structured results in JSON or Markdown formats. It also supports capturing screenshots and offers real-time progress updates during scraping operations. - **[barnsworthburning](https://github.com/Aias/barnsworthburning-mcp)** - Search through a digital commonplace book filled with bookmarks and snippets on various topics including design, software, art, architecture, craft, writing, and literature. - **[Amazon Rainforest Travel Guide](https://github.com/Ajey95/MCP)** - An AI-powered travel assistant that helps users plan routes and discover accommodations, adventure spots, and cultural sites in the Amazon Rainforest while providing essential travel precautions and real-time information through location-based services. - **[Flight and Stay Search Server](https://github.com/AkekaratP/flights-mcp-ts)** - Provides flight and accommodation search capabilities using the Duffel API, enabling users to search for one-way, round-trip, and multi-city flights and obtain detailed flight offers. Users can also filter results based on preferences like cabin class and passenger count, while accessing guest reviews for stays. - **[Airbnb Search and Listing Details Server](https://github.com/AkekaratP/mcp-server-airbnb)** - Search Airbnb listings and retrieve detailed information about specific listings using structured JSON data. The server respects Airbnb's robots.txt rules and does not require an API key. - **[PokeAPI MCP Server](https://github.com/AkhrHysd/mcp-pokeapi-server)** - Retrieve detailed Pokémon information via the Model Context Protocol (MCP) using PokeAPI. It facilitates fetching data by Pokémon name or ID through a standardized JSON-RPC interface. - **[Python Cat Facts Server](https://github.com/akream/mcppython)** - Provides real-time and on-demand cat facts via a FastAPI server using Server-Sent Events (SSE) transport, allowing users to subscribe to a stream of cat facts or request a random fact instantly. - **[Metaplex Server](https://github.com/aldrin-labs/metaplex-mcp-server)** - Access Metaplex documentation, retrieve repository details from the metaplex-foundation, and search code across Metaplex repositories. - **[Map MCP Server](https://github.com/Alex-Smith-1234/Map_MCP)** - Integrate dynamic data and manipulate context in real-time to enhance user interactions with external resources. Navigate to specified locations using an asynchronous tool function within a Docker environment. - **[SWAPI Server](https://github.com/alexandrebagio/swapi-mcp)** - Integrate with the Star Wars API to fetch and manipulate data about the Star Wars universe, specifically focusing on listing planets and people. Provides structured information such as climate, terrain, and population of planets. - **[Webhook Tester](https://github.com/alimo7amed93/webhook-tester-mcp)** - Automate and manage webhook tokens, inspect incoming requests, and perform analytics without the need for custom API integrations. Enhance webhook workflows with modular tools for observability and automated testing. - **[Everything Search](https://github.com/Alihkhawaher/everything-search-server)** - Integrates with the Everything Search Engine to provide advanced file search capabilities including full text search, case sensitivity, whole word matching, and regex support. Offers sorting options and formats results with human-readable file sizes and formatted dates. - **[Solr Integration](https://github.com/allenday/solr-mcp)** - Access Apache Solr indexes for executing hybrid search queries that combine keyword precision with vector semantic understanding, supporting both document content and vector embeddings in unified collections. - **[DeepResearch](https://github.com/ameeralns/DeepResearchMCP)** - Conducts iterative research on various topics through automated web searches and generates comprehensive reports that include executive summaries, analyses, and visualizations while ensuring content management and error resilience. - **[Web Content Server](https://github.com/amotivv/cloudflare-browser-rendering)** - Fetch and process web content for LLM context using Cloudflare Browser Rendering, enabling real-time web data extraction and structured content summarization. - **[Cloudflare Browser Rendering](https://github.com/amotivv/cloudflare-browser-rendering-mcp)** - Fetch and process web content for contextual use in LLMs, with capabilities for structured content extraction and documentation search. Capture screenshots of web pages to enhance insights and contextual understanding. - **[National Park Services Data Server](https://github.com/amysatterlee/nps_mcp)** - Retrieve and explore data related to the National Park Services, including lists of national parks by state and detailed information about specific parks. - **[Poe Proxy Server](https://github.com/Anansitrading/poe-proxy-mcp)** - Proxy for the Poe.com API that enables querying multiple AI models with session management, real-time streaming responses, and file sharing capabilities. Facilitates integration with web clients using SSE transport and offers special support for Claude 3.7 Sonnet's thinking protocol. - **[NASA API Integration Server](https://github.com/AnCode666/nasa-mcp)** - Retrieve astronomical data, space weather information, and Earth imagery from NASA's APIs. Query various services such as Astronomy Picture of the Day and Near Earth Objects for real-time data retrieval. - **[Simple Arxiv](https://github.com/andybrandt/mcp-simple-arxiv)** - Provides access to arXiv papers through their API, enabling searches for papers by title and abstract, retrieval of metadata and abstracts, and access to various paper formats including PDF and HTML. - **[Simple Timeserver](https://github.com/andybrandt/mcp-simple-timeserver)** - Provides local and UTC time information, allowing AI models to access current time and timezone details from the user's machine. - **[Simple PubMed](https://github.com/andybrandt/mcp-simple-pubmed)** - Access and search PubMed articles through the Entrez API, retrieve article abstracts, and download full-text content for open access articles when available. - **[NYTimes Article Search](https://github.com/angheljf/nyt)** - A TypeScript-based MCP server that searches New York Times articles from the last 30 days using a specified keyword. It integrates with the New York Times API to retrieve article information based on user queries. - **[Docusaurus Static Site Generator](https://github.com/anewkim/docusaurus)** - Generate and deploy modern static websites efficiently, with features for live reloading during development and seamless deployment to GitHub Pages or other static hosting services. Provides an extensible framework for website management and content generation. - **[Windows Website Downloader](https://github.com/angrysky56/mcp-windows-website-downloader)** - Downloads websites and their associated assets while maintaining a navigable structure. Prepares content for retrieval-augmented generation (RAG) indexing, creating organized folders and indexes for each site downloaded. - **[Obsidian Omnisearch](https://github.com/anpigon/mcp-server-obsidian-omnisearch)** - Programmatically search through notes stored in an Obsidian vault using a REST API, returning absolute paths to matching notes for easy integration with other services. It enhances the note-taking experience by leveraging advanced search capabilities. - **[Python Documentation Server](https://github.com/AnuragRai017/python-docs-server-MCP-Server)** - Fetches Python documentation using the Brave Search API, providing relevant links based on search queries for an enhanced coding experience. - **[Tavily Search](https://github.com/apappascs/tavily-search-mcp-server)** - Integrates the Tavily Search API to perform optimized web searches tailored for LLMs, allowing for control over search parameters such as depth, topic, and time range. It extracts relevant content from results, focusing on quality and size. - **[Baidu Search Server](https://github.com/appleinmusic/baidu-search-mcp)** - Enables AI assistants to perform web searches using the Baidu Wenxin API, supporting multiple models and providing search results along with reference sources. Features include deep search options and recency filtering for improved search relevance. - **[RAG Web Browser Server](https://github.com/apify/mcp-server-rag-web-browser)** - Connects AI models to perform web searches and scrape content, returning information in Markdown format. It facilitates interaction between AI agents and web pages, optimizing data retrieval for large language models. - **[Brave Search](https://github.com/arben-adm/brave-mcp-search)** - Integrates with Brave Search to perform web and local searches, facilitating information retrieval through AI models. - **[Tavily Search](https://github.com/arben-adm/tavily-mcp-search)** - Provides multi-topic search capabilities across various domains such as business, news, finance, and politics using the Tavily API. - **[Apify Actors MCP Server](https://github.com/apify/actors-mcp-server)** - Enable interaction with various Apify Actors to perform specific tasks through an MCP server configuration. It supports HTTP server access via Server-Sent Events (SSE) and local server functionality through standard input/output. - **[Kagi Search](https://github.com/apridachin/kagi-search-mcp)** - Search the web using the Kagi API to retrieve answers and enrich the model context with web content and the latest news. - **[Perplexity Search](https://github.com/arjunkmrm/perplexity-search)** - A Model Context Protocol server for conducting web searches using Perplexity's Sonar Pro, facilitating retrieval of information based on user-defined queries. It offers a `search` tool that enables AI assistants to filter search results by recency. - **[Exa AI Search Server](https://github.com/arjunkmrm/exa-mcp-server)** - Connects AI assistants to the Exa AI Search API for real-time web searches, academic inquiries, and social media queries. Supports customizable search capabilities and live crawling for company and competitor research. - **[Search Engine with RAG and MCP](https://github.com/arkeodev/search-engine-with-rag-and-mcp)** - A search engine that integrates web search and content retrieval with Retrieval-Augmented Generation (RAG), facilitating standardized tool invocation through the Model Context Protocol (MCP). It supports both local and cloud-based language models and operates in multiple modes for enhanced versatility in information retrieval. - **[Perplexity Deep Research](https://github.com/arjunkmrm/perplexity-deep-research)** - Enables AI assistants to perform web searches utilizing Perplexity's Deep Research with access to the chat completions API and sonar-deep-research model. Offers a tool for executing search queries with an optional recency filter. - **[Flight Search Service](https://github.com/arjunprabhulal/mcp-flight-search)** - Enables flight searches with real-time data integration through SerpAPI for one-way and round-trip flights, featuring rich logging and a modular code structure for maintenance and scalability. - **[Discourse MCP Server](https://github.com/AshDevFr/discourse-mcp-server)** - Search posts on a Discourse forum using the Model Context Protocol for enhanced access to discussions and user engagement. - **[GPT Researcher](https://github.com/assafelovic/gptr-mcp)** - Autonomously explores and validates numerous sources for relevant, trustworthy, and up-to-date information to enhance research capabilities. Optimizes context usage to provide comprehensive insights for research projects. - **[OpenDota API Server](https://github.com/asusevski/opendota-mcp-server)** - Access real-time Dota 2 statistics, match data, and player profiles through a standard interface. Retrieve hero statistics and insights into professional players and teams effortlessly. - **[Wise Backend](https://github.com/atlas-comstock/hika-mcp-server)** - Provides real-time streaming of AI-generated knowledge and perspectives through the Server-Sent Events (SSE) protocol, enhancing user search experiences by offering diverse cognitive insights. - **[Hika MCP Server](https://github.com/atlas-comstock/hika-mcp-server)** - Stream real-time AI-generated perspectives using Server-Sent Events (SSE) for enhanced knowledge exploration. Facilitate the exploration of multiple cognitive viewpoints on search queries, allowing users to deep dive into related knowledge domains. - **[TweetBinder](https://github.com/AudienseCo/mcp-tweetbinder)** - Access Twitter analytics and reporting data, enabling analysis of hashtags, users, and conversations. Generate detailed reports with engagement metrics and sentiment analysis in real-time. - **[SchoolFoods](https://github.com/babo072/schoolfoods)** - Retrieve school meal information by accessing detailed meal data through school names and dates, supporting various date formats. The server handles duplicate school names and provides suggestions for similar names to improve user experience. - **[百度地图 MCP Server](https://github.com/baidu-maps/mcp)** - Provides access to various map services including geocoding, reverse geocoding, and route planning through the Baidu Map API, compatible with the MCP protocol. - **[AppBuilder-SDK](https://github.com/baidubce/app-builder)** - Integrates Baidu's search capabilities with AI language models to provide intelligent, real-time responses and information retrieval. Customizable features support various search scenarios with options for persona settings, model selection, and query enhancements. - **[Deep Research](https://github.com/baranwang/mcp-deep-research)** - Search the web for information using the Tavily API to enhance research capabilities with configurable search parameters. - **[Trends Hub](https://github.com/baranwang/mcp-trends-hub)** - Aggregates trending topics from multiple platforms such as Weibo, Douyin, and Tencent News, providing real-time updates on the latest trends and insights. Supports integration with AI applications through the Model Context Protocol (MCP). - **[MCP Finder and Installer](https://github.com/bbangjooo/mcp-installer)** - Discover and connect to Model Context Protocol servers using tools for finding, collecting configuration, and local installation of MCP servers. - **[Time Server](https://github.com/beordle/time-mcp-server)** - Provides current time information and supports time conversions between different timezones, including handling Daylight Saving Time and calculating time differences. - **[DeepSeek Free API](https://github.com/bertGPT-feng/deepseek-free-api)** - Provides access to conversational AI capabilities, enabling multi-turn dialogues and internet searches with zero configuration deployment. Fully compatible with ChatGPT interfaces for enhanced interaction. - **[Whois Lookup](https://github.com/bharathvaj-ganesan/whois-mcp)** - Perform WHOIS lookups to retrieve domain ownership details, registration dates, and availability directly from AI agents without leaving the workspace. - **[Web Accessibility Analysis Server](https://github.com/bilhasry-deriv/mcp-web-a11y)** - Analyze web accessibility of any URL and simulate color blindness using color matrices. The server provides detailed reporting based on the accessibility analysis results. - **[ChatGPT Server](https://github.com/billster45/mcp-chatgpt-responses)** - Access OpenAI's ChatGPT API for dynamic conversations with Claude Desktop, featuring customizable parameters and automatic conversation state management. Engage in real-time discussions between AI models with web search capabilities. - **[Crawl4AI MCP Server](https://github.com/BjornMelin/crawl4ai-mcp-server)** - Enables high-performance web scraping, crawling, and deep research through a Model Context Protocol server, offering structured data extraction and asynchronous crawling capabilities. Features secure authentication methods and integration with web research tools via CloudFlare Workers for AI-driven data gathering. - **[Macrostrat API Server](https://github.com/blake365/macrostrat-mcp)** - Query and analyze comprehensive geologic data using the Macrostrat API, providing access to geologic units, minerals, timescales, and more. Create visualizations based on geological data to enhance understanding. - **[USGS Earthquake Data](https://github.com/blake365/usgs-quakes-mcp)** - Access real-time earthquake data from the USGS API, enabling users to query earthquake information based on various parameters and retrieve details about specific events. - **[ArXiv Server](https://github.com/blazickjp/arxiv-mcp-server)** - Provides access to arXiv research papers via a straightforward MCP interface, enabling AI models to search and retrieve academic articles. - **[Web Browser](https://github.com/blazickjp/web-browser-mcp-server)** - Provides advanced web browsing capabilities for AI applications, enabling interaction with web content and retrieval of information from online sources. - **[Marginalia](https://github.com/bmorphism/marginalia-mcp-server)** - Access the Marginalia Search API to perform searches for non-commercial content on the internet, allowing for configurable search parameters and result counts. It includes rate limiting protection and uses the MCP SDK for integration. - **[Go Colly Web Crawler](https://github.com/bneil/mcp-go-colly)** - Provides a framework for concurrent web crawling tailored for large language model applications, allowing for the extraction and structuring of web content with customizable settings for depth and domain restrictions. Integrates seamlessly with the Model Context Protocol to facilitate web data integration into LLM workflows with effective error handling and batch processing capabilities. - **[Bocha Search](https://github.com/BochaAI/bocha-search-mcp)** - Provides access to high-quality world knowledge from billions of web pages and various ecological content sources through a powerful search engine interface. Supports natural language semantic search, offering rich, structured results and vertical domain cards for enhanced information retrieval across multiple domains. - **[HexDocs MCP](https://github.com/bradleygolden/hexdocs-mcp)** - HexDocs MCP provides semantic search capabilities for Hex package documentation, enabling integration with AI applications to access and find relevant documentation efficiently. It includes an Elixir binary for processing documentation and a TypeScript server that implements the Model Context Protocol to facilitate searches. - **[Bluesky MCP Server](https://github.com/brianellin/bsky-mcp-server)** - Connect to Bluesky and interact with the ATProtocol using natural language to fetch, analyze, and post content seamlessly. Provides access to various Bluesky API endpoints directly within LLM applications. - **[Youtube Translate](https://github.com/brianshin22/youtube-translate-mcp)** - Interfacing with the YouTube Translate API to obtain transcripts, translations, subtitles, and summaries of YouTube videos. Enables searching video transcripts for specific keywords and phrases, and directly processes video content to enhance understanding. - **[IP Geolocation Server](https://github.com/briandconnelly/mcp-server-ipinfo)** - Retrieve detailed information about an IP address to determine geographic location and network details using the IPInfo API. - **[Webscan](https://github.com/bsmi021/mcp-server-webscan)** - Scan and analyze web content, fetching pages in Markdown format, extracting links, and generating sitemaps for comprehensive site analysis. - **[NPM Search](https://github.com/btwiuse/npm-search-mcp-server)** - Search for npm packages using the `npm search` command to find relevant libraries and tools from the npm registry. - **[Docs MCP Server](https://github.com/buger/docs-mcp)** - Enables AI assistants to search and interact with documentation or codebases by pointing to a Git repository or local folder, allowing for natural language queries about the contents. - **[RSS Feed Manager](https://github.com/buhe/mcp_rss)** - Fetch and manage articles from various RSS feeds with features for automatic fetching, filtering, and favoriting articles. Supports importing RSS feed subscriptions via OPML files and exposes the content through an MCP API. - **[DNStwist](https://github.com/BurtTheCoder/mcp-dnstwist)** - An MCP server for conducting DNS fuzzing to identify typosquatting, phishing, and potential corporate espionage by analyzing domain permutations. - **[Maigret](https://github.com/BurtTheCoder/mcp-maigret)** - MCP server for conducting OSINT username searches across various social networks and analyzing URLs to collect user account information from public sources. - **[Master Content Plan Generator](https://github.com/cabrit0/mcp_server_reuneMacacada)** - Generates structured learning paths by aggregating and organizing resources from the web based on specified topics, with support for web search and scraping. The server returns a standardized JSON structure for easy integration with client applications. - **[Kakao Mobility & Kakao Map Server](https://github.com/CaChiJ/kakao-navigation-mcp-server)** - Provides location search and route finding services using Kakao's mapping API, enabling geocoding of addresses and optimal path calculation across various transportation modes with consideration for real-time traffic data. - **[Ollama Deep Researcher](https://github.com/Cam10001110101/mcp-server-ollama-deep-researcher)** - Conduct in-depth research on any topic by generating web search queries, gathering results, summarizing findings, and providing a comprehensive markdown summary of all sources used. - **[Website Information MCP Server](https://github.com/cancelei/mcp_test_booking)** - Fetch and parse content from websites using advanced web scraping techniques, including the ability to extract structured data and bypass bot detection. Supports customizable content extraction through CSS selectors and direct HTTP requests. - **[Search Intent Analysis Service](https://github.com/captainChaozi/search-intent-mcp)** - Analyzes user search keywords to reveal intent and provides insights for enhancing SEO strategies. Delivers possible categories, reasoning, and related references to improve search effectiveness. - **[Google Jobs](https://github.com/ChanMeng666/server-google-jobs)** - Provides capabilities to search for job listings using Google Jobs via SerpAPI integration, supporting multiple languages. - **[GPTers AI Knowledge Search Server](https://github.com/chat-prompt/gpters-search-mcp-server)** - Access knowledge from the GPTers AI study community efficiently through an MCP interface, enabling targeted searches based on creation date, author, and board categories. The server integrates with various MCP clients to deliver relevant insights from community content. - **[Bilibili API Server](https://github.com/chenmingkong/bilibili-mcp-server)** - Seamlessly access Bilibili's API, enabling advanced searching and data retrieval operations for users, videos, live streams, and articles, as well as fetching video comments (danmaku). Offers functionalities for general searches and precise filtering of results across various content types. - **[Perplexity Search Golang](https://github.com/chenxilol/perplexity-mcp-go)** - Connect AI models to the Perplexity search API for real-time web searches, retrieving results with citations. Access updated information and related questions to enhance application capabilities. - **[Vercel AI SDK MCP Server](https://github.com/chiziuwaga/vercel-ai-sdk-mcp-project)** - Integrates Vercel AI SDK capabilities into AI development environments to facilitate the generation of objects, text, and UI components. Supports seamless interaction with other tools like Figma and Magic MCP, enhancing design and development workflows. - **[Time Server](https://github.com/chrishayuk/chuk-mcp-time-server)** - Retrieve current times and convert between various global timezones using advanced utilities. Provides accurate and reliable time data through a microservice built with Python and asyncio. - **[Web Research Server](https://github.com/chuanmingliu/mcp-webresearch)** - Integrates real-time web research capabilities into workflows by enabling Google search, webpage content extraction, research session tracking, and screenshot capture. - **[Fetch Server](https://github.com/chuanmingliu/servers)** - Fetches web content from specified URLs and converts it to markdown format for easier processing by language models. Supports content extraction with options for maximum length and starting index for truncation. - **[Web Search Server](https://github.com/Claw256/mcp-web-search)** - Provides Google search capabilities with advanced filtering and allows viewing of web content, including markdown conversion. Features include rate limiting, caching, browser instance pooling, and bot detection avoidance. - **[Google Search](https://github.com/Claw256/mcp-web-search)** - Provides Google search capabilities with advanced filtering, web content extraction, and screenshot functionality, including markdown conversion. Features bot detection avoidance and supports authenticated site access. - **[Drupal Modules MCP Server](https://github.com/Cleversoft-IT/drupal-modules-mcp)** - Retrieve detailed information about Drupal modules directly from drupal.org, including version compatibility and installation instructions. - **[Cline](https://github.com/cline/cline)** - Enable autonomous coding assistance within an IDE, facilitating file creation and editing, running terminal commands, and interactive debugging through a browser, all while managing user permissions. Extend functionality via custom tools using the Model Context Protocol (MCP) to automate and streamline software development tasks. - **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with Cline and Claude Desktop for intelligent search and documentation retrieval, facilitating API discovery and code modernization while maintaining context across interactions. Uses advanced query processing and rate management for efficient operation. - **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with intelligent search and documentation retrieval to assist coding by discovering APIs and modernizing code. Maintains context across queries using a database, while employing advanced query processing and intelligent rate management for effective responses. - **[MCP Chrome Google Search Tool](https://github.com/cmann50/mcp-chrome-google-search)** - Enables the integration of Google search capabilities and extraction of webpage content through the Chrome browser. - **[Perplexity Advanced MCP](https://github.com/code-yeongyu/perplexity-advanced-mcp)** - Enhances query processing capabilities with advanced integration for AI models, enabling seamless connectivity between AI systems and various tools or data sources. - **[ClimateTriage](https://github.com/Codeshark-NET/climate-triage-mcp)** - Integrates with the ClimateTriage API to facilitate searching for open source issues related to climate change and sustainability. Users can filter and sort these issues based on various criteria to find relevant projects for contribution. - **[Firecrawl Server](https://github.com/codyde/mcp-firecrawl-tool)** - Scrape websites to extract structured data using Firecrawl's APIs, with features for error tracking and performance monitoring. Supports gathering content in various formats and custom schema data extraction. - **[Search Stock News](https://github.com/Cognitive-Stack/search-stock-news-mcp)** - Search real-time stock news with customizable queries and domain-specific filters using the Tavily API. Provides type-safe, configurable search operations for AI workflows. - **[OpenAI WebSearch Server](https://github.com/ConechoAI/openai-websearch-mcp)** - Provides real-time web search capabilities for AI assistants, enhancing their responses with current information from the web. It integrates with applications like Claude.app and Zed editor for streamlined usage during conversations. - **[Ebay MCP server](https://github.com/CooKey-Monster/EbayMcpServer)** - Fetches auction listings from Ebay.com using simple prompts to discover various items, like comics or collectibles, by leveraging Ebay's REST API for real-time auction data. - **[Web Requests Server](https://github.com/coucya/mcp-server-requests)** - Enable AI models to fetch, process, and manipulate web content via HTTP requests, providing real-time access to online resources. Convert web data to Markdown and customize headers for enhanced interaction with web pages. - **[KKJSBridge](https://github.com/Cooooper/KKJSBridge)** - KKJSBridge enhances the WKWebView experience by providing offline packages, enabling Ajax requests, and synchronizing cookies. It supports modular JSAPI management and allows control over Ajax hooks from both native and HTML5 frameworks. - **[Advanced YouTube](https://github.com/coyaSONG/youtube-mcp-server)** - Interact with YouTube data to search for videos, channels, and comments, and analyze performance metrics. Retrieve transcripts and generate summaries of video content. - **[Higress AI-Search MCP Server](https://github.com/cr7258/higress-ai-search-mcp-server)** - Enhances AI model responses through real-time search results from various online search engines and integrates internal knowledge bases for improved accuracy and relevance in responses. - **[Tally API Server](https://github.com/crazyrabbitLTC/mpc-tally-api-server)** - Access and retrieve information about DAOs, including governance data, proposals, and comprehensive metadata such as social links. Supports pagination for large result sets and offers sorting options by popularity or exploration status. - **[Splunkbase MCP Server](https://github.com/cschmidt0121/splunkbase-mcp)** - Programmatic access to Splunkbase functionality, enabling users to search for, download, and manage Splunkbase apps through a standardized interface. - **[Discogs Music Catalog Server](https://github.com/cswkim/discogs-mcp-server)** - Facilitates interaction with the Discogs music database to perform catalog operations, execute searches, and manage music collections. Enables integration with clients for streamlined music data workflows. - **[Strava MCP Server](https://github.com/ctvidic/strava-mcp-server)** - Access and analyze Strava data, including activities, athlete statistics, and social interactions through a language model interface, facilitating personalized insights and performance tracking. - **[Scrapling Fetch](https://github.com/cyberchitta/scrapling-fetch-mcp)** - Accesses text content from bot-protected websites to retrieve documentation and reference materials. Optimized for low-volume retrieval, this server facilitates the extraction of text and HTML content that is otherwise inaccessible to AI assistants. - **[YouTube Insights](https://github.com/dabidstudio/youtubeinsights-mcp-server)** - Extract insights from YouTube videos, analyze transcripts, and retrieve metadata and channel information. Enable keyword-based video discovery to support content strategy development. - **[arXiv Research Assistant](https://github.com/daheepk/arxiv-paper-mcp)** - Facilitates efficient search and exploration of research papers from arXiv.org, enabling users to access detailed metadata, conduct keyword and author-based searches, and generate prompts for summarization and comparison. Provides updates on trending topics across various research categories. - **[Researcher](https://github.com/DaInfernalCoder/perplexity-mcp)** - A simple notes system designed to manage and summarize text notes, incorporating an intelligent research assistant with search capabilities for handling various queries efficiently. - **[Research Assistant](https://github.com/DaInfernalCoder/perplexity-mcp)** - Utilizes Perplexity's Sonar Pro API to provide an intelligent research assistant with automatic query complexity detection, optimizing requests to the most suitable model for effective results. It includes search capabilities for straightforward questions and basic information lookup. - **[Perplexity-researcher-mcp](https://github.com/DaInfernalCoder/perplexity-mcp)** - An intelligent research assistant that utilizes Perplexity's AI models for query handling, featuring automatic complexity detection to optimize routing to appropriate models for various tasks. It includes search capabilities for efficient information retrieval and basic query handling. - **[Perplexity MCP Server](https://github.com/daniel-lxs/mcp-perplexity)** - Provides a Python-based interface to access the Perplexity API, enabling users to query responses, maintain chat history, and manage conversations while mimicking browser interactions with Perplexity Chat. - **[Dappier MCP Server](https://github.com/DappierAI/dappier-mcp)** - Provides real-time web search capabilities and access to premium data sources, including news, financial markets, sports, entertainment, and weather information. Facilitates the development of AI agents leveraging diverse data models. - **[DARPEngine](https://github.com/DARPAI/darp_engine)** - DARPEngine provides smart search capabilities by storing metadata for MCP servers online, enabling efficient discovery and connection to relevant MCP tools. It offers a CLI and API for users to search and route requests based on user queries. - **[Earthdata Server](https://github.com/datalayer/earthdata-mcp-server)** - Enables efficient discovery and retrieval of NASA Earth Data datasets and granules, facilitating geospatial analysis and data exploration. Integrates with workflows for AI-powered analysis of Earthdata datasets. - **[Markdown Downloader](https://github.com/dazeb/markdown-downloader)** - Download webpages and convert their content into markdown files. Features include a configurable download directory and automatic date-stamped filenames for organized storage. - **[DuckDuckGo Search API](https://github.com/ddkang1/ddg-mcp)** - Provides access to DuckDuckGo's search capabilities, including text, image, news, and video search. Summarizes search results and facilitates engaging conversations through AI chat. - **[DealX Platform Server](https://github.com/DealExpress/mcp-server)** - Enables interaction with ads on the DealX platform through natural language queries, supporting search, sorting, and pagination of ads. The framework is easily extendable for future functionalities related to the DealX platform. - **[Parquet MCP Server](https://github.com/DeepSpringAI/search_mcp_server)** - Enables applications to perform web searches and extract relevant information from search results, while also allowing for similarity searches to identify related content. This functionality simplifies access to web data and enhances content discovery. - **[Parquet MCP Server](https://github.com/DeepSpringAI/search_mcp_server)** - Manipulate and analyze Parquet files efficiently, generating text embeddings and extracting file information while converting files to DuckDB or PostgreSQL formats. - **[SearXNG MCP Server](https://github.com/deepkl/mcp-searxng)** - Integrates web search capabilities with support for executing general queries, news, and articles, allowing for pagination to tailor results. Enhances applications with robust search functionalities that can control result sizes and counts. - **[Ticketmaster](https://github.com/delorenj/mcp-server-ticketmaster)** - Provides tools for discovering events, venues, and attractions via the Ticketmaster Discovery API, enabling flexible searches based on keywords, dates, and locations, with structured outputs for programmatic access or human-readable formats. - **[Hacker News Integration](https://github.com/devabdultech/hn-mcp)** - Access real-time stories, comments, and user profiles from Hacker News, allowing search and retrieval of data through a robust integration with the Model Context Protocol. - **[ScrAPI MCP Server](https://github.com/DevEnterpriseSoftware/scrapi-mcp)** - ScrAPI MCP Server facilitates the extraction of data from any website, handling bot detection and geolocation restrictions efficiently. It provides an intuitive interface for web scraping tasks. - **[Trip Planner](https://github.com/Dips1902/Trip_Advisor)** - AI-powered trip planning assistant that creates personalized itineraries collaboratively based on user preferences using various interfaces including CLI, FASTAPI, and Streamlit. - **[Memory Store](https://github.com/divslingerx/mcp-server)** - Provides web search capabilities using Puppeteer, returning structured JSON results from Google searches in a lightweight and stateless design. - **[Airbnb Search Server](https://github.com/Domoteek/mcp-server-airbnb)** - Search for Airbnb listings based on various parameters such as location, check-in and check-out dates, and guest count. Retrieve detailed information and direct links to the listings for easy access and trip planning. - **[Ethereum Address Info Server](https://github.com/doronaviguy/mpc-0x)** - Provides real-time information about Ethereum addresses across multiple chains and fetches address data seamlessly through an easy-to-use API. - **[IACR Cryptology ePrint Archive](https://github.com/doomdagadiggiedahdah/iacr-mcp-server)** - Provides a programmatic interface to retrieve and search for cryptographic research papers from the IACR Cryptology ePrint Archive, along with access to paper metadata. - **[mcp-undetected-chromedriver](https://github.com/dragons96/mcp-undetected-chromedriver)** - Automates control of the Chrome browser while successfully bypassing anti-bot detection mechanisms using undetected-chromedriver. Provides a comprehensive interface for various automated web interactions. - **[Local MCP Server](https://github.com/Dreamboat-Rachel/MCP-Server-For-Local)** - Connect AI models to real-time data and tools with features such as weather querying, Google search automation, camera control, and image generation. The server supports modular expansion and custom API integration for tailored functionalities. - **[Dumpling AI MCP Server](https://github.com/Dumpling-AI/mcp-server-dumplingai)** - Integrates data scraping, content processing, and AI capabilities, with features for document conversion, web scraping, and knowledge management. Supports real-time information access through various data APIs and secure code execution. - **[AutoGen Server](https://github.com/DynamicEndpoints/Autogen_MCP)** - Facilitates the creation and management of AI agents that engage in natural language interactions and collaborate to solve problems. Supports orchestration of both individual and group conversations with customizable configurations and built-in error handling. - **[Systemprompt MCP Reddit](https://github.com/Ejb503/systemprompt-mcp-reddit)** - Fetch posts and content from Reddit, manage subreddits, and customize parameters for enhanced social media interaction. - **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure access to global residential proxies with dynamic IP rotation for AI systems. Facilitates anonymous and reliable web data extraction with adaptive rate limiting and intelligent content sanitization. - **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure access to global residential proxies with dynamic IP rotation, enabling geo-targeted web data extraction and AI-optimized web interactions. Features include adaptive rate limiting and intelligent content sanitization for enhanced AI workflows. - **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure and scalable access to global residential proxies with dynamic IP rotation and AI-optimized web interaction for reliable web data extraction and management. Facilitates geo-targeted and anonymous browsing with adaptive rate limiting and intelligent content sanitization. - **[PageSpeed](https://github.com/enemyrr/mcp-server-pagespeed)** - Analyze webpage performance using Google PageSpeed Insights to provide metrics and suggestions for optimization. - **[LinkedIn MCP Server](https://github.com/envykernel/LinkedinMCPServer)** - Integrate LinkedIn data and functionalities into applications using a standardized protocol for programmatic interaction. Utilize job search capabilities and automate LinkedIn interactions to enhance productivity and efficiency. - **[Erick Wendel Contributions](https://github.com/ErickWendel/erickwendel-contributions-mcp)** - Queries Erick Wendel's contributions across various platforms, including talks, blog posts, and videos, using natural language. Integrates with tools like Claude and Cursor for seamless data access. - **[Hacker News](https://github.com/erithwik/mcp-hn)** - Fetch stories, comments, and user information from Hacker News, allowing users to access trending and relevant content directly from the platform. - **[Webcam](https://github.com/evalstate/mcp-webcam)** - Streams live images from a webcam to an MCP Client, supporting both capturing frames and taking screenshots. - **[Fetcher](https://github.com/everford/fetcher-mcp)** - Retrieve web page content using a Playwright headless browser to navigate and extract information efficiently. Designed for easy setup and configuration, it leverages AI to streamline web scraping tasks. - **[Baidu Search Server](https://github.com/Evilran/baidu-mcp-server)** - Connects to Baidu to perform web searches and retrieve webpage content, incorporating intelligent text extraction and formatted results. Features built-in rate limiting and robust error handling for efficient content management. - **[Fetch Server](https://github.com/ExactDoug/mcp-fetch)** - Fetches web content and converts it to markdown format for easy processing by LLMs. It retrieves content from specified URLs and allows for extraction in manageable chunks by specifying character indexes. - **[Brave-Gemini Research](https://github.com/falahgs/Brave-Gemini-Research-MCP-Server)** - Enables AI assistants to conduct web searches and analyze research papers using Brave Search and Google's Gemini model. Supports general and local web search functionalities alongside academic analysis capabilities. - **[MCP Server](https://github.com/falcosan/mcp)** - Integrates AI models with the Meilisearch search engine, enabling dynamic interaction and intelligent tool selection based on user queries through a standardized JSON-RPC interface. - **[Meilisearch API Server](https://github.com/falcosan/mcp)** - Bridge between AI models and the Meilisearch search engine, enabling advanced search functionalities and real-time communication. Facilitates AI-driven data retrieval and management through seamless access to Meilisearch's powerful indexing capabilities. - **[Exa Search](https://github.com/exa-labs/exa-mcp-server)** - Fast and intelligent web search and crawling that combines embeddings and traditional search methods to provide optimal results for large language models (LLMs). It facilitates real-time web information retrieval in a secure environment. - **[Azure AI Search Integration](https://github.com/farzad528/mcp-server-azure-ai-agents)** - Connects Claude Desktop with Azure AI Search for performing keyword, vector, or hybrid searches. It utilizes both the Azure AI Agent Service for enhanced search results and direct Azure AI Search for accessing indexed content. - **[Azure AI Agent Service](https://github.com/farzad528/mcp-server-azure-ai-agents)** - Integrates Azure AI services with Claude Desktop for enhanced search capabilities, enabling intelligent searches across indexed documents and the web while providing source citations. Offers two implementations: one that utilizes the Azure AI Agent Service for document and web searches, and another for direct access to Azure AI Search. - **[Search1API MCP Server](https://github.com/fatwang2/search1api-mcp)** - Provides search and crawl functionality utilizing the Search1API to retrieve and index data from various sources. - **[Search Service](https://github.com/fengin/search-server)** - Provides online and local search capabilities with support for multiple search engines including Brave Search, Metaso Search, and Bocha Search. Designed for integration with AI models like Cursor and Claude Desktop, enabling enhanced content retrieval. - **[Perplexity AI Server](https://github.com/fr0ziii/perplexity-mcp-server)** - Integrate with Perplexity AI for chatting, searching, and retrieving documentation from various sources. Provides a standardized access method to Perplexity AI's capabilities for MCP-based systems. - **[Local Web Search Server](https://github.com/FradSer/mcp-server-local-web-search)** - Perform local web searches and extract relevant content from web pages, returning structured results including titles, URLs, and descriptions. The server supports customizable result limits, content truncation, domain filtering, and utilizes headless browser operations for enhanced performance. - **[Cosense MCP Server](https://github.com/funwarioisii/cosense-mcp-server)** - Retrieve page data efficiently and integrate with Claude Desktop for streamlined information management. The server enhances application capabilities by providing real-time context through an MCP interface. - **[Web Search Tool](https://github.com/gabrimatic/mcp-web-search-tool)** - Provides real-time web search capabilities, enabling AI assistants to retrieve current information from various sources through a modular architecture. Returns structured JSON results for enhanced context-aware responses in areas like weather, news, sports, and finance. - **[Search-Quran](https://github.com/galihfr09/quran_cloud_mcp_server)** - Connects AI models to the Quran API for precise access to Quranic text, minimizing hallucination by retrieving only necessary data upon request. Enables seamless integration with applications such as Claude desktop for enhanced reliability when handling sensitive religious content. - **[Serper Google Search Server](https://github.com/garylab/serper-mcp-server)** - Provides Google search results to LLMs through Serper integration, enabling dynamic retrieval of up-to-date search information. - **[Exa MCP Server](https://github.com/geezerrrr/exa-mcp-server)** - Enable AI assistants to perform web searches using Exa's search API, providing real-time information while safely caching recent queries. It enhances AI capabilities with structured results and customizable search parameters. - **[Exa MCP Server](https://github.com/geezerrrr/exa-mcp-server)** - Provides real-time web search capabilities using Exa's robust search API, enabling AI models to retrieve and cache web information in a secure manner while offering customizable search parameters. - **[Hacker News Companion](https://github.com/georgeck/hn-companion-mcp)** - Summarizes discussions from Hacker News by fetching and processing comments, ensuring the hierarchical structure and associated metadata are maintained for effective summarization by Claude. - **[DuckDuckGo Search Plugin](https://github.com/gianlucamazza/mcp-duckduckgo)** - Provides web search functionality using DuckDuckGo with advanced navigation and content exploration features, allowing users to retrieve detailed search results and related queries. - **[Ultimate Self-Evolving Cursor](https://github.com/giorgos3215/ultimate-cursor-mcp)** - Integrates advanced web, code, and file operations with Supabase for database management, providing tools for web scraping, code analysis, and file handling alongside AI-powered functionalities for intelligent analysis and self-improvement based on usage patterns. - **[Fetch Server](https://github.com/goswamig/fetch-mcp)** - Fetches web content from specified URLs in formats such as HTML, JSON, plain text, and Markdown, allowing for customizable request headers. - **[PubMedSearch](https://github.com/gradusnikov/pubmed-search-mcp-server)** - Search and retrieve academic papers from the PubMed database, providing access to titles, authors, journals, abstracts, and DOIs. - **[Google Search Server](https://github.com/gradusnikov/google-search-mcp-server)** - Integrate Google Custom Search to retrieve and display search results directly in applications. Enhance applications with the ability to access vast amounts of online information efficiently. - **[Sketchfab 3D Model Explorer](https://github.com/gregkop/sketchfab-mcp-server)** - Search, view details, and download 3D models from Sketchfab, utilizing keywords, tags, and categories to find models and obtain comprehensive information about them. Supports downloading in multiple formats for creative projects. - **[Reddit MCP](https://github.com/GridfireAI/reddit-mcp)** - Browse, search, and read Reddit content and comments through a simple interface, enabling integration of Reddit data into applications or workflows. Currently supports only read features with built-in rate limiting using the PRAW library. - **[Deep Research](https://github.com/Hajime-Y/deep-research-mcp)** - Provides advanced web search capabilities, document analysis, and image processing. Extracts information from various sources including PDFs and YouTube transcripts efficiently. - **[Job scraper MCP Server](https://github.com/happyhackerbird/jobspy-mcp-server)** - Facilitates job searching on LinkedIn by utilizing the unofficial LinkedIn API for credential management and job scraping. Matches job opportunities using JobSpy for enhanced search capabilities. - **[OnePiece & Geolocalizar MCP Servers](https://github.com/Haonter/MCP-Servers)** - Access detailed information about One Piece characters and geolocate public IPv4 addresses. This server facilitates the seamless integration of anime character data and IP geolocation features. - **[Korea Tourism API](https://github.com/harimkang/mcp-korea-tourism-api)** - Access information about South Korea's tourism attractions, including festivals, temples, restaurants, and accommodations through an API powered by the Korea Tourism Organization. - **[Reddit API Access Server](https://github.com/Hawstein/mcp-server-reddit)** - Enables interaction with Reddit's public API to fetch and browse content such as frontpage posts, subreddit information, and post comments. - **[MediaCrawler](https://github.com/heehee365/MediaCrawler)** - Scrapes data from popular social media platforms such as Xiaohongshu, Douyin, Kuaishou, Bilibili, and Weibo. Extracts videos, images, comments, likes, and shares using Playwright for efficient data collection. - **[Unsplash Search](https://github.com/hellokaton/unsplash-mcp-server)** - Connects to Unsplash's image library to perform advanced searches and apply filters on keywords for rich, high-quality image retrieval. - **[IsItDown Server](https://github.com/hesreallyhim/mcp-server-isitdown)** - Checks the status of websites to determine if they are currently down and provides information on recent downtime events. - **[TripAdvisor Vacation Planner](https://github.com/hhw67865/tripadvisor-mcp-server)** - Access TripAdvisor data to plan vacations by discovering attractions, restaurants, and hotels, while viewing photos and reviews. Offers an interactive prompt for vacation planning and detailed location information. - **[YouTube Integration](https://github.com/highlight-ing/highlight-youtube-mcp)** - Extract transcripts from YouTube videos by providing a video URL. The server supports multiple URL formats and returns the transcript text in a structured array format. - **[Raindrop.io Integration](https://github.com/hiromitsusasaki/raindrop-io-mcp-server)** - Interact with Raindrop.io bookmarks by creating, searching, and filtering them using a user-friendly interface. Integrates seamlessly with AI models to enhance bookmark management. - **[OpenAPI MCP Server](https://github.com/hks-anakin/openapi-mcp-server)** - Explores and summarizes OpenAPI specifications, providing overviews and specific endpoint details without requiring authentication. Facilitates understanding of APIs by generating code snippets and offering insights into operations. - **[ArXiv MCP Server](https://github.com/huanongfish/arxiv-mcp)** - Search and access arXiv research papers through a simple interface, facilitating the retrieval and download of academic content for analysis. Streamline research with local storage and efficient access to extensive academic resources. - **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - Scrape and extract structured data from webpages and crawl internet resources. Provides access to general purpose browser agents for tasks involving web interactions. - **[YouTube MCP Server](https://github.com/IA-Programming/Youtube-MCP)** - Search for YouTube videos, retrieve their transcripts, and conduct semantic searches over video content to extract insights. - **[Fetch Server](https://github.com/iamadk/reference-servers)** - Retrieve and process web content by converting HTML to markdown, enabling easier extraction of information in manageable chunks. Supports starting extraction from a specified character index for better navigation of web content. - **[Ollama LLM Web Interface](https://github.com/IBK-Insurance/IBKI_LLM)** - Provides a web interface for real-time interaction with LLM models using Ollama, enabling users to chat and engage with various LLM capabilities through a responsive design. - **[OpenSearch MCP Server](https://github.com/ibrooksSDX/mcp-server-opensearch)** - Create a semantic memory layer on top of OpenSearch to facilitate LLM applications by integrating external data sources and tools. - **[YouTube MCP Server](https://github.com/icraft2170/youtube-data-mcp-server)** - Interact with YouTube content to retrieve video details, manage captions, and analyze trends using the YouTube Data API for real-time insights. - **[SearXNG Server](https://github.com/ihor-sokoliuk/mcp-searxng)** - Integrates the SearXNG API to provide web search functionalities including retrieving general queries, news, and articles with advanced filtering options. - **[SerpApi MCP Server](https://github.com/ilyazub/serpapi-mcp-server)** - Retrieve and parse search engine results from multiple platforms such as Google and Bing, allowing access to both live and archived data. Integrate with MCP clients for enhanced search functionalities. - **[Claude Spotify Integration](https://github.com/imprvhub/mcp-claude-spotify)** - Integrate with Spotify to perform actions such as authentication, searching for music, controlling playback, managing playlists, and providing personalized music recommendations. Access and manage your Spotify library effortlessly from the LLM environment. - **[RSS Aggregator](https://github.com/imprvhub/mcp-rss-aggregator)** - Fetch and read content from RSS feeds, organize and filter them by categories, and import subscriptions via OPML. Retrieve well-formatted articles with titles, snippets, and links using simple commands or natural language queries. - **[YouTube Music MCP Server](https://github.com/instructa/mcp-youtube-music)** - Search for and play tracks on YouTube Music, enabling quick access to music via simple commands. Integrates music capabilities seamlessly into workflows. - **[IP Find](https://github.com/ipfind/ipfind-mcp-server)** - Retrieve geolocation information for IP addresses using the IP Find API, enabling AI assistants to easily access IP data for location lookups. - **[Naver Search](https://github.com/isnow890/naver-search-mcp)** - Connects to the Naver Search API for searching diverse content types such as news, blogs, and shopping. Analyzes search and shopping trends using the DataLab API, offering insights into consumer behavior patterns by category, device, gender, and age group. - **[Tavily Server](https://github.com/it-beard/tavily-server)** - Facilitates comprehensive web searches and retrieves up-to-date information through AI-powered search capabilities, with features like result scoring, caching, and search history storage. Provides access to rich search results including titles, URLs, content snippets, and AI-generated summaries. - **[Perplexity Server](https://github.com/jaacob/perplexity-mcp)** - Provides web search capabilities through the Perplexity API, allowing access to real-time information from the web. - **[bioRxiv MCP Server](https://github.com/JackKuo666/bioRxiv-MCP-Server)** - Search for bioRxiv papers, retrieve detailed metadata, and download papers to support biological sciences research and analysis. - **[Crossref MCP Server](https://github.com/JackKuo666/Crossref-MCP-Server)** - Connect to Crossref's database to search and access academic paper metadata, including metadata retrieval for specific papers, journals, and funding organizations using various queries. - **[Google Scholar MCP Server](https://github.com/JackKuo666/Google-Scholar-MCP-Server)** - Enables AI assistants to perform searches on Google Scholar to access academic papers, retrieve paper metadata, and gather detailed author information. Facilitates efficient academic research through a seamless programmatic interface. - **[medRxiv MCP Server](https://github.com/JackKuo666/medRxiv-MCP-Server)** - Integrate with medRxiv's preprint repository to search for and access health sciences research papers and their metadata via a standardized interface. Enables efficient querying and retrieval of paper details based on custom search parameters and DOI. - **[PubMed MCP Server](https://github.com/JackKuo666/PubMed-MCP-Server)** - Connects AI models to PubMed for searching, accessing, and analyzing biomedical articles, allowing retrieval of detailed metadata and deep analysis of research papers. Facilitates access to full-text PDFs and supports specialized prompts for comprehensive paper examination. - **[Semantic Scholar Server](https://github.com/JackKuo666/semanticscholar-MCP-Server)** - Search for academic papers, retrieve detailed information about specific papers and authors, and access citations and references through the Semantic Scholar API. - **[Sci-Hub MCP Server](https://github.com/JackKuo666/Sci-Hub-MCP-Server)** - Connects to Sci-Hub for searching, accessing, and analyzing academic papers. Supports retrieving metadata and downloading full-text PDFs programmatically. - **[G-Search](https://github.com/jae-jae/g-search-mcp)** - Enables efficient parallel searching on Google using multiple keywords, automatically handling verification challenges and returning structured search results in JSON format for analysis. - **[Fetcher](https://github.com/jae-jae/fetcher-mcp)** - Fetch web page content using a headless browser, capable of executing JavaScript to handle dynamic web pages and modern web applications. Extracts the main content intelligently using a Readability algorithm and supports output in both HTML and Markdown formats. - **[Product Hunt Server](https://github.com/jaipandya/producthunt-mcp-server)** - Connects to Product Hunt's API to access posts, comments, collections, topics, and user data. Facilitates the integration of AI assistants and chatbots with Product Hunt's features. - **[Mattermost MCP Host](https://github.com/jagan-shanmugam/mattermost-mcp-host)** - Connects Mattermost to Model Context Protocol (MCP) servers, enabling interactions with a LangGraph-based AI agent for executing tools and automating user requests directly within Mattermost channels. - **[Umami Analytics Server](https://github.com/jakeyShakey/umami_mcp_server)** - Connects Claude to Umami analytics data to analyze user behavior and track website performance. Provides tools for monitoring real-time visitor activity, capturing webpage content, and generating insights from historical data. - **[Spotify](https://github.com/jamiew/spotify-mcp)** - Connect to Spotify for controlling playback and managing your music library, including playlist management support. Features include searching for tracks, getting information about music entities, and managing the playback queue. - **[WebMCP](https://github.com/jasonjmcghee/WebMCP)** - A protocol for websites to share tools, resources, and prompts with client-side LLMs, enhancing user interaction without the need for API keys. It allows multiple WebMCP-enabled sites to be connected for a richer user experience. - **[Unsplash MCP Server](https://github.com/JavaProgrammerLB/unsplash-mcp-server)** - Search for high-quality images from Unsplash, enabling applications to integrate visual search capabilities. This server also serves as a learning resource for building MCP servers in Java. - **[Old School RuneScape Wiki and Data Server](https://github.com/JayArrowz/mcp-osrs)** - Seamless access to Old School RuneScape Wiki content and game data through a standardized protocol. Enables searching wiki pages, retrieving detailed page information, and querying various game data files to enhance applications with OSRS context. - **[Scholarly Article Search Server](https://github.com/jayanthbagare/mcp-scholarly)** - Search for accurate academic articles by keyword to facilitate research workflows. Integrates with applications to provide seamless retrieval of scholarly papers. - **[NIH RePORTER](https://github.com/jbdamask/mcp-nih-reporter)** - Search for NIH-funded research projects and publications using various criteria such as fiscal years, investigator names, organization details, and funding information. Retrieve detailed project information, including abstracts, in a conversational format. - **[Elasticsearch semantic search tool](https://github.com/jedrazb/elastic-semantic-search-mcp-server)** - Enables semantic search capabilities for blog posts indexed in Elasticsearch, facilitating efficient content crawling and indexing to enhance search functionality and retrieval of relevant information. - **[paperpal](https://github.com/jerpint/paperpal)** - Enhance literature review processes by enabling searches and discussions about machine learning papers from arXiv and Hugging Face. Facilitate natural conversations with language models to discover new research and organize ideas effectively. - **[Kakao API Server](https://github.com/jeong-sik/kakao-api-mcp-server)** - Provides access to Kakao Map and Daum Search APIs for fetching location data, performing place searches, converting coordinates to addresses, and finding routes. Enables integration of various search functionalities and mapping features through a standardized interface. - **[MCP Fetch](https://github.com/JeremyNixon/mcp-fetch)** - Fetches web content and processes images for integration with AI models, streamlining the retrieval and handling of online content in various applications. - **[Time Server](https://github.com/jharkins/mcp-time-srv)** - Provides accurate current time information and timezone conversions. Queries can be made for the current time in any IANA timezone and for converting times between different timezones. - **[App Market Intelligence](https://github.com/JiantaoFu/AppInsightMCP)** - Analyzes data from the Apple App Store and Google Play Store to provide insights on apps, market trends, and user feedback. Offers detailed information, app listings, and search capabilities for mobile applications in major app marketplaces. - **[JigsawStack AI Web Search](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Access high-quality web search results powered by AI, facilitating the retrieval of information from the internet. The server integrates various tools, allowing for seamless management and interaction with these tools through a structured approach. - **[JigsawStack AI Web Scraper](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Scrape any website to obtain consistent, structured data quickly without the need for writing CSS selector code. Supports API integration for data extraction through a straightforward interface. - **[Naver Search](https://github.com/jikime/py-mcp-naver-search)** - Access diverse Naver search APIs for retrieving structured data across multiple categories including blogs, news, books, images, and shopping items. The server facilitates pagination, adult content filtering, and keyboard input error correction for enhanced search functionality. - **[YouTube Toolbox](https://github.com/jikime/py-mcp-youtube-toolbox)** - Interact with YouTube to perform video searches, extract transcripts, retrieve comments, and obtain detailed information about videos and channels. Provides advanced filtering options and access to trending videos and transcript analysis. - **[YARR Media Stack](https://github.com/jmagar/yarr)** - Automate and control your media services using natural language commands. - **[Pokemon TCG Card Search](https://github.com/jlgrimes/ptcg-mcp)** - Search and display detailed information about Pokemon Trading Card Game cards, including attributes, legality, and statistics. Access high-resolution images to enhance gameplay effectively. - **[Web Crawler](https://github.com/jmh108/md-webcrawl-mcp)** - Extracts website content and saves it as markdown files while mapping website structures and links efficiently, enabling batch processing of multiple URLs. - **[Mozilla Readability Parser](https://github.com/jmh108/MCP-server-readability-python)** - Extracts and transforms webpage content into clean, LLM-optimized Markdown, removing ads and non-essential elements for improved readability and processing by language models. - **[TastyTales](https://github.com/jmarcher/tasty-tales)** - Build and manage rich, interactive recipes with features for searching, filtering, and discovering culinary content. Includes dynamic serving size calculators and interactive timers for a customized cooking experience. - **[Q-Anon Posts/Drops Server](https://github.com/jkingsman/qanon-mcp-server)** - Provides access to a dataset of Q-Anon posts for research purposes, enabling users to search, filter, and analyze the content for sociological insights. - **[Jina AI MCP Server](https://github.com/JoeBuildsStuff/mcp-jina-ai)** - Provides access to Jina AI's web services for tasks like reading and extracting content from web pages, performing web searches, and fact-checking information. - **[小红书 MCP 服务 xiaohongshu](https://github.com/jobsonlook/xhs-mcp)** - Facilitates access to Xiaohongshu's API using JavaScript reverse engineering to bypass the need for heavyweight tools like Playwright. Supports searching notes, retrieving note content, fetching comments, and posting comments. - **[Jina AI](https://github.com/JoeBuildsStuff/mcp-jina-ai)** - Access Jina AI's web services for web page reading, web search, and fact checking. Extract and format content from web pages for use with LLMs. - **[RedNote Content Access Server](https://github.com/JonaFly/RedNote-MCP)** - Access and interact with Xiaohongshu (RedNote) content by authenticating, searching notes via keywords, and retrieving note content through URLs. Simplifies the integration of RedNote data into AI workflows and tools. - **[WebSearch](https://github.com/josemartinrodriguezmortaloni/webSearch-Tools)** - Perform intelligent web searches and extract specific information from web pages using natural language prompts. Utilize advanced web scraping and crawling capabilities for enhanced content analysis and retrieval tasks. - **[Perplexity MCP](https://github.com/jsonallen/perplexity-mcp)** - Provides web search functionality leveraging Perplexity AI's API, allowing users to search for recent information on various topics. - **[Untappd Server](https://github.com/jtucker/mcp-untappd-server)** - Query the Untappd API to find beers and retrieve detailed information about them. Supports beer searches and accessing specific beer details using their unique identifiers. - **[LottieFiles Server](https://github.com/junmer/mcp-server-lottiefiles)** - Search and retrieve Lottie animations from LottieFiles, access detailed animation information, and discover popular animations for projects. - **[originforge-dNFT-Generator](https://github.com/jutalik/originforge-generate-nft-mcp)** - Fetch and display NFT data from the Origin Forge API, save SVG images and JSON metadata, and enhance the viewing experience of NFTs. Provides various functions to retrieve NFT information, attributes, and color palettes. - **[Prospect Research Server](https://github.com/jzhang17/prospect-research-mcp)** - Provides tools for conducting prospect research, including semantic search, webpage scraping, and batch processing of search queries. Enhances research tasks with a focus on understanding context and intent behind queries. - **[Spotify Control Server](https://github.com/KaanCL/Spotify-MCP-Server)** - Enables AI assistants and clients to control Spotify playback using the Model-Context-Protocol. Offers functionalities such as searching for songs, playing music, pausing playback, and skipping tracks on Spotify devices. - **[Kagi](https://github.com/kagisearch/kagimcp)** - Access Kagi Search API for retrieving information from the web, allowing users to perform web searches and gather data from online sources. - **[Bing Proxy](https://github.com/Karry-cpu/go-proxy-bingai)** - Access Microsoft Bing AI with a consistent user interface for seamless chat interactions and advanced features such as image generation. The server supports local deployment and customization while facilitating use without the need for a Microsoft account login. - **[MCP Fetch](https://github.com/kazuph/mcp-fetch)** - Fetch web content and process images to facilitate efficient interaction with online resources. Supports integration with MCP clients like Claude Desktop for seamless content management. - **[MCP Registry Server](https://github.com/KBB99/mcp-registry-server)** - Retrieve MCP Servers through semantic search capabilities, allowing users to find relevant servers efficiently based on queries. - **[Playwright-Lighthouse](https://github.com/kbyk004-diy/playwright-lighthouse-mcp)** - Analyze website performance and capture screenshots using Playwright and Lighthouse. Gain insights into web application performance metrics with real-time analysis and visual feedback. - **[SearXNG MCP Server](https://github.com/kevinwatt/mcp-server-searxng)** - Integrates with SearXNG to provide privacy-focused meta search capabilities, combining results from multiple search engines without tracking or profiling users. Supports various categories, languages, and filtering options, ensuring reliable and safe search experiences. - **[YouTube MCP Server](https://github.com/kevinwatt/yt-dlp-mcp)** - Integrates with yt-dlp to download video and audio content from various platforms, and fetch subtitles in SRT format for processing by LLMs. Provides a privacy-focused direct download experience without tracking. - **[AOAI Web Browsing](https://github.com/kimtth/mcp-aoai-web-browsing)** - An MCP server for web browsing automation that integrates Azure OpenAI to facilitate interactions with web applications through an automated interface. It utilizes Playwright for end-to-end testing and customizes responses to fit the OpenAI function calling format. - **[GitHub中文排行榜](https://github.com/kirayhz007/GitHub-Chinese-Top-Charts)** - A platform for discovering popular Chinese open-source projects on GitHub, facilitating the absorption of valuable experiences and results without language barriers. It provides a ranking of the most favored Chinese repositories to enhance development efficiency. - **[Klavis ReportGen Server](https://github.com/Klavis-AI/klavis)** - Generates visually appealing web reports based on simple search queries, integrating live web search results and storing reports in a database for easy access. Utilizes AI to synthesize information into interactive HTML formats. - **[Playwright MCP Server](https://github.com/Kotelberg/playwright-mcp-server)** - Retrieve web page content and interact with it by simulating user actions, navigating pages, and extracting data using a standardized protocol. - **[DuckDuckGo Web Search](https://github.com/kouui/web-search-duckduckgo)** - Search the web using DuckDuckGo to retrieve relevant search results, including titles, URLs, and snippets. Optionally fetch and convert webpage content into markdown format with support for concurrent URL fetching and error handling. - **[Firecrawl Web Scraping Server](https://github.com/Krieg2065/firecrawl-mcp-server)** - Enables advanced web scraping and content extraction, supporting JavaScript rendering and batch processing for deep research. It includes features for automatic retries and efficient data integration while monitoring credit usage and handling rate limits. - **[BnF API Server](https://github.com/Kryzo/mcp-bibliotheque_nationale_de_France)** - Access the Gallica digital library to search for documents, images, maps, and other resources, and generate structured research reports that include organized bibliographies and relevant visual content. - **[Crypto Whitepapers Knowledge Base](https://github.com/kukapay/crypto-whitepapers-mcp)** - Provides structured access to cryptocurrency whitepapers for searching, loading, and querying detailed content, enabling efficient analysis of tokenomics and project-specific insights. - **[Trending Model Tracker](https://github.com/kukapay/hf-trending-mcp)** - Tracks and analyzes trending models, datasets, and spaces on Hugging Face, providing tools to fetch and search for content. Enables trend analysis to help users stay informed about the latest developments in AI resources. - **[Crypto Sentiment Analysis Server](https://github.com/kukapay/crypto-sentiment-mcp)** - Provides cryptocurrency sentiment analysis by aggregating social media and news data to assess market mood and detect trends. It offers insights into sentiment balance, social media mentions, and trending discussions surrounding various cryptocurrencies. - **[NearbySearch](https://github.com/kukapay/nearby-search-mcp)** - Search for nearby places using IP-based location detection and Google Places integration. Provides a customizable interface to filter results based on keywords and radius. - **[Google Patents MCP Server](https://github.com/KunihiroS/google-patents-mcp)** - Search Google Patents information using the SerpApi, providing access to comprehensive patent data for streamlined research. Facilitates quick querying and retrieval of patent-related information. - **[Scrapezy Structured Data Extractor](https://github.com/kxkaloo/mcp)** - Extract structured data from websites by providing a URL and a clear prompt describing the data to extract. Retrieve detailed product information, pricing, descriptions, and more from web pages seamlessly. - **[Minecraft Wiki Server](https://github.com/L3-N0X/Minecraft-Wiki-MCP)** - Browse and search the official Minecraft Wiki for detailed information on structures, entities, items, and blocks. Access multi-language support and navigate through wiki categories and specific sections for comprehensive content. - **[TMDB Server](https://github.com/Laksh-star/mcp-server-tmdb)** - Integrates with The Movie Database (TMDB) API to provide access to movie information, search capabilities, and personalized recommendations. - **[Poe API Wrapper](https://github.com/laosu888/poe)** - Facilitates automated interactions with Poe.com by managing message sending, bot operations, and file attachments. Provides easy access to various AI models and chat functionalities for enhanced application integration. - **[Bluesky Context Server](https://github.com/laulauland/bluesky-context-server)** - Enables querying of Bluesky instances through an MCP protocol, facilitating data interaction and retrieval. - **[Bing Search](https://github.com/leehanchung/bing-search-mcp)** - Connect to the Microsoft Bing Search API to perform comprehensive web, news, and image searches. Retrieve timely information and visual content efficiently, enhancing AI applications with search capabilities. - **[Perplexity Tool](https://github.com/letsbuildagent/perplexity-tool)** - Integrate web-based research capabilities using Perplexity AI's API to provide accurate answers with citations, enhancing the information retrieval process. - **[YGO Chinese Card Database - 百鸽(ygocdb.com)](https://github.com/lieyanqzu/ygocdb-mcp)** - Provides access to Chinese Yu-Gi-Oh! card information and images via keyword searches and ID queries, allowing for detailed retrieval of card data and visuals from the game. - **[Google Custom Search Server](https://github.com/limklister/mcp-google-custom-search-server)** - Enables language models to perform web searches using Google's Custom Search API, providing formatted results such as titles, URLs, and descriptions. Supports real-time information retrieval while adhering to the Model Context Protocol (MCP). - **[Linkup Search](https://github.com/LinkupPlatform/python-mcp-server)** - Fetch real-time web search results using the LinkupClient to provide updated information for AI models, enhancing their responses with current events and trusted sources. - **[DeepSeek-R1](https://github.com/liusheding/DeepSeek-R1)** - Provides advanced reasoning capabilities utilizing distilled models for enhanced performance in mathematical, coding, and reasoning tasks. Designed to assist in a variety of applications requiring sophisticated model interactions. - **[Exa MCP Server](https://github.com/XiaogeAIBreaker/exa-mcp-server)** - Enables AI assistants to perform web searches using Exa's search API, providing real-time web information with structured search results. It also caches recent searches for future access in a safe and controlled manner. - **[Multi Fetch MCP Server](https://github.com/lmcc-dev/mult-fetch-mcp-server)** - Fetch web content in various formats such as HTML and JSON using intelligent scraping techniques while providing bilingual support for English and Chinese. - **[脱口秀AI智能体](https://github.com/logos-42/ANPtest)** - Connects to AI agents using self-compressed decentralized identifiers (DIDs). Facilitates interactive conversations with an AI assistant in a talk show style, featuring functionalities for DID generation and QR code display. - **[Superpowered Web Audio SDK](https://github.com/Lomaloque/AUDIO)** - Integrate advanced audio processing features into web applications using JavaScript and WebAssembly. Provides tools for low-latency audio effects, mixing, and analysis without requiring direct management of WebAssembly or C++. - **[Glean](https://github.com/longyi1207/glean-mcp-server)** - Integrates the Glean API to provide functionalities for searching and interacting with a chatbot. Offers capabilities for retrieving search results based on queries and conducting question-and-answer sessions with a chatbot interface. - **[Gemini Search](https://github.com/Lorhlona/geminiserchMCP)** - Generates responses based on the latest information using the Gemini API and Google Search, requiring integration with AI assistants like Cline for functionality. - **[OpenAI Agents MCP Server](https://github.com/lroolle/openai-agents-mcp-server)** - Connects OpenAI agents to various tools and data sources, enabling specialized tasks such as web searching, file analysis, and computer actions. Supports coordination through a multi-agent orchestrator to enhance AI functionalities. - **[LSD MCP server](https://github.com/lsd-so/lsd-mcp)** - Connects Claude to the internet to gather high-quality information from websites using LSD SQL. Enables complex queries and actions while allowing Claude to self-correct SQL commands and interact with cloud browsers. - **[Playlist Transcript Server](https://github.com/luebken/playlist-mcp)** - Provides access to transcripts of YouTube playlists, enabling retrieval and querying of video transcripts for enhanced application functionalities. It can preload specific playlists or be customized by specifying a different playlist URL. - **[Bright Data](https://github.com/brightdata/brightdata-mcp)** - Access and extract structured data from public web sources without captcha challenges, enabling real-time market information retrieval and web searches. Supports ethical web scraping techniques for various applications like weather forecasting and decision-making. - **[SearXNG](https://github.com/maccam912/searxng-mcp-server)** - Interact with SearXNG instances to perform search operations across multiple engines and sources. - **[RagRabbit](https://github.com/madarco/ragrabbit)** - Crawl websites to create AI-powered search capabilities that enhance content discoverability and interaction with AI language models. - **[Magic UI Component Server](https://github.com/magicuidesign/mcp)** - Provides Magic UI components, device mocks, special effects, animations, and backgrounds to facilitate UI development. Allows integration with various MCP clients for accessing comprehensive implementation details of numerous UI elements. - **[Crawl4AI Web Scraper Server](https://github.com/MaitreyaM/WEB-SCRAPING-MCP)** - Enables AI agents to scrape web content, search for specific text snippets, and perform structured information extraction from websites using natural language instructions. Utilizes LLMs for intelligent content retrieval and provides an API for interaction. - **[Farcaster MCP Server](https://github.com/manimohans/farcaster-mcp)** - Interact with the Farcaster Network to fetch casts, search channels, and analyze content related to users and channels. Retrieve user-specific casts through FID or username, as well as casts from specific channels. - **[Serper Search and Scrape](https://github.com/marcopesani/mcp-server-serper)** - Provides web search capabilities and webpage scraping functions utilizing the Serper API, enabling content extraction and rich search result retrieval. - **[Node Fetch](https://github.com/mcollina/mcp-node-fetch)** - Fetch web content from any URL using various HTTP methods, handle headers and request bodies, and support multiple response formats. Configurable timeout and redirect settings streamline reliable content retrieval. - **[Tavily Web Search](https://github.com/mcp2everything/mcp2tavily)** - This server implements web search functionality using the Tavily API, providing real-time search capabilities for applications. It allows users to retrieve information from the web quickly and easily. - **[MCP2Brave](https://github.com/mcp2everything/mcp2brave)** - Connects to the Brave API to perform web searches, enabling access to search results within the MCP framework. - **[Meeting BaaS](https://github.com/Meeting-BaaS/meeting-mcp)** - Manage meeting data including transcripts, recordings, and calendar events while providing search functionality for easy organization and retrieval. - **[Exa MCP Server](https://github.com/meicanhong/exa-mcp-server)** - Enables AI assistants to perform real-time web searches using Exa's search API, providing structured results while managing caching and rate limits. Facilitates access to fresh web content in a secure manner. - **[YouTube Video Search and Analysis Tool](https://github.com/meicanhong/video-search)** - Search for YouTube videos and analyze their content by generating summaries, retrieving subtitles, and pinpointing specific video segments. The tool supports keyword-based searches and provides detailed video metadata, intelligent subtitle selection, and content analysis powered by GPT. - **[FEAPDER](https://github.com/meicanhong/feapder)** - A Python framework designed for building web scrapers, featuring tools for breakpoint resuming, monitoring alerts, and browser rendering. It incorporates a management system for deploying and scheduling scrapers efficiently. - **[Danny's Blog](https://github.com/meicanhong/meicanhong)** - Access a collection of articles and personal reflections across various topics, facilitating community engagement through comments and discussions. It serves as a platform for discovering diverse perspectives and ideas. - **[FireCrawl MCP Server](https://github.com/mendableai/firecrawl-mcp-server)** - Integrates advanced web scraping capabilities, enabling web scraping, crawling, discovery, content extraction, and deep research. Supports automatic retries, rate limiting, and offers options for cloud or self-hosted deployment. - **[Firecrawl MCP Server](https://github.com/mendableai/firecrawl-mcp-server)** - Integrates with Firecrawl for advanced web scraping capabilities including structured data extraction and batch processing, while supporting both cloud and self-hosted deployments. Provides features like automatic retries, rate limiting, and content analysis powered by LLMs. - **[Twikit Twitter Search](https://github.com/metrosir/mcp-twikit)** - Interact with Twitter to analyze sentiments and retrieve tweets from your timeline, offering insights into public opinions and trends on various topics. - **[Virtual Traveling Bot](https://github.com/mfukushim/map-traveler-mcp)** - Create immersive travel experiences by navigating Google Maps with an avatar, providing real-time updates and photos of the journey. Integrate unique travel narratives and social media interactions during the exploration. - **[Hyperbrowser MCP Server](https://github.com/mfengzhishang/mcp)** - Provides web scraping, structured data extraction, and web crawling capabilities. Integrates browser automation agents for tasks related to data retrieval from webpages. - **[SEO Inspector](https://github.com/mgsrevolver/seo-inspector-mcp)** - Analyzes HTML files and web pages to identify SEO issues and validate structured data schemas. Provides actionable recommendations for improving SEO quality directly through integrated tools without the need for a browser extension. - **[Vonage AI Code Assist](https://github.com/micahman33/VonageAICodeAssist)** - Provides AI-assisted access to Vonage API documentation for targeted search and content extraction, facilitating quick access to relevant information about communication APIs. Integrates with external web search APIs to enhance documentation retrieval. - **[Substack Server](https://github.com/michalnaka/mcp-substack)** - Download and summarize public Substack posts by extracting titles, authors, subtitles, and content directly within workflows. - **[Art Institute of Chicago Collection Server](https://github.com/mikechao/artic-mcp)** - Connects to the Art Institute of Chicago's art collection, enabling searches of artworks by title, full text, or artist, and retrieves detailed information including images. - **[Brave Search Server](https://github.com/mikechao/brave-search-mcp)** - Integrates the Brave Search API to provide comprehensive search functionalities, including web, image, news, video, and local points of interest searches. Enables retrieval of relevant results for various search queries. - **[Met Museum Server](https://github.com/mikechao/metmuseum-mcp)** - Access the Metropolitan Museum of Art's collection through natural language queries to search for artworks and retrieve detailed information on various departments. - **[Internet Search Server](https://github.com/mingdedi/InternetSearch-mcp-server)** - Facilitates real-time internet searches using the Bocha AI search API, enabling applications to access and retrieve web-based information efficiently. Requires an API key for integration and supports setup through a specific configuration format. - **[DuckDuckGo Search API](https://github.com/misanthropic-ai/ddg-mcp)** - Leverage DuckDuckGo's capabilities to perform text and image searches while ensuring user privacy. The server provides an interface to obtain summaries of search results and conduct web searches for various media types. - **[Google Search Server](https://github.com/mixelpixx/Google-Search-MCP-Server)** - Integrates Google Custom Search to retrieve search results and perform detailed analysis of webpage content. Supports multiple output formats and provides features for categorization, summarization, and optimized responses. - **[Playwright Automation](https://github.com/microsoft/playwright-mcp)** - Automate web interactions on web pages using structured accessibility data for reliable navigation and data extraction without the need for visual models. Enables LLMs to perform actions by leveraging Playwright's accessibility tree. - **[Perplexity AI MCP Server](https://github.com/mkusaka/mcp-server-perplexity)** - Integrates Perplexity AI's API for advanced search capabilities, supporting multiple models with configurable result counts and detailed error handling. - **[Live Events Server](https://github.com/mmmaaatttttt/mcp-live-events)** - Fetch real-time event data from Ticketmaster's API and format responses for easy interpretation by AI language models. Provides details on concerts and events based on user queries. - **[WebSearch](https://github.com/mnhlt/WebSearch-MCP)** - Provides real-time web search capabilities to retrieve up-to-date information from the internet using the WebSearch Crawler API, enabling AI assistants to access the latest web content. - **[Whois Lookup](https://github.com/modelcontextprotocol-servers/whois-mcp)** - Retrieve detailed domain registration information, including ownership, registration dates, and domain status. Check domain availability and ownership details directly in an AI environment without needing to search in a browser. - **[Google Search](https://github.com/modelcontextprotocol-servers/google-search-mcp)** - Perform real-time Google searches while bypassing anti-bot mechanisms and handling CAPTCHAs automatically. Extract structured search results in various languages and regions to support AI assistants. - **[YouTube Music Server](https://github.com/mondweep/youtube-music-mcp-server)** - Control YouTube Music playback by searching for and playing songs via voice commands or text input in Google Chrome. The server enables interaction between AI models and YouTube Music to manage music playback effectively. - **[DeepSeek MCP Server](https://github.com/moyu6027/deepseek-MCP-server)** - Integrates the DeepSeek R1 model to enhance reasoning capabilities by allowing advanced logical analysis and structured cognitive frameworks. Evaluates confidence and uncertainty while monitoring reasoning quality and detecting biases in user interactions. - **[SearchAPI Server](https://github.com/mrgoonie/searchapi-mcp-server)** - Connects AI assistants to external search data sources such as Google and Bing, enabling web, image, and YouTube searches through a standardized MCP interface. - **[Exa MCP ](https://github.com/MrunmayS/exa-mcp-server)** - Connects AI assistants to the Exa AI Search API for real-time web searches, facilitating access to updated web information in a structured manner. - **[RSS Crawler](https://github.com/mshk/mcp-rss-crawler)** - Fetch and manage RSS feeds with caching and filtering capabilities. Integrates seamlessly with LLMs to provide access to the latest articles from various sources. - **[Web Search](https://github.com/mshojaei77/ReActMCP)** - Integrates real-time web search capabilities into AI assistants, performing basic and advanced searches and returning markdown-formatted results including titles, URLs, publication dates, and content summaries. - **[Firecrawl Server](https://github.com/Msparihar/mcp-server-firecrawl)** - Provides capabilities for web scraping, intelligent content searching, and site crawling using the Firecrawl API, facilitating customizable data extraction and structured output. - **[Sitemap MCP](https://github.com/mugoosse/sitemap-mcp-server)** - Fetch and analyze website sitemaps to provide insights into site structure, uncover hidden pages, and extract organized hierarchies. Supports standard sitemap formats and includes prompt templates for tasks like health checks and content gap identification. - **[LinkedIn MCP Server](https://github.com/mukulkathayat/linkedin-mcp)** - Integrates with LinkedIn to access profiles, posts, and interactions, providing real-time context for AI applications. - **[WebUI](https://github.com/Muzzera/web-ui)** - Interact seamlessly with AI agents via a user-friendly interface, enabling the use of various Large Language Models while maintaining persistent browser sessions for productive tasks. The server supports high-definition screen recording and custom browser functionality without requiring re-authentication. - **[Web Research Server](https://github.com/mzxrai/mcp-webresearch)** - Integrates real-time web research capabilities by utilizing Google search for obtaining information and extracting content from webpages. It allows for tracking research sessions, including visited pages and search queries, while also enabling screenshot captures. - **[Perplexity Web Search Server](https://github.com/nachoal/perplexity-mcp)** - Web search functionality using the Perplexity API to retrieve up-to-date information with comprehensive results, including sources and citations, while allowing filtering by time periods. - **[Next.js AI Chatbot](https://github.com/nanameru/ai-chat-pitatto)** - An AI chatbot built with Next.js that supports advanced routing, server-side rendering, and multi-provider large language model (LLM) integration. It offers secure chat history and user data storage with customizable options using an AI SDK and modern UI components. - **[Memex](https://github.com/narphorium/mcp-memex)** - Analyze web content and enhance your knowledge base by extracting information from URLs, storing it as Markdown files for easy access. Integrates seamlessly with Obsidian to facilitate questioning and retrieval of insights from the curated content. - **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Search for usernames across various social networks and analyze URLs to gather publicly available information. Supports responsible and ethical OSINT research by integrating with MCP-compatible applications. - **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Search usernames across social networks and analyze URLs to gather public information using powerful OSINT capabilities. - **[Brave Search MCP Server](https://github.com/modelcontextprotocol/servers)** - Integrates the Brave Search API to provide web and local search capabilities, allowing users to perform general queries and find local businesses or services with detailed information. - **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Collect user account information from various social networks and analyze URLs to gather public data, enhancing research capabilities for OSINT investigations. - **[Pokémcp](https://github.com/NaveenBandarage/poke-mcp)** - Poke-MCP provides a standardized interface for accessing Pokémon information through the PokeAPI. It enables querying specific Pokémon details, discovering random Pokémon, and retrieving Pokémon based on their types or regions. - **[Nash MCP Server](https://github.com/nash-app/nash-mcp)** - Execute shell commands, run Python code, manage reusable tasks, and fetch web content while ensuring secure handling of credentials. Provides error handling for both command execution and Python execution. - **[Serp API Server](https://github.com/neoparad/serp-api-server)** - Access real-time search engine results and data through a straightforward API. Retrieve and analyze search data from various search engines to enhance applications with powerful search capabilities. - **[Mercado Livre Product Scraper](https://github.com/newerton/mcp-mercado-livre)** - Scrapes product data, including prices and availability, directly from Mercado Livre. Integrates with Mercado Livre's API to provide reliable and up-to-date marketplace information. - **[Needle](https://github.com/needle-ai/needle-mcp)** - Manage documents and perform searches utilizing Needle's capabilities through Claude's Desktop Application. - **[Mapbox MCP Server](https://github.com/ngoiyaeric/mapbox-mcp-server)** - Integrate navigation and geocoding services using the Mapbox API to access directions, travel matrices, and real-time mapping functionalities. - **[Fetch MCP Server](https://github.com/modelcontextprotocol/servers)** - Enables retrieval and processing of web content by fetching web pages and converting HTML to markdown for easier manipulation. Supports content extraction in chunks from specified starting indices to facilitate information retrieval from larger documents. - **[OpenStreetMap Integration](https://github.com/ngoiyaeric/osm-mcp)** - Query and visualize map data using a web interface with real-time map interactions. Integrates PostgreSQL/PostGIS for OpenStreetMap data management and supports server-to-client communication. - **[Chrome DevTools](https://github.com/nicholmikey/chrome-tools-MCP)** - Control Chrome tabs, execute JavaScript, capture screenshots, and monitor network traffic. Enhance browser automation capabilities by integrating directly with Chrome's DevTools Protocol. - **[DuckDuckGo Search Server](https://github.com/nickclyde/duckduckgo-mcp-server)** - Facilitates web search capabilities via DuckDuckGo, offering content fetching and parsing with a focus on formatting results for large language model integration. Includes advanced rate limiting features for both search requests and content retrieval. - **[Serper Google Search Server](https://github.com/NightTrek/Serper-search-mcp)** - Integrates Google search capabilities through the Serper API, offering rich search data and an AI-powered Deep Research tool for thorough topic exploration and information synthesis. - **[SearXNG Bridge Server](https://github.com/nitish-raj/searxng-mcp-bridge)** - Connect to a SearXNG instance to perform search queries via the Model Context Protocol (MCP), facilitating integration with compatible AI clients. - **[mcp-local-rag | local RAG-like web search](https://github.com/nkapila6/mcp-local-rag)** - Performs local retrieval-augmented generation (RAG) searches on input queries by fetching and processing search results to enhance the responses of AI models. Utilizes embeddings for similarity computation to extract relevant context from retrieved data. - **[Webhook MCP Server](https://github.com/noobnooc/webhook-mcp)** - Integrates webhook-based services with large language model applications, facilitating dynamic data retrieval and action handling. Supports connections to external webhooks for enhanced AI workflows. - **[Notte MCP Server](https://github.com/nottelabs/notte)** - Manage sessions and run agents for web observation, scraping, actions, and authentication on various websites. Control cloud browser sessions and execute tasks efficiently with Notte agents. - **[NBA MCP Server](https://github.com/obinopaul/nba-mcp-server)** - Access real-time NBA statistics and live game data, including player stats, team standings, and game results for integration into sports applications. - **[Next.js Project](https://github.com/oleggolimbievsky88/bmr-nextjs)** - A Next.js project that facilitates the development and deployment of modern web applications by providing a framework optimized for performance and user experience. It features hot reloading for rapid development and built-in support for dynamic and responsive page creation. - **[Olostep MCP Server](https://github.com/olostep/olostep-mcp-server)** - Integrates with Olostep for extracting web page content, structured Google search results, and mapping websites. Supports geo-targeted content retrieval and error handling for enhanced web interaction. - **[Halo](https://github.com/Omniyin/halo)** - Halo is a modern blogging platform designed for personal use, enabling users to create, manage, and publish blog content with ease. It offers a user-friendly interface and features tailored to enhance the blogging experience. - **[Web Research Server](https://github.com/oneshot-engineering/mcp-webresearch)** - Fetch real-time information from the web, extract content from webpages, and track research sessions with the ability to capture screenshots for better insights. - **[n8n Assistant](https://github.com/onurpolat05/n8n-Assistant)** - Search for n8n documentation, example workflows, and community forums efficiently, while providing relevant information and resources. It employs asynchronous processing for improved response times and effective content retrieval. - **[Paper Search](https://github.com/openags/paper-search-mcp)** - Search and download academic papers from various sources such as arXiv, PubMed, bioRxiv, and Sci-Hub. Integrates with large language models to streamline access to scholarly articles and enhance research workflows. - **[Airbnb Search and Listing Server](https://github.com/openbnb-org/mcp-server-airbnb)** - Search for Airbnb listings and retrieve detailed information about specific properties, utilizing structured data and adhering to Airbnb's guidelines without requiring an API key. - **[MCP Test Run](https://github.com/orange-fruit01/MCP-Test-Run)** - Provides tools for testing and validating the functionalities of the Model Context Protocol while ensuring integration with external data and tools. - **[Open Deep Research](https://github.com/Ozamatash/deep-research-mcp)** - Performs deep research on various topics by integrating search engines, web scraping, and language models to create comprehensive reports and follow-up questions. - **[Fetch Server](https://github.com/p1scess/mcp-servers)** - Retrieve and process web content from URLs, converting HTML to markdown for easier information extraction. Enables chunked content retrieval for efficient parsing by LLMs. - **[Oxylabs MCP](https://github.com/oxylabs/oxylabs-mcp)** - Fetch and process content from specified URLs using the Oxylabs Web Scraper API, enabling easy access to web data. - **[Tripadvisor MCP Server](https://github.com/pab1it0/tripadvisor-mcp)** - Access Tripadvisor location data, reviews, and photos through standardized MCP interfaces. Search for travel destinations and experiences, and retrieve detailed information based on user queries. - **[SourceSync.ai MCP Server](https://github.com/pbteja1998/sourcesyncai-mcp)** - Integrates with a knowledge management platform to manage and organize documents, ingest content from various sources, and perform semantic and hybrid searches. Facilitates connections to external services for enhanced data retrieval and document management. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - A Java framework designed for rapid development of modern web applications using a front-end stack of Vue3 and Element Plus, facilitating user and role management among other built-in features. - **[Naver MCP Server](https://github.com/pfldy2850/py-mcp-naver)** - Interact with various Naver services to search for blogs, news, books, and more using the Naver OpenAPI. Facilitate powerful search capabilities and content validation for applications. - **[Brave Search Server](https://github.com/PhamQuangVinh22022648/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, allowing general web queries, news and article searches, as well as searches for local businesses and services. Supports pagination, filtering, and smart fallbacks to web results when local queries yield no results. - **[Brave Search Server](https://github.com/PhamQuangVinh22022648/brave-search)** - Integrates the Brave Search API to perform web and local searches, enabling queries for general web content, news, articles, and local businesses. The server supports pagination, filtering options, and smart fallback for enhanced search results. - **[Playwright Browser Automation Server](https://github.com/PhamQuangVinh22022648/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for reliable browser automation without the need for vision models. Supports tasks such as web navigation, form-filling, and data extraction using deterministic methods. - **[mcp-webresearch-stealthified](https://github.com/PhialsBasement/mcp-webresearch-stealthified)** - Connects AI models to the web for real-time information retrieval, webpage content extraction, and research session tracking, along with the ability to capture screenshots. - **[PageSpeed Server](https://github.com/PhialsBasement/Pagespeed-MCP-Server)** - Connects AI models to Google's PageSpeed Insights API for detailed website performance analysis and metrics interpretation. - **[Fetch MCP Server](https://github.com/phpmac/fetch_mcp)** - Fetch web content in various formats like HTML, JSON, plain text, and Markdown. Retrieve and transform website data on demand with customizable headers. - **[Prysm MCP Server](https://github.com/pinkpixel-dev/prysm-mcp-server)** - A server designed for web scraping that offers various modes for optimized content retrieval, URL analysis for efficient scraping strategies, and output formatting in markdown, HTML, or JSON. Additionally, it supports image extraction and provides functionalities for saving results to a specified directory. - **[Korea Tour](https://github.com/pjookim/mcp-visit-korea)** - Provides information related to tourism in Korea, including attractions, festivals, and accommodations. Supports various search methods based on area codes, keywords, or locations for detailed tourism content. - **[Substack Reader](https://github.com/pl728/substack-fetcher-mcp)** - Fetch and read articles from Trade Companion by Adam Mancini on Substack, providing access to subscriber-only content in a clean, readable format. It integrates with Claude AI for an enhanced reading experience. - **[NASA Earthdata Search](https://github.com/podaac/cmr-mcp)** - Integrate AI with NASA's Catalog of datasets through Earthdata, enabling seamless searches for Earthdata metadata. Enhance data discovery with intelligent search capabilities by accessing the common metadata repository (CMR). - **[Web Crawl Integration](https://github.com/pragmar/mcp-server-webcrawl)** - Integrate web crawl data with AI language models for content filtering and analysis. Offers a full-text search interface and supports multiple crawlers for enhanced data insights. - **[YouTube MCP](https://github.com/Prajwal-ak-0/youtube-mcp)** - Extract transcripts from YouTube videos, summarize content using Gemini AI, and facilitate natural language queries about video content. Provides tools for YouTube video search and comment analysis. - **[Perplexity Ask](https://github.com/ppl-ai/modelcontextprotocol)** - Integrates the Sonar API for live web searches, enabling conversations that leverage real-time web-wide research capabilities. Facilitates instant information retrieval directly from the web during interactions. - **[arXiv MCP Server](https://github.com/prashalruchiranga/arxiv-mcp-server)** - Interact with the arXiv API to retrieve scholarly article metadata, download PDFs, and search for articles using natural language queries. Enhance research workflows by directly accessing arXiv content within a large language model environment. - **[Comprehensive WordPress Server](https://github.com/prathammanocha/wordpress-mcp-server)** - Enables programmatic management of WordPress sites through the WordPress REST API, facilitating operations on posts, users, comments, categories, tags, and custom endpoints. - **[Amadeus Flight Search Server](https://github.com/privilegemendes/amadeus-mcp-server-standalone)** - Connect to the Amadeus API for comprehensive flight search, booking, and price analysis. Access information on flights, airports, and economical travel dates to enhance travel planning. - **[Lighthouse MCP Server](https://github.com/priyankark/lighthouse-mcp)** - Run comprehensive audits on web pages to measure performance metrics, simulate different device environments, and apply network conditions. Provides detailed insights and scores to help optimize website performance. - **[A11y MCP Server](https://github.com/priyankark/a11y-mcp)** - Perform accessibility audits on webpages and generate detailed reports and summaries that comply with WCAG standards. Integrate the findings into an AI-assisted workflow to fix accessibility issues efficiently. - **[Hacker News](https://github.com/pskill9/hn-server)** - Fetch and parse stories from Hacker News, providing structured data on various story types like top, new, ask, show, and jobs. - **[Web Search MCP Server](https://github.com/pskill9/web-search)** - Enables free web searching using Google search results without requiring API keys. Returns structured results including titles, URLs, and descriptions, configurable by the number of results returned per search. - **[Website Downloader](https://github.com/pskill9/website-downloader)** - Downloads entire websites for offline access, preserving the website structure and converting links for local use. - **[pure.md MCP server](https://github.com/puremd/puremd-mcp)** - Access web content in markdown format by prefixing URLs with `pure.md/`, facilitating seamless retrieval of web pages while avoiding bot detection. It converts various formats like HTML and PDFs into markdown and globally caches responses for efficiency. - **[GemForge](https://github.com/PV-Bhat/GemForge-MCP)** - Provides tools for interacting with Google's Gemini AI models, enabling intelligent model selection and advanced file handling. Facilitates AI tasks such as search, reasoning, code analysis, and file operations through a standardized MCP server interface. - **[Playwright MCP Server](https://github.com/PykeW/playwright-mcp-server)** - Retrieve and interact with web page content, enabling navigation, content extraction, and user action simulation on webpages using a standardized protocol. - **[DEEP Web Research](https://github.com/qpd-v/mcp-DEEPwebresearch)** - Provides real-time web research capabilities by enabling direct extraction of content from webpages. Optimized for performance within MCP timeout limits, facilitating efficient access to web data. - **[DuckDuckGo Search](https://github.com/qwang07/duck-duck-mcp)** - Enables web search using the DuckDuckGo search engine, providing structured search results along with metadata and smart content classification. - **[OpenTK Dutch Parliamentary Data Server](https://github.com/r-huijts/opentk-mcp)** - Provides access to Dutch parliamentary documents, debates, and member information through a standardized interface for natural language queries, facilitating research and analysis of legislative activities. - **[Rijksmuseum Server](https://github.com/r-huijts/rijksmuseum-mcp)** - Interact with the Rijksmuseum API for searching and retrieving artwork details, accessing high-resolution images, and managing user collections. - **[Raccoon AI MCP Server](https://github.com/raccoonaihq/raccoonai-mcp-server)** - Enables web browsing, data extraction, and automation of complex web tasks using the LAM API. Automates interactions with websites by performing actions like filling out forms and navigating UI elements. - **[Browser Automation Agent](https://github.com/Raghu6798/Browser_scrape_mcp)** - Automates web browsing and scraping tasks, leveraging AI to intelligently search and extract content from various online sources such as Google, GitHub, and Stack Overflow. Offers capabilities like saving screenshots and processing text for efficient data collection. - **[DomainGenuis MCP Server](https://github.com/ralf-boltshauser/mcp-domain-checker-server)** - Provides real-time domain availability checks and pricing information, integrating with Vercel's API. Handles intelligent TLD defaults and returns detailed responses including error information. - **[Tavily](https://github.com/RamXX/mcp-tavily)** - Provides AI-powered web search capabilities through Tavily's search API, enabling sophisticated searches, direct answers to questions, and retrieval of recent news articles with relevant content extraction. - **[Web Browser Server](https://github.com/random-robbie/mcp-web-browser)** - Advanced web browsing capabilities enabling interactions with websites through a headless browser, capable of content extraction, form interaction, and tab management. - **[AI Articles](https://github.com/raultoto/ai_articles)** - Generate insightful articles on artificial intelligence topics and provide curated content to enhance understanding of the latest trends in AI. - **[Find Flights](https://github.com/ravinahp/flights-mcp)** - Search and retrieve flight information through the Duffel API, particularly useful for handling complex travel plans with contextual memory of previous flight searches. - **[Find Flights](https://github.com/ravinahp/flights-mcp)** - Search and retrieve flight information leveraging the Duffel API, particularly adept at managing complex travel plans with contextual memory of previous searches. - **[Deepwiki Fetch Server](https://github.com/regenrek/deepwiki-mcp)** - Crawls Deepwiki.com documentation, converting it into Markdown format by removing unnecessary HTML elements and adjusting links for better readability. Supports fetching multiple pages and offers structured output formats for knowledge retrieval. - **[Google Custom Search Engine](https://github.com/Richard-Weiss/mcp-google-cse)** - Provides search capabilities using a custom Google search engine, returning only search results without content extraction. Designed for integration with other tools to enable content retrieval and more extensive searching. - **[YouTube to Google Sheets](https://github.com/Rickyyy1116/mcp-youtube-sheets)** - Search YouTube videos and save results to Google Sheets with structured data including video title, URL, channel name, and publish date. - **[Perplexity AI Server](https://github.com/rileyedwards77/perplexity-mcp-server)** - Integrates with Perplexity AI for chatting, searching, and retrieving documentation. Facilitates access to various functionalities of the Perplexity AI API through MCP-based systems. - **[SearchAPI Server](https://github.com/RmMargt/searchAPI-mcp)** - Provides standardized access to various search services such as Google Maps, Google Flights, and Google Hotels, enabling efficient retrieval of information through a unified interface. It encapsulates search operations, functioning as a bridge between AI assistants and these services. - **[SearchAPI Agent](https://github.com/RmMargt/searchapi-mcp-agent)** - Integrates multiple search APIs for maps, flights, hotels, and videos through a standardized interface, enabling complex search operations via natural language queries. Offers multilingual support and customizable filtering options for enhanced search results. - **[SysAuto Ask](https://github.com/rogeriolembo/mcp-api)** - Integrate with the Sonar API to conduct real-time web searches through conversational interactions, enabling enhanced research capabilities with live data. - **[Scraper MCP Smithery](https://github.com/rockerritesh/scraper-mcp-smithery)** - Enhance web scraping capabilities with tools to efficiently extract and manipulate data. Automate data collection through asynchronous web search operations and integrate smoothly with existing applications using a FastMCP server foundation. - **[A11y MCP](https://github.com/ronantakizawa/a11ymcp)** - Run WCAG compliance tests and accessibility assessments using the axe-core API. Users can test raw HTML or URLs for accessibility issues and color contrast evaluation. - **[Demo IP Query](https://github.com/ropon/mcp_demo)** - Query IP addresses to retrieve related information and insights in real-time. This server provides essential data for applications that require IP data analysis. - **[Perplexity Server](https://github.com/RossH121/perplexity-mcp)** - Utilizes web search capabilities to efficiently retrieve information while automatically selecting the most suitable AI model based on the user’s query intent. Offers intelligent options for domain and recency filtering to enhance search results. - **[智能对话机器人](https://github.com/rsagacom/chatgpt-on-wechat)** - A multi-platform intelligent dialogue service that supports text, voice, and image interactions. It can connect to various AI models and allows for custom enterprise AI applications through plugin extensions. - **[RSS3 API Integration Server](https://github.com/RSS3-Network/mcp-server-rss3)** - Integrates with the RSS3 API to query data from decentralized chains, social media platforms, and the RSS3 network, providing real-time information on staking, nodes, and AI insights. - **[Wikipedia Information Server](https://github.com/Rudra-ravi/wikipedia-mcp)** - Provides real-time access to Wikipedia content, enabling retrieval of articles, summaries, sections, and links in multiple languages for AI applications. Facilitates grounded responses by integrating reliable Wikipedia data into Large Language Models. - **[Reddit Content Fetcher](https://github.com/ruradium/mcp-reddit)** - Fetch and analyze Reddit content, including hot threads and detailed posts with comments from any subreddit. Supports various post types such as text, link, and gallery to provide comprehensive insights. - **[Weibo Hot Search Service - 获取微博热搜](https://github.com/RusianHu/weibo_hotsearch_mcp)** - Provides real-time access to the top 10 trending topics on Weibo without authentication. Integrates trending data into AI workflows for analysis of popular social media topics. - **[YouTube Transcriptor](https://github.com/rvydhya/youtube_transcriptor)** - Transcribes YouTube videos by extracting transcripts, including both manual and autogenerated captions, using the provided video URL. Supports integration with MCP clients for enhanced workflows involving video transcription. - **[SearxNG MCP Server](https://github.com/Sacode/searxng-simple-mcp)** - Provides web search capabilities using SearxNG, enabling AI models to efficiently search the web while maintaining user privacy. Integrates seamlessly with LLMs to deliver accurate search results without tracking. - **[Documentation Server](https://github.com/sagacious-satadru/Documentation-MCP)** - Search and access documentation from popular AI libraries such as LangChain and LlamaIndex. Enhance conversations with contextual knowledge by leveraging intelligent documentation extraction. - **[YouTube Feed via OAuth](https://github.com/saginawj/mcp-server-youtube)** - Enable natural language interaction with YouTube to fetch trending videos and recent uploads from subscribed channels. Seamlessly access and manage YouTube content without manual API handling. - **[Reddit Feed via OAuth](https://github.com/saginawj/mcp-reddit-companion)** - Enables natural language interactions with personalized Reddit feeds, allowing users to analyze and summarize content relevant to their interests. - **[Browser Use](https://github.com/Saik0s/mcp-browser-use)** - Automates interactions with web browsers for tasks in testing and development, enabling natural language control and web research capabilities. - **[Flight Planner](https://github.com/salamentic/google-flights-mcp)** - Create travel plans with detailed flight searches, generate itineraries, and access airport code information. Utilize templates for common travel-related queries to streamline the planning process. - **[Multi-Search MCP Server](https://github.com/sanjoy1234/multi-search-mcp)** - Enables multi-source search capabilities by unifying multiple search engines through a simple API. Facilitates the retrieval of information from Google, Brave News, and DuckDuckGo, presenting results in a consolidated format. - **[Clash of Clans](https://github.com/Saunved/mcp-server-clash-of-clans)** - Obtain and analyze player and clan statistics from Clash of Clans to gain insights into war performance and strategies for gameplay improvement. - **[ScrapeGraph MCP Server](https://github.com/ScrapeGraphAI/scrapegraph-mcp)** - A scraping API for structured data extraction from websites that includes features for specific webpage data extraction, web search integration, and content filtering. It also converts webpages into markdown format. - **[Scrapezy MCP Server](https://github.com/Scrapezy/mcp)** - Extract structured data from websites using AI models by providing a URL and a clear prompt. It simplifies data extraction tasks and integrates with AI workflows for enhanced application capabilities. - **[Scrapybara MCP](https://github.com/Scrapybara/scrapybara-mcp)** - Facilitates interaction with virtual Ubuntu desktops, enabling code execution, web browsing, and various actions through an intuitive interface. Supports real-time operations to enhance MCP client capabilities. - **[Scrapeless Mcp Server](https://github.com/scrapeless-ai/scrapeless-mcp-server)** - Retrieve and summarize data from Google Search results, including various Google services, to enhance AI decision-making capabilities. Integrate real-time search context into AI applications for improved interaction and research tools. - **[ClaudeKeep](https://github.com/sdairs/claudekeep)** - A server implementation that enables the saving and sharing of AI conversations from Claude Desktop, featuring both a private chat storage and a public chat display web app. This implementation utilizes the Model Context Protocol (MCP) to manage interactions with AI chat logs. - **[SearXNG Search Connector](https://github.com/SecretiveShell/MCP-searxng)** - Connects agentic systems to perform web searches using SearXNG, facilitating access to various search results from the web. - **[Weibo MCP Server](https://github.com/Selenium39/mcp-server-weibo)** - Retrieves detailed Weibo user information, feeds, and conducts user searches. Facilitates the analysis and scraping of Weibo data for integration into various applications. - **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrate with the Perplexity API to query programming responses and manage chat history. Maintain conversations and list previous chats using a local data storage system. - **[OpenDeepSearch MCP Server](https://github.com/sengokudaikon/opendeepsearch_mcp)** - Interact with OpenDeepSearch's search functionalities through a standardized interface, enabling LLM applications to leverage advanced web search capabilities. Integrates seamlessly with MCP-compatible clients for enhanced search integration. - **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrates with the Perplexity API to provide expert programming assistance and chat functionalities through a Python-based interface. It enables querying responses, maintaining chat history, and managing conversations while storing chat data locally. - **[Powertools Search Server](https://github.com/aws-powertools/powertools-mcp)** - Provides efficient search capabilities for AWS Lambda Powertools documentation across various runtimes, enabling rapid querying and retrieval of relevant documentation content. Supports version-specific searches to ensure results are current with the latest documentation available. - **[daily.dev](https://github.com/shalomeir/daily)** - Provides a personalized news feed for developers, connects them to communities, and enables search functionalities to facilitate learning and collaboration in the developer ecosystem. - **[Vertex AI Server](https://github.com/shariqriazz/vertex-ai-mcp-server)** - Provides seamless access to Google Cloud's Vertex AI Gemini models for coding assistance and general query answering, with enhanced query responses grounded in web search and direct knowledge. - **[MediaWiki Server](https://github.com/shiquda/mediawiki-mcp-server)** - Interact with Wikipedia's API to search and retrieve content efficiently, providing access to rich data and insights from various wiki sites. - **[Brave Search](https://github.com/Shoofio/brave-search-mcp-sse)** - Integrate web and local search capabilities to access comprehensive search results with flexible filtering and smart fallbacks. Utilizes Server-Sent Events (SSE) to connect AI models with the Brave Search API. - **[Smart Photo Journal](https://github.com/Siddhant-K-code/memory-journal-mcp-server)** - Search and analyze photos in a library using various intuitive tools, including location-based searches to easily find images taken in specific places. - **[Jewish Library](https://github.com/Sivan22/mcp-otzaria-server)** - Provides powerful search capabilities for Jewish texts and literature through a standardized interface, enabling complex queries and relevance-based scoring for rich search results. - **[Skrape MCP Server](https://github.com/skrapeai/skrape-mcp)** - Convert web pages into clean, structured Markdown suitable for large language model (LLM) consumption, streamlining the process of feeding web content into AI applications. - **[AiDD](https://github.com/skydeckai/skydeckai-code)** - Provides tools for AI-driven development workflows, including file system operations, code analysis across multiple programming languages, code execution, and web content fetching with HTML-to-markdown conversion. - **[Playwright Browser Automation Server](https://github.com/SleepyRabbit/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for browser automation without relying on vision models. Facilitates web navigation, form-filling, data extraction, and automated testing using structured data. - **[NewsDigest](https://github.com/SomeiLam/news-mcp)** - Aggregates and searches news articles, formatting them into Markdown digests using real-time news data. Supports fetching top headlines by various filters and performing full-text searches with optional criteria. - **[Sourcebot Code Search Server](https://github.com/sourcebot-dev/sourcebot)** - Enables regex-based code search across multiple code hosts such as GitHub, GitLab, and BitBucket to retrieve relevant code snippets and repository information. Provides LLM agents with enhanced context for improved reasoning and response quality without requiring local repository checkouts. - **[Space Frontiers MCP Server](https://github.com/SpaceFrontiers/mcp)** - Interact with Space Frontiers data sources through a simple API for keyword and semantic searches across various databases. Enables seamless access to rich space-related information to enhance language model capabilities. - **[DuckDuckGo Search](https://github.com/spences10/mcp-duckduckgo-search)** - Integrates DuckDuckGo search capabilities with large language models, providing comprehensive web search functionalities with various result types and filtering options. - **[Jina.ai Grounding](https://github.com/spences10/mcp-jinaai-grounding)** - Integrates Jina.ai's Grounding API with language models to provide real-time web content for enhancing responses. It offers efficient web content grounding capabilities optimized for generating factual information in LLM outputs. - **[JinaAI Search](https://github.com/spences10/mcp-jinaai-search)** - Integrates Jina.ai's Search API with language models for efficient web search capabilities, optimized for retrieving clean and relevant content. Provides advanced search functionality for accessing comprehensive web information. - **[Perplexity Search](https://github.com/spences10/mcp-perplexity-search)** - Integrates Perplexity's AI API with large language models for enhanced chat completion capabilities, featuring specialized prompt templates for a variety of use cases. - **[Jina.ai Reader](https://github.com/spences10/mcp-jinaai-reader)** - Integrates Jina.ai's Reader API for efficient web content extraction, enabling analysis and processing of documentation and web content. - **[Perplexity MCP Server](https://github.com/spragginsdesigns/perplexity-mcp-server)** - Enables web searching capabilities by utilizing the Perplexity AI API to fetch and present web search results. It serves as an interface for retrieving information from the internet based on user queries. - **[Steel MCP Server](https://github.com/steel-dev/steel-mcp-server)** - Connects LLMs to the web using Puppeteer-based tools, enabling actions like clicking, scrolling, typing, and taking screenshots. Facilitates tasks such as searching for recipes, tracking shipments, comparing product prices, and filling out online forms. - **[LinkedIn MCP Server](https://github.com/stickerdaniel/linkedin-mcp-server)** - Interact with LinkedIn to scrape profiles, analyze companies, and search for job listings. Provides insights and recommendations based on LinkedIn data. - **[Flightradar24 Server](https://github.com/sunsetcoder/flightradar24-mcp-server)** - Track flights in real-time using Flightradar24 data, providing information on specific flight times and airport statuses, and monitoring emergency flights. - **[Web Tools Server](https://github.com/surya-madhav/MCP)** - Interact with web content through standardized tools to fetch and summarize information from any website. - **[Brave Deep Research](https://github.com/suthio/brave-deep-research-mcp)** - Connects to Brave Search for web searches and uses Puppeteer for extracting full content from webpages, enabling in-depth research beyond basic search results. Retrieves detailed insights and processes linked information for comprehensive analysis. - **[PubMed Server](https://github.com/t0mst0ne/pubmed-mcp-easy)** - Search and retrieve biomedical literature and research papers from PubMed. Supports advanced searches, batch querying, and retrieval of abstracts and full texts of open access articles. - **[Serper Search and Scrape](https://github.com/tahaswx/mcp-server-serper)** - Provides web search functionality and webpage content extraction using the Serper API, enabling real-time data retrieval for applications. - **[UseScraper](https://github.com/tanevanwifferen/usescraper-mcp-server)** - Provides web scraping capabilities using the UseScraper API to extract content from web pages in various formats. - **[Prologue](https://github.com/tankz/younioffer.github.io)** - Prologue is a Jekyll theme designed for creating responsive, single-page websites with integrated blogging capabilities and a user-friendly setup. It features a minimalistic design, a sticky sidebar for navigation, and compatibility with Formspree for easy contact form integration. - **[Perplexity Server](https://github.com/tanigami/mcp-server-perplexity)** - MCP Server that connects to the Perplexity API, enabling users to request chat completions with citations. It serves as an interface for utilizing Perplexity's capabilities within the MCP framework. - **[Fetch TypeScript Server](https://github.com/tatn/mcp-server-fetch-typescript)** - Retrieves and converts web content using various formats and rendering methods, suitable for both data extraction and web scraping tasks. It allows access to text-based resources and provides raw text content from specified URLs without additional processing. - **[Fetch Python](https://github.com/tatn/mcp-server-fetch-python)** - Fetch and transform web content into various formats, supporting both raw text extraction from various URLs and JavaScript-rendered content. The server facilitates extracting content from web pages, including media files, in a structured manner. - **[MCP Server](https://github.com/tcpipuk/mcp-server)** - Empowers AI assistants to safely access external tools and websites, facilitating better problem-solving capabilities. It provides clear feedback and helpful error messages during operations. - **[Gemini API Server](https://github.com/techkwon/mcp-gemini)** - Leverages Google's Gemini API to generate text, create and analyze images, perform video analysis on YouTube content, and conduct web searches. Provides a range of advanced AI functionalities for various applications. - **[IP Geolocation Server](https://github.com/tedlikeskix/mcp-ip-geolocator)** - Provides detailed geolocation information for any IP address, including network data, ISP, and timezone details. No API key or registration is required for access. - **[EdgeOne Pages](https://github.com/TencentEdgeOne/edgeone-pages-mcp)** - Deploy HTML content and static files to EdgeOne Pages, generating publicly accessible URLs for content delivery. Supports serverless edge functions for improved web performance. - **[Pinterest MCP Server](https://github.com/terryso/mcp-pinterest)** - Search for images on Pinterest using keywords and retrieve detailed information about those images. - **[MetaTag Genie](https://github.com/terryso/meta_tag_genie)** - Manage image metadata to improve macOS Spotlight search functionality by adding tags, descriptions, people, and location data to JPG, PNG, and HEIC images through a standard MCP interface over Stdio. - **[SearXNG Search Integration Server](https://github.com/The-AI-Workshops/searxng-mcp-server)** - Integrates with a SearXNG instance to enable AI agents to perform privacy-respecting web searches. Provides a standardized MCP server interface for seamless interaction within AI workflows. - **[GeekNews Server](https://github.com/the0807/GeekNews-MCP-Server)** - Fetch articles from GeekNews using web scraping capabilities, providing access to the latest news stories along with various metadata like titles, URLs, points, authors, and comments. The server caches data to optimize performance and includes tools for retrieving both current articles and weekly summaries. - **[Clarity MCP - Generative MCPs based on your network!](https://github.com/theclarityproject/mcp-server)** - Transform browser traffic into Model Context Protocols, enabling real-time data access for AI by extracting web API functionalities from HAR files. Capture network requests and convert them into tools for AI assistants like Claude. - **[LLMS.txt Explorer](https://github.com/thedaviddias/mcp-llms-txt-explorer)** - Explore and analyze websites implementing the llms.txt standard, validating and parsing llms.txt files for structured insights about compliant websites. - **[Brave Search Server](https://github.com/thomasvan/mcp-brave-search)** - Utilizes Brave Search to perform web searches and retrieve local business information, facilitating seamless integration of search capabilities into MCP-compatible AI workflows. - **[SearXNG MCP Server](https://github.com/tisDDM/searxng-mcp)** - Connect AI assistants to SearXNG, a privacy-focused metasearch engine that supports both public and private instances. Customize search parameters for flexible web searching with no initial configuration required. - **[IETF Document Fetcher](https://github.com/tizee/mcp-server-ietf)** - Access and retrieve IETF RFC documents, enabling search by keywords and management of document pagination. Provides standardized access to essential specifications for Large Language Models. - **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Extract structured data from web pages using specified prompts to identify the desired fields from a given URL. This server enables integration of real-time data insights into applications. - **[NPX Fetch](https://github.com/tokenizin-agency/mcp-npx-fetch)** - Fetches and processes web content, transforming it into multiple formats such as HTML, JSON, Markdown, and plain text. It operates using the Model Context Protocol for seamless integration with AI models. - **[Tavily Search](https://github.com/Tomatio13/mcp-server-tavily)** - Perform web searches and retrieve information using the Tavily API, returning results in text format along with AI responses, URIs, and titles. - **[OpenDeepSearch](https://github.com/tositon/OpenDeepSearch)** - Performs comprehensive, in-depth research on complex topics by breaking down questions into manageable sub-questions and synthesizing findings into detailed reports with citations. Integrates seamlessly with various MCP clients for enhanced research capabilities. - **[Traylinx Search Engine](https://github.com/traylinx/traylinx-search-engine-mcp-server)** - Connect to the deployed Agentic Search API to perform web searches that yield detailed and contextually relevant results, including text summaries, HTML, and media content. Integrate seamlessly with MCP clients for enhanced search functionality. - **[Youtube Summarizer](https://github.com/trilogy-group/youtube-summarizer-mcp)** - Integrates Youtube summarization capabilities into AI applications, providing access to APIs that summarize videos directly from YouTube. - **[Tavily MCP Server with Proxy Support](https://github.com/tulong66/mcp-tavily-proxy)** - Enables AI-powered web searches through proxy servers, providing direct answers and access to recent news articles with AI-extracted relevant content. It supports HTTP/HTTPS proxy configurations and offers robust logging and error handling for proxy issues. - **[Twikit Twitter Search](https://github.com/unlimitbladeworks/awesome-mcp-twikit)** - Search tweets, analyze sentiment, and retrieve timeline updates from Twitter. Provides tools for social media insights and monitoring directly within LLM-powered applications. - **[IMDb Server](https://github.com/uzaysozen/imdb-mcp-server)** - Access detailed movie and TV show information from the IMDb API, including data about films, actors, and upcoming releases. Enhance applications with rich media content and insights. - **[GitHub Search API Server](https://github.com/vaebe/mcp)** - Leverage the GitHub search API to retrieve relevant data from GitHub repositories, enabling advanced search capabilities for applications. Efficiently integrate and utilize data from various GitHub resources. - **[Valyu MCP Server](https://github.com/valyu-network/valyu-mcp-js)** - Access Valyu's knowledge retrieval and feedback APIs to search proprietary and web sources for information and submit transaction feedback. Provides real-time insights and enhances LLM capabilities through dynamic user interaction. - **[Zhihu Article Posting Server](https://github.com/Victorzwx/zh_mcp_server)** - Automates article generation and posting on Zhihu using large language models. Integrates with MCP clients to facilitate content creation workflows through automated browser interactions and cookie management. - **[Brave Search Server](https://github.com/VinhPhamAI/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, including general queries, news and articles searches, and detailed local business and service lookups with pagination and filtering options. - **[Brave Search Server](https://github.com/VinhPhamAI/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, enabling users to perform general queries, news searches, and local business lookups with pagination and filtering options. - **[Brave Search Server](https://github.com/vinhphamai23/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, enabling general web queries, news searches, and local business searches with detailed results and filtering options. - **[Brave Search Server](https://github.com/vinhphamai23/brave-search)** - Integrates the Brave Search API to perform web and local search capabilities, including general queries, news, and local business lookups with advanced filtering options. Provides smart fallbacks to web search when local results are unavailable. - **[Whodis Domain Availability Server](https://github.com/vinsidious/whodis-mcp-server)** - Check domain availability using WHOIS lookups integrated as an MCP tool, enabling seamless verification of domain registration status within various workflows. - **[Brave Search Server](https://github.com/vinhphamai23/brave-search)** - Integrates the Brave Search API to provide web and local search functionalities, allowing users to perform queries for articles, news, and local businesses with advanced filtering options and automatic fallbacks. - **[UniProt Server](https://github.com/vitamin3615/uniprot-mcp-server)** - Fetch protein information seamlessly from the UniProt database, including detailed data, sequences, functions, and structures. Supports integration with MCP-compatible AI applications for enhanced protein analysis. - **[Lucene Search Server](https://github.com/VivekKumarNeu/MCP-Lucene-Server)** - Efficiently manage and retrieve documents using Apache Lucene with a RESTful API for complex querying and document management tasks. Supports adding, updating, deleting, and querying documents while utilizing Lucene's powerful indexing features. - **[Test Server](https://github.com/w-jeon/mcp-brave-search)** - Integrates the Brave Search API for web and local search capabilities, enabling detailed queries and results filtering. Offers real-time processing with smart fallbacks between local and web search. - **[Brave Search MCP](https://github.com/w-jeon/mcp-brave-search)** - Integrates the Brave Search API to provide web and local search capabilities. Enables advanced query execution with flexible filtering and smart fallbacks based on result availability. - **[Yelp Fusion Server](https://github.com/waldzellai/waldzell-mcp)** - Enable natural language interaction with Yelp's business data, allowing users to search for businesses, read reviews, find events, and explore categories through conversational queries. - **[Web Chat Application](https://github.com/WebChatAppAi/webchat)** - Build interactive chat experiences using a responsive web chat application powered by Next.js, enabling real-time updates as modifications are made. Customize and enhance chat functionalities easily with integrated tools and data sources. - **[WebScraping.AI MCP Server](https://github.com/webscraping-ai/webscraping-ai-mcp-server)** - Advanced web data extraction capabilities that support question answering about web content, structured data extraction, and HTML retrieval with JavaScript rendering. Manages concurrent requests effectively and offers features like device emulation and proxy rotation for efficient scraping of dynamic web pages. - **[Crawl4AI MCP Server](https://github.com/weidwonder/crawl4ai-mcp-server)** - Provides powerful search capabilities optimized for LLMs to understand and extract valuable content from web pages using multiple search engines. Efficiently filters non-core content and formats outputs for AI processing. - **[CEP Lookup Server](https://github.com/wendellbigato/mcp-cep)** - Provides postal code (CEP) address lookups using the ViaCEP API. Integrates with command-line tools for efficient address retrieval tasks. - **[Browser Use MCP Server](https://github.com/wenpingwu001/mcp-browser-use)** - Automate web browsing tasks using natural language commands to control browsers, conduct research, and generate reports. This server facilitates seamless integration of AI-driven browser automation into various workflows. - **[Cursor A11y](https://github.com/westsideori/cursor-a11y-mcp)** - Run accessibility tests on web applications to identify compliance issues and enhance digital accessibility. Utilize axe-core and Puppeteer to generate detailed violation reports with information about impact levels and affected elements. - **[Web Search](https://github.com/williamvd4/web-search)** - Seamlessly search the web and retrieve structured results including titles, URLs, and descriptions from Google search without requiring API keys. The server is configurable for the number of results returned per search. - **[Open WebUI](https://github.com/willsmith2099/open-webui)** - Self-hosted web interface for interacting with language models, supporting offline usage and various LLM runners. Includes features for voice calls and document interactions, offering a customizable and secure chat experience. - **[Open WebUI](https://github.com/willsmith2099/open-webui)** - A self-hosted WebUI for enhancing interactions with language models. Supports features like voice calls and Markdown, functioning entirely offline and compatible with various LLM runners. - **[OpenStreetMap Integration](https://github.com/wiseman/osm-mcp)** - Query and visualize OpenStreetMap data through a web-based interface, utilizing PostgreSQL/PostGIS for backend data management. Features include dynamic map interactions such as adding markers and polygons as well as adjustable view settings. - **[Reddit Server](https://github.com/wllcnm/mcp-reddit)** - Interact with Reddit content through AI assistance, enabling search, analysis, and retrieval of posts and comments from specific subreddits. Users can browse and analyze popular posts efficiently. - **[Docs Fetch](https://github.com/wolfyy970/docs-fetch-mcp)** - Fetch and explore web content autonomously by navigating through documentation and web pages to extract relevant information. It supports recursive exploration and filters navigation links for content-rich pages. - **[Jina Reader MCP Server](https://github.com/wong2/mcp-jina-reader)** - Fetches the content of a remote URL and converts it into Markdown format using Jina Reader. - **[Query Table](https://github.com/wukan1986/mcp_query_table)** - Retrieve and analyze financial data from various websites, enabling seamless switching between sources to maintain continuous access. Utilize web scraping and large language models to enhance data queries and insights. - **[Query Table](https://github.com/wukan1986/mcp_query_table)** - Extracts and queries data from various financial websites while allowing seamless switching between sources in case of outages. Utilizes browser automation for accurate data retrieval without needing manual logins or complex request handling. - **[Perplexity Server](https://github.com/wysh3/perplexity-mcp-zerver)** - Integrate AI research capabilities by performing web searches, retrieving documentation, and analyzing code through interaction with the Perplexity website. It provides persistent chat history and does not require an API key, relying on browser automation. - **[Perplexity MCP Zerver](https://github.com/wysh3/perplexity-mcp-zerver)** - Leverage AI-powered research capabilities by performing web searches, retrieving documentation, and analyzing code through a modular tool architecture. The server facilitates interactions with the Perplexity website without requiring an API key, utilizing browser automation for efficient data retrieval. - **[Gemini Pro Chat](https://github.com/wzlnzx/GeminiProChat)** - Gemini Pro Chat provides a minimal web interface for interacting with the Gemini Pro AI model. Users can deploy their own instances and customize the integration using an API key for secure and seamless operation. - **[Firecrawl](https://github.com/xiyuefox/firecrawl)** - Provides advanced scraping, crawling, and data extraction capabilities to convert web content into structured formats. Facilitates the collection of clean data from any website for AI applications. - **[Perplexity MCP Server](https://github.com/xiyuefox/mcp-server-perplexity)** - Request chat completions with citations from Perplexity, providing efficient and informative interactions through the Perplexity API. It is designed for seamless integration into applications, allowing users to enhance conversational capabilities. - **[Claude Documentation Assistant](https://github.com/XPE-7/MCP-Server)** - Facilitates intelligent search and retrieval of AI/ML library documentation using Claude's reasoning capabilities, supporting multiple sources and an extendable architecture for adding new documentation easily. - **[NeoDB](https://github.com/xytangme/neodb-mcp)** - Interact with a social book cataloging service to fetch user information, search for books, and retrieve detailed book information through its API. - **[Tavily Search](https://github.com/y7ut/mcp-tavily-search)** - This server provides search capabilities utilizing the Tavily platform, allowing users to perform search queries within the specified context. It integrates with the Model Context Protocol to facilitate search operations through a command-line interface or Docker. - **[图像搜索与图标生成服务](https://github.com/yanjunz/mcp_search_images)** - Search for high-quality images from sources like Unsplash, Pexels, and Pixabay, and generate custom icons based on text descriptions, facilitating visual enhancements for projects. - **[TikTok Video Search](https://github.com/yap-audio/tiktok-mcp)** - Discover and extract metadata from TikTok videos by searching for trending content using hashtags. This service includes built-in error handling, anti-detection measures, and configurable options for video retrieval and API session management. - **[Tavily Search](https://github.com/YeonwooSung/metasearch-mcp)** - Perform searches based on specified queries and receive AI responses along with URIs and titles of the search results. It enhances search capabilities within applications like Claude Desktop or Cursor, streamlining information retrieval. - **[Finder Server](https://github.com/yiye/MCP-Finder-Server)** - Enables searching for MCP server implementations through the filtering of results by name, description, or tags. Facilitates streamlined exploration of available MCP servers by allowing users to limit search results. - **[OneSearch](https://github.com/yokingma/one-search-mcp)** - Enables web search, scraping, and content extraction from various websites using multiple search engines and scrapers. It supports local browser searches and integrates with tools like SearXNG, DuckDuckGo, and Bing for enhanced data retrieval. - **[OneSearch](https://github.com/yokingma/one-search-mcp)** - Integrates with multiple search engines and scrapers for web search, content scraping, and extraction. Supports both local browser search and remote web scraping, utilizing tools like Searxng and Firecrawl. - **[AniList MCP Server](https://github.com/yuna0x0/anilist-mcp)** - Access and interact with detailed anime and manga data, including information about shows, characters, and user profiles. Supports searching and filtering of various media types from AniList. - **[WebforAI Text Extractor](https://github.com/yutakobayashidev/webforai-mcp-server)** - Extract plain text from any web page URL and convert it to clean, well-formatted Markdown output. Provides robust error handling and is optimized for AI consumption through seamless integration with MCP clients. - **[Scholarly Article Search Server](https://github.com/ywwAHU/mcp-scholarly)** - Search for academic articles using the MCP server by querying a dedicated tool for relevant papers based on keywords. Access trusted academic sources for streamlined research. - **[Mamont MCP Server](https://github.com/zbkm/mmnt-mcp-server)** - Utilizes the Mamont search engine for executing search queries and retrieving cached web pages. Provides a standardized interface for accessing real-time search results and text-based content efficiently. - **[Fetch MCP Server](https://github.com/zcaceres/fetch-mcp)** - Fetches web content in various formats such as HTML, JSON, plain text, and Markdown from specified URLs. It can return raw HTML content and JSON data from various online sources. - **[Personal Assistant Agent](https://github.com/zhangzhongnan928/mcp-pa-ai-agent)** - Manage calendar events, track tasks and to-dos, read and send emails, search the web for information, and control smart home devices. - **[DuckDuckGo Search](https://github.com/zhsama/duckduckgo-mcp-server)** - Perform web searches using DuckDuckGo's API, providing formatted Markdown results along with built-in rate limiting and error handling. Seamlessly integrate powerful search capabilities into applications. - **[duckduckgo-search MCP Server](https://github.com/zhsama/duckduckgo-mcp-server)** - Provides DuckDuckGo search functionality with a simple interface for performing web searches. Supports rate limiting and error handling while integrating with the DuckDuckGo API. - **[Jianshu](https://github.com/zhushengxiao/jianshu)** - Manage and organize writing projects with a user-friendly interface, providing features tailored specifically for writers to enhance their workflow. - **[Jianshu](https://github.com/zhushengxiao/jianshu)** - Manage writing projects with a user-friendly interface, offering features designed to enhance productivity for writers. It supports project organization and seamless editing tasks. - **[Twikit Twitter Search](https://github.com/Zo-Valentine/mcp-twikit)** - Interact with Twitter to analyze sentiments and retrieve tweets from timelines, providing insights into public opinion and updates on trending topics. - **[ZoomEye MCP Server](https://github.com/zoomeye-ai/mcp_zoomeye)** - Query network asset information using ZoomEye dorks, while benefiting from a caching mechanism and advanced error handling to enhance data retrieval capabilities. - **[YouTube MCP Server](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Interacts with YouTube content by retrieving video details, managing channels, and accessing transcripts through a standardized interface. Allows for video statistics, channel management, and playlist details. - **[YouTube Server](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Interact with YouTube to retrieve video details, manage transcripts, and access channel and playlist information. Search for videos across YouTube and manage content with various statistics. - **[Web Development Tools Server](https://github.com/fefergrgrgrg/smileyCoinDev)** - Provides web development tools to capture screenshots and programmatically list available screens, helping to streamline development tasks and automate operations. - **[Web Development Tools Server](https://github.com/zueai/webdev-mcp)** - Provides web development tools for capturing screenshots and listing available screens as base64 encoded strings for further processing or analysis. - **[Simple Website Fetching Tool](https://github.com/zxsimple/mcp-sample)** - Fetch website content effortlessly for data retrieval in applications. Connect with an LLM client to automate web interactions. - **[Fetch Server](https://github.com/zxsimple/reference-servers)** - Retrieve and process web content from URLs, converting HTML to markdown format for easier extraction and consumption by language models. It supports content truncation and allows for customized starting points for content extraction. - **[Pixabay Image Search](https://github.com/zym9863/pixabay-mcp)** - Connect to the Pixabay API to search for images and retrieve formatted results that include image URLs and metadata. Handle errors seamlessly during API interactions for reliable performance. - **[Baike Render](https://github.com/Zzzccs123/mcp-baike-render)** - Access and render content from Baidu Baike, providing detailed discussion data for specific entries and generating readable analyses that highlight key topics and trends. Integrate rich insights from Baidu Baike seamlessly into applications. ## Memory Management - **[Epoll-based HTTP Server](https://github.com/a2888409/CSAPP)** - A high-performance HTTP server utilizing the epoll model for efficient connection and task management, supporting event-driven architecture and timer management for handling inactive connections. Includes implementations of memory allocation, a simple proxy server, and a basic shell for process management and signal handling. - **[Memory Bank](https://github.com/aakarsh-sasi/memory-bank-mcp)** - Manage AI assistant's context across sessions by storing, retrieving, and tracking information with remote server support for improved collaboration and persistence. - **[Multi-Service MCP Server](https://github.com/AdamPippert/multi-service-mcp-server)** - Integrate and automate various tools such as GitHub, GitLab, Google Maps, and Puppeteer through a unified gateway for efficient data retrieval and workflow enhancement. The modular architecture allows for easy addition or removal of individual tool modules. - **[IaC Memory Server](https://github.com/AgentWong/iac-memory-mcp-server-project)** - Provides persistent memory storage and version tracking for Infrastructure-as-Code components, focusing on Terraform and Ansible resources with relationship mapping. - **[Optimized Memory Server](https://github.com/AgentWong/optimized-memory-mcp-server)** - Enables persistent memory capabilities for AI interactions, allowing the model to remember user information and enhance personalization through a local knowledge graph that manages entities, relations, and observations. - **[Memory Bank Server](https://github.com/alioshr/memory-bank-mcp)** - Manage project memory banks remotely and efficiently, enabling streamlined access and manipulation of memory data. - **[Memory Box MCP Server](https://github.com/amotivv/memory-box-mcp)** - Manage and retrieve memories using advanced semantic search capabilities, enabling efficient organization and structured formatting of memory data. Integrate with Cline and Claude for enhanced memory management functionalities. - **[Figma MCP Server with Chunking](https://github.com/ArchimedesCrypto/figma-mcp-chunked)** - Efficiently interact with the Figma API, utilizing memory-aware chunking and pagination to manage and process large Figma files. This enables effective handling of extensive design documents and resource-intensive operations. - **[Cursor10x Memory System](https://github.com/aiurda/cursor10x-mcp)** - Offers a project-centric database for managing contextual information throughout development workflows. Facilitates seamless retrieval and recall of project context, enhancing productivity and fostering intelligent code connections. - **[My Apple Remembers](https://github.com/honeybluesky/my-apple-remembers)** - Recalls and saves memories from Apple Notes, accessing notes, calendar events, messages, and files on macOS. Facilitates the persistence of important information for future reference with minimal setup. - **[Basic Memory](https://github.com/basicmachines-co/basic-memory)** - Enables persistent knowledge management through natural language conversations with LLMs by reading and writing to local Markdown files. Facilitates contextual awareness across sessions while maintaining a user-controlled knowledge base with a simple local-first approach. - **[Knowledge Graph Memory Server](https://github.com/bneil/mcp-memory-pouchdb)** - Manage and enhance interactions with contextual information using a robust knowledge graph. It captures, stores, and retrieves data seamlessly with PouchDB for improved consistency and organization by project-specific paths. - **[Human Loop Server](https://github.com/boorich/mcp-human-loop)** - Manage human-agent collaboration by using a sequential scoring system to evaluate and determine the necessity of human intervention in AI operations based on complexity and sensitivity of requests. - **[Volatility MCP Server](https://github.com/bornpresident/Volatility-MCP-Server)** - Analyze memory dumps using natural language queries to facilitate forensic investigations, reducing the need for technical expertise while accelerating the analysis process and improving cybersecurity responses. - **[Knowledge Graph Memory Server](https://github.com/BRO3886/mcp-memory-custom)** - Manage and enhance user interactions with a customizable knowledge graph, capturing and organizing these interactions with timestamps for improved context and project-specific memory management. - **[MemoryMesh](https://github.com/CheMiguel23/MemoryMesh)** - Stores, updates, and recalls structured information using a dynamic schema, enabling relationship management for entities such as characters, locations, and items in a knowledge graph format. Designed specifically for text-based RPGs and interactive storytelling, it helps maintain consistent memory across conversations. - **[Outline Document Search Server](https://github.com/ChrisL108/outline-mcp)** - Search and retrieve documents from Outline knowledge bases, facilitating access to internal documentation. Supports secure access via interactive credentials and environment variables. - **[Chroma MCP Server](https://github.com/chroma-core/chroma-mcp)** - Integrates vector database capabilities for managing collections, performing semantic searches, and retrieving data with advanced filtering. Enhances AI models with powerful data retrieval features to improve context and performance. - **[Long-Term Memory for AI Agents](https://github.com/coleam00/mcp-mem0)** - Enables AI agents to store, retrieve, and search memories using semantic indexing for efficient memory management, enhancing contextual awareness. - **[Claude Server](https://github.com/davidteren/claude-server)** - Manages project-specific contexts and maintains conversation continuity with hierarchical structures and metadata tagging. Facilitates quick retrieval for efficient workflows within specified project contexts. - **[Memory Server](https://github.com/davioliveeira/memory-mcp)** - Store and retrieve memories efficiently using SQLite as the backend. Offers tools for managing memories, including functions to remember, get, list, update, and delete entries, along with command-line inspection capabilities. - **[Memory Server with Knowledge Graph](https://github.com/ddkang1/mcp-mem)** - Provides session-based memory management for chat applications using an efficient knowledge graph to search and retrieve information from multiple sources, including uploaded files. - **[Memory Server with Qdrant Persistence](https://github.com/delorenj/mcp-qdrant-memory)** - A knowledge graph implementation that supports semantic search with a Qdrant vector database, enabling effective graph-based representation of entities and their relations. It includes features for file-based persistence and utilizes OpenAI embeddings for enhanced semantic similarity. - **[Knowledge Memory Server](https://github.com/devassistantai/mcp-servers)** - Store and retrieve user information across chats using a local knowledge graph to enable persistent memory for an AI assistant. Manage entities, relations, and observations to personalize interactions effectively. - **[Memory Bank Server](https://github.com/Din-djarin2/memory-bank-mcp)** - Manage and access project memory banks remotely with centralized control, supporting multi-project operations with secure isolation and consistent file structure enforcement. Perform memory bank operations including reading, writing, and listing files across projects through a type-safe MCP interface. - **[Memory Store](https://github.com/divslingerx/mcp-server)** - Provides web search capabilities using Puppeteer, returning structured JSON results from Google searches in a lightweight and stateless design. - **[Simplenote MCP Server](https://github.com/docdyhr/simplenote-mcp-server)** - Connect and manage your Simplenote notes, enabling actions like creating, updating, and deleting notes directly from LLM applications. - **[Memo Server for Session Memory Management](https://github.com/doggybee/mcp-server-memo)** - Manage session summaries and memos for large language models with persistent local storage and version tracking. Store, retrieve, and list detailed session histories to enhance context retention for improved memory capabilities. - **[Memory Service](https://github.com/doobidoo/mcp-memory-service)** - Provides semantic memory and persistent storage using ChromaDB for long-term memory retention and semantic search capabilities, enhancing context maintenance across conversations. - **[Memory MCP](https://github.com/drdee/memory-mcp)** - Store and retrieve memories using a command-line interface with a backend powered by SQLite. Manage important information efficiently in applications with memory functionalities. - **[Memory Server](https://github.com/ebailey78/mcp-memory)** - Manage and maintain structured memories across chat sessions to enhance project continuity and context. Save and retrieve important information over time, building a comprehensive knowledge base tailored to long-term project workflows. - **[Memory Server](https://github.com/evangstav/python-memory-mcp-server)** - Manage entities and their relationships within a knowledge graph with strict validation to ensure data consistency. Perform complex queries and maintain observations to enhance application functionality. - **[Omi MCP Server](https://github.com/fourcolors/omi-mcp)** - Manage conversations and memories with the Omi API, enabling retrieval, creation, and manipulation of user data for enhanced conversational capabilities. - **[Memory Management Server](https://github.com/g0t4/mcp-server-memory-file)** - Manage and enhance chat experiences by allowing AI models to remember and recall information during conversations. Effortlessly add, search, delete, and list memories using a simple text file system to improve context retention and response relevance. - **[Memento](https://github.com/gannonh/memento-mcp)** - Memento is a knowledge graph memory system that facilitates semantic search and contextual recall, enabling LLM applications to manage and retrieve information with temporal awareness. It offers a persistent and adaptive long-term memory structure through ontological entity nodes. - **[Simple Memory Extension Server](https://github.com/gmacev/Simple-Memory-Extension-MCP-Server)** - Store and recall important information for agents, manage memory through context item and namespace functionalities, and facilitate semantic search capabilities for relevant context retrieval. - **[Neo4j MCP Clients & Servers](https://github.com/Guanxinyuan/neo4j)** - Leverage natural language to interact with Neo4j databases and manage knowledge graphs effortlessly. Transform natural language queries into Cypher commands and store knowledge graph memory in Neo4j or a file. - **[mcptest](https://github.com/Heht571/ops-mcp-server)** - A server toolset for monitoring and managing remote servers, providing functionalities for system checks, service status updates, network diagnostics, and security audits. It includes features for memory information retrieval, system load monitoring, and process management. - **[Titan Memory Server](https://github.com/henryhawke/mcp-titan)** - A memory engine designed for LLMs, enabling continuous learning and context management through a transformer-based neural memory system that can predict sequences and maintain state across interactions. - **[Memory Cache Server](https://github.com/ibproduct/ib-mcp-cache-server)** - Efficiently caches data between language model interactions to reduce token consumption, enhancing performance and speeding up responses. Integrates seamlessly with any MCP client and language model that uses tokens. - **[emojikey-server](https://github.com/identimoji/mcp-server-emojikey)** - Manages and persists interaction styles for language models using emoji-based memory keys. Supports setting, retrieving, and maintaining conversation contexts across devices and applications while tracking history. - **[Memory Bank Setup Helper](https://github.com/ipospelov/mcp-memory-bank)** - Facilitates the setup and management of a structured Memory Bank for context preservation in AI assistant environments, offering detailed guidance on file structures, template generation, and project summary analysis. Enhances AI context management through organized documentation and relevant content suggestions. - **[Persistent Knowledge Graph](https://github.com/itseasy21/mcp-knowledge-graph)** - Enables AI tools to retain and utilize user-specific information across multiple conversations by leveraging a local knowledge graph for persistent memory management. - **[DuckDB Knowledge Graph Memory Server](https://github.com/IzumiSy/mcp-duckdb-memory-server)** - Enhance conversational agents by providing a memory system that retrieves and updates user information using DuckDB for efficient querying of knowledge graphs. Maintain context regarding user preferences and relationships over interactions. - **[Knowledge Graph Memory](https://github.com/j3k0/mcp-brain-tools)** - Utilizes a scalable knowledge graph built on Elasticsearch to manage and query large datasets, providing persistent memory for AI systems. Supports complete CRUD operations and offers advanced search capabilities for improved data handling in Model Context Protocol applications. - **[Knowledge Graph Memory Server](https://github.com/jasonmorganson/servers)** - Utilizes a local knowledge graph for the creation, management, and retrieval of entities and their relationships, enabling users to maintain context and continuity in conversations across chats. - **[myAI Memory Sync](https://github.com/Jktfe/myAImemory-mcp)** - Synchronizes preferences, personal details, and code standards across all Claude interfaces, ensuring consistent updates without manual input. Utilizes a caching system for faster memory-related queries. - **[Knowledge Graph Memory Server](https://github.com/jlia0/servers)** - Utilizes a local knowledge graph to enable persistent memory for AI agents, allowing them to create, update, and retrieve personalized user information across chat sessions. Facilitates tailored interactions by managing entities, relations, and observations. - **[Persistent Memory System](https://github.com/joleyline/mcp-memory-libsql)** - Leverage high-performance vector search and efficient knowledge storage to manage entities and relations. Provides semantic search capabilities and secure token-based authentication for connecting to remote libSQL databases. - **[Neo4j Knowledge Graph Memory Server](https://github.com/JovanHsu/mcp-neo4j-memory-server)** - Store and retrieve information from AI interactions using a Neo4j backend, facilitating advanced graph querying and memory management. Enhances performance and scalability for complex knowledge graph applications. - **[Volatility3 MCP Server](https://github.com/Kirandawadi/volatility3-mcp)** - Analyze memory dumps to detect malware and perform memory forensics using a natural language interface, making the process accessible to users without specialized knowledge. - **[Volatility3 MCP Server](https://github.com/Kirandawadi/volatility3-mcp)** - Analyzes memory dumps and detects malware through natural language interactions, facilitating complex memory forensics tasks without specialized knowledge. Automates workflows typically requiring expertise in memory analysis. - **[TaskFlow Memory Server](https://github.com/kiranraathod/taskflow-memory-server)** - Manage tasks with persistent memory to maintain project context and streamline workflow execution using intelligent planning and execution modes. The server integrates seamlessly with FastMCP-compatible clients for enhanced task and context management. - **[Omi API Server](https://github.com/leonskenidy/omi-mcp)** - Provides access to Omi conversations and memories through a standardized MCP interface, enabling reading, creating, and managing these elements efficiently within LLM workflows. - **[CheatEngine Toolkit](https://github.com/Lyoneos/mcp-cheatengine-Cto)** - Connects to CheatEngine instances to perform memory operations, including reading memory and analyzing assembly code. Features a plugin architecture for extending functionalities within the toolkit. - **[macOS MCP Server](https://github.com/mcp-get/community-servers)** - Provides macOS-specific system information and operations, including retrieval of CPU, memory, disk, and network details, as well as enabling native macOS notifications. - **[Memory Tool](https://github.com/mem0ai/mem0-mcp)** - Store and retrieve user-specific memories to maintain context and make informed decisions based on past interactions using a simple API. Features relevance scoring to enhance memory management with user preferences. - **[Memory Bank](https://github.com/movibe/memory-bank-mcp)** - Manage and interact with structured repositories of information for AI assistants, enabling the storage, retrieval, and tracking of context across sessions to enhance AI capabilities. Supports operational modes for tasks like coding, debugging, and system design. - **[C.W.K. Pippa Memory Manager](https://github.com/neobundy/cwkCursorPippaMCP)** - Manage and enhance memory capabilities for AI assistants within Cursor IDE, enabling seamless storage, recall, and management of information across conversations for more personalized interactions. - **[mcp-neo4j-memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Integrates with the Neo4j graph database to maintain complex relationships between memory nodes, enabling long-term retention and querying of knowledge across multiple conversations. Facilitates the construction of an interconnected knowledge base that acts as an external memory system. - **[Knowledge Graph Memory Server](https://github.com/modelcontextprotocol/servers)** - A basic implementation of persistent memory using a local knowledge graph that enables storage and retrieval of user-specific information across chats by defining entities and their relationships. - **[Letta MCP Server](https://github.com/oculairmedia/Letta-MCP-server)** - Manage agents and memory blocks within the Letta system, enabling the creation, listing, and attachment of memory blocks to agents while facilitating seamless communication through message sending and response receiving. - **[mem0 Memory System](https://github.com/pinkpixel-dev/mem0-mcp)** - Provides a memory system for AI applications where information can be stored and retrieved across user sessions. It enables personalized interactions by managing user-specific data efficiently. - **[TxtAI Assistant](https://github.com/rmtech1/txtai-assistant-mcp)** - Provides semantic memory and search capabilities for AI assistants, enabling the storage, retrieval, and management of text-based memories. Enhances context awareness during conversations through advanced features like tagging and health monitoring. - **[Knowledge Graph Memory Server](https://github.com/shaneholloman/mcp-knowledge-graph)** - Enables persistent memory for AI models using a local knowledge graph, allowing them to remember user information across chats. Customizable memory paths enhance the management of stored knowledge. - **[Cursor10x Memory System](https://github.com/sizzlebop/context-mcp)** - A memory system that maintains and retrieves comprehensive project and conversation memory, enabling contextually aware AI assistance. It supports multiple memory types including short-term, long-term, episodic, and semantic memory for enhanced development workflows. - **[LibSQL Memory](https://github.com/spences10/mcp-memory-libsql)** - High-performance vector search and persistent memory system using libSQL, offering efficient knowledge storage and semantic search capabilities. Supports knowledge graph management and secure token-based authentication for accessing local and remote databases. - **[Memory Context Provider Server](https://github.com/Srish-ty/MCP-Testing-interface-for-LLMs)** - Manage user contexts for LLM interactions by storing and retrieving relevant prompts to ensure continuity in conversations. Provides a RESTful API for context management with support for in-memory storage and TypeScript integration. - **[Code Assistant](https://github.com/stippi/code-assistant)** - Assists with code-related tasks by exploring codebases, managing file contents, and providing insights through summarization. Facilitates interactive communication for effective code manipulation. - **[Memory Bank](https://github.com/t3ta/memory-bank-mcp-server)** - Manage project documentation and context effectively across sessions with structured memory banks in JSON format. Facilitate consistent knowledge retention for AI agents and support multilingual documentation through a powerful API for document management and retrieval. - **[Knowledge Graph Memory Server](https://github.com/T1nker-1220/memories-with-lessons-mcp-server)** - This server enables the implementation of persistent memory in AI models through a local knowledge graph, allowing for information retention across chats and an error-learning mechanism via a lesson system. - **[Student MCP Server](https://github.com/tejpalvirk/contextmanager)** - Track courses, assignments, and exams while optimizing study sessions and monitoring progress through a structured knowledge graph. Manage deadlines and priorities effectively within an academic context. - **[MemGPT](https://github.com/Thelyoncrypt/MemGPT)** - Creates chatbots that maintain self-editing memory with different memory tiers to manage limited LLM context windows. Connects to SQL databases, local files, and documents for seamless conversational AI interactions. - **[Chroma MCP Server](https://github.com/tjwells47/chroma-mcp)** - A vector database designed for integrating LLM applications, enabling seamless data retrieval and management through advanced search capabilities and document operations. Supports memory and context enhancement for AI models with efficient embedding functions. - **[Memory Server with Qdrant Persistence](https://github.com/tjwells47/mcp-qdrant-memory)** - Leverage a knowledge graph with entities and relations, enabling semantic search capabilities using OpenAI embeddings and Qdrant for data persistence. Supports HTTPS and Docker for streamlined deployment. - **[Memory MCP Server](https://github.com/tomschell/mcp-long-term-memory)** - Long-term memory storage for LLMs that maintains project context across sessions, enabling efficient retrieval and recall of past interactions and decisions via semantic search. Organizes memories by type, tags, and relationships for streamlined management. - **[Memory Cache Server](https://github.com/tosin2013/mcp-memory-cache-server)** - Caches data between interactions with AI language models to reduce token consumption and enhance performance by automatically storing and retrieving frequently accessed data. - **[Dev Memory Server](https://github.com/TrackerXXX23/dev_memory_mcp)** - Captures and organizes development context, tracking code changes and user interactions across multiple projects. Provides persistent memory for a more effective coding experience. - **[Membase Decentralized Memory Server](https://github.com/unibaseio/membase-mcp)** - Enables AI agents to store and retrieve historical interactions and persistent data on a decentralized memory layer. Facilitates conversation management by saving and fetching messages, ensuring continuity and traceability of interactions. - **[MemGPT](https://github.com/Vic563/Memgpt-MCP-Server)** - Implements a memory system for large language models (LLMs) with capabilities for chatting, retrieving conversation history, and switching between multiple LLM providers. - **[Memory Server](https://github.com/WhenMoon-afk/claude-memory-mcp)** - Enhances Large Language Models with persistent memory capabilities, allowing for the storage, retrieval, and management of memories across conversations. Integrates with the Claude desktop application, supporting various memory types and semantic search. - **[MemoDB](https://github.com/wuyunmei/momedb-mcp)** - Manage conversation context and a personal knowledge base for AI applications with efficient APIs. Create, update, and query user data while handling dialogue and knowledge management seamlessly. - **[Mem0 MCP Server](https://github.com/yellnuts/mcp-mem0)** - Manage long-term memory for AI agents by storing and retrieving memories efficiently with a lightweight Python-based solution. Customize and extend memory capabilities easily through a robust template designed for integration. - **[Knowledge Graph Memory Server](https://github.com/yodakeisuke/mcp-memory-domain-knowledge)** - Persistently remembers user information across chats using a local knowledge graph, allowing connections between different entities and their relationships. Facilitates the storage and retrieval of observations linked to specific entities for improved contextual interactions. - **[Sequential Thinking Server](https://github.com/zacharyliner1xds/my-sequential-thinking-mcp)** - Facilitates structured sequential thinking by breaking down complex problems into logical steps, validating reasoning chains, and visualizing thinking pathways. Integrates with a Memory Bank for managing and storing reasoning patterns to enhance problem-solving workflows. - **[Sequential Thinking Server](https://github.com/ZannyTornadoCoding/my-sequential-thinking-mcp-server)** - Facilitates structured sequential thinking by breaking down complex problems into logical steps, managing reasoning chains, and visualizing thinking pathways. Integrates with a Memory Bank for storing and retrieving thought processes, while providing tools for reasoning validation and analysis. ## Browser Automation - **[Browserbase MCP Server](https://github.com/1050202387/mcp-server-browserbase)** - The Browserbase MCP Server automates web browsing tasks in the cloud, allowing AI applications to navigate websites, capture screenshots, and run JavaScript code. This makes it easier to gather data from the web and integrate it into various AI solutions. - **[302AI Browser Automation Server](https://github.com/302ai/302_browser_use_mcp)** - The 302AI Browser Automation Server allows users to control web browsers using natural language commands. It helps automate online tasks and conduct web research efficiently without the need for complex coding. - **[Make MCP Server](https://github.com/3rzy/make-mcp-integration-issue)** - The Make MCP Server enables users to automate workflows by connecting the Make automation platform with Claude Desktop, using the Model Context Protocol for seamless data exchange and communication. - **[Computer Control](https://github.com/AB498/computer-control-mcp)** - Control computer functions programmatically using mouse and keyboard interactions, screen capture, and OCR capabilities. Integrate automation for clicking, typing, window management, and text extraction from screenshots to enhance workflows. - **[URL2SNAP](https://github.com/Abhi5h3k/MCP-URL2SNAP)** - Capture screenshots of any specified URL and return the access URL for the captured image, facilitating webpage snapshot sharing and integration into automation workflows. - **[Playwright Automation Server](https://github.com/adalovu/mcp-playwright)** - Automates and interacts with web browsers using Playwright, enabling actions such as taking screenshots, generating test code, scraping web pages, and executing JavaScript in real browser environments. - **[Multi-Service MCP Server](https://github.com/AdamPippert/multi-service-mcp-server)** - Integrate and automate various tools such as GitHub, GitLab, Google Maps, and Puppeteer through a unified gateway for efficient data retrieval and workflow enhancement. The modular architecture allows for easy addition or removal of individual tool modules. - **[Configurable Puppeteer Server](https://github.com/afshawnlotfi/mcp-configurable-puppeteer)** - Automate browser interactions to navigate web pages, capture screenshots, and execute JavaScript in a real browser environment. Customize browser automation options using Puppeteer with environment variables for flexibility. - **[browser-tools-mcp](https://github.com/AgentDeskAI/browser-tools-mcp)** - Monitors browser logs and analyzes browser data through a Chrome extension, enabling AI applications to enhance their interaction capabilities within a browsing context. - **[Playwright Browser Automation Server](https://github.com/ahai72160/playwright-mcp)** - Facilitates browser automation through structured accessibility snapshots, enabling interaction with web pages without visual models. Supports web navigation, form-filling, data extraction, and automated testing with a deterministic approach. - **[Scraper.is](https://github.com/Ai-Quill/scraperis-mcp)** - Scraper.is provides tools for extracting web content and capturing screenshots, enabling access to real-time information from the web. It supports multiple output formats such as markdown, HTML, and JSON for the extracted data. - **[Scraper.is MCP Server](https://github.com/Ai-Quill/scraperis-mcp)** - A web scraping tool that enables extraction of data from websites using natural language queries, providing structured results in JSON or Markdown formats. It also supports capturing screenshots and offers real-time progress updates during scraping operations. - **[Grasp Browser Agent](https://github.com/aircodelabs/grasp)** - A self-hosted browser automation agent that executes natural language commands to control web activities, integrating easily with other AI applications and agents through MCP and A2A support. - **[LinkedIn Browser](https://github.com/alinaqi/mcp-linkedin-server)** - Automate interactions with LinkedIn, extract data, and manage profiles, posts, and feeds using browser automation while adhering to LinkedIn's terms and rate limits. - **[Selenium WebDriver Automation](https://github.com/angiejones/mcp-selenium)** - Automates browser interactions through Selenium WebDriver, enabling actions like navigating to URLs, finding elements with various locator strategies, and performing mouse actions such as clicking and dragging. - **[RAG Web Browser Server](https://github.com/apify/mcp-server-rag-web-browser)** - Connects AI models to perform web searches and scrape content, returning information in Markdown format. It facilitates interaction between AI agents and web pages, optimizing data retrieval for large language models. - **[Playwright MCP](https://github.com/Ashish-Bansal/playwright-mcp)** - Connects AI assistants to your web application's DOM, enabling the generation of accurate Playwright tests based on real elements instead of textual descriptions. This integration helps to reduce flaky tests and debugging issues related to AI-generated scripts. - **[Browser Automation Agent](https://github.com/ashley-ha/mcp-manus)** - Automate browser interactions to enhance web automation tasks by leveraging state management and interactive element manipulation. This agent integrates with the Model Context Protocol for seamless browser automation capabilities. - **[Playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright)** - Provides browser automation capabilities for interacting with web pages, capturing screenshots, and executing JavaScript in a real browser environment. - **[Strategy Role-Playing Game Server](https://github.com/awayzo/rpg)** - A browser-based multiplayer RPG that facilitates empire expansion, strategic battles, and resource management among players. It supports the creation and sharing of platformer mini-games, offering rewards and robust community management features. - **[Gru Sandbox](https://github.com/babelcloud/gbox)** - A self-hostable sandbox for executing commands, reading and writing files, and browsing the web across various platforms like iOS and Android. The server supports executing Linux commands and Python scripts, making it suitable for running complex analyses and generating documents like PDFs and diagrams. - **[Remote MacOs Use](https://github.com/baryhuang/mcp-remote-macos-use)** - Enables complete control over remote macOS systems with native environment integration and no additional software requirements. Optimized for autonomous AI agents to operate seamlessly on the desktop. - **[Playwright Server](https://github.com/blackwhite084/playwright-plus-python-mcp)** - An MCP server that facilitates web automation tasks using Playwright tools and features a note storage system. It allows summarization of stored notes with customizable detail levels. - **[Web Browser](https://github.com/blazickjp/web-browser-mcp-server)** - Provides advanced web browsing capabilities for AI applications, enabling interaction with web content and retrieval of information from online sources. - **[Browser Automation](https://github.com/BrowserMCP/mcp)** - Automate web interactions by leveraging existing browser profiles to maintain logged-in sessions and navigate through web pages without managing separate instances of the browser. This server facilitates local automation, ensuring that browser activity remains private and efficient. - **[BrowserCat MCP Server](https://github.com/browsercat/browsercat-mcp-server)** - Automate web interactions by navigating to URLs, taking screenshots, and executing JavaScript in a cloud-based browser environment without local installations. - **[Stagehand](https://github.com/browserbase/mcp-server-browserbase)** - Enables web page interaction including taking screenshots, executing JavaScript, and extracting data in a cloud browser environment. - **[BrowserStack Test Platform Server](https://github.com/browserstack/mcp-server)** - Connects to BrowserStack's cloud infrastructure for executing manual and automated tests on real devices and browsers. Offers tools for debugging, fixing test failures, and ensuring accessibility compliance within development workflows. - **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Provides cloud browser automation capabilities, enabling interaction with web pages, taking screenshots, and executing JavaScript in a cloud browser environment. - **[CodingBaby Browser-Use MCP](https://github.com/buyitsydney/CodingBaby-Browser-MCP)** - Bridges AI assistants with the Chrome browser for web browsing, interaction, and data collection using a WebSocket-based protocol. Supports automation tasks such as navigating websites, taking screenshots, and managing browser tabs and forms. - **[NutJS Windows Control](https://github.com/claude-did-this/MCPControl)** - A Windows control server utilizing nut.js and MCP, enabling functionalities like mouse and keyboard control, window management, and screen capture operations. - **[Control Server](https://github.com/claude-did-this/MCPControl)** - Manage system operations through automation of mouse, keyboard, and window tasks with a focus on enhancing productivity and control over applications. Suitable for creating interactive experiences or automating repetitive tasks efficiently. - **[BPB Panel](https://github.com/chenlin111/BPB-Worker-Panel)** - A user panel for managing Cloudflare Workers and Pages proxy scripts, featuring ad blocking, IP fixing, and password protection. It offers easy configuration and usage for enhanced online experience. - **[Xiaohongshu Auto Comment Tool](https://github.com/chenningling/RedBook-Search-Comment-MCP)** - Automates login, keyword searches, content retrieval, and comment management on Xiaohongshu (Redbook) notes, facilitating context-aware comment posting. Utilizes AI to generate natural comments based on note analysis. - **[BrowserTools](https://github.com/chikingsley/browser-tools-mcp)** - Monitor and interact with browser data, capturing console logs, network activity, and screenshots to facilitate AI applications. Provides a secure, local solution for data privacy while enhancing AI tools with browser insights. - **[Web Search Server](https://github.com/Claw256/mcp-web-search)** - Provides Google search capabilities with advanced filtering and allows viewing of web content, including markdown conversion. Features include rate limiting, caching, browser instance pooling, and bot detection avoidance. - **[Cloudflare Playwright](https://github.com/cloudflare/playwright-mcp)** - Automates browser interactions and testing by executing web navigation and element interaction, while capturing screenshots and snapshots. Integrated with Cloudflare Workers for deployment, it enhances LLM-driven workflows with powerful browser automation capabilities. - **[MCP Chrome Google Search Tool](https://github.com/cmann50/mcp-chrome-google-search)** - Enables the integration of Google search capabilities and extraction of webpage content through the Chrome browser. - **[Browser Use MCP Server](https://github.com/co-browser/browser-use-mcp-server)** - Enables AI agents to perform web browsing tasks and retrieve information from web pages through a unified API. Enhances language models by providing real-time access to web content. - **[KKJSBridge](https://github.com/Cooooper/KKJSBridge)** - KKJSBridge enhances the WKWebView experience by providing offline packages, enabling Ajax requests, and synchronizing cookies. It supports modular JSAPI management and allows control over Ajax hooks from both native and HTML5 frameworks. - **[Puppeteer](https://github.com/cploujoux/mcp-puppeteer)** - Automate web interactions, capture screenshots, and execute JavaScript in a browser environment. Enable LLMs to navigate web pages, click on elements, and monitor console logs in real-time. - **[BrowserTools](https://github.com/Dbillionaer/browser-tools-mcp)** - Enable AI applications to capture and analyze browser data through a Chrome extension, facilitating browser monitoring and interaction. Conduct audits for accessibility, performance, SEO, and best practices directly from the development environment. - **[Browser Use (used by Deploya.dev)](https://github.com/deploya-labs/mcp-browser-use)** - Automate web browsing tasks using natural language commands to navigate pages, fill forms, and interact with web elements. The server maintains state persistence across sessions for enhanced browsing experience. - **[MCP Servers](https://github.com/devalexandre/mcp-servers)** - Control a headless browser for automated navigation, screenshot capturing, and interaction with web page elements. Facilitates the creation of automation projects using the Multi-Context Protocol framework. - **[Browser Extension and MCP Server](https://github.com/djyde/browser-mcp)** - Interact with the browser to execute commands, modify styles, and access browsing history. Enables retrieval of content from the current page in markdown format and customization of page styles directly through an MCP interface. - **[Chrome Server](https://github.com/dlwjdtn535/mcp-chrome-server)** - Automate browser tasks such as web navigation, login management, and element manipulation with advanced credential management and intelligent handling of web interactions. - **[Chrome Browser Automation Server](https://github.com/dlwjdtn535/mcp-chrome-integration)** - Control the Chrome browser for web automation tasks, including navigation, element interaction, and page analysis, while managing features like bookmarks and history. Execute scripts securely and extract detailed page content to enhance automation workflows. - **[BrowserCat Remote Browser Automation Server](https://github.com/dmaznest/browsercat-mcp-server)** - Enables remote web browsing automation using BrowserCat's cloud service, allowing for navigation, form filling, and JavaScript execution. Capture screenshots and monitor browser console logs while interacting with web pages in a real browser environment. - **[mcp-undetected-chromedriver](https://github.com/dragons96/mcp-undetected-chromedriver)** - Automates control of the Chrome browser while successfully bypassing anti-bot detection mechanisms using undetected-chromedriver. Provides a comprehensive interface for various automated web interactions. - **[Patchright Lite](https://github.com/dylangroos/patchright-mcp-lite)** - Provides stealth browser automation capabilities, allowing AI models to browse, interact, extract content, and manage browser sessions while employing advanced anti-detection features. Integrates seamlessly with the Model Context Protocol for efficient command execution and data handling. - **[Fetcher](https://github.com/everford/fetcher-mcp)** - Retrieve web page content using a Playwright headless browser to navigate and extract information efficiently. Designed for easy setup and configuration, it leverages AI to streamline web scraping tasks. - **[Browser Control](https://github.com/eyalzh/browser-control-mcp)** - Control and manage local browser tabs and history, perform web content reading and searching, and integrate browsing capabilities with AI agents. Offers features such as tab management and text highlighting within web pages. - **[Playwright](https://github.com/executeautomation/mcp-playwright)** - Provides browser automation capabilities, enabling interaction with web pages, taking screenshots, and executing JavaScript in a browser environment. - **[Smooth Operator Agent Tools](https://github.com/fstandhartinger/smooth-operator-client-python)** - Automates complex tasks on Windows systems by interacting with UI elements, capturing screenshots, and controlling browsers. Integrates with Python applications to enhance productivity through advanced AI functions. - **[FunPay Viper](https://github.com/FunPayViper/FunPayViper)** - Automate activities on the FunPay marketplace such as managing listings and responding to orders, while receiving notifications through Telegram. Customizable plugins enhance user engagement and workflow management. - **[UIAutomator2 Android Automation Server](https://github.com/GitDzreal93/uiautomator2-mcp)** - Provides automation capabilities for Android devices, including command execution, app management, and UI interactions such as clicks and text inputs. Supports seamless control of Android devices or emulators with integrated OCR and device management features. - **[moling](https://github.com/gojue/moling)** - Moling is a local office automation assistant that interacts with the operating system through APIs, facilitating system-level operations. - **[MediaCrawler](https://github.com/heehee365/MediaCrawler)** - Scrapes data from popular social media platforms such as Xiaohongshu, Douyin, Kuaishou, Bilibili, and Weibo. Extracts videos, images, comments, likes, and shares using Playwright for efficient data collection. - **[Automate GUI Testing and Control](https://github.com/hetaoBackend/mcp-pyautogui-server)** - Control mouse movements, simulate keyboard input, and capture screenshots for automated GUI testing across multiple platforms, including Windows, macOS, and Linux. - **[ChatGPT Integration Tool](https://github.com/htlin222/claude-chatgpt-mcp)** - Seamlessly interact with the ChatGPT desktop app on macOS, allowing users to ask questions, view conversation history, and continue discussions. This integration facilitates enhanced productivity by bridging Claude and ChatGPT. - **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - Scrape and extract structured data from webpages and crawl internet resources. Provides access to general purpose browser agents for tasks involving web interactions. - **[Playwright MCP Server](https://github.com/iiiusky/mcp-playwright)** - Automates browser interactions by taking screenshots, generating test code, and executing JavaScript in real browser environments. Enables interaction with web pages and facilitates web scraping. - **[VibeShift Web Tester](https://github.com/GroundNG/VibeShift)** - Automates web testing workflows by recording, executing, and discovering test scripts using natural language prompts. Integrates with AI coding assistants to generate Playwright-based tests, execute regression suites, and provide detailed feedback including screenshots and logs. - **[VibeCheck Web Testing Agent](https://github.com/GroundNG/VibeShift)** - Automates web testing workflows by recording and executing test scripts using natural language prompts. Provides detailed feedback, including test results and logs, and integrates with AI coding assistants for enhanced regression testing. - **[Browser Agent](https://github.com/imprvhub/mcp-browser-agent)** - Facilitates autonomous browser automation and API interaction, enabling navigation of web pages, manipulation of DOM elements, and execution of JavaScript. It supports features like persistent browser sessions, HTTP requests, and detailed logging for complex web task automation. - **[G-Search](https://github.com/jae-jae/g-search-mcp)** - Enables efficient parallel searching on Google using multiple keywords, automatically handling verification challenges and returning structured search results in JSON format for analysis. - **[Fetcher](https://github.com/jae-jae/fetcher-mcp)** - Fetch web page content using a headless browser, capable of executing JavaScript to handle dynamic web pages and modern web applications. Extracts the main content intelligently using a Readability algorithm and supports output in both HTML and Markdown formats. - **[Browser Automation](https://github.com/janspoerer/mcp_browser_use)** - Automate web tasks, including actions like browsing, scraping, and interacting with web applications using natural language instructions. Integrates with Selenium to facilitate seamless web interactions within applications. - **[JigsawStack AI Web Scraper](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Scrape any website to obtain consistent, structured data quickly without the need for writing CSS selector code. Supports API integration for data extraction through a straightforward interface. - **[Bear MCP Server](https://github.com/jkawamoto/mcp-bear)** - Interact with Bear note-taking software to manage notes and retrieve information. Provides integration with Bear's API for note creation and manipulation. - **[Rednote Automatic Xiaohongshu Commenting Tool](https://github.com/JonaFly/RednoteMCP)** - Automates login, content retrieval, and commenting on Xiaohongshu posts through keyword searches and URL-based access. Enables tailored interactions with various comment types to enhance user engagement. - **[Browser Automation Server](https://github.com/jonnyhoff/mcp-browser-use)** - Execute browser automation tasks using natural language commands through an API. Utilize OpenAI's GPT models to interpret commands and automate browser actions seamlessly. - **[Browser Tabs](https://github.com/kazuph/mcp-browser-tabs)** - Manage and retrieve information about currently open Chrome browser tabs, enabling interactions with the browser's tab content and control functions. - **[AOAI Web Browsing](https://github.com/kimtth/mcp-aoai-web-browsing)** - An MCP server for web browsing automation that integrates Azure OpenAI to facilitate interactions with web applications through an automated interface. It utilizes Playwright for end-to-end testing and customizes responses to fit the OpenAI function calling format. - **[PyMCPAutoGUI](https://github.com/kitfactory/PyMCPAutoGUI)** - Automate GUI tasks by controlling the mouse and keyboard to interact with desktop applications, enabling AI agents to perform repetitive actions and streamline workflows. - **[Browser Use](https://github.com/kkk929/browser-use)** - Control and automate browser tasks through integrated AI functionality, facilitating seamless interaction and task execution in web environments. - **[Playwright Record](https://github.com/korwabs/playwright-record-mcp)** - Enables browser automation with video recording capabilities, allowing interaction with web pages through structured accessibility snapshots. Supports navigation, form-filling, data extraction, and automated testing without relying on visual inputs. - **[Playwright MCP Server](https://github.com/Kotelberg/playwright-mcp-server)** - Retrieve web page content and interact with it by simulating user actions, navigating pages, and extracting data using a standardized protocol. - **[Firecrawl Web Scraping Server](https://github.com/Krieg2065/firecrawl-mcp-server)** - Enables advanced web scraping and content extraction, supporting JavaScript rendering and batch processing for deep research. It includes features for automatic retries and efficient data integration while monitoring credit usage and handling rate limits. - **[Playwright CDP](https://github.com/lars-hagen/mcp-playwright-cdp)** - Provides browser automation and interaction with web pages using Playwright and Chrome DevTools Protocol (CDP), enabling LLMs to interact with the web, take screenshots, and execute JavaScript in a real browser environment. - **[Browserbase Server](https://github.com/lingxingchi/mcp-server-browserbase)** - Automates interaction with web pages in a cloud browser environment, enabling tasks such as data extraction, screenshot capture, and JavaScript execution. - **[Chrome Browser Control Server](https://github.com/lxe/chrome-mcp)** - Control a Chrome browser instance programmatically, navigate web pages, interact with elements, and retrieve page information to enhance automation workflows. - **[End to End Testing Server](https://github.com/m2rads/limetest-arch)** - Automate testing processes using AI-driven validation with a focus on end-to-end testing. Utilizes Playwright for lightweight and deterministic testing, allowing tests to be defined in natural language and executed efficiently. - **[Nova Act Browser Automation Server](https://github.com/madtank/nova-act-mcp)** - Enables interactive control of web browsers using natural language instructions, allowing for the automation of web tasks while providing visibility into the agent's reasoning process. Supports session management with persistent profiles and detailed feedback on agent thinking. - **[SAP GUI Automation Server](https://github.com/mario-andreschak/mcp-sap-gui)** - Automate interactions with SAP GUI to control transactions programmatically, allowing for seamless integration and execution of various SAP tasks. - **[Playwright Browser Automation Server](https://github.com/markbustamante77/mcp)** - Facilitates interaction with web pages using structured accessibility snapshots for efficient browser automation without reliance on vision models. Enables web navigation, form-filling, data extraction, and testing with a deterministic approach. - **[极简翻译-谷歌版](https://github.com/meicanhong/translator_extension)** - Provides seamless translation between Chinese and English with automatic text recognition and results display upon text selection, featuring a minimalist interface and quick toggle functionality. - **[Puppeteer MCP Server](https://github.com/merajmehrabi/puppeteer-mcp-server)** - Browser automation through Puppeteer enables interaction with new browser instances and existing Chrome windows, facilitating automated web tasks. - **[Hyperbrowser MCP Server](https://github.com/mfengzhishang/mcp)** - Provides web scraping, structured data extraction, and web crawling capabilities. Integrates browser automation agents for tasks related to data retrieval from webpages. - **[Browser Use Automation Server](https://github.com/mhazarabad/browser-use-mcp)** - Automate browser tasks using the Browser Use API. Manage and monitor automation tasks, including the ability to run, pause, and resume operations while retrieving task information. - **[Browserbase MCP Server](https://github.com/miyuren/mcp-server-browserbase)** - Automates web browsing and data extraction using cloud browser capabilities. Interacts with web pages, captures screenshots, and executes JavaScript in a secure environment. - **[Playwright Automation](https://github.com/microsoft/playwright-mcp)** - Automate web interactions on web pages using structured accessibility data for reliable navigation and data extraction without the need for visual models. Enables LLMs to perform actions by leveraging Playwright's accessibility tree. - **[Vibe-Eyes](https://github.com/monteslu/vibe-eyes)** - Captures and visualizes browser game data in real-time using vectorized canvas outputs and detailed debug information. Integrates with AI models to enhance debugging and streamline development processes. - **[Mobile Automation Server](https://github.com/mobile-next/mobile-mcp)** - Automates mobile applications across iOS and Android platforms using structured accessibility data and coordinate-based actions. Enables interaction with native apps, facilitating testing and data-entry workflows via LLMs for complex user journeys. - **[WebUI](https://github.com/Muzzera/web-ui)** - Interact seamlessly with AI agents via a user-friendly interface, enabling the use of various Large Language Models while maintaining persistent browser sessions for productive tasks. The server supports high-definition screen recording and custom browser functionality without requiring re-authentication. - **[Puppeteer](https://github.com/modelcontextprotocol/servers)** - Provides browser automation capabilities, enabling LLMs to interact with web pages, take screenshots, and execute JavaScript within a real browser environment. - **[Stealth Browser](https://github.com/newbeb/stealth-browser-mcp)** - Navigate websites and capture screenshots while bypassing bot detection systems using advanced stealth techniques. Modifies browser fingerprints to disguise web interactions as regular user traffic. - **[Chrome DevTools](https://github.com/nicholmikey/chrome-tools-MCP)** - Control Chrome tabs, execute JavaScript, capture screenshots, and monitor network traffic. Enhance browser automation capabilities by integrating directly with Chrome's DevTools Protocol. - **[OmniParser AutoGUI](https://github.com/NON906/omniparser-autogui-mcp)** - Analyzes the screen using OmniParser to automatically operate graphical user interfaces. It provides capabilities for interpreting visual content and executing GUI actions based on analysis. - **[Browserbase Server](https://github.com/NullBlankError/mcp-server-browserbase)** - Automate and interact with web browsers in the cloud by navigating web pages, taking screenshots, executing JavaScript, and extracting structured data. - **[Console and Network Logs Server](https://github.com/Operative-Sh/playwright-consolelogs-mcp)** - Open a browser to monitor console logs and track network requests for improved debugging and analysis. Retrieve structured log data and network activity while maintaining a clean environment post-session. - **[Web QA Agent](https://github.com/Operative-Sh/web-eval-agent)** - An MCP server designed for debugging web applications by autonomously executing tasks and providing insights directly in the code editor, capturing network traffic and console errors for improved development efficiency. - **[WebEvalAgent](https://github.com/Operative-Sh/web-eval-agent)** - Automates the debugging of web applications by executing and analyzing code directly in the editor. Captures network traffic, collects console errors, and performs autonomous debugging to enhance web app performance and functionality. - **[Playwright Browser Automation Server](https://github.com/PhamQuangVinh22022648/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for reliable browser automation without the need for vision models. Supports tasks such as web navigation, form-filling, and data extraction using deterministic methods. - **[Playwright Browser Automation Server](https://github.com/PhamQuangVinh22022648/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for browser automation. Facilitates web navigation, form-filling, data extraction, and automated testing, all without relying on visual models. - **[Puppeteer Linux](https://github.com/PhialsBasement/MCP-Puppeteer-Linux)** - Provides browser automation capabilities using Puppeteer with support for Linux display servers, enabling interaction with web pages, taking screenshots, and executing JavaScript in a browser environment. - **[Browser Use](https://github.com/pietrozullo/browser-use-mcp)** - Automate web browsing tasks by using natural language commands to navigate websites, fill out forms, and click buttons. Integrates with language models to facilitate programmatic control of web interactions and data extraction. - **[Scrappey MCP Server](https://github.com/pim97/mcp-server-scrappey)** - Integrate AI models with Scrappey's web automation platform, enabling browser session management, HTTP requests, and automated interactions with web pages while handling anti-bot protections. - **[Playwright (with stealth) MCP Server](https://github.com/pvinis/mcp-playwright-stealth)** - Automates browser interactions, enabling LLMs to navigate web pages, capture screenshots, generate test scripts, and execute JavaScript in real-time. - **[Playwright MCP Server](https://github.com/PykeW/playwright-mcp-server)** - Retrieve and interact with web page content, enabling navigation, content extraction, and user action simulation on webpages using a standardized protocol. - **[HTTP Request Server with Browser Emulation](https://github.com/Qinjianbo/mcp-rquest)** - Enables advanced HTTP requests with browser emulation to interact with websites and bypass anti-bot measures. Converts HTML and PDF documents to Markdown for easier language model processing. - **[Raccoon AI MCP Server](https://github.com/raccoonaihq/raccoonai-mcp-server)** - Enables web browsing, data extraction, and automation of complex web tasks using the LAM API. Automates interactions with websites by performing actions like filling out forms and navigating UI elements. - **[Appium Mobile Automation Server](https://github.com/Rahulec08/appium-mcp)** - Integrate Appium capabilities for mobile app automation to perform element interactions, manage applications, control devices, and execute advanced gestures through standardized MCP calls. Streamline mobile testing workflows with comprehensive device support. - **[Browser Automation Agent](https://github.com/Raghu6798/Browser_scrape_mcp)** - Automates web browsing and scraping tasks, leveraging AI to intelligently search and extract content from various online sources such as Google, GitHub, and Stack Overflow. Offers capabilities like saving screenshots and processing text for efficient data collection. - **[Web Browser Server](https://github.com/random-robbie/mcp-web-browser)** - Advanced web browsing capabilities enabling interactions with websites through a headless browser, capable of content extraction, form interaction, and tab management. - **[Steel Puppeteer](https://github.com/rdvo/mcp-server)** - Automate web interactions by navigating to URLs, taking screenshots, and executing JavaScript in real browsers to enhance interaction with web pages. Monitor console logs and capture content effortlessly through a browser automation framework. - **[Chrome Debug Server](https://github.com/robertheadley/chrome-debug-mcp)** - Control Chrome with advanced debugging capabilities, automate page interactions, and manage userscripts seamlessly. Integrate powerful automation tools directly into web development workflows using Playwright with comprehensive Greasemonkey API support. - **[Browser Use](https://github.com/Saik0s/mcp-browser-use)** - Automates interactions with web browsers for tasks in testing and development, enabling natural language control and web research capabilities. - **[AI Vision MCP Server](https://github.com/samihalawa/mcp-ai-vision-debug-ui-automation)** - Capture and analyze website screenshots with AI-powered visual analysis. Generate comprehensive UI/UX reports and maintain context across multiple analysis steps for enhanced debugging. Streamline your visual testing process with precise file operations and automated insights. - **[Visual UI Debug Agent](https://github.com/samihalawa/visual-ui-debug-agent-mcp)** - Enables autonomous visual analysis, testing, and debugging of web interfaces using AI-powered tools. Detect UI bugs, validate user workflows, monitor performance, and generate detailed reports through Playwright integration. - **[UniAuto](https://github.com/samuelvinay91/uniauto-mcp-server)** - Automates web and desktop applications with advanced self-healing capabilities and AI integration, enabling seamless test execution and case management. Incorporates a multi-layered recovery strategy to adapt to changes in applications during testing processes. - **[AutoSpectra](https://github.com/samuelvinay91/autospectra-mcp-server)** - Automate browser interactions and perform various testing capabilities, including accessibility checks and visual testing, through a comprehensive MCP server. Provides tools for API testing and debugging, integrating seamlessly with compatible AI systems. - **[Scrapybara MCP](https://github.com/Scrapybara/scrapybara-mcp)** - Facilitates interaction with virtual Ubuntu desktops, enabling code execution, web browsing, and various actions through an intuitive interface. Supports real-time operations to enhance MCP client capabilities. - **[Screenshot Server](https://github.com/sethbang/mcp-screenshot-server)** - Captures screenshots of web pages and local HTML files using Puppeteer while allowing for configurable viewport dimensions and full page screenshot support. - **[Playwright](https://github.com/showfive/playwright-mcp-server)** - Control browsers for web interaction and automate tasks, including content retrieval and simulation of mouse operations on web pages. - **[Skyvern](https://github.com/Skyvern-AI/skyvern)** - Connect AI applications to the browser to automate tasks such as filling out forms, downloading files, and conducting web research. Supports both local setup with a preferred LLM and cloud functionality through an API. - **[Playwright Browser Automation Server](https://github.com/SleepyRabbit/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for browser automation without relying on vision models. Facilitates web navigation, form-filling, data extraction, and automated testing using structured data. - **[Steel MCP Server](https://github.com/steel-dev/steel-mcp-server)** - Connects LLMs to the web using Puppeteer-based tools, enabling actions like clicking, scrolling, typing, and taking screenshots. Facilitates tasks such as searching for recipes, tracking shipments, comparing product prices, and filling out online forms. - **[Brave Deep Research](https://github.com/suthio/brave-deep-research-mcp)** - Connects to Brave Search for web searches and uses Puppeteer for extracting full content from webpages, enabling in-depth research beyond basic search results. Retrieves detailed insights and processes linked information for comprehensive analysis. - **[Desktop Automation](https://github.com/tanob/mcp-desktop-automation)** - Control desktop environments through mouse movements, keyboard input simulation, and screenshot capture. Integrate these automation features with AI models to enhance user interactivity and functionality. - **[Fetch Python](https://github.com/tatn/mcp-server-fetch-python)** - Fetch and transform web content into various formats, supporting both raw text extraction from various URLs and JavaScript-rendered content. The server facilitates extracting content from web pages, including media files, in a structured manner. - **[Clarity MCP - Generative MCPs based on your network!](https://github.com/theclarityproject/mcp-server)** - Transform browser traffic into Model Context Protocols, enabling real-time data access for AI by extracting web API functionalities from HAR files. Capture network requests and convert them into tools for AI assistants like Claude. - **[Puppeteer MCP Server](https://github.com/twolven/mcp-server-puppeteer-py)** - Automate browser interactions by navigating web pages, taking screenshots, executing JavaScript, and monitoring console logs in a real browser environment using Playwright. - **[泰森跨境](https://github.com/uui6yee/scrm)** - Integrates multiple chat platforms such as Line and WhatsApp into a unified interface for message management, while enhancing browser fingerprint injection through advanced UserAgent strategies and detection mechanisms. Features a user-friendly control panel with real-time monitoring of fingerprint status. - **[MCP Server for Browser-Use](https://github.com/vinayak-mehta/mcp-browser-use)** - Connects MCP clients with web browsers seamlessly, utilizing existing language model setups without needing additional API keys. Enhances browser interactions through integrated language model capabilities. - **[Playwright Browser Automation Server](https://github.com/vinhphamai23/mcp-playwright)** - Automate web browsers using Playwright, allowing interaction with web pages, the ability to take screenshots, generate test code, scrape content, and execute JavaScript in a real browser environment. - **[Playwright Browser Automation Server](https://github.com/vinhphamai23/playwright-mcp)** - Enables interaction with web pages for web navigation, form-filling, data extraction, and testing using Playwright's accessibility snapshots. Offers both snapshot and vision modes for flexible automation without depending on visual models. - **[Browser Use MCP Server](https://github.com/wenpingwu001/mcp-browser-use)** - Automate web browsing tasks using natural language commands to control browsers, conduct research, and generate reports. This server facilitates seamless integration of AI-driven browser automation into various workflows. - **[Browser Use MCP Server](https://github.com/williamvd4/browser-use-mcp-server)** - Enables applications to execute browser tasks and retrieve real-time web data through a simple API. Supports interactions with web pages to enhance LLM capabilities. - **[Open WebUI](https://github.com/willsmith2099/open-webui)** - Self-hosted web interface for interacting with language models, supporting offline usage and various LLM runners. Includes features for voice calls and document interactions, offering a customizable and secure chat experience. - **[Open WebUI](https://github.com/willsmith2099/open-webui)** - A self-hosted WebUI for enhancing interactions with language models. Supports features like voice calls and Markdown, functioning entirely offline and compatible with various LLM runners. - **[Perplexity Server](https://github.com/wysh3/perplexity-mcp-zerver)** - Integrate AI research capabilities by performing web searches, retrieving documentation, and analyzing code through interaction with the Perplexity website. It provides persistent chat history and does not require an API key, relying on browser automation. - **[Perplexity MCP Zerver](https://github.com/wysh3/perplexity-mcp-zerver)** - Leverage AI-powered research capabilities by performing web searches, retrieving documentation, and analyzing code through a modular tool architecture. The server facilitates interactions with the Perplexity website without requiring an API key, utilizing browser automation for efficient data retrieval. - **[Browserbase MCP Server](https://github.com/xinzhongyouhai/mcp-server-browserbase)** - Automate cloud browser interactions, extract data, perform web navigation, and capture screenshots. Execute JavaScript within a cloud browser environment for enhanced LLM applications. - **[OneSearch](https://github.com/yokingma/one-search-mcp)** - Enables web search, scraping, and content extraction from various websites using multiple search engines and scrapers. It supports local browser searches and integrates with tools like SearXNG, DuckDuckGo, and Bing for enhanced data retrieval. - **[OneSearch](https://github.com/yokingma/one-search-mcp)** - Integrates with multiple search engines and scrapers for web search, content scraping, and extraction. Supports both local browser search and remote web scraping, utilizing tools like Searxng and Firecrawl. - **[Playwright Server](https://github.com/ziux/playwright-plus-python-mcp)** - Provides browser automation capabilities for web navigation, interaction, content retrieval, and screenshot capture using Playwright. Includes a note storage system for summarizing notes with customizable detail levels. - **[Puppeteer](https://github.com/zmx8516104/puppeteer)** - Automates browser tasks by controlling Chrome or Firefox using a high-level JavaScript API, supporting web scraping, testing, and UI automation in headless or full browser modes. - **[Browser Use Server](https://github.com/ztobs/cline-browser-use-mcp)** - Automate browser tasks using Python scripts for operations like capturing screenshots, retrieving HTML content, and executing JavaScript on webpages. ## Weather and Location Data - **[时间查询服务器](https://github.com/1259187996/mcp-time)** - The MCP-Time server is a Node.js application that provides accurate time and date information, allowing users to query the current time in various time zones, calculate date differences, and format time displays. - **[Weather Information Enhancer](https://github.com/aaasoulmate/mcp-weather)** - Enhances Large Language Models with real-time weather data by connecting to external weather APIs for accurate and up-to-date information. Provides LLMs with the capability to access and utilize dynamic weather data for improved contextual responses. - **[Tenki](https://github.com/acxelerator/mcp-tenki)** - Provides weather updates specifically for locations in Japan, allowing users to access real-time meteorological data. - **[Weather Server](https://github.com/adarshem/mcp-server-learn)** - Provides real-time weather alerts and forecasts for US locations using data from the National Weather Service, enabling applications to retrieve accurate weather information through tool calls. - **[Weather Server](https://github.com/adhikasp/mcp-weather)** - Provides hourly weather forecasts by utilizing the AccuWeather API to fetch and deliver weather data for specified locations. - **[Awesome MCP Server](https://github.com/AIAnytime/Awesome-MCP-Server)** - Fetch real-time weather details and forecasts, as well as retrieve LinkedIn profile data via external APIs. Also enables retrieval of articles from PubMed based on queries. - **[Mapbox Server](https://github.com/AidenYangX/mapbox-mcp-server)** - Provides navigation and mapping functionalities through the Mapbox API, enabling users to obtain directions between coordinates or places with various transportation profiles. - **[Weather Server](https://github.com/aitiwari/weather)** - Fetch real-time weather alerts and forecasts for any location in the US, providing up-to-date weather information to enhance LLMs' environmental awareness. - **[Bengaluru BMTC Transit Server](https://github.com/ajeetraina/bengaluru-bmtc-mcp)** - Provides real-time transit data including live bus locations, route details, stop information, and ETA calculations for Bangalore Metropolitan Transport Corporation buses through a standardized API. - **[Amazon Rainforest Travel Guide](https://github.com/Ajey95/MCP)** - An AI-powered travel assistant that helps users plan routes and discover accommodations, adventure spots, and cultural sites in the Amazon Rainforest while providing essential travel precautions and real-time information through location-based services. - **[Weather MCP Server](https://github.com/akaramanapp/weather-mcp-server)** - Provides real-time weather information and alerts for any US location using data from the National Weather Service API. Delivers detailed forecasts including temperature, wind conditions, and short descriptions of the weather. - **[Weather and Finance Data Server](https://github.com/akramsheriff5/MCP-Server)** - Provides real-time weather alerts and detailed forecasts for US states, along with capabilities for support ticket creation. Offers intraday stock market data, technical analysis, and trade recommendations through integrated APIs. - **[ALAPI MCP Server](https://github.com/ALAPI-SDK/mcp-alapi-cn)** - Integrates ALAPI's diverse APIs for functionalities such as IP and weather queries, video parsing, and corporate information retrieval using the MCP protocol. Provides standardized responses and error handling to streamline development in AI applications. - **[Malaysia Prayer Time Server](https://github.com/amanasmuei/mcp-server-malaysia-prayer-time)** - Retrieve accurate Islamic prayer times for various locations in Malaysia, list available zones, and check current prayer statuses. - **[AEMET Weather Data Server](https://github.com/AnCode666/aemet-mcp)** - Provides access to historical and current meteorological data from Spain's State Meteorological Agency, enabling retrieval of climate summaries, daily weather values, and beach condition reports through natural language queries with date and location filters. - **[Weather MCP Server](https://github.com/asifdotpy/MCP-Weather-Server)** - Fetch real-time weather alerts and forecasts for any location in the United States using state codes or geographic coordinates. Access detailed weather information with structured logging and robust error handling. - **[ADK Google Maps Agent](https://github.com/AtulanZaman/adk_mcp_gmap)** - Enable interactive chat capabilities with Google Maps data through a streaming agent that integrates with the Google ADK and Maps toolset for location-based information. - **[百度地图 MCP Server](https://github.com/baidu-maps/mcp)** - Provides access to various map services including geocoding, reverse geocoding, and route planning through the Baidu Map API, compatible with the MCP protocol. - **[Tung Shing Almanac Service](https://github.com/baranwang/mcp-tung-shing)** - Provides calculations for traditional Chinese almanac, including lunar calendar conversions and daily auspicious activities. Offers detailed information on Chinese metaphysics elements to assist in decision-making. - **[USGS Earthquake Data](https://github.com/blake365/usgs-quakes-mcp)** - Access real-time earthquake data from the USGS API, enabling users to query earthquake information based on various parameters and retrieve details about specific events. - **[Bocha Search](https://github.com/BochaAI/bocha-search-mcp)** - Provides access to high-quality world knowledge from billions of web pages and various ecological content sources through a powerful search engine interface. Supports natural language semantic search, offering rich, structured results and vertical domain cards for enhanced information retrieval across multiple domains. - **[IP Geolocation Server](https://github.com/briandconnelly/mcp-server-ipinfo)** - Retrieve detailed information about an IP address to determine geographic location and network details using the IPInfo API. - **[Geoapify MCP Server](https://github.com/burningion/geoapify-mcp)** - Convert addresses into GPS coordinates and generate images of those locations using the Geoapify API. Easily create GeoJSON and visualize the mapped locations. - **[Kakao Navigation](https://github.com/CaChiJ/kakao-navigation-mcp-server)** - Provides navigation services in South Korea, allowing for location searches and route optimization between starting and destination points, incorporating real-time traffic information. - **[Google Map Server](https://github.com/cablate/mcp-google-map)** - Provides integration with Google Maps API for location searches, geocoding addresses, calculating distances, retrieving directions, and obtaining elevation data. Enables applications to access rich geographic data and travel information efficiently. - **[Kakao Mobility & Kakao Map Server](https://github.com/CaChiJ/kakao-navigation-mcp-server)** - Provides location search and route finding services using Kakao's mapping API, enabling geocoding of addresses and optimal path calculation across various transportation modes with consideration for real-time traffic data. - **[Kakao Map](https://github.com/cgoinglove/mcp-server-kakao-map)** - Provides location-based recommendations for various places in South Korea using the Kakao Map API. It can suggest restaurants, shops, public facilities, and tourist attractions based on user queries in Korean. - **[Weather MCP Server](https://github.com/CodeByWaqas/weather-mcp-server)** - Retrieve real-time weather data including temperature, humidity, and wind speed using the OpenWeatherMap API. Provides detailed insights and weather descriptions in metric units. - **[FlightRadar](https://github.com/Cyreslab-AI/flightradar-mcp-server)** - Access real-time flight tracking and status information, retrieve detailed flight data, and search for flights based on various criteria such as airline or airports. - **[Forest Fire Visualization Server](https://github.com/daniel8824-del/forest-fire-mcp)** - Collect and analyze wildfire occurrence data, providing regional information and risk analysis, along with map visualizations to enhance awareness and response strategies. - **[DNDzgz Zaragoza Transit Server](https://github.com/danilat/mcp-dndzgz)** - Provides real-time transit information for Zaragoza, including arrival estimations for trams, bus details, and public bicycle rental services. Includes Google Maps links for easy navigation to transit points. - **[Dappier MCP Server](https://github.com/DappierAI/dappier-mcp)** - Provides real-time web search capabilities and access to premium data sources, including news, financial markets, sports, entertainment, and weather information. Facilitates the development of AI agents leveraging diverse data models. - **[Earthdata Server](https://github.com/datalayer/earthdata-mcp-server)** - Enables efficient discovery and retrieval of NASA Earth Data datasets and granules, facilitating geospatial analysis and data exploration. Integrates with workflows for AI-powered analysis of Earthdata datasets. - **[Weather Data Server](https://github.com/sjanaX01/weather-mcp-server)** - Provides comprehensive weather information including current conditions, forecasts, historical data, air quality, and astronomy details while enabling location searches and weather alerts. - **[Local MCP Server](https://github.com/Dreamboat-Rachel/MCP-Server-For-Local)** - Connect AI models to real-time data and tools with features such as weather querying, Google search automation, camera control, and image generation. The server supports modular expansion and custom API integration for tailored functionalities. - **[AWS GeoPlaces Location Service](https://github.com/dxsim/AWS-GeoPlaces-MCP-Server)** - Access AWS Location Service's GeoPlaces v2 API for converting addresses to geographic coordinates and performing reverse-geocoding. Facilitates location-based queries using AWS infrastructure. - **[EdgeOne Geo Location Server](https://github.com/edgego/mcp-geo-pub)** - Provides real-time user geolocation data to AI models by integrating EdgeOne Pages Functions with the Model Context Protocol, enhancing context-aware interactions. - **[Weather Query Server/Client](https://github.com/eternachen/mcp-playground)** - Fetches and displays real-time weather information for any specified city, providing details such as temperature, humidity, wind speed, and weather conditions. Connects to an MCP server to access and update weather data seamlessly. - **[Aviation Weather Server](https://github.com/finack/aviation-mcp)** - Fetches real-time aviation weather data, including METARs, TAFs, and PIREPs, through a type-safe API for enhanced decision-making in aviation contexts. - **[MCP Servers](https://github.com/fist-maestro/mcp-servers)** - Integrates multiple services into Cursor IDE, providing example and weather functionalities to enhance the development workflow. It includes controllers for handling requests and services that encapsulate business logic. - **[Travel Planner](https://github.com/GongRzhe/TRAVEL-PLANNER-MCP-Server)** - Enables interaction with Google Maps and travel planning services for tasks including location search, place details lookup, and travel time calculations. - **[Weather MCP Server Starter](https://github.com/GreatAuk/mcp-weather)** - Build and deploy a Model Context Protocol server that provides access to weather data, allowing for integration with various AI models. Utilizes TypeScript for server implementation and includes features for fast development and automated version management. - **[Brazilian Postal Code Server](https://github.com/guilhermelirio/brazilian-cep-mcp)** - Retrieve comprehensive address details in Brazil using postal codes (CEPs) to obtain complete street, neighborhood, city, and state information. - **[Weather and WordPress Integration Server](https://github.com/hafizrahman/wp-mcp)** - Provides access to weather alerts and forecasts alongside recent WordPress blog content through a command-line interface, enabling integration of weather information with blog entries. - **[Weather MCP Service](https://github.com/haichaozheng/weather-mcp)** - Provides real-time weather forecasts and alerts for the US, allowing users to query active weather alerts by state code or obtain detailed weather forecasts based on geographic coordinates. Integrates with applications via a simple MCP interface for up-to-date weather information. - **[EdgeOne Geo Location Server](https://github.com/handsomegentlemen/mcp-geo)** - Provides geolocation data to AI models by retrieving user location information in real-time through an API. Integrates seamlessly with EdgeOne Pages Functions to enhance applications with location-aware capabilities. - **[Tool Builder](https://github.com/hanweg/mcp-tool-builder)** - Create and manage new tools dynamically using natural language descriptions, with the ability to save tool definitions and Python scriptlets. Supports tool creation that requires a client restart for use. - **[Korea Tourism API](https://github.com/harimkang/mcp-korea-tourism-api)** - Access information about South Korea's tourism attractions, including festivals, temples, restaurants, and accommodations through an API powered by the Korea Tourism Organization. - **[Berlin Transport Server](https://github.com/harshil1712/berlin-transport-mcp)** - Access real-time public transport data for Berlin-Brandenburg, including stop searches, upcoming departures, and journey planning between stops. Integrate local transit information into applications using the VBB API. - **[Weather MCP Server](https://github.com/isdaniel/mcp_weather_server)** - Retrieve real-time weather information for any city using the Open-Meteo API without requiring an API key. Provides accurate weather updates through simple commands or API calls. - **[Weather MCP Server](https://github.com/ivanbtrujillo/mcp-server-spike)** - Provides real-time weather information and alerts, enabling applications to integrate and display up-to-date forecasts and weather data. - **[Weather MCP Server](https://github.com/JackKuo666/Weather-MCP-Server)** - Retrieve real-time weather information using the National Weather Service API, including alerts and forecasts for specific locations based on latitude and longitude. - **[OpenStreetMap Server](https://github.com/jagan-shanmugam/open-streetmap-mcp)** - Provides access to location-based services and geospatial data from OpenStreetMap, enabling geocoding of addresses, search for points of interest, and neighborhood analysis for real estate insights. - **[Weather & Stock Data Server](https://github.com/Jeetinida/stocknews-mcp)** - Provides real-time stock prices, historical stock data, stock-related news, and weather alerts and forecasts using various APIs to deliver timely financial and weather information. - **[Korea Weather](https://github.com/jikime/py-mcp-ko-weather)** - Access accurate and up-to-date weather forecasts for South Korean regions using official meteorological data. Retrieve detailed short-term weather forecasts by querying location grid coordinates for efficient planning and decision-making. - **[DB Timetable Server](https://github.com/jorekai/db-timetable-mcp)** - Access real-time train schedules, track changes, and search for stations using Deutsche Bahn's timetable data. Integrate robust functionality for up-to-date travel information in applications. - **[Juhe Weather](https://github.com/juhemcp/jweather-mcp-server)** - Provides real-time weather forecasts for various cities and regions, enabling queries for local weather conditions based on city or region names. It retrieves accurate weather data for application enhancement. - **[KMB Bus](https://github.com/kennyckk/mcp_hkbus)** - Provides real-time access to bus arrival information and route details for KMB and Long Win Bus services in Hong Kong, including queries for bus routes, stops, and estimated arrival times. Supports both English and Traditional Chinese for broader accessibility. - **[Weather MCP Server](https://github.com/kentstudy0922/weather-mcp)** - Fetches real-time weather data and integrates weather information into applications, providing accurate forecasts to enhance user experience. - **[Cool Weather Test](https://github.com/kentstudy0922/coolWeatherTest)** - Provides real-time weather data and forecasts for applications. Enables seamless integration of accurate weather information to support user decision-making. - **[Gaode Weather](https://github.com/kevinkelin/mcp-gaodeweather-server)** - Fetches current weather information for specified cities using the Gaode Map API, enabling integration of real-time weather data into applications. - **[EdgeOne Geo Location Server](https://github.com/kinglionsz/mcp-geo)** - Provides real-time user geolocation data by integrating with EdgeOne Pages Functions using the Model Context Protocol. Enhances location-aware interactions for AI models by simplifying access to geolocation information. - **[SNCF API Server](https://github.com/Kryzo/mcp-sncf)** - Access real-time train schedules, detailed station information, and monitor service disruptions across France. Enables intelligent journey planning for an enhanced travel experience. - **[WhatTimeIsIt](https://github.com/kukapay/whattimeisit-mcp)** - Get the current time based on your IP address in ISO 8601 format. Integrate time-checking capabilities into applications using this lightweight MCP server powered by World Time. - **[WhereAmI](https://github.com/kukapay/whereami-mcp)** - Retrieve precise geolocation information based on the current IP address with detailed reports and error handling capabilities. Supports dynamic queries for specific data types such as IP, country, and city. - **[HRFCO Service](https://github.com/kwenhwang/hrfco-service)** - Retrieve real-time hydrological data such as water levels, rainfall, and dam discharge. Access detailed observation station information and filter time series data for statistics and location details. - **[National Parks Server](https://github.com/KyrieTangSheng/mcp-server-nationalparks)** - Access real-time information about U.S. National Parks, including park details, alerts, and activities. Discover and filter parks based on location and interests. - **[Weather Server](https://github.com/le-yo/weather-mcp)** - Provides current weather information for any location using the wttr.in service, enabling real-time weather data fetching without the need for API keys. - **[NASA Data Query Tool](https://github.com/liuwanglei-tal/nasa-mcp)** - Access a variety of NASA data through natural language queries, including astronomical images, Mars rover photos, Earth satellite images, near-Earth object data, and space weather information. - **[Emergency Medicare Management](https://github.com/manolaz/emergency-medicare-planner-mcp-server)** - Connects to Google Maps to locate nearby hospitals and clinics based on patient needs, evaluates medical facilities, and calculates optimal routes for urgent care. Provides real-time availability checks and detailed service information to assist in emergency healthcare decisions. - **[彩云天气](https://github.com/marcusbai/caiyun-weather-mcp)** - Provides real-time weather data including temperature, humidity, wind speed, and atmospheric pressure, along with minute-by-minute precipitation forecasts, hourly and daily weather forecasts, and weather alert information. Supports address-based weather queries and offers multi-language and unit system options. - **[AQICN MCP Server](https://github.com/mattmarcin/aqicn-mcp)** - Fetch real-time air quality data for cities and coordinates worldwide based on the World Air Quality Index (AQICN) project. - **[Weather](https://github.com/mcp-examples/weather)** - Provides real-time weather information, including forecasts and current conditions, for seamless integration into applications. - **[Helper Tools](https://github.com/MissionSquad/mcp-helper-tools)** - Enhances LLM agents with utilities for encoding, geolocation, network diagnostics, and security. Provides tools for automation, data handling, and QR code generation. - **[Customized MCP Project](https://github.com/MorvanZhou/customized_mcp)** - Leverage OpenAI's API to interact with tools and data sources in real-time. Enables dynamic querying and action performance for enhanced application capabilities. - **[Weather MCP Tool](https://github.com/MrCare/mcp_tool)** - Check global weather with natural language queries in both Chinese and English, providing accurate forecasts for major cities worldwide. Seamlessly integrates with the Cursor editor for easy use. - **[Google Maps MCP Server](https://github.com/modelcontextprotocol/servers)** - Connects to the Google Maps API to provide geolocation services, including geocoding, reverse geocoding, place searching, and retrieving detailed place information. - **[Travel Planner Server](https://github.com/nexusconnects/TRAVEL-PLANNER-MCP-Server)** - Facilitate travel-related tasks by connecting to Google Maps services for location searches, retrieving place details, calculating routes, and obtaining timezone information. - **[Travel Planner Server](https://github.com/nexusconnects/TRAVEL-PLANNER-MCP-Server)** - Enables interaction with Google Maps services for travel-related tasks, including location search, retrieving place details, calculating travel times, and managing itineraries. Facilitates seamless integration of travel planning functionalities into applications using a Google Maps API key. - **[Mapbox MCP Server](https://github.com/ngoiyaeric/mapbox-mcp-server)** - Integrate navigation and geocoding services using the Mapbox API to access directions, travel matrices, and real-time mapping functionalities. - **[OpenStreetMap Integration](https://github.com/ngoiyaeric/osm-mcp)** - Query and visualize map data using a web interface with real-time map interactions. Integrates PostgreSQL/PostGIS for OpenStreetMap data management and supports server-to-client communication. - **[Earthdata MCP Server](https://github.com/ngoiyaeric/earthdata-mcp-server)** - Enables efficient dataset discovery and retrieval for geospatial analysis using NASA Earth Data. Facilitates seamless interaction with datasets and data granules to enhance data-driven projects. - **[Korea Weather](https://github.com/ohhan777/korea_weather)** - Collects weather data from the Korea Meteorological Administration's short-term forecast API and provides it in MCP format for use by various clients like Claude and Cursor. Designed for integration with diverse weather application services. - **[QWeather API MCP Server](https://github.com/overstarry/qweather-mcp)** - Provides access to real-time weather information and multi-day forecasts through a simple command-line interface, enabling the retrieval of city details and current weather conditions. - **[Tripadvisor MCP Server](https://github.com/pab1it0/tripadvisor-mcp)** - Access Tripadvisor location data, reviews, and photos through standardized MCP interfaces. Search for travel destinations and experiences, and retrieve detailed information based on user queries. - **[Formula1 MCP Server](https://github.com/Panth1823/formula1-mcp)** - Provides real-time and historical Formula 1 racing data, including telemetry, session statuses, standings, race results, weather updates, and circuit information via a standardized protocol. - **[TfNSW Realtime Alerts](https://github.com/piddlingtuna/tfnsw-realtime-alerts-mcp-server)** - Access real-time transport alerts and information, including current disruptions and planned works across the NSW transport network. Retrieve and filter alerts by transport mode for efficient management of transport-related data. - **[KoreaSeoul](https://github.com/pinnaclesoft-ko/seoul_data_mcp)** - Access public data from Seoul, including subway ridership statistics and cultural event information through the Seoul Public Data API. Integrate this data into applications for real-time insights on transportation and cultural events. - **[ArcGIS Location Services](https://github.com/puran1218/arcgis-location-services-mcp)** - Provides geocoding, reverse geocoding, and routing services to enhance applications with location-based features. Access detailed location data and nearby points of interest effectively. - **[IP Geolocation Lookup Server](https://github.com/qing-turnaround/mcp-ip-geo)** - Provides IP geolocation lookup services including country, region, and city information using the ip-api.com service. - **[NS Travel Information Server](https://github.com/r-huijts/ns-mcp-server)** - Provides real-time travel information for Dutch Railways (NS), enabling users to access schedules, train statuses, and travel-related queries. - **[Surf MCP Server](https://github.com/ravinahp/surf-mcp)** - Fetch tide information for any location and date, providing detailed data on high and low tides along with station information and automatic time zone handling. Ideal for obtaining precise tide forecasts to optimize surfing conditions. - **[Weekly Weather Server](https://github.com/rossshannon/weekly-weather-mcp)** - Provides global weather forecasts and current conditions using the OpenWeatherMap One Call API, offering detailed 8-day forecasts and hourly updates. - **[Weather MCP Server](https://github.com/ropon/mcp_weather)** - Provides real-time weather forecasts and city information queries, offering accurate weather data for the next 24 hours based on city names or coordinates. - **[NOAA Tides and Currents](https://github.com/RyanCardin15/NOAA-TidesAndCurrents-MCP)** - Access real-time and historical data for water levels, tides, and currents, as well as meteorological and moon phase information from NOAA's Tides and Currents API. - **[Weather MCP Tool](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop)** - Provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API. It includes features for air quality information and weather alerts. - **[Vilnius Transport](https://github.com/sarunasdaujotis/vilnius-transport-mcp-server)** - Provides access to real-time Vilnius public transport data, allowing integration with large language models for transport-related queries and functionality. - **[Weather](https://github.com/Shengwenhao-manbo/weather)** - Provide weather information through an MCP server interface, enabling queries for weather data within LLM applications. Supports integration of real-time weather context to enhance responses and decision-making. - **[Weather](https://github.com/Shengwenhao-manbo/weather)** - Provides weather information through an MCP server interface to enable agents to query current weather data and receive real-time updates. - **[SSE-based Server and Client](https://github.com/sidharthrajaram/mcp-sse)** - Demonstrates a working pattern for SSE-based AI model servers and clients, enabling connection to tools for tasks such as weather forecasting and alerts. Utilizes Server-Sent Events (SSE) for real-time communication between clients and server tools. - **[Stargazing](https://github.com/StarGazer1995/mcp-stargazing)** - Calculate altitude, rise, and set times of celestial objects based on geographic location, while also analyzing light pollution to improve stargazing conditions. Supports a variety of celestial objects including the Sun, Moon, planets, and deep-space entities. - **[Taiwan Central Weather Administration Weather MCP](https://github.com/stephen9412/roc-cwa-mcp)** - Access real-time and forecast weather data for Taiwan, including 3-day and 1-week forecasts and historical rainfall data. Utilize a simplified API interface for reliable weather information specific to Taiwan's regions. - **[QuantML-Agent](https://github.com/SuchAFool123/quant-agent)** - Provides AI-driven analysis and insights for the A-share stock market, integrating large language models with quantitative analysis techniques. Offers real-time index monitoring, market sentiment evaluation, trend predictions, and in-depth stock analysis tools. - **[天气查询服务](https://github.com/sunholdshen/mymcp)** - Provides real-time weather information for cities around the world through a simple API, allowing applications to query current weather conditions easily. - **[Weather Service](https://github.com/Sunwood-ai-labs/mcp-weather-service-server)** - A simple note management system that allows users to add new notes and generate summaries of stored notes with customizable detail levels. Access individual notes using a custom URI scheme. - **[Flightradar24 Server](https://github.com/sunsetcoder/flightradar24-mcp-server)** - Track flights in real-time using Flightradar24 data, providing information on specific flight times and airport statuses, and monitoring emergency flights. - **[WeatherAPI Server](https://github.com/swonixs/weatherapi-mcp)** - Fetches real-time weather data and air quality information for any city, allowing integration with various MCP clients to provide up-to-date environmental insights. - **[Weather Server](https://github.com/szypetike/weather-mcp-server)** - Retrieve real-time weather information including temperature, humidity, and wind conditions for cities worldwide, with an option to fallback on mock data if the API request fails. - **[EdgeOne Geo Location Service](https://github.com/TencentEdgeOne/mcp-geo)** - Provides real-time geolocation data integration with AI models, enabling contextual understanding based on user locations. Facilitates the retrieval and use of geolocation information in language model workflows through the Model Context Protocol. - **[Weather Forecast Server](https://github.com/TimLukaHorstmann/mcp-weather)** - Provides hourly weather forecasts using real-time data from the AccuWeather API, delivering accurate temperature and weather conditions for any location. - **[JR East Delay Information Server](https://github.com/tinjyuu/mcp-jr-east-delay)** - Provides real-time delay information for JR East trains through the "getDelays" tool, facilitating access to up-to-date train delay data via a standardized MCP interface. - **[Weather Server](https://github.com/Curtains415/0xbot-weather)** - Provides real-time weather information and forecasts through a standardized interface, enabling applications to seamlessly query weather data for various locations. - **[Variflight Flight Information Server](https://github.com/variflight/variflight-mcp)** - Provides real-time flight information including searches, transfer options, comfort metrics, aircraft tracking, and weather forecasts. Enables access to detailed flight data and purchasing options for enhanced travel planning. - **[Slim MCP](https://github.com/webdevtodayjason/slim-MCP)** - Modular API service that integrates various tools for AI agents and automated workflows, featuring functions for weather updates, task management, and email sending through a consistent RESTful interface. - **[KNMI Weather](https://github.com/wolkwork/knmi-mcp)** - Fetches real-time weather data from KNMI weather stations in the Netherlands, providing measurements such as temperature, humidity, wind speed, precipitation, visibility, and air pressure. Supports natural language interpretation for understanding weather conditions and includes a location search feature. - **[Buienradar Server](https://github.com/wpnbos/buienradar-mcp-server)** - Fetches precipitation forecasts for specified latitude and longitude using Buienradar, providing data for the next two hours. - **[osgEarth](https://github.com/xixilidao/osgearth)** - Add geospatially accurate 3D maps to C++ applications, enabling developers to integrate and display complex geographical data visually. - **[Weather MCP Server](https://github.com/xuezhijian/mcp_weather)** - Provides real-time weather forecasts and city information queries, allowing access to up-to-date weather data for the next 24 hours using city names or geographic coordinates. - **[Weather API Server](https://github.com/yoyooyooo/mcp-weather-server)** - Provides real-time weather data and forecasts for any location using the 和风天气 (QWeather) API. Offers current conditions, hourly forecasts, and city information with customizable options for units and language. - **[Weather MCP Server](https://github.com/yting27/weather-my-mcp)** - Retrieve real-time weather forecasts, flood warnings, and earthquake reports from Malaysia's official open data portal, providing reliable environmental data and hazard alerts. - **[TMAP API Connector](https://github.com/yunkee-lee/mcp-tmap)** - Connect to the TMAP API for public transit route information and location geocoding services. Retrieve transit routes and perform full text geocoding with ease. ## Git Workflow Management - **[GitSkills](https://github.com/a1351995160/gitskills)** - Interactive platform for learning Git commands and workflows through practical exercises and tutorials. Focuses on enhancing version control skills and repository management. - **[Atlassian Bitbucket Integration](https://github.com/aashari/mcp-server-atlassian-bitbucket)** - Access and manage Bitbucket repositories, pull requests, and commits through AI integrations. Connect AI systems securely and efficiently with Bitbucket data using minimal identifiers. - **[Multi-Service MCP Server](https://github.com/AdamPippert/multi-service-mcp-server)** - Integrate and automate various tools such as GitHub, GitLab, Google Maps, and Puppeteer through a unified gateway for efficient data retrieval and workflow enhancement. The modular architecture allows for easy addition or removal of individual tool modules. - **[Nextflow Developer Tools](https://github.com/adamrtalbot/mcp-nextflow)** - Provides tools for building, testing, and managing Nextflow projects, including the ability to run integration and specific tests, manage development directories, and access documentation. - **[Git Ingest](https://github.com/adhikasp/mcp-git-ingest)** - Analyzes the structure of GitHub repositories and identifies important files within them. Provides insights into repository organization and content. - **[Practices MCP Server](https://github.com/agentience/practices_mcp_server)** - Automate Git operations and enforce consistent development practices with tools for branch validation, version management, and pull request preparation. Integrates with platforms like GitHub and Jira to streamline the development workflow. - **[GitHub Integration Server](https://github.com/ahchenjie/mcp-github-test)** - Integrate with GitHub's APIs to automate workflows, manage issues, and analyze repository data. Build AI tools that interact with the GitHub ecosystem through customizable toolsets. - **[Model Context Protocol Server for Smithery](https://github.com/AlexKissiJr/unreal-mcp-server)** - Interact with GitHub repositories to perform file operations, manage branches, and conduct advanced searches. This server supports batch operations and maintains Git history, facilitating effective repository management. - **[Andy's Test API MCP Server](https://github.com/AndyManastorm/smithery-reference-servers)** - Interact with GitHub repositories to perform file operations, manage repositories, search for code and issues, and automate workflows. Supports automatic branch creation, comprehensive error handling, and preservation of Git history while allowing batch and single-file operations. - **[SkySQL Integration](https://github.com/anishksk/MCP-Server)** - Manage serverless databases via a REST API, enabling the creation, listing, and execution of queries. Integrate with GitHub for version control and utilize Smithery.ai for deployment management. - **[Repo Analyzer (Local)](https://github.com/ankur-1garg/mcp)** - Analyzes Git repositories to provide Dockerfile creation guidance, detect dependencies, and identify programming languages. Offers detailed recommendations for both public and private repositories to streamline development workflows. - **[GitHub Integration Server](https://github.com/antonioevans/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows through GitHub's API, enabling data extraction and analysis for developers. Build AI-powered tools that integrate seamlessly with the GitHub ecosystem, providing configurable functionalities based on user needs. - **[GitHub Projects MCP Server](https://github.com/Arclio/github-projects-mcp)** - Manage GitHub Projects V2 by listing projects, viewing and updating project fields and items, creating issues, and organizing project workflows effectively through MCP clients. - **[GitHub](https://github.com/asbloom-py/mcp-servers)** - Interact with GitHub repositories, manage files, perform repository operations, and search code, issues, and users utilizing the GitHub API. - **[GitHub MCP Server](https://github.com/asifdotpy/github-mcp-server)** - Integrates with GitHub APIs for advanced automation and interaction capabilities for developers. Facilitates repository management, issue tracking, and workflow automation. - **[PyGithub MCP Server](https://github.com/AstroMined/pygithub-mcp-server)** - Interact with the GitHub API to manage issues, repositories, and pull requests seamlessly. Utilize a modular tool architecture for flexible configuration and efficient handling of GitHub operations. - **[Argus](https://github.com/athapong/argus)** - Analyzes code repositories and conducts security assessments across various programming languages. It offers integrated scanning and reporting features for code quality and security posture enhancement, along with efficient Git operations. - **[GitHub Chat](https://github.com/AsyncFuncAI/github-chat-mcp)** - Analyze and query GitHub repositories to gain insights into their architecture and technology stack. Index repositories to enhance development workflows with detailed inquiries about codebases. - **[Steampipe Bridge](https://github.com/b0ttle-neck/mcp-steampipe)** - Bridge AI models with the Steampipe tool to enable seamless execution of SQL queries on various data sources. Retrieve structured results and simplify data access for AI-driven insights within workflows. - **[OpenHands Project](https://github.com/bduke011/openhands-project)** - Integrate GitHub repositories into workflows to manage issues, automate project management tasks, and enhance collaboration among development teams. - **[Brev MCP server](https://github.com/brevdev/brev-mcp)** - Connects to Brev's API to manage organizational resources. Requires a CLI access token for authentication and supports organization switching through command line instructions. - **[Azure DevOps Integration Server](https://github.com/cakriwut/ado-mcp-server)** - Integrates with Azure DevOps to manage work items, pipelines, and pull requests from the Cline environment. Automates tasks and retrieves project information to streamline development processes. - **[Gerrit Code Review Server](https://github.com/cayirtepeomer/gerrit-code-review-mcp)** - Integrates with the Gerrit code review system to facilitate the fetching of change details, comparison of patchset differences, and analysis of file modifications. Streamlines code review workflows by providing access to detailed change information in an efficient manner. - **[GitHub Integration Server](https://github.com/celyes/github-mcp-server)** - Integrate with GitHub APIs for automation and interaction, enabling the ability to extract repository data and manage workflows. Build AI-powered tools that connect with GitHub's ecosystem and customize functionalities through configurable toolsets. - **[Git Prompts Server](https://github.com/ceshine/git-prompts-mcp-server)** - Generate prompts from Git repository content to assist in development workflows. Create pull request descriptions and other relevant prompts based on code changes directly within Zed Editor. - **[Custom GitLab Server](https://github.com/chris-miaskowski/custom-gitlab-mcp-server)** - Integrate AI assistants with GitLab repositories to manage files, issues, and merge requests. Perform actions like searching for repositories, updating files, and forking projects. - **[GitLab PR Analysis Server](https://github.com/CodeByWaqas/MRConfluenceLinker-mcp-server)** - Fetch and analyze GitLab merge requests, and store the analysis results in Confluence documentation to enhance documentation workflows. - **[GitHub Enterprise MCP Server](https://github.com/ddukbg/github-enterprise-mcp)** - Integrate with GitHub Enterprise to access repository information, manage issues, and handle pull requests. Provides a streamlined interface for repository management and collaboration. - **[Git MCP Server](https://github.com/cyanheads/git-mcp-server)** - Interact with Git repositories through a robust API, enabling operations such as cloning, committing, pushing, and repository management. Focuses on optimizing performance, error handling, and secure command execution. - **[OSSInsight](https://github.com/damonxue/mcp-ossinsight)** - Analyze GitHub data to gain insights into repositories, developers, and organizations, enabling detailed understanding of the open-source ecosystem through natural language queries. - **[Git Forensics](https://github.com/davidorex/git-forensics-mcp)** - Analyze git repositories to uncover development patterns and branch relationships, providing insights into repository history and branch activities. - **[Git File Forensics](https://github.com/davidorex/git-file-forensics)** - Analyze individual file histories and changes in Git repositories, focusing on file-level forensics. Gain insights into file versions, diffs, and semantic patterns to understand file evolution. - **[GitHub Mapper](https://github.com/dazeb/MCP-Github-Mapper)** - Maps and analyzes GitHub repository structures, providing summary statistics and detailed file structures based on user-defined parameters. - **[Codebase MCP](https://github.com/DeDeveloper23/codebase-mcp)** - Retrieve and analyze entire codebases, enabling AI agents to understand complex projects and enhancing developer collaboration. Supports processing of remote repositories and allows saving of codebase analyses for future use. - **[GitHub](https://github.com/dev-assistant-ai/mcp-servers)** - Interact with GitHub repositories, manage files, perform advanced search functions, and automate workflows with automatic branch creation and error handling while preserving Git history. - **[GitHub](https://github.com/devassistantai/mcp-servers)** - Interact with GitHub repositories, manage files, branches, issues, pull requests, and perform advanced searches. Automate repository operations with support for batch actions and maintain Git history without force pushing. - **[GitHub Projects](https://github.com/devassistantai/mcp-servers)** - Interact with the GitHub Projects V2 API to manage projects, tasks, items, fields, and views using GraphQL. Automated project organization and workflow enhancements are facilitated through this interface. - **[Development Server](https://github.com/dillip285/mcp-dev-server)** - Manage software development projects with complete context awareness, facilitating code execution in secure Docker environments, and integrating Git operations for streamlined project management. - **[Custom GitLab Server](https://github.com/Din-djarin2/custom-gitlab)** - Integrate with GitLab repositories for project search, file management, and issue handling. Supports multi-file commits, repository forking, and creating branches with enhanced schema validation. - **[GitHub MCP Server](https://github.com/DivyanshKushwaha/GitHub-MCP-Server-Claude)** - Interact with GitHub to fetch user details, repository information, and authenticated user data using the REST API. This tool simplifies API interactions through modular command processing. - **[MCP Server](https://github.com/dvladimirov/MCP)** - Integrates OpenAI services with Git repository analysis and local filesystem operations. Also supports Prometheus for monitoring and provides utilities for seamless development workflows. - **[Aider](https://github.com/duzitao1/aider)** - AI-assisted pair programming tool that integrates directly into the terminal, enabling users to edit code, manage git repositories, and receive intelligent suggestions for improvements or bug fixes in real-time. - **[GitHub Repository Scanner](https://github.com/dylandaubenspeck/mcp-github-ocr)** - Scans GitHub repositories to provide structured access to their file trees and contents, allowing users to view directories and files easily. Supports secure access to both public and private repositories using user-provided GitHub tokens. - **[Cloudflare to GitHub Backup](https://github.com/DynamicEndpoints/cloudflare-github-backup-mcp)** - Automates the backup of Cloudflare projects by transferring them to a specified GitHub repository, ensuring secure and accessible storage of project data. - **[github.dev Web-Based Editor](https://github.com/exczzz/dev)** - Provides a web-based code editing experience in a browser, enabling users to navigate and edit GitHub repositories without local setup. Users can easily make and commit changes directly from the VS Code environment by modifying repository URLs. - **[Hello World GitHub Actions Course](https://github.com/F4biox/hello-github-actions)** - Guide users through creating their first GitHub Action and integrating it into a workflow file. The server provides a structured approach for hands-on learning with practical examples. - **[Code Context Server](https://github.com/fkesheh/code-context-mcp)** - Clone local git repositories, process branches and files, generate embeddings for code chunks, and perform semantic searches over code. Utilize local repositories for efficient code context retrieval and improve development workflows. - **[Bitbucket Server](https://github.com/garc33/bitbucket-server-mcp-server)** - Manage pull requests on Bitbucket Server, providing tools to interact with the Bitbucket Server API through the MCP protocol. - **[Git Repository Interaction Server](https://github.com/geropl/git-mcp-go)** - Enable interaction and automation of Git repositories through a standardized MCP interface. Perform operations such as checking status, viewing diffs, committing changes, and managing branches across multiple repositories. - **[forgejo-mcp](https://github.com/goern/forgejo-mcp)** - Integrates with the Forgejo REST API for repository management and command execution through an MCP-compatible interface. - **[GitHub Pull Request Data Provider](https://github.com/gourav221b/Github-PR-MCP-server)** - Analyze GitHub Pull Requests efficiently and integrate with applications to retrieve and manipulate PR data using the Model Context Protocol. - **[TypeScript Prompt MCP](https://github.com/gpaul-mcp/MCP_prompt_localDev)** - Provides pre-defined prompt templates for generating detailed project plans in TypeScript, including API architectures and GitHub workflows. Facilitates structured project planning for AI models, enhancing their ability to produce high-quality, project-specific outputs. - **[GitHub](https://github.com/github/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's APIs for seamless integration and advanced functionality. - **[Unified MCP Server](https://github.com/GrandMasterK414/mcp-servers)** - Integrates multiple specialized tools for software development directly within the Cursor IDE, enhancing coding efficiency. Features include file management, GitHub integration, API testing, and database exploration. - **[GitLab Communication Server](https://github.com/harshmaur/gitlab-mcp)** - Integrate GitLab API functionalities seamlessly into applications, enabling interaction with repositories, issue management, and workflow automation. - **[GitHub Trending](https://github.com/hetaoBackend/mcp-github-trending)** - Access trending repositories and developers data from GitHub with options to filter by programming language, time period, and spoken language. - **[GitHub Trending](https://github.com/hetaoBackend/mcp-github-trending)** - Access trending repositories and developers on GitHub with filtering options for programming language, time period, and spoken language, returning data in JSON format. - **[GitHub MCP Server](https://github.com/HeskeyBaozi/servers)** - Integrate with the GitHub API to manage repositories, perform file operations, and execute advanced searches. Automate workflows with features like automatic branch creation and comprehensive error handling. - **[GitHub Integration](https://github.com/highlight-ing/highlight-github-mcp)** - Retrieve diffs from GitHub Pull Requests to analyze code changes. Simplify development workflows by integrating diff retrieval directly into tools. - **[Private GitHub Search](https://github.com/Hint-Services/obsidian-github-mcp)** - Facilitates searching private GitHub repositories while managing rate limiting and error handling. Access file contents and issues securely using a GitHub token. - **[GitHub API MCP Server](https://github.com/iamadk/reference-servers)** - Interact with GitHub repositories to manage files, issues, and pull requests while preserving Git history. Supports batch operations and advanced search functionalities for enhanced repository management. - **[GitMCP](https://github.com/idosal/git-mcp)** - Transform GitHub projects into remote endpoints for AI assistants, enabling access to project documentation through semantic search. Ensure privacy and zero setup for AI-powered documentation retrieval. - **[GitHub Support Assistant](https://github.com/Jake-Mok-Nelson/mcp-find-similar-github-issues)** - Helps support engineers quickly find similar GitHub issues to enhance troubleshooting efficiency using similarity scoring and ranked issue details with direct links. - **[UIThub MCP Server](https://github.com/janwilmake/uithub-mcp)** - Enables natural language exploration and analysis of GitHub repositories by retrieving their contents with advanced filtering options. Integrates with Claude Desktop for enhanced code understanding and discussion. - **[GitHub Repository Analyzer](https://github.com/jar285/github_mcp_analyzer)** - Enable real-time analysis of GitHub repositories by retrieving metadata, analyzing issues, accessing documentation, and visualizing activity metrics. - **[Git Auto Commit](https://github.com/hypermodel-labs/mcp-server-auto-commit)** - Analyzes Git changes in a repository and generates conventional commit messages using AI. Summarizes modifications, additions, and deletions with detailed insights into the files changed. - **[GitHub MCP Server](https://github.com/Jehan26/MCP-Inspector-v0.6.0)** - Interact with GitHub repositories, manage issues, and handle pull requests through a structured API. Gain insights and statistics to enhance development workflows. - **[Introduction to GitHub](https://github.com/jinnersun/skills-introduction-to-github)** - Facilitates learning the fundamentals of GitHub, including branching, repository management, and collaborative project workflows. Provides step-by-step guidance and resources for effective navigation of the platform. - **[Gitee Server](https://github.com/JJ-H/mcp-gitee)** - Enable management of Gitee repositories, issues, pull requests, and notifications through seamless API integration. Automate repository operations and streamline collaboration workflows with configurable options. - **[my-github-project](https://github.com/Job28703/my-github-project)** - Enhance applications by connecting to various data sources and tools to integrate and manipulate data workflows. Enable agents to interact with real-world data in a secure and efficient manner. - **[Smithery MCP Server Test](https://github.com/joon1251ai/smithery-mcp-server-test)** - Interact with GitHub repositories, manage file operations, automate branch creation, and perform advanced searches for code, issues, and users. - **[GitHub API MCP Server](https://github.com/joon1251ai/smithery-mcp-server-test)** - Interact with GitHub repositories, manage issues, and automate workflows while preserving Git history. Support for batch operations and advanced search capabilities enhances repository management. - **[PR Reviewer](https://github.com/KalyankumarKonduru/MCP_test)** - Integrate with GitHub and Notion to streamline pull request reviews, automate task management, and enhance collaboration between platforms. - **[GitHub MCP Server for Pera1](https://github.com/kazuph/mcp-github-pera1)** - Connects GitHub code to Claude.ai for context enhancement through code extraction using the Pera1 service. - **[Azure DevOps Integration](https://github.com/kevinmeyvaert/azure-devops-mcp)** - Interact with Azure DevOps resources to manage projects, work items, and repositories programmatically. Perform code searches and streamline operations within Azure DevOps environments. - **[Code Review](https://github.com/kimsehwan90/code-review)** - Facilitates code review requests by allowing users to submit their code for evaluation. Users can manage the review process through a structured repository system. - **[GitHub中文排行榜](https://github.com/kirayhz007/GitHub-Chinese-Top-Charts)** - A platform for discovering popular Chinese open-source projects on GitHub, facilitating the absorption of valuable experiences and results without language barriers. It provides a ranking of the most favored Chinese repositories to enhance development efficiency. - **[Git MCP](https://github.com/kjozsa/git-mcp)** - Manage Git operations on local repositories, including listing repositories, fetching tags, and tracking commits. Streamline version control workflows with essential Git functionalities. - **[kkshaxqd GitHub Pages](https://github.com/kkshaxqd/kkshaxqd.github.io)** - Host and showcase personal projects and websites using GitHub Pages. - **[GitHub Actions MCP Server](https://github.com/ko1ynnky/github-actions-mcp-server)** - Manage and operate GitHub Actions workflows by triggering, canceling, and analyzing workflow executions. Provides error handling and type validation for integrating with the GitHub Actions API. - **[Helloworld](https://github.com/koreafox/helloworld)** - Learn and practice Git and GitHub effectively, enhancing version control skills and enabling collaborative project management. - **[GitLab Merge Request Integration](https://github.com/kopfrechner/gitlab-mr-mcp)** - Interact seamlessly with GitLab repositories to manage merge requests and issues, fetch details, and add comments to streamline the code review process. - **[GitHub Project Manager](https://github.com/kunwarVivek/mcp-github-project-manager)** - Manage GitHub projects, milestones, tasks, and sprints using a standardized MCP interface. This implementation leverages GitHub's GraphQL API to handle project configurations and metrics while ensuring state management and error handling according to MCP specifications. - **[GitHub Repository Access Server](https://github.com/loglmhq/mcp-server-github-repo)** - Access files from specified GitHub repositories, navigate directories, and retrieve file contents directly using URIs. Supports branch-specific access and serves files in plain text format. - **[GitHub API Server](https://github.com/lowkeyrd/servers)** - Interact with GitHub repositories, manage issues, and automate workflows efficiently. Perform operations such as creating, updating, and searching repositories, issues, and pull requests while preserving Git history. - **[GitHub API MCP Server](https://github.com/lowkeyrd/servers)** - Interact with GitHub repositories for file operations, repository management, and advanced searching capabilities. Automate workflows with features like automatic branch creation while preserving Git history. - **[Bitbucket MCP ](https://github.com/MatanYemini/bitbucket-mcp)** - Integrate with Bitbucket repositories, manage pull requests, and retrieve repository content through a standardized protocol interface. Ensures code security by analyzing pull requests with CodeQL, while operating safely without any delete operations. - **[GitHub Actions Server](https://github.com/Maxteabag/github-actions-mcp)** - Interact with GitHub Actions workflows to monitor and query workflow runs. Provides filtering options to access the status of CI/CD processes efficiently. - **[GitHub Workflow Debugger](https://github.com/Maxteabag/GithubWorkflowMCP)** - Diagnose and fix GitHub Actions workflow failures by fetching workflow run information and analyzing jobs and steps. Identifies common failure patterns and suggests specific fixes for issues, along with options to view and update workflow files. - **[GitHub Notifications Server](https://github.com/mcollina/mcp-github-notifications)** - Manage GitHub notifications with natural language commands, enabling users to list, read, and organize notifications efficiently. Control repository-specific settings and automate notification management to streamline workflows. - **[GitLab Code Review Integration](https://github.com/mehmetakinn/gitlab-mcp-code-review)** - Enables AI assistants to perform code reviews on GitLab merge requests by accessing diffs, commits, comments, and managing reviews through the GitLab API. Facilitates seamless interaction with development environments for enhanced code review workflows. - **[Test Gru](https://github.com/mgl-sh21/testgru-example)** - Automatically adds unit tests to your codebase, primarily for Node.js and TypeScript. Integrates with GitHub accounts for seamless usage. - **[GitHub API Server](https://github.com/MissionSquad/mcp-github)** - Manage GitHub repositories, including file operations, issue tracking, and pull request handling while preserving Git history. Features include automated branch creation, error handling, and support for both single and batch operations. - **[Cross-System Agent Communication Server](https://github.com/mkc909/agent-communication-mcp-server)** - Facilitates communication and collaboration among specialized LLM agents across systems, enabling context sharing, task management, and asynchronous coordination. Integrates with GitHub for issue tracking and PlanetScale for scalable data management. - **[MCP Server](https://github.com/mokemoke0821/MCP)** - Execute shell commands across various platforms with full support for Japanese environments. The server supports PowerShell, CMD, and GitBash, allowing advanced file operations and handling of special characters. - **[Git Commit Aider](https://github.com/MrOrz/mcp-git-commit-aider)** - Commits staged changes in a Git repository with a custom message, while automatically appending '(aider)' to the committer's name. It reads committer details from environment variables or Git configuration settings. - **[Yellhorn](https://github.com/msnidal/yellhorn-mcp)** - Integrates with GitHub to generate detailed work plans and automate issue creation and code reviews based on the entire codebase context. Evaluates code diffs against original workplans, facilitating seamless software development tasks. - **[GitHub MCP Server](https://github.com/modelcontextprotocol/servers)** - Interact with GitHub repositories, manage file operations, conduct repository management tasks, and perform advanced searches for code, issues, and users. - **[Gitingest Server](https://github.com/narumiruna/gitingest-mcp)** - Analyze and ingest Git repositories to produce structured text digests of their codebases, providing summaries, file structures, and content. Customize file filtering and branch selection for tailored analysis. - **[GitLab MCP Server](https://github.com/modelcontextprotocol/servers)** - Enables project management and file operations through the GitLab API, including automatic branch creation and comprehensive error handling. Supports both single-file and multi-file operations while preserving Git history. - **[GitHub API MCP Server](https://github.com/nermalcat69/zerops-mcp)** - Interact with GitHub repositories, manage files and issues, and perform advanced searches efficiently. Features include automatic branch creation, comprehensive error handling, and batch operations for multiple files. - **[GitHub Action Trigger](https://github.com/nextDriveIoE/github-action-trigger-mcp)** - Integrate with GitHub to fetch available actions, trigger workflows, and retrieve release information from repositories, enhancing CI/CD processes with automation capabilities. - **[A git MCP server](https://github.com/modelcontextprotocol/servers)** - Interacts with Git repositories, providing tools to read the status and changes of the working directory. Offers automation capabilities for managing repository interactions via AI models. - **[Release Notes Server](https://github.com/nickbaumann98/release-notes-server)** - Generates release notes from GitHub repositories by fetching and organizing commits while presenting them in a well-structured markdown format. - **[Daytona Python Interpreter](https://github.com/nibzard/daytona-mcp-interpreter)** - Execute Python code and shell commands in secure, isolated environments with file management and web preview generation capabilities. - **[Daytona Python Interpreter](https://github.com/nibzard/daytona-mcp-interpreter)** - Executes Python code and shell commands in isolated environments, providing file management capabilities and support for Git repository cloning and web previews. - **[Gitee MCP Server](https://github.com/normal-coder/gitee-mcp-server)** - Automate Gitee repository management by handling operations related to repositories, issues, and pull requests through a simple interface. Facilitates workflow enhancement by integrating AI to perform Gitee tasks seamlessly. - **[Backlog Server](https://github.com/nulab/backlog-mcp-server)** - Manage projects, issues, wiki pages, and pull requests in Backlog. Optimize interactions with GraphQL-style field selection and control token limits for efficient project management workflows. - **[GitHub Tools](https://github.com/NZenitram/github-mcp)** - Interact with GitHub repositories, manage issues and pull requests, configure repository settings, and handle workflows and collaborators. - **[GitHub Integration Server](https://github.com/oghenetejiriorukpegmail/github-mcp)** - Interact with GitHub repositories, create new ones, push content, and retrieve user information using the GitHub API through the MCP protocol. Supports error handling and TypeScript type safety for a seamless experience. - **[Gitee MCP Server](https://github.com/oschina/mcp-gitee)** - Interact with Gitee's API to manage repositories, issues, and pull requests. Automate development workflows by creating issues and pull requests seamlessly. - **[GitLab Integration Server](https://github.com/owayo/gitlab-mcp-server)** - Fetches pipeline failure details and unresolved merge request comments from GitLab to provide real-time insights for AI assistants, enhancing development workflows based on GitLab data. - **[Source Tree Server](https://github.com/owayo/mcp-src-tree)** - Generates a file tree of the specified directory's 'src' folder while adhering to rules defined in `.gitignore` to exclude certain files and directories. Represents the directory structure hierarchically in JSON format. - **[Github MCP Server](https://github.com/ParasSolanki/github-mcp-server)** - Integrate with GitHub to interact with repositories, manage issues, and automate workflows through a simple interface. - **[GitHub MCP Server Plus](https://github.com/PhialsBasement/mcp-github-server-plus)** - Interact with GitHub repositories, perform file operations, manage branches, and utilize search functionality through the GitHub API. - **[GitHub Enterprise MCP Server](https://github.com/piyushgIITian/github-enterprice-mcp)** - Interact with GitHub repositories, manage file operations, automate branch creation, and perform advanced searches on code and issues. - **[GitHub MCP Server](https://github.com/PoliTwit1984/github-meta-mcp-server)** - Interact with GitHub repositories by creating, updating, and configuring them through natural language commands. Automate repository management tasks such as adding topics, setting homepages, and initializing with README files. - **[MCP RAG Server](https://github.com/ProbonoBonobo/sui-mcp-server)** - Enables AI agents to retrieve documents from a vector database using Retrieval-Augmented Generation (RAG) techniques. Integrates with GitHub to process Move files and incorporates a language model for generating responses based on retrieved information. - **[Gitingest MCP Server](https://github.com/puravparab/Gitingest-MCP)** - Extract information about GitHub repositories, including repository summaries, project directory structures, and file contents. - **[GitHub Advanced Security Server](https://github.com/rajbos/ghas-mcp-server)** - Integrates GitHub Advanced Security features into development environments, enabling management of dependabot alerts, secret scanning alerts, and code scanning alerts directly from tools. Enhances repository security by providing streamlined access to critical alerts and insights. - **[Git Repository Browser](https://github.com/razorback16/mcp-git-repo-browser)** - Explore and interact with Git repositories by retrieving directory structures and reading important files with a straightforward interface. - **[GitHub Integration Server](https://github.com/renantrendt/mcp-github)** - Interact with GitHub repositories, manage issues, and automate workflows. Perform file operations, track commits, and handle pull requests effectively. - **[GitHub API MCP Server](https://github.com/renantrendt/reference-servers)** - Interact with GitHub repositories, manage files, issues, and pull requests, while preserving Git history and enabling advanced search functionalities. - **[GitLab Server](https://github.com/rifqi96/mcp-gitlab)** - Manage GitLab projects, branches, merge requests, and CI/CD pipelines. Review code, add comments, and configure integrations through an AI assistant. - **[Documentation Generator](https://github.com/rjadhavJT/docgen-mcp)** - Automates the creation of standardized documentation by extracting information from various source files and applying templates. Integrates with Google Drive and GitHub to enhance documentation processes with AI-generated content and management features. - **[Gitee MCP Server](https://github.com/ropon/mcp-gitee)** - Interact with Gitee's API to manage repositories, issues, pull requests, and notifications. Automate workflows by using AI assistants to efficiently create and manage tasks within Gitee. - **[GitHub Integration Server](https://github.com/rshivamrapid/github-mcp-server)** - Integrate with GitHub APIs to automate workflows, extract repository data, and analyze versions. Interact with projects, issues, and pull requests to streamline development processes. - **[GitHub Trending Fetcher](https://github.com/RusianHu/GitHubDailyTrendingFetcher-mcp)** - Fetches daily trending GitHub repositories with detailed information such as name, link, description, and README content. Supports customization of the number of repositories, proxy settings, and automatic saving of results as Markdown files. - **[GitHub Repo MCP Server](https://github.com/Ryan0204/github-repo-mcp)** - Browse and explore public GitHub repositories seamlessly, navigate directories, and view file contents. Interact with repository data effortlessly to enhance AI capabilities. - **[Git Spice MCP Server](https://github.com/sach999/git-spice-help-mcp)** - Search git-spice documentation within Cursor IDE, providing seamless access to real-time coding resources and efficient documentation parsing. - **[GitHub Issue](https://github.com/sammcj/mcp-github-issue)** - Fetch GitHub issue details for use as task descriptions, facilitating integration of issue tracking with language model capabilities. - **[Introduction to GitHub](https://github.com/sebastiancastillorock/skills-introduction-to-github)** - Facilitates learning about GitHub by guiding users through creating branches, managing repositories, and collaboration techniques. Provides a structured learning experience to help navigate GitHub effectively. - **[Aider MCP Server](https://github.com/sengokudaikon/aider-mcp-server)** - Connects AI assistants to file editing capabilities for efficient project management, enabling users to edit, create, and manage files with integrated git status checks. - **[GitHub PR Comments Server](https://github.com/shaileshahuja/github-pr-mcp)** - Fetches comments from GitHub Pull Requests, including details about file paths and replies, utilizing the GitHub API for structured data access. - **[GitHub Repository Context](https://github.com/shanksxz/gh-mcp-server)** - Fetch and utilize contents from GitHub repositories to provide context for AI interactions. Enables access to file contents, repository structures, and allows for filtering and exclusion of specific paths. - **[Git MCP Server](https://github.com/Sheshiyer/git-mcp-v2)** - Provides enhanced Git operations through a standardized interface for AI assistants, enabling efficient management of repositories, branches, tags, and remote interactions. - **[AI Pull Request Generator](https://github.com/Shougakusei/plan_pr_mcp)** - Automates the creation of pull requests and code generation by leveraging AI for task planning and code synthesis. Integrates seamlessly with GitHub to enhance development workflows through AI-driven productivity enhancements. - **[GIT-Pilot](https://github.com/SiddheshDongare/GIT-Pilot)** - Automate GitHub repository management, issue tracking, and pull request handling through a comprehensive API wrapper. It includes features for secure authentication, rate limit management, and error handling. - **[Windows CLI Server](https://github.com/SimonB97/win-cli-mcp-server)** - Enables secure command-line interactions on Windows systems with controlled access to PowerShell, CMD, Git Bash, and remote systems using SSH. - **[Git Stuff Server](https://github.com/skurekjakub/GitStuffServer)** - Generate Git merge diffs by providing a merge commit hash and executing Git commands via a PowerShell script. Retrieve detailed diff content seamlessly through an MCP interface. - **[Sourcebot Code Search Server](https://github.com/sourcebot-dev/sourcebot)** - Enables regex-based code search across multiple code hosts such as GitHub, GitLab, and BitBucket to retrieve relevant code snippets and repository information. Provides LLM agents with enhanced context for improved reasoning and response quality without requiring local repository checkouts. - **[AI Commit Message Generator](https://github.com/suenot/aicommit-mcp)** - Generate AI-driven git commit messages based on repository changes to enhance version control workflows, with capabilities for executing commit operations and checking git status. - **[Aira MCP Server](https://github.com/Sunwood-ai-labs/aira-mcp-server)** - Creates commit messages from git staged files, retrieves git status information, and manages Gitflow operations. - **[GitLab Kanban Server](https://github.com/Sunwood-ai-labs/gitlab-kanban-mcp-server)** - Manage GitLab Kanban boards by creating, updating, and deleting tasks through a standardized protocol, enabling efficient project management and seamless integration with applications. - **[Iris MCP Server](https://github.com/Sunwood-ai-labs/release-notes-generator-iris-mcp-server)** - Automatically generates structured release notes by detecting differences between Git repository tags and saves the output in Markdown format. Provides customizable templates for categorizing new features, improvements, and bug fixes to enhance the release documentation process. - **[GitHub Kanban Server](https://github.com/Sunwood-ai-labs/github-kanban-mcp-server)** - Manage GitHub issues in a Kanban board format for streamlined task oversight and enhanced collaboration. Automate workflows and visualize project progress using large language models (LLMs). - **[MCP GitHub Projects](https://github.com/taylor-lindores-reeves/mcp-github-projects)** - Connect and manage Agile Sprint-based projects using GitHub Projects, integrating with GitHub's GraphQL Projects v2 API to create and manage related tasks and issues. Streamline workflows by automating interactions with GitHub repositories and ensuring type safety through TypeScript implementation. - **[mcp-server-gitlab](https://github.com/tay3223/mcp-server-gitlab)** - Connects to private GitLab instances and provides an API layer for accessing projects, files, commits, and merge requests, thereby streamlining development workflows. - **[GitHub MCP Server](https://github.com/timbuchinger/mcp-github)** - Interact with GitHub repositories and manage issues by listing and creating them efficiently. Provides secure authentication and includes error handling and validation features. - **[GitHub API MCP Server](https://github.com/tuanle96/mcp-github)** - Interact with GitHub repositories to manage files, issues, and pull requests while preserving Git history. Perform batch operations and utilize advanced search features for efficient project management. - **[CodeSavant](https://github.com/twolven/mcp-codesavant)** - CodeSavant enables code manipulation and execution across various programming languages while maintaining version control and change history. It supports reading, writing, executing code, and searching within code files. - **[GitHub Integration Server](https://github.com/ualUsham/mcp-github)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's API. Enhance API responses and streamline interactions between LLMs and GitHub features. - **[GitHub Repository Explorer](https://github.com/vinhphamai23/mcp-git-ingest)** - Provide tools to programmatically explore and read GitHub repository structures and important files. Generate directory trees and fetch file contents to help users understand repository layouts and codebases efficiently. Enable seamless integration with MCP clients for repository analysis workflows. - **[GitHub Enterprise License Insights](https://github.com/vipink1203/mcp-github-enterprise)** - Securely access GitHub Enterprise license data and user details for automated monitoring and analysis. Query license summaries, user roles, and organization memberships via designated endpoints. - **[SSAFY Project Summary](https://github.com/wonnyboi/mcp-server)** - Automates the collection of project information from GitHub for students, assisting in resume writing, interview question generation, and portfolio management. Provides tools for project-based self-introduction and interview practice to streamline career preparation. - **[GitHub Explorer](https://github.com/x51xxx/github-explorer-mcp)** - Access GitHub repository information, including file content and directory structure, while enhancing projects with metadata such as stars and forks. Clone repositories locally for efficient data processing and utilize a caching system to optimize performance. - **[Introduction to GitHub](https://github.com/xiaoshishu911/skills-introduction-to-github)** - Facilitates learning GitHub basics, including branch creation and repository management. Supports collaboration on projects through guided steps and documentation. - **[GitHub MCP Server](https://github.com/Yash-Kavaiya/github-mcp-server)** - Integrate directly with GitHub APIs to automate workflows, extract repository data, and create AI-powered tools for interaction within the GitHub ecosystem. - **[AI Development Assistant](https://github.com/yeakub108/mcp-server)** - Provides intelligent coding assistance by generating code plans, conducting code reviews, and analyzing UI designs. Offers functionalities such as single and multi-file reading for efficient data processing. - **[Yunxiao DevOps Server](https://github.com/yjiace/alibabacloud-devops-mcp-server)** - Facilitates interaction with the Yunxiao platform for tasks such as code repository management, file operations, code reviews, and project management. Automates workflow processes to enhance team productivity and reduce repetitive tasks in software development environments. - **[GitLab MCP Server](https://github.com/yoda-digital/mcp-gitlab-server)** - Interact seamlessly with GitLab to manage repositories, track activities, and automate workflows. Tools are available for creating issues, merge requests, and monitoring project events. - **[GitLab Integration Server](https://github.com/ZephyrDeng/mcp-server-gitlab)** - Integrate with GitLab to manage projects, tasks, and merge requests while automating interactions using GitLab's RESTful APIs. - **[GitLab communication server](https://github.com/zereight/gitlab-mcp)** - Integrate with the GitLab API to access repositories, manage issues, and perform various actions seamlessly through a standardized protocol. This server offers enhancements and bug fixes over the original GitLab MCP server. - **[Toolkit](https://github.com/zxfgds/mcp-toolkit)** - Interact with local systems, databases, and external services through file operations, database management, and GitHub integration. Perform secure and efficient commands and transactions to enhance AI applications with real-world capabilities. ## Business Tools - **[Twitter Interaction Server](https://github.com/0xhijo/mcp_twitter)** - The Twitter Interaction Server allows AI models to easily perform actions on Twitter, such as posting updates, following users, and retrieving tweets. It simplifies access to Twitter's functionality through a standardized interface. - **[Tradovate](https://github.com/0xjmp/mcp-tradovate)** - The Tradovate MCP server allows users to automate and manage their trading activities using Tradovate's trading API. It provides access to real-time market data and facilitates the execution of trades, enhancing the overall trading experience. - **[Job Searchoor MCP Server](https://github.com/0xDAEF0F/job-searchoor)** - The Job Searchoor MCP Server helps users find job listings based on their preferences, such as keywords, remote work options, and time frames for job availability. - **[Supabase MCP Server](https://github.com/0xTrxz/supabase-mcp)** - The Supabase MCP Server connects your Supabase projects with AI assistants, allowing them to manage databases, query data, and handle project configurations easily. - **[PowerPoint Presentation Automation Server](https://github.com/1282saa/ppt_se)** - The PowerPoint Presentation Automation Server allows users to easily create and edit PowerPoint presentations using Python. It streamlines the process of generating slides and incorporating various elements like text, images, and charts, making it accessible for AI models and other applications. - **[EOM Department Vue Application](https://github.com/153913232a/department-vue)** - The EOM Department Vue Application is a web-based tool that helps manage department tasks with a user-friendly interface. It allows developers to build, test, and deploy applications efficiently while managing state and navigation. - **[Jira Server](https://github.com/1broseidon/mcp-jira-server)** - The Jira MCP Server allows users to programmatically manage Jira issues through its REST API. It enables creating, updating, listing, and deleting various types of issues in Jira, along with adding comments. - **[One MCP](https://github.com/1mcp-app/agent)** - One MCP is a server that simplifies the management of multiple AI models by combining them into a single interface, making it easier and more efficient to use various AI tools without needing separate servers for each one. - **[DART Financial Data Server](https://github.com/2geonhyup/dart-mcp)** - The DART Financial Data Server provides users with easy access to corporate financial information and disclosures from Korean companies, enabling detailed analysis and visualization of financial metrics using the DART API. - **[Qiita MCP Server](https://github.com/2bo/qiita-mcp-server)** - The Qiita MCP Server allows AI models to interact with Qiita, enabling users to easily create, read, and update articles on the platform. It streamlines the process of sharing knowledge by connecting AI agents with the Qiita API. - **[Work-Related](https://github.com/2Emma-zhou/Work-Related)** - The Work-Related MCP server helps you integrate different tools and resources to make your work processes more efficient. It allows for easy access to important data and actions to improve teamwork and task management. - **[그저디버깅용](https://github.com/2geonhyup/dart-mcp-test)** - This server provides an easy way to analyze and visualize financial data of publicly listed companies using the DART API. It enables users to perform detailed financial analyses, compare companies, and assess financial risks with real-time data. - **[Fujitsu Social Digital Twin Server](https://github.com/3a3/fujitsu-sdt-mcp)** - The Fujitsu Social Digital Twin Server allows users to interact with a simulation of social and traffic scenarios through natural language commands. It enables running simulations, analyzing results, and retrieving simulation data easily. - **[Make MCP Server](https://github.com/3rzy/make-mcp-integration-issue)** - The Make MCP Server enables users to automate workflows by connecting the Make automation platform with Claude Desktop, using the Model Context Protocol for seamless data exchange and communication. - **[RuoYi Vue Pig](https://github.com/568163103/Ruoyi-vue-pig)** - RuoYi Vue Pig is an open-source server designed to manage user authentication and security in applications by integrating front-end and back-end systems. It simplifies the login process using a secure OAuth client setup, allowing easy user management. - **[ActivityWatch MCP Server](https://github.com/8bitgentleman/activitywatch-mcp-server)** - The ActivityWatch MCP Server allows AI models to access and analyze your time tracking data from ActivityWatch. This server makes it easy to manage and retrieve insights from your productivity information. - **[Google Docs Server](https://github.com/a-bonus/google-docs-mcp)** - Connect to Google Docs for reading and appending text to documents programmatically, enabling automated workflows and document interaction through AI assistants. - **[GitSkills](https://github.com/a1351995160/gitskills)** - Interactive platform for learning Git commands and workflows through practical exercises and tutorials. Focuses on enhancing version control skills and repository management. - **[QuickBooks Time MCP Server](https://github.com/aallsbury/qb-time-mcp-server)** - Access all QuickBooks Time API functionalities through a single interface, enabling management of job codes, reports, timesheets, and user tools. - **[Targetprocess MCP Server](https://github.com/aaronsb/apptio-target-process-mcp)** - Manage project entities in Targetprocess, including querying, creating, and updating user stories and bugs through natural language interaction. Generate custom reports and insights without switching to the Targetprocess user interface. - **[Google Workspace MCP Server](https://github.com/aaronsb/google-workspace-mcp)** - Integrate with Google Workspace APIs to manage emails and calendar events. Automate email sorting, filtering, and response tracking for enhanced productivity. - **[Confluence Cloud](https://github.com/aaronsb/confluence-cloud-mcp)** - Interact with Confluence Cloud to manage spaces, pages, and content, including page creation, updates, and search functionalities. - **[Google Workspace MCP Server](https://github.com/aaronsb/google-workspace-mcp)** - Integrate with Google Workspace APIs to manage Gmail and other services, facilitating email organization, filtering, and rapid retrieval of messages. - **[Atlassian Bitbucket Integration](https://github.com/aashari/mcp-server-atlassian-bitbucket)** - Access and manage Bitbucket repositories, pull requests, and commits through AI integrations. Connect AI systems securely and efficiently with Bitbucket data using minimal identifiers. - **[Jira Insights](https://github.com/aaronsb/jira-insights-mcp)** - Manage Jira Insights asset schemas by creating, reading, updating, and deleting object schemas and types. Query objects using AQL for enhanced data insights and streamlined Jira management. - **[Atlassian Confluence Integration](https://github.com/aashari/mcp-server-atlassian-confluence)** - Connects AI systems to Atlassian Confluence, providing real-time access to organizational knowledge bases. Enables retrieval, searching, and management of Confluence content seamlessly within AI applications. - **[AWS Cost Explorer](https://github.com/aarora79/aws-cost-explorer-mcp-server)** - Analyze AWS cloud spending data and visualize expenses through natural language queries. Get detailed breakdowns and reports on spending across various AWS services. - **[Atlassian Jira Integration Server](https://github.com/aashari/mcp-server-atlassian-jira)** - Connects AI systems to Atlassian Jira, enabling real-time retrieval and management of projects and issues. Facilitates interaction between AI assistants and Jira resources to enhance workflow efficiency. - **[Lightning Network MCP Server](https://github.com/AbdelStark/lightning-mcp)** - Enables interaction with the Lightning Network for processing invoice payments. Provides a compliant API for AI model integration with Lightning Network functionalities. - **[RetellAI Voice Service Integration](https://github.com/abhaybabbar/retellai-mcp-server)** - Manage and interact with RetellAI's voice services, facilitating call management, voice agent creation, phone number provisioning, and voice option access through a unified interface. - **[Email Verification](https://github.com/Abhi5h3k/MCP-Email-Verify)** - Validates email addresses in real-time to ensure correct formatting and deliverability. Checks email format, domain validity, and integrates seamlessly into AI applications. - **[Gatherings MCP Server](https://github.com/abutbul/gatherings-mcp-python)** - Manage shared expenses for social events by creating gatherings, adding expenses, calculating reimbursements, and generating payment summaries. AI assistants can assist users in tracking costs and payments among participants. - **[Todoist MCP Server](https://github.com/abhiz123/todoist-mcp-server)** - Integrate with the Todoist API for natural language task management, allowing users to create, update, complete, and delete tasks as well as search and filter tasks based on various criteria. - **[AIHub](https://github.com/absores/AIHub)** - Connect applications with Smithery to enhance functionality and access data more efficiently. Utilize integrations to streamline workflows and improve user experiences across various projects. - **[Taskeract Server](https://github.com/Acqusys/taskeract-mcp)** - Integrates with the Taskeract platform to provide context on active tasks, allowing for streamlined task management within a code editor. It enables synchronization of stakeholder requirements directly into the development environment for enhanced productivity. - **[OmniTaskAgent](https://github.com/ACNet-AI/OmniTaskAgent)** - Manage and decompose complex tasks across multiple task management systems, facilitating intelligent workflows and enabling integration with various editors. Supports task tracking, dependency management, and automatic analysis of task complexity through a Python-native implementation. - **[Activepieces](https://github.com/activepieces/activepieces)** - Activepieces is a workflow automation platform that connects various services, enabling users to create and integrate custom workflows. It supports both technical and non-technical users in enhancing productivity through automation. - **[GraphQL Policies API](https://github.com/Ad-Veritas/mcp-server-trueRAG)** - Implementation of a Model Context Protocol (MCP) server for accessing policies through a GraphQL API. Utilizes the python SDK for MCP and the GQL library for API interactions. - **[Atlassian Integration](https://github.com/adamjbird2/mcp-atlassian-sprint)** - Integrates AI language models with Atlassian products Jira and Confluence, facilitating contextual AI interactions to streamline project management and documentation. Supports both Cloud and Server/Data Center deployments, ensuring data privacy and security while enhancing workflow processes. - **[Fabric Pattern Integration Server](https://github.com/adapoet/fabric-mcp-server)** - Exposes Fabric patterns as callable tools for integration with Cline, enabling the execution of complex pattern logic within AI applications. Facilitates enhanced productivity and automation through seamless utilization of Fabric patterns. - **[TeamRetro MCP Server](https://github.com/adepanges/teamretro-mcp-server)** - Integrates with TeamRetro's platform to manage users, teams, actions, agreements, health checks, and retrospectives through its official API. Provides standardized access to tools that enhance team management and analytics workflows. - **[Raindrop.io Bookmark Manager](https://github.com/adeze/raindrop-mcp)** - Manage and interact with Raindrop.io bookmarks, collections, tags, and highlights using the MCP server interface. Perform CRUD operations, advanced searches, tag management, and receive real-time updates. - **[Google Workspace Server](https://github.com/adexltd/mcp-google-suite)** - Enable interaction with Google Workspace services such as Drive, Docs, and Sheets for operations including file searching, folder creation, document management, and spreadsheet manipulation. Flexible integration is supported through multiple transport modes compatible with MCP clients. - **[Google Workspace Server](https://github.com/adexltd/mcp-google-suite)** - Enables seamless interaction with Google Workspace services, facilitating file management, document creation, and spreadsheet operations through a unified interface. - **[LinkedIn Interaction Server](https://github.com/adhikasp/mcp-linkedin)** - Interact with LinkedIn's Feeds and Job API using an unofficial LinkedIn API to manage and retrieve data from LinkedIn. - **[Supabase MCP Server](https://github.com/adiletD/feature-request-collection-mcp)** - Connect to Supabase to efficiently query and manage feature suggestions. Retrieve user feedback and feature requests directly from a Supabase database in real-time. - **[Hilanet](https://github.com/AdirD/hilanet-mcp)** - Provides a suite of HR-related tools for corporate environments, allowing users to manage salary adjustments, file complaints, and schedule meetings, all while incorporating humor and satirical elements. Automates common HR tasks and enhances workplace interaction dynamics. - **[Harvest Natural Language Time Entry Server](https://github.com/adrian-dotco/harvest-mcp-server)** - Log time entries in Harvest using natural language inputs, with specific features for handling leave requests. It supports configurable work hours, timezone adjustments, and smart parsing of dates and projects. - **[Teams Messenger Integration Server](https://github.com/aech-ai/mcp-teams-test)** - Integrates Microsoft Teams chat and messaging with MCP-compatible clients, offering advanced search, persistent storage, and live event streaming. Utilizes PostgreSQL and DuckDB for efficient message retrieval and management, while providing a CLI client for local testing and token management. - **[JLCPCB Parts Server](https://github.com/Adrie-coder/jlcpcb-parts-mcp)** - Facilitates the search for components compatible with JLCPCB PCBA services, enabling users to filter and locate relevant parts for circuit design efficiently. - **[Aegntic MCP Servers](https://github.com/aegntic/aegntic-MCP)** - Provide external tool integration for AI assistants, enabling project exports, cloud service management, and workflow automation through various specialized servers. - **[Practices MCP Server](https://github.com/agentience/practices_mcp_server)** - Automate Git operations and enforce consistent development practices with tools for branch validation, version management, and pull request preparation. Integrates with platforms like GitHub and Jira to streamline the development workflow. - **[AgentMail MCP Server](https://github.com/agentmail-to/agentmail-mcp)** - Integrate with the AgentMail API to manage email functionalities effectively and improve communication processes within applications. - **[AgentMail Toolkit](https://github.com/agentmail-to/agentmail-toolkit)** - Integrate email functionality to dynamically manage inboxes, list messages, and send or reply to emails through an AI assistant. This server utilizes the AgentMail API for efficient email automation and management. - **[Seq MCP Server](https://github.com/ahmad2x4/mcp-server-seq)** - Interact with Seq's logging and monitoring system via its API endpoints, providing access to various features for managing signals and events. - **[Elementor MCP Server](https://github.com/aguaitech/Elementor-MCP)** - Perform CRUD operations on Elementor page data, integrating seamlessly with WordPress to manage and streamline Elementor project workflows. - **[Google Search Console](https://github.com/ahonn/mcp-server-gsc)** - Provides access to Google Search Console, enabling retrieval of search analytics data along with customizable reporting periods for rich data analysis. - **[AI Agent Marketplace Index Search Server](https://github.com/AI-Agent-Hub/ai-agent-marketplace-index-mcp)** - Provides functionalities to search for AI agents based on keywords or categories and monitors web traffic performance metrics. Enables users to list their AI agents in a marketplace through a comprehensive API. - **[Email Server](https://github.com/ai-zerolab/mcp-email-server)** - Provides IMAP and SMTP functionalities through a standardized server interface for email handling and communication. - **[Aindreyway Codex Keeper](https://github.com/aindreyway/mcp-codex-keeper)** - Curated access to the latest development documentation and best practices for AI assistants, facilitating knowledge retrieval and application of current industry standards. - **[Aipolabs MCP Server](https://github.com/aipotheosis-labs/aci-mcp)** - Integrate with ACI.dev to access a range of functions through an MCP server, enabling seamless execution of tools and dynamic workflow enhancements without the need for managing multiple servers. - **[MCP for Evolution API for WhatsApp Automation](https://github.com/aiteks-ltda/mcp-evolution-whatsapp-api)** - Integrates with the Evolution API for managing WhatsApp interactions, enabling functionalities like sending messages, managing contacts and groups, and configuring webhooks. Provides a scalable solution for WhatsApp automation through a structured MCP framework. - **[Gmail Integration Server](https://github.com/ajbr0wn/gmail-mcp-server)** - Access Gmail inbox to view recent emails and perform searches using Gmail's syntax. Utilizes OAuth2 authentication for secure interactions with Gmail accounts. - **[Custom AI Tools Demo](https://github.com/akazwz/workers-mcp-demo)** - Create and deploy custom AI tools that integrate with AI assistants to enhance their functionality through serverless functions. Supports seamless interaction with various MCP clients, enabling broader use of AI capabilities. - **[PlayFab Server](https://github.com/akiojin/playfab-mcp-server)** - Connects AI assistants to PlayFab services for accessing item searches, player profiles, and segment information directly. Facilitates natural interactions with PlayFab data through the use of APIs for inventory management and item inquiries. - **[Flight and Stay Search Server](https://github.com/AkekaratP/flights-mcp-ts)** - Provides flight and accommodation search capabilities using the Duffel API, enabling users to search for one-way, round-trip, and multi-city flights and obtain detailed flight offers. Users can also filter results based on preferences like cabin class and passenger count, while accessing guest reviews for stays. - **[Airbnb Search and Listing Details Server](https://github.com/AkekaratP/mcp-server-airbnb)** - Search Airbnb listings and retrieve detailed information about specific listings using structured JSON data. The server respects Airbnb's robots.txt rules and does not require an API key. - **[Wiki MCP Server](https://github.com/albertshao/wiki_mcp_server)** - Manage Confluence wiki pages by creating, updating, deleting, and searching them through a unified interface. Automatically selects the relevant knowledge base based on user queries to enhance content management efficiency. - **[Dropbox Integration Server](https://github.com/Albiemark/dbx-mcp-server)** - Integrates Dropbox with applications to manage files, folders, and account information through MCP-compatible clients, utilizing Dropbox's public API for seamless interaction. - **[ALAPI MCP Server](https://github.com/ALAPI-SDK/mcp-alapi-cn)** - Integrates ALAPI's diverse APIs for functionalities such as IP and weather queries, video parsing, and corporate information retrieval using the MCP protocol. Provides standardized responses and error handling to streamline development in AI applications. - **[G Suite Integration](https://github.com/alBERT-launcher/mcp-gsuite)** - Interact with Google products such as Gmail and Calendar, supporting functionalities like retrieving emails, managing drafts, and querying calendar events. - **[G Suite Integration](https://github.com/alBERT-launcher/mcp-gsuite)** - Interact with Google products, specifically Gmail and Calendar, to manage emails and calendar events across multiple Google accounts. - **[Documentation Management Service](https://github.com/alekspetrov/mcp-docs-service)** - Manage markdown documentation by creating, reading, updating, and deleting files while analyzing their health and improving quality. Enhance AI assistants' interactions with documentation through natural language processing capabilities. - **[Clockify Time Tracker](https://github.com/alex198710/clockify-mcp-server)** - Manage time entries by interacting with the Clockify API through a command-line tool. List projects, manage tags, and generate detailed time reports efficiently. - **[Tradovate Tools](https://github.com/alexanimal/tradovate-mcp-server)** - Connect with the Tradovate API to manage trading operations, including access to contracts, positions, market data, and executing trades directly on the platform. - **[TickTick API Server](https://github.com/alexarevalo9/ticktick-mcp-server)** - Manage tasks, projects, and habits with the TickTick API, providing capabilities for task creation, updates, and tracking along with secure OAuth authentication. Supports full control over task properties including priorities, deadlines, and subtasks. - **[Illumio MCP Server](https://github.com/alexgoller/illumio-mcp-server)** - Interact with Illumio's Policy Compute Engine to manage workloads and labels, perform traffic flow analysis, and assess PCE health. Provides programmatic access to streamline workload management and enhance security analysis. - **[hh-jira-mcp-server](https://github.com/alexeydubinin/hh-jira-mcp-server)** - Connects to Jira for real-time data access and manipulation, enhancing project management through integration of tasks into applications. - **[Webhook Tester](https://github.com/alimo7amed93/webhook-tester-mcp)** - Automate and manage webhook tokens, inspect incoming requests, and perform analytics without the need for custom API integrations. Enhance webhook workflows with modular tools for observability and automated testing. - **[LinkedIn Browser](https://github.com/alinaqi/mcp-linkedin-server)** - Automate interactions with LinkedIn, extract data, and manage profiles, posts, and feeds using browser automation while adhering to LinkedIn's terms and rate limits. - **[Godspeed Task Management Connector](https://github.com/AliNagy/godspeed-mcp)** - Manage tasks efficiently using the Godspeed Task Management API. Create, update, and organize tasks seamlessly within applications. - **[EcoGo-AI](https://github.com/alisajil/ecogotravel)** - Search for and book flights, retrieve booking details, and access ticket information through an integrated MCP server. It leverages API integrations for reliable flight data and booking management. - **[Alibaba Cloud MCP Server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server)** - Manage and monitor Alibaba Cloud ECS and VPC resources through a standardized MCP interface, enabling operations like starting, stopping, rebooting instances, and retrieving monitoring metrics. Provide cloud resource automation and control with integrated Alibaba Cloud tools. - **[Adb MySQL MCP Server](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server)** - Facilitates communication between AI Agents and Adb MySQL databases, enabling retrieval of database metadata and execution of SQL operations for enhanced data access. Supports real-time interactions with AnalyticDB for MySQL databases via a universal interface. - **[Alibaba Cloud Operations Server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server)** - Manage and operate Alibaba Cloud resources through a unified interface. Perform actions such as starting, stopping, and rebooting ECS instances, and monitor system metrics across various cloud services. - **[Prefect MCP Server](https://github.com/allen-munsch/mcp-prefect)** - Interact with Prefect to manage flows, deployments, and tasks using natural language. Monitor and control the Prefect environment through simplified commands for better workflow management. - **[Google Calendar Integration Server](https://github.com/am2rican5/mcp-google-calendar)** - Integrate with Google Calendar to manage events such as creation, reading, updating, and deletion. Authenticate using OAuth 2.0 and receive real-time updates via Server-Sent Events. - **[Google Tasks MCP](https://github.com/alvinjchoi/gtasks-mcp)** - Integrate with Google Tasks to manage tasks through natural language commands, supporting task creation, updates, deletions, and organization across multiple lists. Query tasks easily and automate completion marking, enhancing productivity workflows. - **[Ads Manager](https://github.com/amekala/adspirer-mcp-server)** - Integrate and manage Amazon Advertising data through conversational interactions, enabling performance analysis, campaign creation, and real-time adjustments. The server facilitates visualizations and optimizations for digital advertising campaigns within the Claude environment. - **[Google Search Console Integration](https://github.com/AminForou/mcp-gsc)** - Connects to Google Search Console for SEO data analysis through natural language interactions, enabling property management, search analytics, URL inspection, and sitemap management. - **[Python LINE Server](https://github.com/amornpan/py-mcp-line)** - Enables interaction with LINE Bot messages through a standardized API, allowing analysis and responses to LINE conversations. Implements asynchronous operations and robust error handling for seamless integration. - **[Memory Box MCP Server](https://github.com/amotivv/memory-box-mcp)** - Manage and retrieve memories using advanced semantic search capabilities, enabling efficient organization and structured formatting of memory data. Integrate with Cline and Claude for enhanced memory management functionalities. - **[Protonmail MCP Server](https://github.com/amotivv/protonmail-mcp)** - Integrate with Protonmail to send emails directly from tools like Claude Desktop and Cline VSCode extension. Supports multiple recipients, CC, BCC, and both plain text and HTML content. - **[Swagger Server](https://github.com/andersmandersen/mcp-swagger)** - Access Swagger/OpenAPI documentation and make API requests while validating them against the Swagger specification. Features include authentication support and caching to enhance performance during API interactions. - **[CentralMind Gateway](https://github.com/andreagroferreira/gateway)** - Creates secure APIs for structured data using the Model Context Protocol, allowing seamless integration with AI agents and ensuring compliance and performance. Automates the generation of APIs and enhances AI applications with built-in security features. - **[Simple OpenAI Assistant](https://github.com/andybrandt/mcp-simple-openai-assistant)** - Interact with OpenAI assistants using the Model Context Protocol, enabling the creation and management of assistant instances, starting conversation threads, and sending and receiving messages. - **[Trello MCP Server](https://github.com/andypost/mcp-server-ts-trello)** - Integrate with Trello to manage boards, lists, and cards through the Model Context Protocol. Provides tools for AI assistants to perform asynchronous operations and manage Trello data using a TypeScript implementation. - **[Andy's Test API MCP Server](https://github.com/AndyManastorm/smithery-reference-servers)** - Interact with GitHub repositories to perform file operations, manage repositories, search for code and issues, and automate workflows. Supports automatic branch creation, comprehensive error handling, and preservation of Git history while allowing batch and single-file operations. - **[SkySQL Integration](https://github.com/anishksk/MCP-Server)** - Manage serverless databases via a REST API, enabling the creation, listing, and execution of queries. Integrate with GitHub for version control and utilize Smithery.ai for deployment management. - **[Jokes MCP Server](https://github.com/Anilinfo2015/coding-ccp)** - Delivers concise, engaging jokes on demand, including various categories such as Chuck Norris, Dad, and Yo Mama jokes. Integrates with Microsoft Copilot Studio to enable AI agents to fetch tailored humor while filtering out offensive content. - **[Oracle Database Access Server](https://github.com/anpy-j/mcp-oracle)** - Facilitates access to Oracle databases through a Model Context Protocol server, enabling efficient and secure querying and interaction with Oracle data for AI applications. Simplifies integration of Oracle data into AI workflows with minimal configuration. - **[Outlook Meetings Scheduler](https://github.com/anoopt/outlook-meetings-scheduler-mcp-server)** - Schedule and manage Microsoft Outlook calendar events using Microsoft Graph API. Create, update, list, and delete meetings, as well as find attendees and integrate with other MCP servers. - **[GitHub Integration Server](https://github.com/antonioevans/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows through GitHub's API, enabling data extraction and analysis for developers. Build AI-powered tools that integrate seamlessly with the GitHub ecosystem, providing configurable functionalities based on user needs. - **[Railway Infrastructure Manager](https://github.com/antonioevans/railway-mcp)** - Manage Railway.app infrastructure using natural language commands to deploy services, manage environment variables, and monitor deployments. Facilitate the orchestration of Railway projects and services via AI agents. - **[Sitecore Server](https://github.com/Antonytm/mcp-sitecore-server)** - Integrate Sitecore content management capabilities into workflows to query, create, edit, and manage Sitecore items and schemas using a standardized protocol. Provides direct access to Sitecore's GraphQL and Item Service APIs. - **[database-updater](https://github.com/AnuragRai017/database-updater-MCP-Server)** - Update databases by importing data from CSV and Excel files, with capabilities for managing documentation through built-in note-taking features. Supports PostgreSQL, MySQL, MongoDB, and SQLite for flexible database type management. - **[Brevo Multi-Channel Platform](https://github.com/apicolet/brevo-mcp)** - Integrate with the Brevo API to manage contacts and send emails, including tracking delivery and managing custom attributes. - **[Apifox MCP Server](https://github.com/apifox/apifox-mcp-server)** - Apifox MCP Server provides access to API documentation within Apifox projects, allowing AI tools to generate, modify code, and search through API documentation seamlessly. It facilitates direct interaction with API data through supported IDEs such as Cursor and VSCode. - **[WordPress Automation Server](https://github.com/AppleJax2/wordpress-mcp)** - Automate and manage WordPress sites programmatically using REST API integration and browser automation. Customize themes, create pages with visual builders, and interact with popular plugins to streamline workflows. - **[Pushinator](https://github.com/appricos/pushinator-mcp)** - Facilitates the integration of real-time push notifications into applications, allowing for the delivery of timely updates and alerts to user devices. Provides a robust API for simplified notification management and seamless integration. - **[Appwrite MCP Server](https://github.com/appwrite/mcp)** - Interact with Appwrite's API to manage databases, users, functions, teams, and other project resources efficiently. - **[Superset Integration](https://github.com/aptro/superset-mcp)** - Connect and control Apache Superset through natural language requests to manage dashboards, charts, and databases programmatically. - **[Appwrite MCP Server](https://github.com/appwrite/mcp)** - Manage Appwrite projects through a streamlined API interface, enabling interactions with databases, users, functions, and teams. Facilitates project management and development through integrated tools. - **[Tavily Search](https://github.com/arben-adm/tavily-mcp-search)** - Provides multi-topic search capabilities across various domains such as business, news, finance, and politics using the Tavily API. - **[PayPal Integration Server](https://github.com/arbuthnot-eth/PayPal-MCP)** - Interact with PayPal's payment processing, invoicing, and subscription management through a standardized interface. Handles API requests and secure transactions with low latency on Cloudflare Workers, making it suitable for webhooks and real-time payment verification. - **[PayPal MCP Server](https://github.com/arbuthnot-eth/PayPal-MCP-defunct)** - Integrate with PayPal's APIs for payment processing, invoicing, and subscription management. Handle secure authentication, input validation, and user information management through a standardized interface. - **[Linear Task Fetcher](https://github.com/argia-andreas/linear-mcp-server)** - Fetch and manage Linear todo tickets using user-specific identifiers such as user ID or email, facilitating streamlined task management and integration of Linear data into workflows. - **[GitHub Projects MCP Server](https://github.com/Arclio/github-projects-mcp)** - Manage GitHub Projects V2 by listing projects, viewing and updating project fields and items, creating issues, and organizing project workflows effectively through MCP clients. - **[MetaTrader Trading Server](https://github.com/ariadng/metatrader-mcp-server)** - Facilitates algorithmic trading on the MetaTrader 5 platform by integrating AI language models through a Python-based infrastructure. Supports multiple LLM interfaces to streamline trading automation and execution of trades. - **[MetaTrader Trading Server](https://github.com/ariadng/metatrader-mcp-server)** - Enables AI language models to execute trades on the MetaTrader 5 platform and facilitates algorithmic trading through integration with AI agents. Provides secure and efficient trade execution capabilities using the Model Context Protocol. - **[Contentful Management Server](https://github.com/arjunkmrm/contentful-mcp)** - Manage Contentful content, spaces, and content types through full CRUD operations, bulk publishing, and environment management using smart pagination to optimize large language model context usage. - **[Google Tasks Integration Server](https://github.com/arpitbatra123/mcp-googletasks)** - Manage Google Tasks and task lists, enabling operations such as creating, updating, deleting, and completing tasks through a conversational interface. - **[Arthur Musa Portfolio](https://github.com/Arthur-Musa/portifolio)** - Showcases a developer's skills, experience, and projects in a structured portfolio format, facilitating networking and career growth. Provides access to contact information and highlights expertise in financial product development and digital design. - **[Artemis MCP Server](https://github.com/Artemis-xyz/artemis-mcp)** - Connect with the Artemis API to retrieve cryptocurrency data and generate ART formulas. It enables users to validate and retrieve financial data, simplifying analysis in digital finance. - **[AWS MCP](https://github.com/arunsanna/aws-sage)** - Query and manage AWS resources using natural language for simplified cloud operations. Integrate seamlessly with Claude for intuitive management of AWS environments. - **[Vault MCP](https://github.com/ashgw/vault-mcp)** - Securely manage secrets and policies through HashiCorp Vault via a structured API. It facilitates policy creation, management, resource discovery, and automated policy generation for LLMs and other clients. - **[Pushover Notification](https://github.com/AshikNesin/pushover-mcp)** - Send real-time notifications through Pushover.net, integrating AI agents to inform users with timely alerts and automate notifications directly from applications. - **[Spotify](https://github.com/ashwanth1109/mcp-spotify)** - Control Spotify playback using voice commands, manage playlists, and retrieve artist information through a user-friendly interface. - **[Law Office Database Server](https://github.com/asirulnik/mcp-law-office-db)** - Manage legal client records, case files, time tracking, and invoicing with specialized tools tailored for law firms. Streamline legal billing workflows and enforce business rules for accurate invoice generation. Enhance your law office operations with a dedicated SQLite database interface. - **[GitHub MCP Server](https://github.com/asifdotpy/github-mcp-server)** - Integrates with GitHub APIs for advanced automation and interaction capabilities for developers. Facilitates repository management, issue tracking, and workflow automation. - **[AST Model Context Protocol Server](https://github.com/asleep-ai/ast-mcp)** - Integrates language models with various tools and data sources to facilitate real-time data access and action execution. Supports dynamic workflows and efficient interaction with structured input and output handling. - **[AIO-MCP Server](https://github.com/athapong/aio-mcp)** - Integrates with GitLab, Jira, Confluence, YouTube, and Google Maps to provide AI-powered search capabilities and utility tools for development workflows. Supports interaction with multiple services using API keys and tokens. - **[Asunaro Blog](https://github.com/Asunaro276/asunaro-blog)** - A personal blog server built with Astro and React, optimized for fast performance and static site generation. Utilizes Tailwind CSS for responsive design and offers integration with a headless CMS for content management. - **[LemonSqueezy Integration Server](https://github.com/atharvagupta2003/mcp-lemonsqueezy)** - Integrates with LemonSqueezy's API to manage e-commerce operations such as product management, order processing, and subscription handling. Provides a structured interface for programmatic management of a Lemon Squeezy store with audit logging and tool-based control. - **[Stripe Server](https://github.com/atharvagupta2003/mcp-stripe)** - Integrates with Stripe to handle payments, customer management, and refunds through a structured API. Provides audit logging for all financial transactions to ensure traceability and security. - **[Audiense Demand](https://github.com/AudienseCo/mcp-audiense-demand)** - Connect to Audiense Demand to create and analyze demand reports, track entity performance, and gain insights across various channels and countries. Integrate these capabilities directly into your workflow to enhance decision-making processes. - **[Atlan Model Context Protocol Server](https://github.com/atlanhq/agent-toolkit)** - Facilitates interaction with Atlan services through a standardized protocol, enabling efficient asset search and retrieval using DSL queries, as well as exploration of asset lineage. Integrates with Claude Desktop to streamline data management workflows. - **[LinkedIn Digital Intelligence Server](https://github.com/AudienseCo/mcp-audiense-di-linkedin)** - Interact with LinkedIn's Digital Intelligence services to create and analyze reports, gain insights, and receive typeahead suggestions for enhanced data analysis capabilities. - **[ClickUp Task Integration Server](https://github.com/aukik/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders using natural language commands. Streamline task management, time tracking, and document handling through a standardized protocol for AI applications. - **[Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights)** - Extract marketing insights and audience analysis from Audiense reports, focusing on demographic, cultural, influencer, and content engagement analysis. - **[Nostr MCP Server](https://github.com/AustinKelsay/nostr-mcp-server)** - Fetch and interact with Nostr network data, accessing user profiles, notes, and zaps. Utilize advanced search features to explore Nostr Implementation Possibilities (NIPs). - **[Auth0 Management Server](https://github.com/auth0/auth0-mcp-server)** - Manage Auth0 tenant operations through natural language commands, enabling tasks like creating applications, managing resource servers, deploying actions, and querying logs. Leverage AI agents for simplified and interactive Auth0 management. - **[MCP Link - Convert Any OpenAPI V3 API to MCP Server](https://github.com/automation-ai-labs/mcp-link)** - Convert any OpenAPI V3 API into an MCP server, enabling seamless integration with AI-driven applications. Automates the creation of standardized MCP interfaces to enhance functionality and reduce manual efforts. - **[Quip Document MCP Server](https://github.com/AvinashBole/quip-mcp-server)** - Interact directly with Quip documents to read, append, prepend, and replace content, enhancing document management capabilities for AI assistants. - **[Plausible Analytics Server](https://github.com/AVIMBU/plausible-mcp-server)** - Query analytics data from Plausible Analytics, providing real-time insights and reports based on the user's account information. Supports integration with AI models for enhanced data-driven decision making. - **[Uptime Agent Server](https://github.com/AVIMBU/uptime_agent_mcp)** - Connects Uptime Agent monitoring systems to AI assistants for real-time monitoring, incident management, and creation of monitoring tasks using natural language commands. Enables secure integration of uptime monitoring with AI workflows for improved operational insights. - **[Slack Model Context Protocol Server](https://github.com/AVIMBU/slack-mcp-server)** - Connects to Slack workspaces to post messages and retrieve user lists, enhancing team communication and automating interactions within channels. - **[Notion MCP Server](https://github.com/awkoy/notion-mcp-server)** - Integrates with Notion's API to facilitate the creation, updating, and management of pages and blocks. Enables AI interactions with Notion databases and supports batch operations for enhanced productivity. - **[TaskWarrior Server](https://github.com/awwaiid/mcp-server-taskwarrior)** - Manage tasks by viewing, adding, and completing them through applications, with the ability to filter by project and tags. - **[Jira Context Server](https://github.com/ayasahmad/Jira-Context-MCP)** - Integrate with Jira to fetch issue details, list assigned tickets, filter issues by type, and track recent changes. Facilitate automation of Jira workflows and enhance productivity within development environments. - **[Jira Context Server](https://github.com/ayasahmad/Jira-Context-MCP)** - Integrate with Jira to access issue details, manage assigned tickets, filter issues by type, and track changes within development environments. Automate workflows and streamline issue resolution with direct access to Jira's API. - **[Alibaba Cloud Operations Server](https://github.com/axap288/alibaba-cloud-ops-mcp-server)** - Manage and operate Alibaba Cloud resources by running commands, starting, stopping, and rebooting instances, as well as managing databases and monitoring metrics. Integrate services like ECS, VPC, RDS, OSS, and CloudMonitor into workflows for efficient cloud resource management. - **[SEO Automation and Optimization](https://github.com/ayushsinghvi92/app-seo-ai)** - Automate SEO tasks and optimize digital marketing strategies using AI-generated insights. Provides functionalities for keyword research, SERP and competitor analysis, and offers SEO recommendations through integration with the Google Ads API. - **[Clusters API v1](https://github.com/ayv8er/mcp-clusters-api-v1)** - Manage clusters and wallets, authenticate users, create and manipulate clusters, and handle name and community registrations securely and efficiently. - **[Axone MCP Server](https://github.com/axone-protocol/axone-mcp)** - Expose data capabilities through a standardized protocol to facilitate data access and manipulation for AI-powered tools. Seamlessly integrates with various clients to enhance operational efficiency. - **[Axiom MCP Server](https://github.com/axiomhq/mcp-server-axiom)** - Queries Axiom datasets using Axiom Processing Language (APL) and lists available datasets. - **[Personel İzin Yönetim Sistemi](https://github.com/azalin/mcp-test)** - Manage personnel leave requests with functionalities for viewing leave history, submitting new leave requests, and calculating remaining leave days, all integrated with an SQLite database. - **[MLflow Prompt Registry Server](https://github.com/B-Step62/mcp-server-mlflow)** - Facilitates access to and management of prompt templates stored in MLflow, enabling efficient task automation and workflow management within Claude Desktop. Supports discovering and utilizing prompt templates for common workflows and repetitive tasks. - **[Azure AI Agent Service](https://github.com/azure-ai-foundry/mcp-foundry)** - Integrates existing Azure AI Agents with MCP clients for streamlined workflows, providing secure access to conversation histories and interactions. Leverages Azure AI Foundry's advanced models and tools for varied use cases. - **[Azure MCP Server](https://github.com/Azure/azure-mcp)** - Integrate seamlessly with Azure services for querying, exploring, and managing resources using natural language commands. Offers intelligent parameter suggestions and consistent error handling to streamline Azure operations. - **[Notion MCP](https://github.com/Badhansen/notion-mcp)** - Manage personal to-do lists using Notion's API, enabling task addition, updates, and viewing directly within the workspace. Integrates with a Model Context Protocol server for efficient task management. - **[Flutterwave Integration Server](https://github.com/bajoski34/mcp-flutterwave)** - Interact with Flutterwave for transaction management, enabling confirmation of transactions, automatic retries for failed ones, and retrieval of transaction history. Integrates an AI chatbot for customer support regarding transaction inquiries and generates payment links. - **[Discord MCP Server](https://github.com/barryyip0625/mcp-discord)** - Interact with Discord platform features, manage channels, send messages, and retrieve server information. Facilitate automation for Discord activities like reading and deleting channel messages. - **[Headless Gmail Server](https://github.com/baryhuang/mcp-headless-gmail)** - Access and send emails through Gmail in headless environments without local credential setup, ensuring secure credential storage separation. Suitable for applications requiring focused Gmail functionality without reliance on additional Google services. - **[Scalable OpenAPI Endpoint Discovery and API Request Tool](https://github.com/baryhuang/mcp-server-any-openapi)** - Efficiently index and query OpenAPI endpoints, enhancing API specification analysis through semantic search and reliable execution capabilities. - **[mcp-unipile](https://github.com/honeybluesky/mcp-unipile)** - Access messages across multiple messaging platforms including Mobile, Mail, WhatsApp, LinkedIn, Slack, Twitter, Telegram, Instagram, and Messenger through a standardized interface for integration with AI models. - **[Gmail MCP (optional integration with Google Calendar)](https://github.com/bastienchabal/gmail-mcp)** - Integrate with Gmail and Google Calendar to analyze email conversations, generate context-aware replies, and detect calendar events from email content. Utilize advanced search capabilities to navigate through email history efficiently. - **[Microservice Control Panel](https://github.com/battyht/AD_MCP)** - Integrates with the Ocean Engine advertising platform to manage and monitor advertising accounts, providing access to detailed performance reports and account information. Supports streamlined API management for querying and retrieving advertising data with flexible authentication mechanisms. - **[Agent Construct](https://github.com/batteryshark/agent_construct)** - Standardizes access to tools and data for AI applications, facilitating dynamic tool discovery and execution through a unified interface. It serves as a central hub for managing context and tool integration in AI models. - **[OpenHands Project](https://github.com/bduke011/openhands-project)** - Integrate GitHub repositories into workflows to manage issues, automate project management tasks, and enhance collaboration among development teams. - **[Instantly API Server](https://github.com/bcharleson/Instantly-MCP)** - Provides access to email campaign management, lead management, and analytics through the Instantly API, allowing for effective email outreach and account management. Supports functionalities like email handling, verification, and blocklist management. - **[Metabase Integration Server](https://github.com/berry-street/berrystreet-metabase-mcp)** - Integrate AI assistants with Metabase to access and interact with dashboards, cards, and databases, enabling seamless execution of queries and retrieval of structured data to enhance decision-making processes. - **[Metabase Integration Server](https://github.com/berry-street/berrystreet-metabase-mcp)** - Integrate AI assistants with Metabase to access dashboards, questions, and databases. Execute queries and retrieve structured data for enhanced data-driven decision-making. - **[禅道任务管理助手](https://github.com/bigtian99/mcp-zentao)** - A management tool for efficiently retrieving and handling personal tasks and bugs in ZenTao, with functionalities for task management, bug tracking, and product management. - **[禅道任务管理助手](https://github.com/bigtian99/mcp-zentao)** - Quickly retrieve and manage personal tasks and bugs in ZenTao project management system, offering task, bug, and product management functionalities. - **[ZentaoAPI Integration Package](https://github.com/bigtian99/mcp-zentao)** - Integrates with the ZenTao project management system to manage tasks and bugs within Node.js projects. Offers a complete package for task management and bug tracking through a high-level API interface. - **[Binalyze AIR MCP Server](https://github.com/binalyze/air-mcp)** - Enable natural language interaction with Binalyze AIR systems to manage assets, acquisition profiles, and organizations. Query and list AIR data seamlessly through any MCP client, utilizing AI-driven context access. - **[FastDomainCheck](https://github.com/bingal/FastDomainCheck-MCP-Server)** - Check the registration status of multiple domain names quickly and efficiently using WHOIS and DNS checks for accurate results. Streamline domain management with robust input validation and error handling. - **[Bitrise API Server](https://github.com/bitrise-io/bitrise-mcp)** - Manage Bitrise applications, builds, and artifacts through a secure API token-based interface. Access and integrate comprehensive Bitrise API functionalities for app registration, build triggering, and release management within CI/CD workflows. - **[Adjust Reporting Server](https://github.com/bitscorp-mcp/mcp-adjust)** - Access Adjust data to query reports, metrics, and performance data on-demand, including specific campaign insights like install numbers. - **[Bitrefill MCP Server](https://github.com/bitrefill/bitrefill-mcp-server)** - Integrates with Bitrefill services to enable searches for gift cards, mobile top-ups, and various products through AI assistants. Facilitates communication via the Model Context Protocol using structured JSON responses. - **[Bitte AI Integration](https://github.com/BitteProtocol/mcp)** - Integrate with Bitte AI to enhance applications using advanced capabilities, allowing for streamlined interactions and improved functionality across various services. - **[Square API Server](https://github.com/block/square-mcp)** - Access Square API functionality, enabling payment processing and integration of various Square services into applications. - **[Manifold Markets MCP Server](https://github.com/bmorphism/manifold-mcp-server)** - Interact with prediction markets through a structured MCP interface, enabling the creation, management, and trading of markets while utilizing collective intelligence features for enhanced decision-making. - **[Instagram Engagement Analysis](https://github.com/Bob-lance/instagram-engagement-mcp)** - Analyze Instagram engagement metrics, extract demographic insights, and identify potential leads from comments and accounts. Support features such as sentiment analysis and comparative engagement assessments across different Instagram accounts. - **[Human Loop Server](https://github.com/boorich/mcp-human-loop)** - Manage human-agent collaboration by using a sequential scoring system to evaluate and determine the necessity of human intervention in AI operations based on complexity and sensitivity of requests. - **[Integrator Automation Server](https://github.com/boostspace/integrator-mcp-server)** - Enables AI assistants to interact with Integrator automation workflows, facilitating bidirectional communication and complex automation logic. Exposes scenarios with parameter descriptions and structured JSON outputs for seamless integration with AI systems. - **[box3-engine-openapi-mcp](https://github.com/box3lab/engine-openapi-mcp)** - 提供了一系列用于神岛引擎的 OpenAPI MCP 工具，通过脚本管理和数据存储操作，支持 AI 更高效调用引擎接口与实现代码辅助功能。 - **[MCP Chain of Draft (CoD) Prompt Tool](https://github.com/brendancopley/mcp-chain-of-draft-prompt-tool)** - Transforms prompts using another LLM while applying Chain of Draft or Chain of Thought reasoning techniques, producing minimal yet informative intermediate outputs to enhance task execution and reduce token usage. - **[Brev MCP server](https://github.com/brevdev/brev-mcp)** - Connects to Brev's API to manage organizational resources. Requires a CLI access token for authentication and supports organization switching through command line instructions. - **[Sharepoint](https://github.com/BrianCusack/mcpsharepoint)** - Connect to organizational Sharepoint to access and manage documents and files using the Microsoft Graph API. Provides functionality for searching and listing sites within Sharepoint for enhanced productivity. - **[Jira Integration Server](https://github.com/brianstone/jira-mcp-server)** - Manage Jira issues through the MCP protocol, including creating, searching, assigning, unassigning, and editing issues to enhance project management workflows. - **[Cursor](https://github.com/Buga-luga/cursor-mcp)** - Integrate AI capabilities within desktop applications through the Cursor IDE, facilitating enhanced code editing and development workflows with Claude AI. This MCP implementation acts as a bridge to streamline interaction between AI models and desktop software. - **[Notify Server](https://github.com/burkeholland/mcp-notify)** - Send customizable system notifications across various platforms directly from LLM agents, enhancing user interaction. Integrates effectively with VS Code to facilitate quick setup and usage. - **[Bucket](https://github.com/bucketco/bucket-javascript-sdk)** - Feature flagging solution that integrates customer feedback for rolling out features, enabling adaptive product management and user satisfaction enhancement. - **[Cloudzero](https://github.com/burkestar/cloudzero-mcp)** - Interact with cloud cost data from a large language model to analyze billing, dimensions, and budgets. Provides tools for plotting and visualizing cloud expenses over time using the CloudZero v2 API. - **[Calendar Tools](https://github.com/cablate/mcp-google-calendar)** - Manage calendar events by creating, listing, updating, and deleting them efficiently. - **[Gmail MCP Server](https://github.com/cablate/mcp-google-gmail)** - Integrate Gmail with advanced filtering and automation to read, search, and process emails and attachments. Enhance email management tasks through seamless connectivity with LLMs. - **[Desktop Notification Server](https://github.com/Cactusinhand/mcp_server_notify)** - Sends desktop notifications and alert sounds upon the completion of agent tasks, enhancing user interaction with timely alerts. Supports integration with various LLM clients across multiple platforms including Windows, macOS, and Linux. - **[Langflow](https://github.com/caiomioto2/langflow)** - Langflow provides a low-code interface for building and managing AI applications. It facilitates the creation, testing, and deployment of workflows using various models and APIs without requiring extensive coding knowledge. - **[YNAB Budget Assistant](https://github.com/calebl/ynab-mcp-server)** - Interact with your YNAB budget through AI conversations to manage finances by adding transactions, approving expenses, and checking budget status. - **[Azure DevOps Integration Server](https://github.com/cakriwut/ado-mcp-server)** - Integrates with Azure DevOps to manage work items, pipelines, and pull requests from the Cline environment. Automates tasks and retrieves project information to streamline development processes. - **[JIRA](https://github.com/CamdenClark/jira-mcp)** - Interact with JIRA to execute JQL searches and retrieve detailed information about specific issues, facilitating integration with Large Language Models (LLMs). - **[Bazi Calculator](https://github.com/cantian-ai/bazi-mcp)** - Provides precise Bazi (Chinese metaphysical) calculations to deliver insights on personality and destiny. It enables AI agents to access accurate Bazi data for applications in fortune-telling and cultural analysis. - **[Supabase MCP Server](https://github.com/Cappahccino/SB-MCP)** - Seamlessly interact with Supabase to perform CRUD operations on Postgres tables, optimizing database management tasks and enabling real-time data access for applications. - **[Search Intent Analysis Service](https://github.com/captainChaozi/search-intent-mcp)** - Analyzes user search keywords to reveal intent and provides insights for enhancing SEO strategies. Delivers possible categories, reasoning, and related references to improve search effectiveness. - **[Token Info Server](https://github.com/Castrozan/token-info-mcp)** - Validates OAuth tokens and retrieves detailed information including expiration status, validity time, client details, associated scopes, and user ID. Enables seamless integration with MCP-compatible clients to streamline token management workflows. - **[Gerrit Code Review Server](https://github.com/cayirtepeomer/gerrit-code-review-mcp)** - Integrates with the Gerrit code review system to facilitate the fetching of change details, comparison of patchset differences, and analysis of file modifications. Streamlines code review workflows by providing access to detailed change information in an efficient manner. - **[Notion Integration Server](https://github.com/ccabanillas/notion-mcp)** - Integrate with Notion's API to manage your databases and pages, allowing for querying, creation, and updates of content within your Notion workspace. Features include searching across the workspace and retrieving database details with type safety and proper error handling. - **[SEO Automation and Optimization](https://github.com/ccnn2509/app-seo-ai)** - Automates SEO tasks and optimizes content using insights from Google Ads Keyword Planner, including keyword research, SERP analysis, and competitor analysis. Provides tailored SEO recommendations based on data-driven insights. - **[ADP MCP Server by CData](https://github.com/CDataSoftware/adp-mcp-server-by-cdata)** - Enables natural language querying of live ADP data via a read-only MCP interface, integrating ADP data into AI clients for real-time insights and data retrieval. Utilizes CData's JDBC driver technology to provide access to complex data sources without requiring SQL knowledge. - **[myExcel](https://github.com/cct20152/myExcel)** - A web-based spreadsheet application that supports essential Excel functions such as cell merging, insertion, deletion, and custom formatting. Users can interactively edit cells, apply styles, and manage cell selections through intuitive controls. - **[Adobe Analytics MCP Server by CData](https://github.com/CDataSoftware/adobe-analytics-mcp-server-by-cdata)** - Enables natural language querying of live Adobe Analytics data, providing real-time insights without the need for SQL. Utilizes the CData JDBC Driver to expose Adobe Analytics data as relational SQL models for conversational queries. - **[CData Connect Cloud MCP Server](https://github.com/CDataSoftware/connectcloud-mcp-server)** - Query and manage cloud-connected data sources using SQL, perform metadata introspection, and execute stored procedures. Integrates with AI workflows to support data-driven decision making. - **[Dynamics 365 MCP Server by CData](https://github.com/CDataSoftware/dynamics-365-mcp-server-by-cdata)** - Enables natural language querying of live Dynamics 365 data through an MCP interface, facilitating read-only access to data without requiring SQL knowledge. Utilizes the CData JDBC Driver to provide a simple way for LLMs to retrieve up-to-date insights from Dynamics 365. - **[CData JDBC MCP Server](https://github.com/CDataSoftware/cdata-jdbc-mcp-server)** - Queries live data from over 300 sources using CData JDBC Drivers through a Model Context Protocol interface, enabling natural language access without requiring SQL knowledge. It facilitates integration with AI clients to retrieve real-time information from various data sources. - **[Gmail MCP Server by CData](https://github.com/CDataSoftware/gmail-mcp-server-by-cdata)** - Enable querying of live Gmail data through a read-only MCP interface using natural language, making Gmail data accessible as relational models via the CData JDBC Driver. - **[Excel Online MCP Server by CData](https://github.com/CDataSoftware/excel-online-mcp-server-by-cdata)** - Enables natural language querying of live data from Excel Online through a Model Context Protocol (MCP) interface, facilitating integration of Excel data into AI workflows. Provides read-only access to Excel Online data via a JDBC driver without requiring SQL knowledge. - **[Google Analytics MCP Server by CData](https://github.com/CDataSoftware/google-analytics-mcp-server-by-cdata)** - Provides a read-only interface to query live Google Analytics data using natural language, converting analytics information into relational models via the CData JDBC Driver. - **[Google Calendar MCP Server by CData](https://github.com/CDataSoftware/google-calendars-mcp-server-by-cdata)** - Query live Google Calendar data through a read-only interface using natural language. Retrieve calendar events and related information seamlessly integrated into AI workflows. - **[HubSpot MCP Server by CData](https://github.com/CDataSoftware/hubspot-mcp-server-by-cdata)** - Enables natural language querying of live HubSpot data via a read-only MCP interface without requiring SQL knowledge. Utilizes the CData JDBC Driver to access and retrieve real-time HubSpot information for LLMs. - **[Sage Intacct MCP Server by CData](https://github.com/CDataSoftware/intacct-mcp-server-by-cdata)** - Provides a read-only interface for querying live Intacct data using natural language, enabling seamless integration with large language models (LLMs) to access up-to-date financial and operational information. - **[Microsoft Teams MCP Server by CData](https://github.com/CDataSoftware/microsoft-teams-mcp-server-by-cdata)** - Enable natural language queries to access and retrieve real-time Microsoft Teams data without SQL knowledge, leveraging the CData JDBC Driver for seamless AI integration. - **[Jira MCP Server by CData](https://github.com/CDataSoftware/jira-mcp-server-by-cdata)** - Connects to live Jira data using a read-only Model Context Protocol interface, enabling natural language queries to retrieve current information without SQL knowledge. - **[MySQL MCP Server by CData](https://github.com/CDataSoftware/mysql-mcp-server-by-cdata)** - Connect to MySQL databases to perform natural language queries, retrieve table and column metadata, and execute SQL SELECT queries through a simple MCP interface. Designed for LLM clients to access live MySQL data seamlessly. - **[NetSuite MCP Server by CData](https://github.com/CDataSoftware/netsuite-mcp-server-by-cdata)** - Enables natural language querying of live NetSuite data via a read-only MCP interface, utilizing the CData JDBC Driver to expose NetSuite data as relational SQL models. - **[SAP SuccessFactors MCP Server by CData](https://github.com/CDataSoftware/sap-successfactors-mcp-server-by-cdata)** - Enables natural language querying of live SAP SuccessFactors data through an MCP interface without requiring SQL knowledge. Connects AI models to SAP SuccessFactors data for seamless retrieval of tables, columns, and execution of queries. - **[Slack MCP Server by CData](https://github.com/CDataSoftware/slack-mcp-server-by-cdata)** - Enables natural language querying of live Slack data through a read-only MCP interface, allowing users to access and retrieve real-time information from their Slack workspace without SQL knowledge. - **[QuickBooks Online MCP Server by CData](https://github.com/CDataSoftware/quickbooks-online-mcp-server-by-cdata)** - Provides a read-only interface for querying live QuickBooks Online data using natural language, facilitating seamless integration with AI clients for real-time financial insights. - **[Salesforce MCP Server by CData](https://github.com/CDataSoftware/salesforce-mcp-server-by-cdata)** - Enables natural language querying of live Salesforce data through an MCP interface without requiring SQL knowledge. Connects AI models to Salesforce data for seamless retrieval of tables, columns, and execution of queries. - **[Veeva MCP Server by CData](https://github.com/CDataSoftware/veeva-mcp-server-by-cdata)** - Enables natural language querying of live Veeva data through a straightforward MCP interface, allowing real-time information retrieval without requiring SQL knowledge. Interfaces with the CData JDBC Driver for easy access to Veeva data models. - **[Workday MCP Server by CData](https://github.com/CDataSoftware/workday-mcp-server-by-cdata)** - Enables natural language querying of live Workday data through a read-only MCP interface, allowing LLMs to retrieve up-to-date information without needing SQL knowledge. Utilizes the CData JDBC Driver to connect and expose Workday data as relational SQL models. - **[FindMCP](https://github.com/Ceeon/findmcp)** - Provides a directory of MCP services specifically designed for integration with the Cursor editor, allowing seamless access to Smithery.ai URLs for enhancing LLM capabilities. - **[任务管理工具](https://github.com/Ceeon/MCP-prompt)** - A task management tool that enables users to retrieve and manage tasks efficiently. It provides a simple API to access the task list and detailed information on specific tasks. - **[GitHub Integration Server](https://github.com/celyes/github-mcp-server)** - Integrate with GitHub APIs for automation and interaction, enabling the ability to extract repository data and manage workflows. Build AI-powered tools that connect with GitHub's ecosystem and customize functionalities through configurable toolsets. - **[CentralMind Gateway](https://github.com/centralmind/gateway)** - Universal MCP server tailored for databases, facilitating secure and compliant interactions optimized for large language models and AI agents. It supports a variety of database systems including PostgreSQL, MySQL, and ElasticSearch among others. - **[Chakra MCP Server](https://github.com/Chakra-Network/mcp-server)** - Interact with databases using natural language queries, enabling the creation, updating, and deletion of tables. Manage real-time data insights through subscribed data shares. - **[Slack MCP Server](https://github.com/Chandrakant0110/slack-mcp)** - Interact with Slack by managing channels, posting messages, and retrieving user profiles through a standardized API interface. Enhance team collaboration and workflow automation within a Slack workspace. - **[ELADMIN后台管理系统](https://github.com/ChaplinLittleJenius/eladmin-mp)** - A backend management system built on Spring Boot that supports user management, role management, menu management, and offers code generation for both front and back end. It integrates various tools for operational management and performance monitoring. - **[Python Jira MCP Server](https://github.com/Chase-Bullock/python-jira-mcp)** - Integrates with Jira to enable AI models to perform operations like searching for issues using JQL queries and retrieving detailed information about specific Jira issues. - **[Chargebee MCP Server](https://github.com/chargebee/agentkit)** - Integrate Chargebee's API services and documentation directly into coding environments to enhance development efficiency. Provide context-aware code snippets and access to Chargebee's knowledge base for streamlined integration processes. - **[Flomo Note Writer](https://github.com/chatmcp/mcp-server-flomo)** - Write notes directly to Flomo by capturing and sending text content through a simple integration, streamlining the note-taking workflow. - **[Metabase Analytics Integration Server](https://github.com/cheukyin175/metabase-mcp)** - Integrate with the Metabase analytics platform to access dashboards, cards, and databases. Execute queries and retrieve structured data through a conversational interface with comprehensive logging and error handling capabilities. - **[飞书MCP机器人](https://github.com/Chenzhi-Ana/feishu_mcp_server)** - Connects Claude or Cursor users with the Feishu bot through an MCP server, enabling the execution of business logic via the Feishu API. Facilitates automation and interaction by integrating language model capabilities with Feishu applications. - **[Bitrix24 REST API PHP SDK](https://github.com/chicuza/bitrix24-php-sdk)** - PHP library to interact with the Bitrix24 REST API, supporting flexible authentication methods and efficient data handling. Provides features like typed method calls and batch queries for integrating with Bitrix24 portals. - **[fast_bitrix24](https://github.com/chicuza/fast_bitrix24)** - Provides a Python API wrapper for Bitrix24 to efficiently retrieve and manipulate data via REST API, handling batching, parallel requests, and rate limiting. Supports both synchronous and asynchronous clients with OAuth authorization and progress tracking. - **[AI Customer Support Bot](https://github.com/ChiragPatankar/AI-Customer-Support-Bot--MCP-Server)** - Provides AI-powered customer support by processing queries in real-time and integrating with Glama.ai for context fetching and Cursor AI for response generation. - **[Vercel AI SDK](https://github.com/chiziuwaga/vercel-ai-sdk-mcp-project)** - Integrates Vercel AI SDK core functionalities into AI development environments, enabling intelligent responses and dynamic data handling for applications. Supports features like object generation, text generation, streaming text, and UI component creation. - **[Naver DataLab MCP Server](https://github.com/choi20201101/ccfm_naver)** - Access Naver DataLab data through an MCP server interface, enabling queries and the use of analytics in AI applications. Supports retrieval and manipulation of Naver DataLab insights for data-driven decision making. - **[Role-Specific Context Server](https://github.com/Chris-June/MCP-Server)** - Manages AI agents by defining contextual boundaries based on specific roles, ensuring tailored instructions and relevant memory for each agent while allowing for dynamic adjustments in tone and style. Supports the creation and management of custom roles with dedicated system prompts and memory isolation. - **[Custom GitLab Server](https://github.com/chris-miaskowski/custom-gitlab-mcp-server)** - Integrate AI assistants with GitLab repositories to manage files, issues, and merge requests. Perform actions like searching for repositories, updating files, and forking projects. - **[Hevy Fitness API MCP Server](https://github.com/chrisdoc/hevy-mcp)** - Access and manage workout data through the Hevy fitness tracking app's API, enabling interaction with workouts, routines, and exercise templates. - **[Task Manager](https://github.com/chriscarrollsmith/taskqueue-mcp)** - Manage multi-step tasks with user approval checkpoints, streamline project workflows, and track progress efficiently. The tool features task visualization, status state management, and an enhanced CLI for inspection and management. - **[Outline Document Search Server](https://github.com/ChrisL108/outline-mcp)** - Search and retrieve documents from Outline knowledge bases, facilitating access to internal documentation. Supports secure access via interactive credentials and environment variables. - **[Keycloak](https://github.com/ChristophEnglisch/keycloak-model-context-protocol)** - Manage users and realms in Keycloak, including creating and deleting users, as well as listing available realms and users within specific realms. - **[Todoist-mcp-server-extended](https://github.com/Chrusic/todoist-mcp-server-extended)** - Integrate natural language task management with Todoist to manage tasks, projects, and labels using everyday language. This server provides tools for creating, updating, and completing tasks seamlessly. - **[Chronulus AI Forecasting & Prediction Agents](https://github.com/ChronulusAI/chronulus-mcp)** - Provides advanced forecasting and prediction capabilities to enhance decision-making processes with real-time insights. Integrates seamlessly with existing workflows for efficient data utilization. - **[ClickUp Task Integration Server](https://github.com/cjohnstonr/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders using natural language commands. Enables creation, updating, organization, and tracking of tasks and tags within a workspace. - **[Shrimp Task Manager](https://github.com/cjo4m06/mcp-shrimp-task-manager)** - Guides agents through structured workflows to enhance programming efficiency and manage task memory effectively, reducing redundancy in coding processes. - **[ClickUp Task Integration Server](https://github.com/cjohnstonr/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders using natural language commands. Provides features for creating, updating, organizing, and tracking tasks and tags within the ClickUp workspace. - **[VeyraX MCP](https://github.com/clarenous/veyrax-mcp)** - VeyraX MCP enables seamless integration of various tools across multiple MCP-compatible environments through a single authentication. Users can efficiently manage and utilize their tools within AI assistants and editors without repeated logins. - **[Connection Hub for AI Tools and Services](https://github.com/claymore666/MCPConnectionHub)** - Centralized gateway for unifying access to various AI tools and services via an OpenAI-compatible API. Supports both synchronous and asynchronous execution while managing jobs with a comprehensive tracking system. - **[Clay MCP](https://github.com/clay-inc/clay-mcp)** - A simple server for accessing networks and integrating various tools to enhance applications and workflows. It facilitates seamless connections to existing systems for efficient data handling and functionality. - **[CircleCI MCP Server](https://github.com/CircleCI-Public/mcp-server-circleci)** - Facilitates natural language interactions with CircleCI functionality, enabling retrieval of build logs, analysis of failures, and management of CI/CD processes directly from IDEs. Integrates CircleCI commands into the development workflow for enhanced efficiency. - **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Interact with Cloudflare services including deploying Workers, managing KV Store, handling R2 Storage, executing SQL queries in D1 databases, and retrieving analytics data. - **[GitLab PR Analysis Server](https://github.com/CodeByWaqas/MRConfluenceLinker-mcp-server)** - Fetch and analyze GitLab merge requests, and store the analysis results in Confluence documentation to enhance documentation workflows. - **[Salesforce CLI MCP Server](https://github.com/codefriar/sf-mcp)** - Integrate Salesforce CLI commands into AI workflows to execute commands, view help information, and manage Salesforce projects directly from LLM tools. - **[MasterGO MCP Server](https://github.com/ClyingDeng/MasterGO-McpServer)** - Facilitates the building and deployment of MCP services by providing a framework for integrating external data and tools, enabling context-aware applications. - **[Codacy MCP Server](https://github.com/codacy/codacy-mcp-server)** - Access and manage code quality, security, and repository data from the Codacy API, enabling analysis of repository metrics and issues. Integrates with development workflows for seamless management of code quality and security checks. - **[Sentry MCP Server](https://github.com/codyde/mcp-sentry-ts)** - Interact with Sentry's API to retrieve and analyze error data, manage projects, and monitor application performance. - **[Google Ads Integration](https://github.com/cohnen/mcp-google-ads)** - Integrates Google Ads data with Claude AI for analysis and reporting through natural language queries. Provides insights into campaign performance, metrics tracking, and ad management. - **[ClickUp Task Integration Server](https://github.com/coinspiracynut/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders through natural language commands. Support for task creation, updates, dependencies, tagging, time tracking, and organization in ClickUp workspaces. - **[Cloud PC Management](https://github.com/complexdevel/mcp-cloud-pc)** - Manage Azure Cloud PCs using the Microsoft Graph API, enabling users to list available Cloud PCs, reboot them, and update their display names. Interaction is facilitated through simple commands to enhance cloud management capabilities. - **[Opik MCP Server](https://github.com/comet-ml/opik-mcp)** - Integrate with IDEs to manage prompts, projects, and metrics through a standardized protocol. Provides multiple transport options for seamless connectivity across various environments. - **[Opik](https://github.com/comet-ml/opik)** - Opik provides tools for monitoring and improving the performance of large language models (LLMs) with features like comprehensive tracing, evaluations, and dashboards. It supports automated evaluations and integration with CI/CD pipelines to ensure the quality and reliability of LLM applications. - **[Opik MCP Server](https://github.com/comet-ml/opik-mcp)** - Integrates with IDEs to provide access to Opik features via a standardized protocol. Facilitates the management of prompts, projects, and metrics with a unified interface and various transport options for flexible integration. - **[Google Meet MCP Server](https://github.com/cool-man-vk/google-meet-mcp-server)** - Interact with Google Meet programmatically by creating, managing, and retrieving meetings through the Google Calendar API for streamlined scheduling tasks. - **[Confluence MCP Server](https://github.com/cosmix/confluence-mcp)** - Interact with Confluence content, enabling retrieval, creation, and updates of pages, comments, and attachments through a standardized interface. - **[Confluent MCP Server](https://github.com/confluentinc/mcp-confluent)** - Interact with Confluent Kafka and Confluent Cloud REST APIs, managing Kafka resources and data schemas through a user-friendly interface. Enable natural language interactions for handling Kafka topics, connectors, and Flink SQL statements. - **[GitHub Enterprise MCP Server](https://github.com/ddukbg/github-enterprise-mcp)** - Integrate with GitHub Enterprise to access repository information, manage issues, and handle pull requests. Provides a streamlined interface for repository management and collaboration. - **[Metabase Analytics Integration Server](https://github.com/CPR43/metabase-mcp)** - Integrates AI assistants with the Metabase analytics platform for accessing dashboards, executing queries, and managing analytics resources through conversational interaction. Supports structured data access and provides various authentication methods for secure operations. - **[Linear Issue and Project Management Server](https://github.com/crafted-app/linear-mcp)** - Manage issues, projects, and teams within the Linear platform by creating, listing, updating, and retrieving detailed information with flexible filtering and customizable properties. Integrate directly with Linear's API to streamline project workflows. - **[CrateDB MCP Server](https://github.com/crate/cratedb-mcp)** - Enables LLMs to interact directly with CrateDB for optimized query handling and data insights, facilitating the ability to answer questions about data and assist with debugging and optimizing queries. - **[Expert Server](https://github.com/crazyrabbitLTC/mcp-expert-server)** - Provides intelligent query generation and documentation assistance using Claude AI by analyzing API documentation. Delivers tools for generating queries from natural language requests and retrieving relevant documentation information based on user questions. - **[Vibe-Coder](https://github.com/crazyrabbitLTC/mcp-vibecoder)** - Facilitates a structured development workflow for LLMs focused on coding by organizing feature clarification, generating PRDs and implementation plans, and tracking progress with phased task management. - **[promptz.dev MCP Server](https://github.com/cremich/promptz-mcp)** - Streamlines access to prompts from promptz.dev, enabling users to search and execute prompts and project rules directly within their development environment. Reduces context switching by allowing prompt retrieval through natural language queries. - **[Asana Integration Server](https://github.com/cristip73/mcp-server-asana)** - Connects AI tools to Asana for managing tasks, projects, and workspaces directly through an LLM interface, facilitating streamlined workflow and productivity. - **[Crossmint Checkout](https://github.com/Crossmint/mcp-crossmint-checkout)** - Enable programmatic purchasing of physical and virtual goods using stablecoins with a single API call. Offers reliable purchases including expedited shipping, receipts, tax collection, and support for returns and refunds across a vast inventory. - **[Feishu(飞书) Integration Server](https://github.com/cso1z/Feishu-MCP)** - Manage and manipulate Feishu documents with capabilities for creating, editing, and extracting structured and unstructured content, along with rich text formatting and code block handling. - **[Data Gouv MCP Server](https://github.com/csonigo/datagouv-mcp-server)** - Interact with Datagouv APIs to retrieve up-to-date company information in France, allowing searches by company name, CEO, or address through a simple API interface. - **[Lark Function Call AI Agent](https://github.com/cv-cat/LarkAgentX)** - Enables function calls and message handling within the Lark ecosystem, utilizing a user's Lark account as an AI assistant. It automatically analyzes user input to invoke relevant functions and stores messages in a MySQL database for chat management. - **[Git MCP Server](https://github.com/cyanheads/git-mcp-server)** - Interact with Git repositories through a robust API, enabling operations such as cloning, committing, pushing, and repository management. Focuses on optimizing performance, error handling, and secure command execution. - **[ATLAS MCP Server](https://github.com/cyanheads/atlas-mcp-server)** - Hierarchical task management with a focus on projects and knowledge automation enabling adaptive logic and task handling. - **[Ntfy MCP Server](https://github.com/cyanheads/ntfy-mcp-server)** - Send notifications to devices with customizable options utilizing the ntfy push notification service, enabling real-time alerts and updates for applications. Integrate with LLMs and AI agents for enhanced communication. - **[DevDocs](https://github.com/cyberagiinc/DevDocs)** - Streamlines documentation research by leveraging intelligent crawling and integrates MCP servers to enhance knowledge base accessibility. Facilitates faster development across various technologies by providing actionable resources from comprehensive documentation. - **[agile-planner-mcp-server](https://github.com/cyberlife-coder/agile-planner-mcp-server)** - Generates structured agile backlogs with AI-guided annotations based on project descriptions, facilitating user story creation and task tracking. Provides AI-optimized guidance for backlog organization and progress tracking. - **[Crunchbase Data Access Server](https://github.com/Cyreslab-AI/crunchbase-mcp-server)** - Provides access to Crunchbase data, enabling searches for companies, retrieval of detailed company information, and access to funding and acquisition data. Supports querying for people associated with companies as well. - **[Global Configuration Repository](https://github.com/dai/.github)** - Manage global configurations to enhance collaboration and customize workflows. Utilize tailored settings to improve the development experience while integrating with GitHub Copilot. - **[gdsx](https://github.com/daigxok/gdsx)** - Facilitates access to and manipulation of educational resources for analysis and development in reform initiatives. Supports collaboration and insight generation in educational research contexts. - **[OSSInsight](https://github.com/damonxue/mcp-ossinsight)** - Analyze GitHub data to gain insights into repositories, developers, and organizations, enabling detailed understanding of the open-source ecosystem through natural language queries. - **[Notion Integration](https://github.com/danhilse/notion_mcp)** - Integrates with Notion's API to manage a personal todo list with tasks, deadlines, and completion status. Supports basic operations for adding, updating, and checking off tasks in a minimalist Notion setup. - **[Quickbase Connector](https://github.com/danielbushman/MCP-Quickbase)** - Interact with Quickbase data using natural language, facilitating the management of apps, tables, and records. Leverages AI for efficient data access and manipulation through the Quickbase JSON RESTful API. - **[Fillout.io](https://github.com/danielma-tic/fillout-mcp-server)** - Manage forms, handle responses, and perform analytics through the Fillout.io API. - **[OneNote MCP Server](https://github.com/danosb/onenote-mcp)** - Access and manage OneNote notebooks through AI interfaces, enabling note creation, content reading, search functionality, and summarization directly within the AI session. - **[MSSQL MCP Server](https://github.com/daobataotie/mssql-mcp)** - Provides capabilities for database interaction, allowing execution of SQL queries, data analysis, and automatic generation of business insight memos. - **[Inbox MCP](https://github.com/darinkishore/Inbox-MCP)** - Automate email management by organizing, triaging, and batch-processing emails from multiple providers such as Gmail, Outlook, and iCloud using conversational commands. The server streamlines workflows and reduces cognitive load with tools that generate easily parsable XML responses for seamless integration. - **[飞书多维表格](https://github.com/DarkNoah/feishu-mcp)** - Provides Model Context Protocol (MCP) services for Feishu (Lark) applications, enabling interaction with Feishu's API for multidimensional table operations. Supports creation, updating, searching, and deletion of records, as well as application and table creation. - **[Databutton App](https://github.com/databutton/databutton-app-mcp)** - Connects API endpoints from a Databutton app for use with LLMs via the MCP protocol over websockets, enabling direct interaction and functionality integration. Securely runs locally to bridge Databutton apps with any MCP compatible client. - **[Databutton](https://github.com/databutton/databutton-mcp)** - Facilitates the planning and development of business applications by generating initial app plans and creating foundational structures using React and Python APIs. Supports seamless integration for building complex applications with an AI-driven approach. - **[AI公文写作助手](https://github.com/David09090218/ai-document-writer)** - 快速生成各类专业公文，支持用户选择公文类型和输入提示，智能生成符合规范的文档内容。响应式设计和简洁界面提高了用户的写作效率。 - **[AutoGPT](https://github.com/Davidchoi79/AutoGPT)** - Create, deploy, and manage continuous AI agents that automate complex workflows using a library of pre-configured options or custom-built agents. - **[Project Handoffs](https://github.com/davidorex/project-handoffs)** - Manage AI session handoffs, track next steps, and organize projects based on priority levels for implementation impact. - **[X Server](https://github.com/DataWhisker/x-mcp-server)** - Integrates with X (Twitter) for functionalities such as reading tweets from the home timeline, creating new tweets, and replying to existing tweets. Includes built-in rate limit handling for the free API tier with a TypeScript implementation that provides full type safety. - **[DBCode - Database Management](https://github.com/dbcodeio/public)** - Connect to over 20 different databases for data management tasks. Query, visualize, and edit data without writing SQL, utilizing AI-powered features for enhanced productivity. - **[Google Calendar Server](https://github.com/deciduus/calendar-mcp)** - Integrate with the Google Calendar API for calendar management and scheduling through natural language processing. Perform operations such as listing, creating, updating, and deleting events with OAuth 2.0 authentication. - **[DealX Platform Server](https://github.com/DealExpress/mcp-server)** - Enables interaction with ads on the DealX platform through natural language queries, supporting search, sorting, and pagination of ads. The framework is easily extendable for future functionalities related to the DealX platform. - **[Figma MCP Server](https://github.com/deepsuthar496/figma-mcp-server)** - Integrate with Figma's API to manage files, comments, and projects. Retrieve file information, manage comments, and automate tasks related to design workflows. - **[DeepL Translation Server](https://github.com/DeepLcom/deepl-mcp-server)** - Provides translation and rephrasing capabilities using the DeepL API, enabling seamless multilingual communication with automatic language detection and control over formality. - **[Google Forms Integration Server](https://github.com/delorenj/google-forms-mcp)** - Create and manage Google Forms, including adding questions and retrieving responses. Streamline form management through the integration with the Google Forms API. - **[Trello Server](https://github.com/delorenj/mcp-server-trello)** - Interact with Trello boards, manage cards, lists, and activities, while automating API interactions with built-in rate limiting and error handling. - **[Ticketmaster](https://github.com/delorenj/mcp-server-ticketmaster)** - Provides tools for discovering events, venues, and attractions via the Ticketmaster Discovery API, enabling flexible searches based on keywords, dates, and locations, with structured outputs for programmatic access or human-readable formats. - **[SQL Server Interaction Tool](https://github.com/dennismartis/sql_mcp_server)** - Interact with SQL databases using natural language for executing queries, managing tables, and retrieving information seamlessly through a conversational interface. - **[Email sending (used by Deploya.dev)](https://github.com/deploya-labs/mcp-resend)** - Compose and send emails directly from LLM applications using Resend's API, facilitating seamless email communication without manual copying and pasting of content. - **[Descope MCP Server](https://github.com/descope-sample-apps/descope-mcp-server-stdio)** - Interact with Descope's Management APIs to search and retrieve project-related information, manage users, and enhance project workflows. - **[Twilio Agent Payments](https://github.com/deshartman/twilio-agent-payments-mcp-server)** - Processes secure payments during voice calls using the Twilio API, capturing payment information while ensuring PCI compliance. Features include asynchronous callbacks, guided workflows, and secure credential handling. - **[Twilio Messaging](https://github.com/deshartman/twilio-messaging-mcp-server)** - Send SMS messages using the Twilio API and receive status callbacks for enhanced message management. Integrate seamlessly with LLM applications like Claude AI through the Model Context Protocol (MCP). - **[Descope MCP Server](https://github.com/descope-sample-apps/descope-mcp-server-stdio)** - Interact with Descope's Management APIs to manage users and retrieve audit logs, enabling effective project administration and user management. - **[Slack Integration Server](https://github.com/dev-palboksoft/kimpalbok-slack-mcp-server)** - Enables interaction with Slack workspaces, allowing users to list channels, post messages, reply to threads, add reactions, and retrieve user and message information. - **[Google Spreadsheet Manipulator](https://github.com/dev-ithitchhiker/mcp-google-docs)** - Manipulate Google Spreadsheets and Drive to create, copy, and manage files, allowing for efficient integration of document operations within applications. - **[GitHub](https://github.com/dev-assistant-ai/mcp-servers)** - Interact with GitHub repositories, manage files, perform advanced search functions, and automate workflows with automatic branch creation and error handling while preserving Git history. - **[GitHub Projects](https://github.com/devassistantai/mcp-servers)** - Interact with the GitHub Projects V2 API to manage projects, tasks, items, fields, and views using GraphQL. Automated project organization and workflow enhancements are facilitated through this interface. - **[YAPI MCP Server](https://github.com/devilMing/yapi-mcp-server)** - Access YAPI interface details for seamless integration of YAPI projects and enhance development workflows. Provides real-time updates through server-sent events (SSE). - **[DevHub CMS Integration](https://github.com/devhub/devhub-cms-mcp)** - Manage content within the DevHub CMS system, allowing for the creation, updating, and retrieval of blog posts and media through an intuitive interface. Integrates with Large Language Models to enhance content management tasks without direct API integration. - **[TESS AI Integration Server](https://github.com/diegofornalha/mcp-server-tess)** - Facilitates interaction with the TESS platform using structured commands for managing agents, retrieving details, and executing tasks with custom parameters. Access the TESS API for dynamic data interactions and file management. - **[Spinnaker MCP Server](https://github.com/dion-hagan/mcp-server-spinnaker)** - Integrates AI models with Spinnaker to manage and optimize deployment processes, leveraging contextual information for proactive issue detection and decision-making in CI/CD workflows. - **[Tabler Dashboard Template](https://github.com/din-djarin3/tabler)** - Create responsive and high-quality admin dashboards using an open-source template that supports customization and integration with various components for user-friendly interfaces across modern browsers. - **[Just Prompt](https://github.com/disler/just-prompt)** - Unifies interactions with multiple large language model (LLM) providers through a single API to send prompts and receive markdown formatted responses. Enables management of multiple models in parallel, simplifying workflow integration for various AI models. - **[MarkItDown](https://github.com/diventnsknew/markitdown)** - Converts various file formats to Markdown, facilitating integration with LLM applications and enabling text analysis pipelines while preserving document structure. Includes features for audio transcription and document intelligence to enhance data processing capabilities. - **[Todoist Integration](https://github.com/dkeesey/todoist-mcp-server)** - Manage Todoist tasks including creating, updating, completing, and deleting tasks, as well as organizing them into projects and labels. Search and filter tasks based on various criteria directly through conversational commands. - **[Bruno API Server](https://github.com/djkz/bruno-api-mcp)** - Expose Bruno API collections as MCP tools for interaction through the MCP protocol, enabling streamlined access to data and functionalities. Integrate and debug APIs efficiently by collocating source code with data sources for seamless operations. - **[REST API Tester](https://github.com/dkmaker/mcp-rest-api)** - TypeScript-based MCP server for testing and interacting with REST API endpoints directly from the development environment. It facilitates the assessment and manipulation of RESTful services through Cline tools. - **[Bybit Server](https://github.com/dlwjdtn535/mcp-bybit-server)** - Interact with the Bybit API to fetch market data, manage account information, and execute or cancel trades. Offers a streamlined interface for automating trading strategies using MCP tools. - **[Minima](https://github.com/dmayboroda/minima)** - Minima is an open source RAG server that operates on-premises, allowing integration with ChatGPT and MCP. It provides secure local storage and processing of data while supporting querying of local documents through customizable GPT interfaces. - **[Certificates Service](https://github.com/DogFc/cas)** - Manage and handle digital certificates efficiently to simplify certificate operations and ensure secure communications. Provides functionality for trust management within infrastructure environments. - **[m4v](https://github.com/doanbactam/code)** - Connect to a community-driven directory of open source alternatives to proprietary software. Discover, explore, and contribute to a collection of open source services that facilitate business growth. - **[Pulumi MCP Server](https://github.com/dogukanakkaya/pulumi-mcp-server)** - Integrate applications with external data and tools using a standardized protocol. Enable dynamic interactions between LLMs and various resources for enhanced workflows. - **[DoiT MCP Server](https://github.com/doitintl/doit-mcp-server)** - Access DoiT platform data for cloud incident troubleshooting and analytics. Retrieve anomalies and analytics reports with real-time insights from the DoiT API. - **[Amadeus MCP Server](https://github.com/donghyun-chae/mcp-amadeus)** - Integrates with the Amadeus Flight Offers Search API to enable natural language flight searches between specified locations and dates. Facilitates retrieval of flight options using large language models. - **[Airtable Server](https://github.com/domdomegg/airtable-mcp-server)** - Provides read and write access to Airtable databases, enabling interaction with database schemas and record manipulation. - **[Mercury MCP](https://github.com/dragonkhoi/mercury-mcp)** - Interface with Mercury banking data to access financial information and perform various banking operations through compatible MCP clients. - **[Mixpanel Integration](https://github.com/dragonkhoi/mixpanel-mcp)** - Interface with Mixpanel analytics data to query event information, user retention, and funnel performance. Conduct on-demand lookups for specific cohort analyses and other relevant metrics. - **[Ramp MCP](https://github.com/dragonkhoi/ramp-mcp)** - Access Ramp data via the Ramp API, facilitating interaction with credit card transactions and spend management tools. Provides a command interface for financial insights and transaction management. - **[DreamFactory Integration Server](https://github.com/dreamfactorysoftware/df-mcp)** - Integrate DreamFactory APIs into conversational AI applications for enhanced data access and automation workflows. Simplifies interactions with DreamFactory services directly within AI interfaces. - **[Things3 Integration Server](https://github.com/drjforrest/mcp-things3)** - Integrate with Things3 to manage tasks and projects via the MCP protocol, enabling synchronization with Agenda projects. The server supports creating and listing projects and to-dos with various properties. - **[cn](https://github.com/dreamhighfree/cn)** - Integrates external data sources and tools to provide context-aware capabilities for applications, enhancing user interactions and workflow automation through real-time data access. - **[JIRA MCP Server](https://github.com/Dsazz/mcp-jira)** - Integrate directly with JIRA to view assigned issues, obtain detailed information, and convert JIRA issues into local tasks without switching contexts. This server enhances productivity by facilitating seamless access to JIRA functionalities within the development environment. - **[EOL MCP Server](https://github.com/ducthinh993/mcp-server-endoflife)** - Checks software end-of-life dates and support status using the endoflife.date API, providing real-time information about software lifecycle and security status. - **[Advanced PocketBase Server](https://github.com/DynamicEndpoints/advanced-pocketbase-mcp-server)** - Manage PocketBase databases with advanced operations for schema management and data manipulation. Provides tools for collection management, index management, and schema validation. - **[Advanced PocketBase Server V2](https://github.com/DynamicEndpoints/advanced-pocketbase-mcp-server)** - Interact with PocketBase databases, enabling advanced database operations and schema management, including custom collection handling and index management. - **[CISA M365](https://github.com/DynamicEndpoints/Automated-BOD-25-01-CISA-Microsoft-Policies-MCP)** - Implements security controls for Microsoft 365 by adhering to CISA Binding Operational Directive 25-01, focusing on Azure AD and Entra ID management and configuration. - **[Flexible Agents System](https://github.com/DynamicEndpoints/flexable-agents)** - Provides intelligent customer service and content creation solutions through AI-powered agents, supporting multilingual inquiries and automated workflows. Features include sentiment analysis, knowledge base integration, and creative content generation across various formats. - **[Huntress API MCP Server](https://github.com/DynamicEndpoints/huntress-mcp-server)** - Interact with the Huntress API to manage accounts, organizations, and agents. Access incident and billing reports while generating summary reports and handling rate limits. - **[Microsoft 365 Core Server](https://github.com/DynamicEndpoints/m365-core-mcp)** - Manage Microsoft 365 services, including distribution lists, security groups, and user settings while automating offboarding processes to ensure security and compliance. The server enhances Entra ID management with tools for roles, application registrations, devices, and service principals, along with improved HTTP streaming capabilities. - **[DevTools](https://github.com/DXHeroes/mcp-devtools)** - Connect AI assistants to various external services and tools through a robust framework, enabling data manipulation and powerful interactions. Supports integrations with Jira and Linear for enhanced project management capabilities. - **[Microsoft 365 Bookings](https://github.com/DynamicEndpoints/m365-bookings-mcp)** - Interact with Microsoft Bookings through the Microsoft Graph API for managing bookings, staff, services, and appointments. Enhance scheduling capabilities with tools designed for efficiency and ease of use. - **[FantasyPros API Server](https://github.com/DynamicEndpoints/fantasy-pros-mcp)** - Access sports data, news, rankings, and projections for NFL, MLB, NBA, and NHL. Retrieve real-time updates and player information seamlessly. - **[Palo Alto Policy Management Server](https://github.com/DynamicEndpoints/Palo-Alto-Policy-Management-MCP-Server)** - Manage Palo Alto Networks firewall policies and configurations through a standardized interface. Integrate with the Palo Alto Networks API for querying and modifying security, NAT, and QoS rules. - **[PayPal MCP Server](https://github.com/DynamicEndpoints/Paypal-MCP)** - Integrate with PayPal's APIs for payment processing and business management. Facilitates transactions, retrieves transaction details, and manages account settings. - **[Netlify MCP Server](https://github.com/DynamicEndpoints/Netlify-MCP-Server)** - Interact with Netlify to manage and deploy sites using the CLI, handling tasks such as managing environment variables and build processes. - **[Palo Alto Objects Management](https://github.com/DynamicEndpoints/paloalto-objects-server)** - Manage Palo Alto Networks firewall objects, including address, service, and application objects. Perform operations such as creating, updating, and deleting these objects to streamline firewall management tasks. - **[LimeSurvey Survey Management Server](https://github.com/edgarrmondragon/limesurvey-mcp)** - Manage surveys and responses from a LimeSurvey instance through a standardized MCP interface, enabling automation of survey handling and data retrieval. - **[Systemprompt MCP Core](https://github.com/Ejb503/systemprompt-mcp-core)** - Enables the creation, management, and versioning of AI agents through a prompt and tool management system, integrating seamlessly with systemprompt.io for enhanced functionality. - **[Freshservice Integration Server](https://github.com/effytech/freshservice_mcp)** - Integrates with Freshservice to manage IT service tickets and operations, enabling automated ticket creation, updates, and asset management. - **[Freshdesk Integration Server](https://github.com/effytech/freshdesk_mcp)** - Integrate AI models with Freshdesk to automate support operations, facilitating the creation, update, and management of support tickets through the Freshdesk API. Enhance customer support interactions with automated ticket handling and AI-driven responses. - **[systemprompt-mcp-gmail](https://github.com/Ejb503/systemprompt-mcp-gmail)** - Facilitates interaction with Gmail accounts, enabling functionalities such as searching, reading, deleting, and sending emails through an AI agent. - **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure access to global residential proxies with dynamic IP rotation, enabling geo-targeted web data extraction and AI-optimized web interactions. Features include adaptive rate limiting and intelligent content sanitization for enhanced AI workflows. - **[Arc MCP Server](https://github.com/elblanco2/hostbridge-mcp)** - Facilitates the deployment of web applications using the Wasp framework across various hosting providers, including traditional shared hosting and platforms like Netlify and Vercel. It offers a conversational interface with guided prompts to assist users throughout the deployment process. - **[Love City](https://github.com/elinmaks/1111111)** - A Telegram WebApp designed for dating and token farming, facilitating user interactions within the Telegram ecosystem through a React and Tailwind CSS interface. - **[Elasticsearch MCP Server](https://github.com/elastic/mcp-server-elasticsearch)** - Connect to Elasticsearch data and interact with indices through natural language queries for intuitive data retrieval. - **[Lovable Project Web Interface](https://github.com/elinmaks/jetton-factory-web)** - An interface for seamless editing and deployment of web projects, with integration options for IDEs and direct editing in GitHub. It supports custom domains, instant previews, and automatic synchronization of project changes. - **[Chronicle SecOps](https://github.com/emeryray2002/mcp-secops-v3)** - Interact with Google's Chronicle Security Operations suite to enhance security monitoring by searching for security events, retrieving alerts, and looking up entity information. - **[Linear MCP Server](https://github.com/emmett-deen/Linear-MCP-Server)** - Connects Claude to Linear project management systems, enabling interaction with issues and projects through Linear's GraphQL API. - **[Notion Integration Server](https://github.com/emmanuelsystems/mcpnotionslack)** - Connect to Notion workspaces to enable AI assistants to interact with databases, pages, and blocks for efficient content management and retrieval. - **[GCP MCP Server](https://github.com/enesbol/gcp-mcp)** - Enables AI assistants to interact with and manage Google Cloud Platform (GCP) resources through a standardized interface. Provides capabilities to query, create, and configure GCP services while receiving AI-guided assistance for best practices. - **[Confluence Integration Server](https://github.com/enjoyzl/mcp-server-confluence-ts)** - Enables interaction with Confluence to access spaces, retrieve page content, search, and perform CRUD operations on pages using a standardized protocol. - **[Google Analytics Data API Server](https://github.com/eno-graph/mcp-server-google-analytics)** - Access Google Analytics Data API to retrieve reports and real-time data, simplifying data analysis with relevant metrics and dimensions. - **[Google Workspace MCP Server](https://github.com/epaproditus/google-workspace-mcp-server)** - Interact with Gmail and Calendar APIs to manage emails and calendar events programmatically. Perform actions such as listing, searching, sending, and modifying emails, as well as creating, updating, and deleting calendar events. - **[LinkedIn MCP Server](https://github.com/envykernel/LinkedinMCPServer)** - Integrate LinkedIn data and functionalities into applications using a standardized protocol for programmatic interaction. Utilize job search capabilities and automate LinkedIn interactions to enhance productivity and efficiency. - **[EpicMe](https://github.com/epicweb-dev/epic-me-mcp)** - Facilitates natural language interaction with applications, managing user registration, authentication, and data operations through the Model Context Protocol. It allows users to interact with applications using LLMs without traditional interfaces. - **[Guardian](https://github.com/eqtylab/mcp-guardian)** - Manage access to MCP servers with real-time control over LLM activities, including message logging and approval capabilities. Effortlessly switch between multiple MCP server configurations without manual file management. - **[BigQuery](https://github.com/ergut/mcp-bigquery-server)** - Provides secure, read-only access to BigQuery datasets, allowing for natural language querying of data without the need to write SQL queries manually. Facilitates direct communication between language models and BigQuery for efficient data retrieval. - **[Google Workspace Server - No Calendar Deletion](https://github.com/erickva/google-workspace-mcp-server-no-calendar-deletetion)** - Manage emails and calendar events programmatically through a unified interface, interacting with Gmail and Calendar APIs to automate tasks. Support for listing, searching, and sending emails, as well as listing and modifying calendar events is included. - **[Echo](https://github.com/Erik-Kim/mcp-echo)** - Integrate and manipulate external resources and tools for dynamic user interactions, enabling real-time data responses and contextual actions. - **[Erick Wendel Contributions](https://github.com/ErickWendel/erickwendel-contributions-mcp)** - Queries Erick Wendel's contributions across various platforms, including talks, blog posts, and videos, using natural language. Integrates with tools like Claude and Cursor for seamless data access. - **[eSignatures](https://github.com/esignaturescom/mcp-server-esignatures)** - Manage contracts and templates by drafting, querying, withdrawing, and deleting contracts efficiently. - **[ConnectWise Manage Integration Server](https://github.com/ethangillani/connectwise-mcp-server)** - Integrate with ConnectWise Manage to retrieve and manage tickets, companies, and contacts. Perform operations such as creating, updating, and deleting entities via the ConnectWise Manage API. - **[YNAB MCP](https://github.com/EthanKang1/ynab-mcp)** - Access YNAB budget data, including user information, budgets, categories, and detailed settings, to streamline financial workflows and provide real-time insights into budgets and transactions. - **[MIRO Whiteboard Connector](https://github.com/evalstate/mcp-miro)** - Connects to the MIRO Whiteboard Application for board manipulation and sticky creation. Supports bulk operations and integrates with AI for enhanced functionality. - **[Inbox Zero](https://github.com/elie222/inbox-zero)** - Manage emails effectively with an AI assistant that automates various tasks related to inbox organization and communication. Integrates into environments like Cursor and Claude Desktop for enhanced email management. - **[EventCatalog](https://github.com/event-catalog/mcp-server)** - Document and query architecture, domains, services, and messages. Enhance event-driven development by retrieving detailed insights related to architecture components. - **[Things MCP Server](https://github.com/excelsier/things-fastmcp)** - Manage tasks in the Things app using natural language commands, enabling task creation, project analysis, and priority management. - **[Explorium API](https://github.com/explorium-ai/mcp-explorium)** - Interact with the Explorium API to enhance data workflows and access business and prospect data lookup capabilities. - **[Task Master](https://github.com/eyaltoledano/claude-task-master)** - An AI-powered task-management system designed to integrate seamlessly with various applications like Cursor, Lovable, Windsurf, and Roo, facilitating task organization and management. - **[Intercom Chat Integration](https://github.com/fabian1710/mcp-intercom)** - Access and analyze Intercom conversation data with various filters such as date range, customer ID, and conversation state. Securely retrieve detailed statistics and contact information using the Intercom API key. - **[Dify MCP Server](https://github.com/faiz-gear/dify-mcp-server-ts)** - Expose Dify workflows as tools for integration with MCP, converting applications into interactive tools and supporting streaming responses. - **[Meilisearch API Server](https://github.com/falcosan/mcp)** - Bridge between AI models and the Meilisearch search engine, enabling advanced search functionalities and real-time communication. Facilitates AI-driven data retrieval and management through seamless access to Meilisearch's powerful indexing capabilities. - **[Server Office](https://github.com/famano/mcp-server-office)** - Read and write Microsoft Word (docx) files with capabilities to edit paragraphs and insert new text. Access complete document content, including tables and images, through a command-line interface. - **[Google Search Console Server](https://github.com/fandungptit/mcp-server-gsc)** - Provides access to Google Search Console data for advanced search analytics and customizable reporting. Enables retrieval of search performance metrics with support for multiple dimensions and flexible date ranges. - **[LinkedIn MCP Server](https://github.com/felipfr/linkedin-mcpserver)** - Integrate LinkedIn API capabilities for searching profiles, discovering job opportunities, and sending messages. Provides real-time access to LinkedIn data for AI assistants. - **[Airtable Server](https://github.com/felores/airtable-mcp)** - Interact programmatically with Airtable's API for managing bases, tables, fields, and records, facilitating structured data management and creation processes. - **[Placid](https://github.com/felores/placid-mcp-server)** - Integrates with Placid.app to list available templates and generate images and videos using dynamic content. Provides secure API token management and robust error handling. - **[MCP Server for Google Keep](https://github.com/feuerdev/keep-mcp)** - Manage Google Keep notes by creating, updating, searching, and deleting them through an integrated interface. Supports seamless interaction with Google Keep for productivity enhancement. - **[Fewsats Server](https://github.com/Fewsats/fewsats-mcp)** - Integrates with Fewsats to enable secure transactions for AI agents, allowing retrieval of wallet balances, available payment methods, and management of purchase transactions. - **[Fibery MCP Server](https://github.com/Fibery-inc/fibery-mcp-server)** - Integrate with Fibery to query, create, and update Fibery entities using natural language. Access and manage Fibery databases seamlessly through conversational interfaces. - **[Strateegia Integration Server](https://github.com/filipecalegario/mcp-server-strateegia)** - Integrate with Strateegia projects to streamline AI assistant workflows by listing accessible projects and retrieving detailed lab information. This server facilitates project management through direct access to Strateegia data. - **[Excel MCP Server](https://github.com/fish0710/excel-mcp)** - Manipulate Excel files without requiring Microsoft Excel. Create, modify, and format workbooks while utilizing advanced features like charts and pivot tables. - **[Authenticator App Server](https://github.com/firstorderai/authenticator_mcp)** - Enables AI agents to securely access 2FA codes and passwords for automated login processes. Facilitates credential management across platforms by bridging AI assistants with secure authentication. - **[Linear MCP Server](https://github.com/floodfx/mcp-server-linear)** - Interact with Linear for searching, creating, and managing issues and projects. Provides tools for issue tracking and project management within applications. - **[Backlog API Integration Server](https://github.com/fleagne/backlog-mcp-server)** - Integrate Backlog project management data with LLM applications, enabling access and manipulation of projects, issues, and wikis through a standardized MCP interface. Simplifies interactions with the Backlog API to enhance project tracking and collaboration. - **[VeighNa](https://github.com/fizzX1/vnpy)** - A quantitative trading system framework that facilitates the integration of various trading interfaces and strategies for enhanced trading functionality. This platform supports multiple financial operations, catering to users within financial institutions and related sectors. - **[Flipt MCP Server](https://github.com/flipt-io/mcp-server-flipt)** - Manage feature flags with capabilities to list, create, update, and delete namespaces, flags, segments, and rules. Evaluate and toggle flags for specific entities to enhance feature management workflows. - **[Flowcore Platform MCP Server](https://github.com/flowcore-io/mcp-flowcore-platform)** - Manage and interact with the Flowcore Platform through the Model Context Protocol, enabling efficient data handling and querying capabilities. - **[Focus Data](https://github.com/FocusSearch/focus_mcp_data)** - Enables AI assistants to query data results using natural language through direct connections to data tables in DataFocus. Supports initialization of data table dialogues for natural language data acquisition. - **[Folderr MCP Server](https://github.com/folderr-tech/folderr-mcp-server)** - Manage and communicate with Folderr Assistants through the Folderr API. Supports authentication via email/password or API token. - **[Fonoster](https://github.com/fonoster/fonoster)** - Connects telephony services with the Internet through a cloud-based utility for building and deploying programmable voice applications. Facilitates seamless communication for businesses with an open-source alternative to traditional telephony solutions. - **[Binary Ninja MCP](https://github.com/fosdickio/binary_ninja_mcp)** - Integrates Binary Ninja with LLM capabilities to enhance binary analysis workflows, enabling real-time function renaming and report generation. Facilitates improved reverse engineering processes through AI assistance. - **[Perplexity AI Server](https://github.com/fr0ziii/perplexity-mcp-server)** - Integrate with Perplexity AI for chatting, searching, and retrieving documentation from various sources. Provides a standardized access method to Perplexity AI's capabilities for MCP-based systems. - **[Bloom Growth](https://github.com/franccesco/bloomy-mcp)** - Connect to Bloom Growth's GraphQL API for executing queries and mutations, retrieving user information, and performing schema introspection through the Model Context Protocol. - **[supOS MCP Server](https://github.com/FREEZONEX/mcp-server-supos)** - Provides access to supOS's open APIs for querying topic structures and details, enabling applications to interact with structured topic information efficiently. - **[V2EX MCP Server](https://github.com/funnythingfunnylove/mcp-server-v2ex)** - Access and manage V2EX API functionalities including retrieving notifications, managing user tokens, and exploring various topics through a unified interface. - **[FluentLab Funding Assistant](https://github.com/fundfluent-admin/funding-assistant)** - Access various funding opportunities for startups and small businesses, manage necessary documents, and streamline the funding application process via an API. - **[FunPay Viper](https://github.com/FunPayViper/FunPayViper)** - Automate activities on the FunPay marketplace such as managing listings and responding to orders, while receiving notifications through Telegram. Customizable plugins enhance user engagement and workflow management. - **[Agentic Control Framework](https://github.com/FutureAtoms/agentic-control-framework)** - Manage and organize development tasks using a CLI, with features for breaking down complex projects, tracking progress, and adapting to changing requirements. Integrates with Cursor IDE via MCP for enhanced productivity. - **[WhatsApp Web Integration](https://github.com/fyimail/whatsapp-mcp2)** - Automate and enhance WhatsApp interactions by connecting WhatsApp Web with AI models through a standardized Model Context Protocol (MCP) interface. Supports flexible deployment options and integrated functionality for communication improvement. - **[Spotify Integration](https://github.com/g2dgaming/spotify-mcp)** - Connects Claude agents with Spotify to control playback, search for music, and manage playlists. Offers functionalities such as starting, pausing, or skipping tracks and retrieving information about various music entities. - **[Jenkins-based DevOps System](https://github.com/fyp312572116/devops-java-sample)** - Streamline development processes by creating and managing CI/CD pipelines using a Jenkins-based system integrated within a SpringBoot demo project. - **[HR MCP Server](https://github.com/gabrielrojasnyc/hr-mcp-server)** - Access and manage employee data, including searching for employees by various criteria and submitting global leave requests. Provide HR/HCM context-aware translations of text. - **[SimpleLocalize MCP Server](https://github.com/GalvinGao/mcp-simplelocalize)** - Integrate localization capabilities into projects, manage translations, and automate localization tasks using the SimpleLocalize API. Ensure consistency across multiple languages while enhancing the development workflow. - **[Yanyue Cigarette Data](https://github.com/gandli/yanyue-mcp)** - Fetch cigarette data from Yanyue by searching for information based on keywords. The server integrates cigarette data retrieval into workflow applications, providing up-to-date insights from Yanyue.cn. - **[Bitbucket Server](https://github.com/garc33/bitbucket-server-mcp-server)** - Manage pull requests on Bitbucket Server, providing tools to interact with the Bitbucket Server API through the MCP protocol. - **[SendGrid MCP Server](https://github.com/Garoth/sendgrid-mcp)** - Access SendGrid's Marketing API for managing email marketing campaigns and handling contact lists, including the creation of email templates and sending emails to specified lists. - **[Horoscope MCP Server](https://github.com/GBcui/horoscope-serve)** - Fetch daily horoscope readings and detailed fortune insights for all zodiac signs, including personalized predictions on love, career, health, and more. Provides additional features such as lucky numbers, compatibility advice, and actions to take or avoid. - **[Geekbot MCP](https://github.com/geekbot-com/geekbot-mcp)** - Connects Claude AI with Geekbot's tools for standups, polls, and survey management, facilitating access and management of Geekbot data in conversations. - **[Discord Webhook MCP Server](https://github.com/genm/mcp-server-discord-webhook)** - Send messages to Discord channels through webhooks, enabling automated message delivery and enhanced communication. Supports customization of message content, usernames, and avatar images. - **[Firebase Server](https://github.com/gemini-dk/mcp-server-firebase)** - A unified interface to interact with various Firebase services including Authentication, Firestore, and Storage. - **[Gentoro MCP NodeJS Server](https://github.com/gentoro-GT/mcp-nodejs-server)** - Integration layer for the Model Context Protocol, facilitating communication between AI models and Gentoro's service capabilities through a unified bridge. Enables users to manage and configure tools and functionalities offered by Gentoro for AI interactions. - **[Jira MCP Server](https://github.com/George5562/Jira-MCP-Server)** - Interact with Jira using natural language for project management, enabling automation of tasks, issue handling, and team assignments. Streamline project workflows with intuitive commands for enhanced productivity and collaboration. - **[Linear Integration Server](https://github.com/gerbal/linear-mcp-server-1)** - Integrate with Linear's issue tracking system to manage tasks and issues efficiently using the Model Context Protocol. - **[Shopify](https://github.com/GeLi2001/shopify-mcp)** - Manage Shopify store data through a GraphQL API, enabling interaction with products, customers, and orders. Streamline e-commerce operations with advanced querying and filtering capabilities for efficient data management. - **[Linear MCP Server](https://github.com/geropl/linear-mcp-go)** - Interact with the Linear API to manage issues, comments, and team information. Create, update, and search for issues while automating workflows through a streamlined interface. - **[Lightning Tools](https://github.com/getAlby/lightning-tools-mcp-server)** - Interact with lightning addresses and utilize various lightning tools to enhance applications with bitcoin lightning functionalities. - **[Convex](https://github.com/get-convex/convex-backend)** - A reactive database that facilitates dynamic, live-updating applications by managing data and business logic using TypeScript. It offers a cloud platform and self-hosting options for developers to focus on application development without infrastructure concerns. - **[MCP Unified Server](https://github.com/getfounded/mcp-tool-kit)** - Enables integration of AI models with external systems and tools through file operations, browser automation, and API access. Facilitates the creation of custom tools for specific tasks to enhance AI capabilities. - **[MCP Tool Kit](https://github.com/getfounded/mcp-tool-kit)** - Enhance AI assistants with integrated tools for file operations, web searches, and data analysis. Streamline workflows by enabling agents to perform complex tasks efficiently and access external resources seamlessly. - **[NWC Lightning Wallet Connector](https://github.com/getAlby/nwc-mcp-server)** - Connects a bitcoin lightning wallet using Nostr Wallet Connect for secure transactions and interaction with a large language model. Facilitates wallet operations seamlessly through a standardized protocol. - **[Sentry](https://github.com/getsentry/sentry-mcp)** - Connect to the Sentry API for application monitoring and logging. Integrate Sentry's capabilities directly into LLM clients through a remote middleware setup. - **[Sentry MCP Server](https://github.com/getsentry/sentry-mcp-stdio)** - Interact with Sentry's API to retrieve and analyze error data, manage projects, and monitor application performance. Integrate Sentry's capabilities directly into applications for enhanced error tracking and project management. - **[Notion Integration Server](https://github.com/ghubnerr/Notion-MCP)** - Integrate AI models with Notion to access and manage tasks, deadlines, and project statuses. Supports querying and modifying content within Notion workspaces through a standardized interface. - **[AverbePorto](https://github.com/GHSix/AverbePorto-MCP)** - Integrates with AverbePorto to manage authentication and document submission for cargo insurance endorsements. Provides a secure API for automated document handling and protocol consultations. - **[Live Resume](https://github.com/gillella/gillella.github.io)** - A web-based platform for presenting professional resumes with a focus on showcasing skills, experience, and projects in a streamlined manner. Facilitates easy updates and accessibility of career information online. - **[Postman Tool Generation Server](https://github.com/giovannicocco/mcp-server-postman-tool-generation)** - Generates AI agent tools from Postman collections and requests by integrating with the Postman API. Converts API endpoints into type-safe code for use with various AI frameworks. - **[AWS Cognito Authentication Server](https://github.com/gitCarrot/mcp-server-aws-cognito)** - Integrates with AWS Cognito for secure user authentication and management, facilitating workflows such as user sign-up, sign-in, password resets, and multi-factor authentication through a standardized MCP interface. - **[Dub.co Link Shortener Server](https://github.com/Gitmaxd/dubco-mcp-server)** - Manage short links by creating, updating, and deleting them through a Dub.co account, integrating seamlessly with AI agents. - **[Dub.co (Unofficial) MCP Server](https://github.com/Gitmaxd/dubco-mcp-server-npm)** - Create, update, and delete short links using the Dub.co API. Manage Dub.co links through a standardized interface suitable for integration with AI assistants. - **[Firestore MCP Server](https://github.com/gitskyflux/firestore-mcp)** - Interact with Google Firestore to manage documents efficiently. Supports creating, reading, updating, deleting, and querying documents with configurable filters and ordering. - **[Glif](https://github.com/glifxyz/glif-mcp-server)** - Run AI workflows and manage user profiles with ease while accessing detailed glif information and metadata through the Model Context Protocol. Customize tools for AI-driven tasks by adding or removing them as needed. - **[Homestay Management System](https://github.com/goaltang/homestay3)** - A comprehensive solution for managing homestay bookings, including guest check-ins, reservation tracking, and a user-friendly interface for both guests and administrators. - **[Hive MCP Server](https://github.com/gluneau/hive-mcp-server)** - Connect AI assistants to the Hive blockchain, enabling retrieval of account details, blog posts, and discussions, along with voting on content and sending tokens securely. - **[Keitaro TDS API Integration](https://github.com/GodzillaDancer/keitaro-mcp)** - Integrate with the Keitaro TDS API to manage campaigns, streams, offers, and other related entities. Access and manipulate marketing data directly from your workspace to enhance productivity and streamline processes. - **[forgejo-mcp](https://github.com/goern/forgejo-mcp)** - Integrates with the Forgejo REST API for repository management and command execution through an MCP-compatible interface. - **[Calendar AutoAuth Server](https://github.com/GongRzhe/Calendar-Autoauth-MCP-Server)** - Integrates Google Calendar for managing events through natural language interactions with automatic authentication support. - **[QuickChart Server](https://github.com/GongRzhe/Quickchart-MCP-Server)** - Generate and download charts using QuickChart.io. Provides various chart generation capabilities through MCP tools. - **[Vestige MCP](https://github.com/GoPlausible/vestige-mcp)** - Provides access to Vestige API data and analytics through a standardized interface, allowing queries on networks, protocols, assets, pools, trades, balances, notes, and vaults with support for flexible filtering and pagination. - **[gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server)** - Request human reviews for AI-generated content through a webhook-based workflow. Supports seamless integration into AI workflows, allowing for customizable human approval processes. - **[Dify Workflow Server](https://github.com/gotoolkits/mcp-difyworkflow-server)** - Manage and execute Dify workflows with support for on-demand operation of multiple custom workflows. - **[WeComBot Server](https://github.com/gotoolkits/mcp-wecombot-server)** - Sends various message types to a WeCom group robot, facilitating notifications and updates within the WeCom platform. - **[Grafana](https://github.com/grafana/mcp-grafana)** - Access and manage Grafana dashboards and data sources, including querying Prometheus and querying logs and metrics from Loki. Fetch and update dashboard details, including panel information and datasource metadata. - **[Substack API Integration](https://github.com/Greg-Swiftomatic/substack-mcp)** - Integrate with Substack newsletters to retrieve content, search for posts, and access author information seamlessly. Enables interaction with Substack's API for accessing posts, metadata, and user subscriptions. - **[Adwords MCP](https://github.com/gregce/adwords-mcp)** - Injects advertisements into LLM responses, demonstrating the challenges posed by ad-injecting intermediaries in developer workflows. This project serves as a humorous exploration of potential business models around ad integration. - **[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Integrate various data sources such as Slack, Gmail, and web feeds into Graphlit projects, enabling efficient retrieval and searching of relevant content via MCP clients. - **[Brasil API](https://github.com/guilhermelirio/brasil-api-mcp)** - Facilitates access to various Brazilian public data services, providing vital information such as postal codes, company registrations, currency exchange rates, and more through the Model Context Protocol. - **[n8n Workflow Integration Server](https://github.com/guinness77/n8n-mcp-server)** - Connects to n8n workflows to manage executions, credentials, and other resources through the Model Context Protocol, facilitating automation integration with AI tools. - **[YouTube Repository](https://github.com/guven03/youtube-repository)** - Manage YouTube projects, automate workflows, handle video metadata, and analyze YouTube data effectively. - **[Transistor](https://github.com/gxjansen/Transistor-MCP)** - Interact with the Transistor.fm API to manage podcasts and episodes, retrieve user account details, and view analytics. - **[Research MCP Server](https://github.com/h-yanagawa/research-mcp-server)** - Facilitates management of survey data by retrieving and creating survey pages in Notion. - **[WisdomForge](https://github.com/hadv/wisdomforge)** - Manage and retrieve knowledge efficiently using a vector database. Capable of intelligent storage and retrieval of various knowledge types, including best practices, lessons learned, and insights. - **[StarRocks MCP Server](https://github.com/hagsmand/mcp-server-starrocks)** - Integrate with StarRocks databases to execute queries, manipulate data, and manage database schemas through a standardized interface. Provides functionality for reading and writing operations including SELECT, INSERT, UPDATE, and DELETE. - **[Hackle API Server](https://github.com/hackle-io/hackle-mcp)** - Provides tools for querying A/B test data via the Hackle API, facilitating data retrieval and manipulation for experimentation workflows. Enables access to paginated lists of experiments with search functionality. - **[h4chik1](https://github.com/h4chik1/h4chik1)** - Connect with various real-world data sources and tools to enhance applications and workflows. Provides integrations for seamless data interaction. - **[Discord Raw API](https://github.com/hanweg/mcp-discord-raw)** - Provides access to the raw Discord API, enabling REST API calls and the use of slash commands for various interactions within the Discord platform. - **[Discord Server](https://github.com/hanweg/mcp-discord)** - Integrate and manage Discord servers, facilitate message sending, and handle user roles and interactions within channels. - **[SQL Server Express MCP Server](https://github.com/hanweg/mcp-sqlexpress)** - Interact with Microsoft SQL Server Express to execute queries, manage databases, and create tables. Supports both Windows and SQL Server authentication for seamless database operations. - **[Job scraper MCP Server](https://github.com/happyhackerbird/jobspy-mcp-server)** - Facilitates job searching on LinkedIn by utilizing the unofficial LinkedIn API for credential management and job scraping. Matches job opportunities using JobSpy for enhanced search capabilities. - **[DataX Admin](https://github.com/happyhope/datax-admin)** - Manage and monitor data synchronization tasks through a user-friendly interface, enabling the configuration of DataX jobs, scheduling executions, and real-time monitoring of task statuses across multiple data sources. - **[n8n Workflow Builder](https://github.com/hardspoon/n8n-workflow-builder)** - Manage n8n workflows by listing, creating, updating, activating, and deleting them through a standardized MCP interface. Access detailed workflow and execution data to enhance context and control in automation environments. - **[Jotdown](https://github.com/Harry-027/JotDown)** - Connects large language models to Notion for creating and updating pages, while also generating markdown books and managing their structure. - **[Excel MCP Server](https://github.com/haris-musa/excel-mcp-server)** - Manipulate Excel files programmatically without Microsoft Excel installed. Create, read, modify workbooks, apply formatting, generate charts, and manage data ranges. - **[GitLab Communication Server](https://github.com/harshmaur/gitlab-mcp)** - Integrate GitLab API functionalities seamlessly into applications, enabling interaction with repositories, issue management, and workflow automation. - **[n8n](https://github.com/hectormago/n8n)** - An automation platform that enables the creation of workflows by integrating over 400 tools and services, providing both code-based and no-code solutions. It supports building AI agent workflows using user-defined data and models with JavaScript or Python. - **[TODO Checklist](https://github.com/hevener10/mcp-todo-checklist)** - Manage multiple task lists with features for setting priorities, due dates, and tags. Share lists between users and persist data using a file system. - **[Backup Server](https://github.com/hexitex/MCP-Backup-Server)** - Provides backup and restoration capabilities specifically designed for AI agents and code editing tools, simplifying the backup process and preserving the context of changes without the complexity of traditional version control systems. - **[Heroku Platform MCP Server](https://github.com/heroku/heroku-mcp-server)** - Facilitates interaction with Heroku Platform resources using natural language, enabling users to manage applications, dynos, and add-ons through LLM-driven tools. - **[EntraID Server for Microsoft Graph](https://github.com/hieuttmmo/entraid-mcp-server)** - Manage Microsoft Graph resources including users, groups, and applications through a modular interface. Execute advanced operations like MFA status checks, password resets, and access permission suggestions while centralizing authentication management. - **[Goal Story](https://github.com/hichana/goalstory-mcp)** - Goal Story transforms goal tracking through an engaging narrative approach, focusing on one goal at a time and providing personalized insights and storytelling. It incorporates visualization techniques to enhance planning and goal completion. - **[Trello](https://github.com/Hint-Services/mcp-trello)** - Interact with Trello boards, manage and move cards, and handle list interactions and board activities. Provides integration with Trello's API while managing rate limits and ensuring type safety. - **[LINE Bot Integration Server](https://github.com/hirosuke0520/line-mcp-demo)** - Integrates with the LINE Messaging API to facilitate real-time communication and user engagement through text and rich messages. Allows AI agents to connect seamlessly to LINE Official Accounts for enhanced conversational interactions. - **[Box](https://github.com/hmk/box-mcp-server)** - Access and manage files stored in Box, enabling users to search and read content from PDF and Word documents. - **[Honeycomb MCP Server](https://github.com/honeycombio/honeycomb-mcp)** - Interact with Honeycomb observability data to analyze and query datasets for insights across multiple environments. - **[Hello-MCP](https://github.com/hongsw/hello-mcp)** - Facilitates integration of Claude Desktop with external tools using the Model Context Protocol, enabling seamless tool interaction and custom tool extensions. - **[Aligo SMS API Integration Server](https://github.com/hongsw/aligo-sms-mcp-server)** - Access the Aligo SMS API for sending SMS messages and retrieving related information using compatible AI agents. Integration with AI agents such as Claude AI enables simplified communication tasks through easy setup and configuration. - **[HDW MCP Server](https://github.com/horizondatawave/hdw-mcp-server)** - Access LinkedIn data and manage user accounts through an API. Retrieve user profiles, search for users, and interact with posts and messages on the platform. - **[Spreadsheet MCP Server](https://github.com/HosakaKeigo/spreadsheet-mcp-server)** - Accesses Google Spreadsheet data, enabling retrieval of spreadsheet information and specific sheet data formatted in markdown for integration with language models. - **[MNS MCP Server](https://github.com/Houlong66/mns-mcp-server)** - Manage Alibaba Cloud Message Service (MNS) queues through an MCP interface, enabling the creation, deletion, sending, receiving, and listing of MNS queues. Streamline message queue operations with ease and integrate with MCP Hosts. - **[Payman API Server](https://github.com/hrishi0102/payman_mcp)** - Interact with Payman AI's payment services through natural language to create payees, send payments, search for payees, and check account balances. Manage API keys securely for authentication and perform various payment operations seamlessly. - **[Hostinger API Server](https://github.com/hostinger/api-mcp-server)** - Provides access to Hostinger's API for managing billing, DNS, domains, VPS, and various other services through a unified MCP interface. - **[LinkedIn MCP Server](https://github.com/Hritik003/linkedin-mcp)** - Fetch user profiles, search for jobs, and retrieve feed posts from LinkedIn. Analyze resumes to extract key information and streamline profile management and job search processes. - **[Clockify Time Entry Manager](https://github.com/https-eduardo/clockify-mcp-server)** - Manage time entries in Clockify through AI prompts. Perform tasks such as adding, viewing, and controlling time tracking directly via AI interactions. - **[DingDing Bot Server](https://github.com/HundunOnline/mcp-dingdingbot-server)** - Send various types of messages to DingDing group chats including text, markdown, images, news, and template cards. Supports file uploads and includes signature verification for security. - **[Crypto Trading Bot](https://github.com/Hwani-Net/crypto-trading-bot)** - Automates cryptocurrency trading by connecting to Bybit and Binance APIs, leveraging AI for decision making and multi-symbol volume analysis. Implements technical analysis, risk management, and automatic execution of stop-loss and take-profit orders. - **[MCP PIF](https://github.com/hungryrobot1/MCP-PIF)** - Implement structured tools for meaningful human-AI interaction, facilitating progressive interaction patterns and development of understanding through the Model Context Protocol. - **[Metabase MCP](https://github.com/hyeongjun-dev/metabase-mcp-server)** - Integrate AI assistants with the Metabase analytics platform to access dashboards, execute queries, and retrieve structured data through conversational interfaces. It provides navigation of Metabase resources and supports multiple authentication methods for secure access. - **[iFlytek Workflow Server](https://github.com/hygao1024/xingchen-mcp-server)** - Build intelligent workflows and automate complex tasks with a platform that integrates real-time data and tools for LLM applications. - **[Chatbot Server](https://github.com/hyy0612/chatbot)** - Provides a conversational AI interface for applications, enabling automated responses and interactive dialogue to enhance user engagement. It supports easy deployment of chat-based AI solutions for various use cases. - **[Hyperspell](https://github.com/hyperspell/hyperspell-mcp)** - Integrate real-time spell checking and correction capabilities into applications to enhance text accuracy and clarity. Offers seamless integration with existing workflows for instant feedback on spelling errors. - **[QA Sphere](https://github.com/Hypersequent/qasphere-mcp)** - Connects with the QA Sphere test management system to facilitate interactions with test cases within AI-powered IDEs. Enables discovery, summarization, and conversation about test cases directly in the development workflow. - **[Excalidraw MCP Server](https://github.com/i-tozer/excalidraw-mcp)** - Manage Excalidraw drawings using a straightforward API, providing capabilities to create, update, retrieve, and delete drawings. Export drawings in multiple formats such as SVG, PNG, and JSON while utilizing a simple file-based storage system. - **[Dida365 (TickTick) MCP Server](https://github.com/iamjzx/dida)** - Manage tasks and projects in Dida365 (TickTick) through authenticated API interactions, enabling functionalities such as task creation, updating, and deletion. Retrieve project lists and tasks seamlessly to enhance productivity. - **[Iaptic](https://github.com/iaptic/mcp-server-iaptic)** - Access customer, purchase, transaction data, and statistics through the Iaptic API. - **[Clover MCP Server](https://github.com/ibraheem4/clover-mcp)** - Access Clover merchant data to retrieve merchant information, list inventory items, and manage orders through integration with generative AI models using OAuth authentication. - **[Linear](https://github.com/ibraheem4/linear-mcp)** - Interact with Linear's API to manage issues, projects, and teams, enabling programmatic control over workflows and task assignments. - **[Eventbrite MCP Server](https://github.com/ibraheem4/eventbrite-mcp)** - Interact with the Eventbrite API to search for events, retrieve event details, and access venue information based on various criteria such as location, date, and category. - **[Powerpoint Server](https://github.com/Ichigo3766/powerpoint-mcp)** - Create dynamic PowerPoint presentations by generating slides with titles, content, images, tables, and charts through a simple API. Enhance presentations with images created from text prompts using Stable Diffusion. - **[Azure MCP Server](https://github.com/idofrizler/azure-mcp-server)** - Manage Azure resources efficiently and streamline cloud operations with seamless interactions with Azure services. - **[emojikey-server](https://github.com/identimoji/mcp-server-emojikey)** - Manages and persists interaction styles for language models using emoji-based memory keys. Supports setting, retrieving, and maintaining conversation contexts across devices and applications while tracking history. - **[Wingman](https://github.com/ilychi/wingman)** - Integrates various tools and resources to enhance productivity by enabling seamless access and manipulation of real-world data within workflows. Facilitates efficient project management through intelligent assistance. - **[iFlytek Workflow Server](https://github.com/iflytek/ifly-workflow-mcp-server)** - Automate complex tasks and enhance efficiency through advanced orchestration modes and flexible model choices, enabling the development of intelligent workflows. The server supports real-time processing and robust node configurations to streamline business processes. - **[GitMCP](https://github.com/idosal/git-mcp)** - Transform GitHub projects into remote endpoints for AI assistants, enabling access to project documentation through semantic search. Ensure privacy and zero setup for AI-powered documentation retrieval. - **[n8n MCP Server](https://github.com/illuminaresolutions/n8n-mcp-server)** - Provides access to n8n workflows, manages executions, and handles credentials through a secure connection using the Model Context Protocol. - **[DynamoDB Server](https://github.com/imankamyabi/dynamodb-mcp-server)** - Manage Amazon DynamoDB resources with functionalities for table creation, indexing, and data operations. Features include table management, capacity management, and data manipulation through CRUD operations. - **[PocketBase MCP Server](https://github.com/imatrixme/pocketbase-mcp-server)** - Manage PocketBase databases with tools for advanced operations, including schema management and data manipulation. Perform tasks such as collection creation, migration, and index management with a focus on schema validation and type safety. - **[Metabase Integration Server](https://github.com/imlewc/metabase-server)** - Interact with Metabase to access dashboards, execute queries, and retrieve data directly from a Metabase instance. Provides structured data access through resources like cards/questions and databases. - **[Teams Messenger Integration Server](https://github.com/imoon/mcp-teams)** - Integrates Microsoft Teams messaging with MCP-compatible clients, providing advanced search capabilities and persistent storage for chat history. Enables live event streaming and rich interaction through a CLI and MCP tools without relying on REST APIs. - **[Trello-Claude Integration](https://github.com/inakitka/trello-claude-integration)** - Integrates the Claude language model with Trello to facilitate task management, including task creation, assignment, deadline setting, tagging, and list management based on user input. - **[Teams Server](https://github.com/InditexTech/mcp-teams-server)** - Integrates Microsoft Teams to facilitate advanced messaging capabilities, enabling users to read, create, and reply to messages while managing team interactions. Automates message handling and user mentions to improve communication efficiency. - **[Jira MCP Server](https://github.com/InfinitIQ-Tech/mcp-jira)** - Interact with Jira using natural language commands to manage projects, issues, and comments directly. It integrates Jira functionalities seamlessly into workflows for more productive project management. - **[Inkeep MCP Server](https://github.com/inkeep/mcp-server-python)** - Integrates documentation with a powerful API for efficient management and access. Facilitates the development of intelligent applications that seamlessly interact with documentation. - **[Kakao Developers API MCP Server](https://github.com/inspirit941/kakao-bot-mcp-server)** - Integrates the Kakao Developers API to connect AI agents with Kakao Official Accounts, facilitating interactions with Kakao's services. - **[Make MCP Server](https://github.com/integromat/make-mcp-server)** - Connects to Make accounts to utilize On-Demand scenarios as callable tools for AI assistants, enabling seamless interaction with automation workflows. Returns output in structured JSON for AI processing. - **[Integration App Server](https://github.com/membranehq/mcp-server)** - Exposes tools that utilize actions defined in an Integration App workspace for varied applications. Connects AI models to a range of functionalities through the Model Context Protocol. - **[SQLite Database Server](https://github.com/isaacgounton/sqlite-mcp-server)** - Provides standardized SQLite database operations through an MCP interface, enabling efficient execution of SQL commands, table management, and business insights memo tracking. Supports both in-memory and file-based storage configurations. - **[Obsidian Vault Integration Server](https://github.com/IraBond/obsidian-mcp-tools)** - Facilitates secure access and interaction with Obsidian vaults for AI assistants, enabling semantic searches, template execution, and file management through a local server bridge while ensuring data privacy. - **[HubSpot API Integration Server](https://github.com/isaacraja/hubspot-mcp-server)** - Provides access to HubSpot's contacts, deals, and engagement data, enabling real-time CRM insights and data manipulation. - **[Snowflake Cube Server](https://github.com/isaacwasserman/mcp_cube_server)** - Interact with Cube semantic layers to retrieve and describe data from a Cube deployment. Provide data in JSON format for further processing and detailed descriptions of the available data. - **[Financial Reports MCP Server](https://github.com/itisaevalex/financial-reports-mcp-server)** - Access comprehensive company financial data, filings, and industry classifications. Retrieve detailed financial reports and company profiles to support financial analysis and decision-making. - **[Dart](https://github.com/its-dart/dart-mcp-server)** - A server implementation for the Model Context Protocol using Dart, enabling connection between AI models and various tools or data sources. It supports prompt management and resource templates, along with tools for task and document management. - **[OpenAPI MCP Server](https://github.com/ivo-toby/mcp-openapi-server)** - Expose REST APIs defined by OpenAPI specifications as MCP resources for seamless interaction with Large Language Models, facilitating API discovery and management. - **[Contentful Management Server](https://github.com/ivo-toby/contentful-mcp)** - Integrates with Contentful's Content Management API to enable CRUD operations, manage spaces and content types, conduct bulk operations, invoke AI actions, and authenticate via App Identities. - **[Linear MCP Server](https://github.com/Iwark/linear-mcp-server)** - Access Linear resources and manage issues seamlessly through an MCP interface. - **[ClickSend MCP Server](https://github.com/J-Gal02/clicksend-mcp)** - Facilitates SMS messaging and text-to-speech voice calls using ClickSend's API, enabling programmatic communication capabilities through AI models. - **[TickTick Task Management Server](https://github.com/jacepark12/ticktick-mcp)** - Interact with your TickTick task management system using natural language to create, update, and manage tasks and projects. View all tasks and projects, mark tasks as complete, and delete items seamlessly via integration with TickTick's API. - **[OpenAPI MCP Proxy](https://github.com/JacerOmri/openapi-mcp-proxy)** - Transforms any OpenAPI service into a Model Context Protocol (MCP) server, enabling integration with AI agents and tools by proxying requests to the original API. Facilitates the seamless accessibility of REST APIs for AI applications without modification. - **[ActionKit](https://github.com/jackmuva/mcp-actionkit)** - Integrate with Slack to enhance workflows through automated actions, enabling streamlined communication and task management. The server connects to Claude Desktop for seamless productivity enhancements. - **[SQLite MCP Server](https://github.com/jacksteamdev/mcp-sqlite-bun-server)** - Facilitates interaction with SQLite databases for running SQL queries and performing data analysis. Automatically generates business insight memos to streamline business analysis tasks. - **[Workato MCP Server](https://github.com/jacobgoren-sb/workato-mcp-server)** - Integrate with Workato's API to manage recipes, connections, and activity logs. Provide tools for organizing automation workflows and overseeing project-level configurations. - **[Climatiq MCP Server](https://github.com/jagan-shanmugam/climatiq-mcp-server)** - Calculate carbon emissions in real-time and provide climate impact insights by integrating with the Climatiq API to perform various emission calculations for AI assistants. - **[Product Hunt Server](https://github.com/jaipandya/producthunt-mcp-server)** - Connects to Product Hunt's API to access posts, comments, collections, topics, and user data. Facilitates the integration of AI assistants and chatbots with Product Hunt's features. - **[Mattermost MCP Host](https://github.com/jagan-shanmugam/mattermost-mcp-host)** - Connects Mattermost to Model Context Protocol (MCP) servers, enabling interactions with a LangGraph-based AI agent for executing tools and automating user requests directly within Mattermost channels. - **[Umami Analytics Server](https://github.com/jakeyShakey/umami_mcp_server)** - Connects Claude to Umami analytics data to analyze user behavior and track website performance. Provides tools for monitoring real-time visitor activity, capturing webpage content, and generating insights from historical data. - **[DefectDojo MCP Server](https://github.com/jamiesonio/defectdojo-mcp)** - Integrate with DefectDojo for programmatic management of vulnerabilities, including fetching, creating, and updating findings, products, and engagements through a standardized interface. - **[curlmcp](https://github.com/janwilmake/curlmcp)** - Provides a REST API and Remote MCP server for interacting with web resources and APIs using curl-like HTTP requests. Facilitates OAuth authentication and contextual instructions for efficient and optimized web interactions. - **[ConnectWise API Gateway](https://github.com/jasondsmith72/CWM-API-Gateway-MCP)** - Provides a streamlined interface for interacting with the ConnectWise Manage API, enabling easy discovery and execution of API calls with natural language search and categorized navigation. Enhances efficiency through a fast memory system for frequently used queries and raw API access for custom requests. - **[Railway MCP Server](https://github.com/jason-tan-swe/railway-mcp)** - Manage Railway infrastructure using natural language commands to deploy, configure, and monitor services securely. Interaction with AI models like Claude enables autonomous service management. - **[Gmail Server](https://github.com/jasonsum/gmail-mcp-server)** - Integrate with Gmail to send, read, and organize emails while ensuring user consent for actions. Capable of managing email drafts and responses, enhancing the overall email experience within applications. - **[Zoom Meeting Scheduler](https://github.com/JavaProgrammerLB/zoom-mcp-server)** - Schedule Zoom meetings using AI assistance to simplify the setup process. Manage meeting listings, create new meetings, and delete existing ones directly through commands. - **[Awesome Remote MCP Servers](https://github.com/jaw9c/awesome-remote-mcp-servers)** - A curated collection of high-quality remote Model Context Protocol (MCP) servers facilitating secure integration of AI models with external tools and resources over the internet. This repository emphasizes production-ready services with official support and robust security measures. - **[Daily Todo](https://github.com/jeezliu/daily-todo)** - Manage tasks effectively with an intuitive interface for tracking daily to-dos. Supports organization and productivity through easy task management. - **[Microsoft Office Integration](https://github.com/jenstangen1/pptx-xlsx-mcp)** - Interact with Microsoft Office applications like PowerPoint and Excel to create, modify, and analyze presentations and spreadsheets using natural language commands. Automate complex tasks and data manipulations efficiently within the Office environment. - **[TickTick Task Management Server](https://github.com/jen6/ticktick-mcp)** - Manage tasks, projects, and tags in TickTick with advanced filtering and manipulation capabilities. Integrate task management into AI workflows for creating, updating, deleting, and organizing tasks and subtasks. - **[OpenProject Integration Server](https://github.com/jessebautista/mcp-openproject)** - Enables AI agents to manage projects and tasks within a self-hosted OpenProject instance, facilitating CRUD operations through a serverless MCP endpoint. Supports secure environment handling and SSE client connections via proxy bridging. - **[Linear MCP Server](https://github.com/jerhadf/linear-mcp-server)** - Integrates with Linear's issue tracking system via the Model Context Protocol, facilitating interaction with Linear issues for AI models. - **[Jentic Plugin](https://github.com/jentic/jentic-sdks)** - Enables developers to discover and integrate external APIs and workflows rapidly without writing API-specific code. Facilitates searching for APIs by capability, generating integration code samples, and executing API operations seamlessly. - **[HireBase Job API Server](https://github.com/jhgaylor/hirebase-mcp)** - Search for jobs and retrieve detailed job information using the HireBase API. Generate structured candidate profiles to enhance job searching efficiency. - **[Microsoft Todo Service](https://github.com/jhirono/todoMCP)** - Manage tasks and lists in Microsoft To Do using natural language. Create, update, and organize tasks effortlessly through an AI assistant. - **[App Market Intelligence](https://github.com/JiantaoFu/AppInsightMCP)** - Analyzes data from the Apple App Store and Google Play Store to provide insights on apps, market trends, and user feedback. Offers detailed information, app listings, and search capabilities for mobile applications in major app marketplaces. - **[Mintlify Starter Kit](https://github.com/jiawei0816/docs)** - Quickly create and customize documentation sites, including guides, navigation, and API references. Enables local preview and automated deployment of documentation changes via a GitHub App. - **[JigsawStack Translation](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Facilitates real-time AI translation of text and images across 180+ language pairs while preserving context, tone, and meaning. Offers easy integration and management of translation tools through a structured directory system. - **[JigsawStack vOCR](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Extract structured data from images using advanced AI and OCR capabilities. The server facilitates seamless integration with various tools to enhance data accuracy and processing efficiency. - **[n8n Workflow Builder](https://github.com/Jimmy974/n8n-workflow-builder)** - Programmatically create and manage workflows in n8n. Supports workflow creation, validation, export, and REST API interactions via the Model Context Protocol. - **[Introduction to GitHub](https://github.com/jinnersun/skills-introduction-to-github)** - Facilitates learning the fundamentals of GitHub, including branching, repository management, and collaborative project workflows. Provides step-by-step guidance and resources for effective navigation of the platform. - **[AI Lab MCP Server](https://github.com/jingzhouzhao/mcp-ailab-demo)** - Demo server implementation for the Model Context Protocol enabling integration with AI Lab's experimental tools and resources, facilitating standardized interaction with AI models. - **[Gitee Server](https://github.com/JJ-H/mcp-gitee)** - Enable management of Gitee repositories, issues, pull requests, and notifications through seamless API integration. Automate repository operations and streamline collaboration workflows with configurable options. - **[Splunk MCP Server](https://github.com/jkosik/mcp-server-splunk)** - Implements MCP Tools for managing Splunk resources including saved searches, alerts, and fired alerts. Supports STDIO and SSE transports for flexible deployment and interaction with Splunk data. - **[Schwab Model Context Protocol Server](https://github.com/jkoelker/schwab-mcp)** - Expose Schwab API functionality through a standardized protocol to retrieve account information, stock quotes, transaction history, and market data. Designed for seamless integration with Large Language Models to enhance financial applications. - **[myAI Memory Sync](https://github.com/Jktfe/myAImemory-mcp)** - Synchronizes preferences, personal details, and code standards across all Claude interfaces, ensuring consistent updates without manual input. Utilizes a caching system for faster memory-related queries. - **[HWP MCP Server](https://github.com/jkf87/hwp-mcp)** - Control and manage HWP (Hangul Word Processor) documents by creating, editing, and automating tasks through AI models. It offers features like text editing, table manipulation, and batch processing of documents. - **[Dart MCP Server](https://github.com/jmanhype/dart-mcp-server)** - Manage tasks, documents, and workspaces seamlessly with capabilities for task creation, updates, priority settings, and team assignments, along with document handling features. - **[Sanity Document Management](https://github.com/jlmelis/sanity-mcp-server)** - Manage Sanity.io content by creating, editing, and listing documents within an LLM interface, facilitating smooth content workflow and integration with Claude Desktop. - **[Gmail](https://github.com/jmonsellier/gmail-mcp-server)** - Integrate with Gmail to send, manage, and read emails while ensuring user prompts for email actions. - **[Software Planning](https://github.com/Jo-Lion/software-planning-mcp)** - Streamline project management and planning with tools for organizing tasks, tracking progress, and managing resources. The server facilitates the creation of software development goals and provides structured planning capabilities. - **[Cline](https://github.com/Jobikinobi/cline)** - Enables autonomous coding assistance in an IDE with features for creating and editing files, executing terminal commands, and interactive debugging through a browser. Offers a customizable environment via the Model Context Protocol for tailored workflows and ensures safe development with a human-in-the-loop interface. - **[Salesforce Integration Server](https://github.com/jogcruz/mcp_salesforce)** - Enable interaction with Salesforce data by executing SOQL queries, retrieving metadata, and managing Salesforce records through a standardized MCP interface. - **[Xero MCP Server](https://github.com/john-zhang-dev/xero-mcp)** - Connect to Xero Accounting Software to manage financial data and perform accounting operations. Facilitate interactions between AI models and Xero accounts for seamless data retrieval and manipulation. - **[BuildingLink Data Connector](https://github.com/johnagan/buildinglink-mcp)** - Connects to BuildingLink data to access information such as occupant profiles, vendors, deliveries, announcements, and events. Facilitates retrieval of personalized user and building information for enhanced applications. - **[Swagger Explorer](https://github.com/johnneerdael/swagger-mcp)** - Explore and analyze Swagger/OpenAPI specifications through a streamlined interface, enabling users to efficiently interact with API documentation. - **[Netskope NPA](https://github.com/johnneerdael/netskope-mcp)** - Manage Netskope Network Private Access infrastructure through integration with Large Language Models, facilitating interaction with various tools and data sources related to network access. - **[Aiven MCP Server](https://github.com/JohnKennedyOSS/mcp-demo)** - Manage Aiven projects and services, retrieve project details, and access service metadata via a simple API interface. Integrate Aiven's functionalities into applications for streamlined workflows. - **[PBIXRay MCP Server](https://github.com/jonaolden/pbixray-mcp-server)** - Load and analyze Power BI (.pbix) files, explore data models, and access metadata and query languages to enhance data analysis workflows. - **[Jira Weekly Reporter](https://github.com/Jongryong/jira_reporter)** - Generate detailed weekly reports of Jira issues based on customizable JQL queries while securely connecting to Jira instances. Optionally summarize reports using a Large Language Model for improved readability. - **[Strava Integration](https://github.com/JonoCX/strava-mcp)** - Integrate Strava data with Claude Desktop to access insights and information about fitness activities. Track and manage your fitness data directly from your Strava account through this MCP. - **[CrewAI Studio](https://github.com/jorbecalona/CrewAI-Studio)** - Provides a user-friendly interface for interacting with CrewAI, requiring no coding skills. Supports multi-platform usage and allows users to integrate custom knowledge sources and view past results. - **[Backlog API Integration Server](https://github.com/jootsuki/backlog-mcp-server)** - Connect to Backlog's API to search for, retrieve, and update project issues, facilitating effective task management directly within applications. - **[Osmosis](https://github.com/jonator/osmosis-agent-toolkit)** - Connects to an Osmosis account to buy and sell cryptocurrencies, view balances, obtain swap quotes, and execute swap transactions from MCP clients. - **[App Store Connect Server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server)** - Interact with the App Store Connect API to manage apps, beta testers, bundle IDs, and devices. Facilitate app management, beta testing configurations, and user team management within the App Store Connect environment. - **[Supabase MCP Server](https://github.com/JoshuaRileyDev/supabase-mcp-server)** - Provides programmatic access to the Supabase Management API for managing projects and organizations in Supabase, enabling tasks such as retrieving project details, creating new projects, and managing API keys. - **[Supabase Server](https://github.com/JoshuaRileyDev/supabase-mcp-server)** - Provides programmatic access to the Supabase Management API for managing projects and organizations, facilitating tasks such as creation, deletion, and retrieval of project details and API keys. - **[Buzz Traders](https://github.com/jsbintu/buzztraders)** - Engage in trading by accessing real-time insights and analytics. Utilize tools for optimizing trading strategies and making informed decisions based on market data. - **[JSON Resume MCP Server](https://github.com/jsonresume/mcp)** - Automates resume updates by analyzing coding projects and extracting relevant skills and project details. Enhances JSON Resume by integrating data directly from codebases with AI assistance. - **[Google Books Integration](https://github.com/juanbeniteza/mcp-google-books)** - Access and manipulate Google Books data to retrieve book information and perform search operations using the Google Books API. - **[Strategy Agenda Server](https://github.com/JuhyupKim/strategy_agenda)** - Manage and interact with strategic agendas to facilitate efficient planning and decision-making. Integrate strategic data and tools to enhance workflow organization and information utilization. - **[Customer Support App](https://github.com/jumboqian/customer-support-app)** - A customer support application providing a real-time chat interface that integrates with Azure OpenAI, enabling responsive communication and support. Built using React and Node.js, it features secure API integration and error handling capabilities. - **[Pilot](https://github.com/Jungtek/pilot)** - Integrate advanced language model capabilities with real-world data and tools for dynamic interactions. Facilitate complex task execution and enhance response quality through contextual awareness. - **[Qlik Cloud API Server](https://github.com/jwaxman19/qlik-mcp)** - Interacts with Qlik applications to extract data from visualizations and manage application components. Provides functionalities for listing applications, sheets, and charts within Qlik environments. - **[Prospect Research Server](https://github.com/jzhang17/prospect-research-mcp)** - Provides tools for conducting prospect research, including semantic search, webpage scraping, and batch processing of search queries. Enhances research tasks with a focus on understanding context and intent behind queries. - **[Bamboo Integration](https://github.com/JZacharie/poc-bamboo)** - Connect applications to Bamboo for project management and automation tasks, enabling streamlined workflows and improved collaboration. It provides access to Bamboo's features for task management and integration with other tools. - **[Miro Server](https://github.com/k-jarzyna/mcp-miro)** - Integrate with Miro boards to manage content and collaborate effectively. Access and manipulate board items through a standardized interface directly from AI tools. - **[Salesforce Server](https://github.com/kablewy/salesforce-mcp-server)** - Interacts with Salesforce through its REST API to manage records and execute queries. Facilitates real-time data access and handles secure authentication for streamlined interactions with Salesforce resources. - **[Honeycomb MCP Server](https://github.com/kajirita2002/honeycomb-mcp-server)** - Enable seamless interaction between Claude AI and Honeycomb for observability and monitoring, allowing operations such as retrieving, creating, and updating datasets, queries, events, boards, markers, SLOs, and triggers. - **[esa MCP Server](https://github.com/kajirita2002/esa-mcp-server)** - Integrate Claude AI with the esa API to manage documents efficiently by performing operations such as searching, creating, and updating documents. - **[Mattermost Integration Server](https://github.com/kakehashi-inc/mcp-server-mattermost)** - Connects to Mattermost API endpoints to retrieve and process information in real-time, allowing for monitoring of specific teams and channels with secure token-based authentication. - **[Mattermost Integration Server](https://github.com/kakehashi-inc/mcp-server-mattermost)** - Integrates with Mattermost API endpoints to retrieve and process information in real-time, enabling secure monitoring of specific teams and channels. Supports multiple transport modes for seamless communication with external tools and data. - **[Weekly Report Checker](https://github.com/kaneyxx/weekly-report-mcp)** - Check and track weekly report submissions in a Google Sheet, identify missing reports, and access detailed statuses and submission statistics for team members. - **[JIRA](https://github.com/Kallows/mcp-jira-python)** - Integrate with JIRA for issue management, enabling actions like creating and deleting issues programmatically. This server facilitates secure and local communication with JIRA from AI applications. - **[PR Reviewer](https://github.com/KalyankumarKonduru/MCP_test)** - Integrate with GitHub and Notion to streamline pull request reviews, automate task management, and enhance collaboration between platforms. - **[Google Chat MCP Server](https://github.com/KaranThink41/gchat_post_text_message)** - Interact with Google Chat spaces through webhooks to post text messages effortlessly. This server facilitates secure integration without requiring OAuth setup, making it accessible for MCP-compatible tools. - **[Google Workspace Server](https://github.com/KaranThink41/Google_chat_mcp_server)** - Manage emails and calendar events through a unified interface, enabling programmatic interaction with Gmail and Calendar APIs to automate tasks and improve workflow efficiency. - **[HubSpot MCP Server](https://github.com/KaranThink41/hubspot_private_app)** - Interact with HubSpot CRM to manage Note engagements by creating, updating, deleting, and fetching summary records. Streamline communication by sending records via chat or email directly from the server. - **[Okta User Management Server](https://github.com/kapilduraphe/okta-mcp-server)** - Retrieve and manage user information from Okta's user management system, facilitating user profiles, statuses, and account details management. Automate onboarding processes with secure API access. - **[Keka HR Integration Server](https://github.com/KaranThink41/Keka_Official_MCP)** - Integrate and automate features of the Keka HR platform, including employee management, attendance tracking, leave management, payslip generation, and holiday data handling via a secure MCP server. Supports OAuth2 authentication for secure access and features a modular structure for flexibility. - **[Slack Workspace Automation Server](https://github.com/KaranThink41/Official-Slack-MCP)** - Automate interactions in Slack workspaces, including posting messages, replying to threads, adding reactions, and retrieving channel or user information. Enhance workflow efficiency by leveraging Slack API functionalities directly through the Model Context Protocol. - **[Lichess Integration](https://github.com/karayaman/lichess-mcp)** - Interact with the Lichess chess platform using natural language to manage accounts, play games, analyze positions, and join tournaments. Enhance chess activities through seamless communication with the platform. - **[Webflow MCP Server](https://github.com/kapilduraphe/webflow-mcp-server)** - Enables interaction with Webflow's APIs, facilitating operations such as site management and content updates through automated requests. - **[Agent Care](https://github.com/Kartha-AI/agentcare-mcp)** - Integrates with EMRs like Cerner and Epic to access and manage healthcare data using SMART on FHIR APIs, providing tools for medical research and clinical analysis. - **[Backlog Integration Server](https://github.com/katsuhirohonda/mcp-backlog-server)** - Integrates with Backlog projects to provide data access and analysis. Retrieve project details, manage issues, and generate summaries using Backlog's API. - **[Snak](https://github.com/KasarLabs/snak)** - Snak is an MCP server designed to facilitate the connection of AI agents to Starknet, enabling seamless interactions with decentralized applications and smart contracts on the Starknet blockchain. - **[Devin AI Slack Integration Server](https://github.com/kazuph/mcp-devin)** - Integrate Devin AI sessions with Slack for automated task posting, maintaining context in conversations, and managing session information efficiently. Facilitates communication between Devin AI and Slack threads while providing session details and task updates. - **[Auth0 OIDC MCP Server](https://github.com/moeki0/mcp-auth0-oidc)** - Authenticate users and manage secure access to protected APIs using OAuth2 for user authentication and authorization. Enables seamless development and deployment of API interactions. - **[Gmail GAS](https://github.com/kazuph/mcp-gmail-gas)** - Integrates Gmail with AI models using Google Apps Script to facilitate interactions with Gmail accounts. Enables functionalities such as reading emails, sending messages, and managing inboxes through the Model Context Protocol. - **[TaskManager](https://github.com/kazuph/mcp-taskmanager)** - Manage and execute tasks in a queue-based system for efficient task handling and organization. - **[Zaturn: Data Analysis Copilot With SQL, CSV And More](https://github.com/kdqed/zaturn)** - Connect to various data sources for AI-powered data analysis and execute SQL queries to generate insights and visualizations. Provide textual and tabular summaries, allowing natural language questions to explore and analyze data without coding knowledge. - **[Linear Issues Server](https://github.com/keegancsmith/linear-issues-mcp-server)** - Provides read-only access to Linear issues and their comments, enabling retrieval of issue details and associated comments through a Linear API token. - **[Gong MCP Server](https://github.com/kenazk/gong-mcp)** - Access Gong's API to retrieve call recordings and transcripts, enabling interaction with data through a standardized interface. Provides features for listing calls with date filtering and retrieving detailed transcripts, secured by API credentials. - **[Plane MCP Server](https://github.com/kelvin6365/plane-mcp-server)** - Manage projects and issues using Plane's API, enabling LLMs to interact with project management workflows while maintaining user control and security. - **[Productboard Integration](https://github.com/kenjihikmatullah/productboard-mcp)** - Integrate with the Productboard API to access and manage product data, including companies, features, and products. Streamline workflows by leveraging tools designed for efficient data retrieval and management. - **[YOURLS URL Shortener Integration Server](https://github.com/kesslerio/yourls-mcp)** - Integrates YOURLS URL shortening capabilities with Claude Desktop, enabling URL shortening, expansion, and management through natural language commands. It supports custom keywords, analytics, and QR code generation while maintaining intelligent fallbacks and plugin compatibility. - **[Webhook Server](https://github.com/kevinwatt/mcp-webhook)** - Integrates with webhook endpoints to send messages, allowing for customization of display names and avatars. Compatible with MCP-compatible large language models for streamlined communication. - **[GigGatek](https://github.com/KhryptorGraphics/giggatek)** - GigGatek is an ecommerce platform focused on refurbished computer hardware, offering functionalities for direct sales and rent-to-own services. It supports user interactions through a web interface with backend operations in Python and a MySQL database for data management. - **[Kibela Server](https://github.com/kibela/kibela-mcp-server)** - Interact with Kibela's knowledge base to search, organize, and manage notes and folders while utilizing AI-assisted writing and content creation. Integrate seamlessly with MCP clients like Claude Desktop or VSCode for enhanced productivity. - **[Wolfgang AI SEO Tools](https://github.com/KhuKhusokha/wolf)** - Provides an AI-powered SEO toolkit with capabilities for generating keywords, optimizing meta tags, automating article workflows, and engaging in AI chat interfaces. Operates locally with privacy through Ollama integration and features a user-friendly Streamlit interface. - **[OpenManus](https://github.com/kgh1379/OpenManus_nm)** - OpenManus facilitates the creation of customizable AI agents without the need for an invite code, enabling quick setups and community engagement for enhanced productivity. - **[Confluence Chat Service](https://github.com/kinsha-dev/confluence-chat-mcp-service)** - Integrate chat applications with Confluence to access and manage Confluence data efficiently. This server facilitates user interactions and improves workflow automation by allowing real-time data manipulation. - **[TaskFlow Memory Server](https://github.com/kiranraathod/taskflow-memory-server)** - Manage tasks with persistent memory to maintain project context and streamline workflow execution using intelligent planning and execution modes. The server integrates seamlessly with FastMCP-compatible clients for enhanced task and context management. - **[Jenkins MCP](https://github.com/kjozsa/jenkins-mcp)** - Manage Jenkins operations efficiently, facilitating build and deployment processes. - **[Kibela MCP Server](https://github.com/kiwamizamurai/mcp-kibela-server)** - Integrate with the Kibela API to search for and retrieve notes stored within the platform. - **[NetSuite Integration Server](https://github.com/Kkartik14/MCP-Netsuite)** - Seamless integration with Oracle NetSuite, exposing its data and operations through a standardized MCP interface. Facilitates efficient interactions between LLM applications and NetSuite resources to streamline automation and data retrieval. - **[Jokes MCP Server](https://github.com/kkarra111/JokesMCP)** - Delivers concise and engaging jokes on demand, adapting to user preferences by fetching from popular joke APIs such as Chuck Norris, Dad, and Yo Mama jokes. Integrates seamlessly with Microsoft Copilot Studio for real-time joke delivery. - **[JIRA Integration Server](https://github.com/klauseduard/vibe-coded-jira-mcp)** - Integrates JIRA with Cursor IDE for efficient issue management. Allows fetching, searching, and filtering JIRA issues using JQL, alongside capabilities to create, update, and comment on issues. - **[YNAB Integration Server](https://github.com/klauern/mcp-ynab)** - Access YNAB functionality through a standardized protocol to manage budgets by creating transactions and viewing account balances. - **[Glide API MCP Server](https://github.com/knmurphy/glide-api-mcp-server)** - Interact with the Glide API, manage app information, and perform CRUD operations on tables and rows. Supports both Glide API versions for seamless integration. - **[Klavis ReportGen Server](https://github.com/Klavis-AI/klavis)** - Generates visually appealing web reports based on simple search queries, integrating live web search results and storing reports in a database for easy access. Utilizes AI to synthesize information into interactive HTML formats. - **[Consul Server](https://github.com/kocierik/consul-mcp-server)** - Provides standardized access to Consul's service management, health checks, key-value store, sessions, events, prepared queries, status, agent, and system information through a unified MCP interface. - **[Paystack](https://github.com/kohasummons/paystack-mcp)** - Interact with Paystack services to create and manage products, handle customer management, process transactions, manage authorizations, access bank information, and export transaction data. - **[Atlassian MCP Server](https://github.com/kompallik/ATLASSIAN-MCP)** - Integrate with Atlassian JIRA and Confluence to manage tickets, retrieve content, and enhance collaboration workflows. Supports operations like ticket creation, content search, and adding comments directly through the MCP protocol. - **[Jira MCP Server for Cursor](https://github.com/kornbed/jira-mcp-server)** - Integrate Jira ticket management into workflows by listing, creating, and updating tickets directly. Supports detailed interactions including retrieving ticket comments and status updates. - **[Slack](https://github.com/korotovsky/slack-mcp-server)** - Connects to Slack Workspaces to retrieve message history through channel IDs, utilizing Stdio and SSE transports without the need for permissions or bot approvals. - **[MCP to SLOP Adapter](https://github.com/kortexa-ai/mcp-slop-adapter)** - Connects MCP clients to SLOP-compatible servers by translating MCP messages into SLOP API calls, facilitating integration and interaction with SLOP resources and tools. - **[Kong Konnect MCP Server](https://github.com/Kong/mcp-konnect)** - Facilitates interaction with Kong Konnect APIs to query and analyze API Gateway configurations, traffic, and analytics. Enables natural language conversations for streamlined API management and insights generation. - **[GitLab Merge Request Integration](https://github.com/kopfrechner/gitlab-mr-mcp)** - Interact seamlessly with GitLab repositories to manage merge requests and issues, fetch details, and add comments to streamline the code review process. - **[DevRev](https://github.com/kpsunil97/devrev-mcp-server)** - Search and retrieve information using the DevRev APIs, focusing on accessing details about objects and conducting searches within a specified namespace. - **[Fledge MCP Server](https://github.com/Krupalp525/fledge-mcp)** - Connects Fledge functionality to Cursor AI, allowing interaction with Fledge instances using natural language commands for data access, service control, and UI generation. - **[Jira communication server MCP Server](https://github.com/KS-GEN-AI/jira-mcp-server)** - Interact with Jira to execute JQL queries, manage Jira tickets, and retrieve project statuses. Provides functionality to create, edit, and delete tickets as well as fetch ticket details. - **[Confluence Communication Server](https://github.com/KS-GEN-AI/confluence-mcp-server)** - Interact with Confluence to execute CQL queries, retrieve, and update page content. Integrate Confluence data directly into applications for streamlined access and management. - **[Redmine Integration Server](https://github.com/ksyrang/Redmine-MCP-Server)** - Integrate Redmine with MCP clients to query issue lists, view detailed issue information, and retrieve project lists. Access Redmine data directly through seamless connections using environment variables for configuration. - **[Dixa MCP Server](https://github.com/ktabori/dixa-mcp)** - Manage conversations and tags by searching for and retrieving conversation details, notes, and messages. Add or remove tags from conversations to streamline your workflow. - **[Twitter Username Changes](https://github.com/kukapay/twitter-username-changes-mcp)** - Tracks historical changes of Twitter usernames to identify potential scam risks from frequent changes. Retrieve username change histories by providing a current Twitter handle. - **[Google Patents MCP Server](https://github.com/KunihiroS/google-patents-mcp)** - Search Google Patents information using the SerpApi, providing access to comprehensive patent data for streamlined research. Facilitates quick querying and retrieval of patent-related information. - **[mem0 MCP Server for Project Management](https://github.com/KunihiroS/mem0-mcp-for-pm)** - Facilitates the management of project memories and allows users to store, retrieve, and search project-related information efficiently. Utilizes structured templates for improved organization and collaboration in project management. - **[GitHub Project Manager](https://github.com/kunwarVivek/mcp-github-project-manager)** - Manage GitHub projects, milestones, tasks, and sprints using a standardized MCP interface. This implementation leverages GitHub's GraphQL API to handle project configurations and metrics while ensuring state management and error handling according to MCP specifications. - **[JIRA Integration Server](https://github.com/kuvanov-2/mcp-server-jira)** - Interact with JIRA issues to retrieve detailed information, enhancing project management workflows. Provides seamless integration for AI assistants to work directly with JIRA data. - **[Covenant AI](https://github.com/kumzhijr/Covenant-ai)** - Advanced contract analysis and management platform that processes PDF contracts, assesses risks, identifies opportunities, and provides user management and interactive visualization features. - **[Jokes MCP Server](https://github.com/kusbr/mcpsvr)** - Delivers concise and engaging jokes tailored to user preferences while ensuring content safety. Integrates with Microsoft Copilot Studio for easy access to a variety of humor types including Chuck Norris, Dad, and Yo Mama jokes. - **[Vault Java MCP Server](https://github.com/kumartheashwani/paypal-java-mcp-server)** - Enhance PayPal transactions with tools for analyzing authorization rates and performing basic math calculations through a RESTful API. Provides JSON-RPC over HTTP and stdio interfaces for integration. - **[Model Context Protocol (MCP) Server + Strava OAuth](https://github.com/kw510/strava-mcp)** - Connects to Strava accounts and facilitates remote MCP connections via OAuth. Serves as both an OAuth Server for MCP clients and as an OAuth Client for Strava's services. - **[Feature Tour](https://github.com/kyungwoo007/netlify-feature-tour)** - An interactive demo site for exploring Netlify features, allowing users to quickly deploy their own version and access related tutorials. It provides a hands-on way to learn about web development enhancements using Netlify. - **[Slack Server](https://github.com/lance2016/mcp_weather)** - Seamlessly interact with Slack workspaces by listing channels, posting messages, replying to threads, adding reactions, and retrieving user and message information. Automate communication workflows and enhance collaboration within applications. - **[Client Configuration Server](https://github.com/landicefu/mcp-client-configuration-server)** - Manage and automate configurations for multiple MCP clients, synchronizing server settings across various AI assistants. It provides functionalities to retrieve, list, add, and remove server configurations based on the client and operating system. - **[Spring Cloud Distributed Microservices Server](https://github.com/lanshiqin/cloud-project)** - Facilitates the development of distributed microservices using Spring Cloud by enabling service discovery, configuration management, and inter-service communication. Supports the construction of scalable and maintainable applications in cloud environments. - **[Salon Connect Africa](https://github.com/Lareference1/salon-connect-africa)** - Connect with clients and manage salon appointments while streamlining salon operations. Engage with the community through a unified platform for scheduling and communication. - **[Feishu/Lark OpenAPI Integration Server](https://github.com/larksuite/lark-openapi-mcp)** - Connects AI agents to Feishu/Lark platform APIs for tasks like document processing, conversation management, and calendar scheduling. Supports multiple authentication methods and diverse communication protocols for integration. - **[Slack User Server](https://github.com/lars-hagen/slack-user-mcp)** - Interact with Slack workspaces as a user, enabling functionalities like listing channels and posting messages in specific channels. - **[Slack User MCP Server](https://github.com/lars-hagen/slack-user-mcp)** - Interact with Slack workspaces by listing channels and posting messages as a user. - **[Alpaca Trading MCP Server](https://github.com/laukikk/alpaca-mcp)** - Interface with the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. - **[Lunchmoney MCP Server](https://github.com/leafeye/lunchmoney-mcp-server)** - Interact with Lunchmoney financial data to view recent transactions, analyze spending in specific categories, and get detailed budget information through AI assistants. - **[n8n Workflow Automation Server](https://github.com/leonardsellem/n8n-mcp-server)** - Manage n8n workflows with natural language commands, enabling listing, creating, updating, deleting, and executing workflows while monitoring their statuses and accessing detailed execution statistics. - **[Better Auth Server](https://github.com/LexiconAlex/better-auth-mcp-server)** - Manage and monitor authentication processes with secure credential management and support for multiple authentication protocols. Offers real-time threat detection and recommendations for project authentication setup. - **[Lark Tools](https://github.com/Li-vien/lark-tools-mcp)** - Integrate Feishu operations with AI agents to perform tasks such as reading documents, sending messages, approving contracts, and processing data. Connects LLMs to enable efficient task management and information retrieval using Feishu functionalities. - **[Notion Todo and Content Manager](https://github.com/liaoweiqiang-dao42/notion-api-mcp)** - Integrate with Notion's API to manage tasks and content, enabling users to create, update, and track todos, manage databases, and structure content. Supports advanced features such as nested subtasks, Markdown formatting, and custom database views for effective productivity. - **[Jenkins Integration Server](https://github.com/lieee1995/mcp-jenkins-server)** - Integrates with a Jenkins server to manage jobs, retrieve build information, and trigger builds. Provides direct access to Jenkins data for enhanced automation and CI/CD processes. - **[NovaCV Resume Service](https://github.com/HireTechUpUp/mcp-server-novacv)** - Connect to the NovaCV API for generating professional resumes, analyzing resume content, and converting resume text into structured formats like JSON. It provides features for creating tailored resumes in PDF format and accessing available template options. - **[LINE Bot Integration Server](https://github.com/line/line-bot-mcp-server)** - Enable AI agents to send and retrieve messages through a LINE Official Account, facilitating user engagement by pushing text and rich flex messages. Interact with user profiles and broadcast messages to all followers using the LINE Messaging API. - **[Tibber MCP Server](https://github.com/linkcd/tibber-mcp)** - Connects to Tibber's energy API to provide real-time insights on energy consumption and pricing. Analyze power usage data and forecast costs to enhance decision-making regarding energy consumption. - **[Multi LLM Cross-Check Server](https://github.com/lior-ps/multi-llm-cross-check-mcp-server)** - Supports simultaneous querying of multiple LLM providers to cross-check responses, enhancing the reliability of AI insights. Facilitates easy integration with Claude Desktop for asynchronous processing of queries from various APIs. - **[Linkup Search](https://github.com/LinkupPlatform/python-mcp-server)** - Fetch real-time web search results using the LinkupClient to provide updated information for AI models, enhancing their responses with current events and trusted sources. - **[Chain of Thought](https://github.com/liorfranko/mcp-chain-of-thought)** - Provides an intelligent task management system that guides AI Agents through structured workflows for systematic programming, enhancing task memory management and improving development efficiency. Facilitates deep task planning, execution tracking, and initialization of project rules to maintain consistency and quality. - **[AgentKit](https://github.com/liuchongchong1995/agentkit)** - Facilitates blockchain transactions with crypto wallets for AI agents, enabling fee-free stablecoin payments and multi-wallet interactions. Supports seamless onchain interactions for monetizing AI functionalities across various frameworks. - **[Unstructured API Server](https://github.com/liuchongchong1995/UNS-MCP)** - Interact with the Unstructured API to manage sources, destinations, workflows, and jobs. Provides tools to list, create, update, and delete connectors and workflows, facilitating efficient data processing tasks. - **[Compass](https://github.com/liuyoshio/mcp-compass)** - MCP Compass serves as a discovery and recommendation tool for exploring Model Context Protocol servers. It facilitates natural language queries to find and understand various MCP services. - **[HubSpot Integration Server](https://github.com/lkm1developer/hubspot-mcp-server)** - Connects AI assistants to HubSpot CRM, enabling operations such as managing contacts and accessing real-time data through natural language commands. - **[Bitable Server](https://github.com/lloydzhou/bitable-mcp)** - Interact with Lark Bitable tables to list, describe, and query data using predefined tools. Access various functionalities to manage and retrieve information from Bitable seamlessly. - **[Alibaba Cloud Operations Server](https://github.com/lkp474/alibaba-cloud-ops-mcp-server)** - Manage Alibaba Cloud resources through a unified interface, allowing users to start, stop, and describe instances. Provides functionality for managing buckets and monitoring resource metrics across various Alibaba Cloud services such as ECS, VPC, RDS, OSS, and CloudMonitor. - **[Multi Fetch MCP Server](https://github.com/lmcc-dev/mult-fetch-mcp-server)** - Fetch web content in various formats such as HTML and JSON using intelligent scraping techniques while providing bilingual support for English and Chinese. - **[Dify Workflows](https://github.com/localSummer/dify-workflow-mcp)** - A TypeScript implementation of a Model Context Protocol (MCP) server that transforms Dify applications into MCP tools with YAML configuration and type safety. It facilitates the integration of Dify workflows, allowing for streamlined interactions with various data sources and tools. - **[Glean](https://github.com/longyi1207/glean-mcp-server)** - Integrates the Glean API to provide functionalities for searching and interacting with a chatbot. Offers capabilities for retrieving search results based on queries and conducting question-and-answer sessions with a chatbot interface. - **[Gemini Search](https://github.com/Lorhlona/geminiserchMCP)** - Generates responses based on the latest information using the Gemini API and Google Search, requiring integration with AI assistants like Cline for functionality. - **[LongPort MCP](https://github.com/longportapp/openapi)** - Access real-time stock market data, manage trading orders, and retrieve quotes through a streamlined interface. Monitor portfolio assets and positions while leveraging AI for trading insights and analysis. - **[WeCom Bot Server](https://github.com/loonghao/wecom-bot-mcp-server)** - Send messages through WeCom using a webhook to facilitate communication with the WeCom bot. - **[Xano MCP Server](https://github.com/lowcodelocky2/xano-mcp)** - Manage Xano databases by creating, modifying, and deleting tables while facilitating comprehensive schema editing. Provides tools for database management and API documentation extraction in JSON or Markdown format. - **[Decentralized Autonomous Regulated Company](https://github.com/lorrylockie/DARC)** - Facilitates the creation and management of decentralized autonomous companies regulated by a plugin system, enabling operations like token management, dividend distribution, and structured governance on EVM-compatible blockchains. - **[Decentralized Autonomous Regulated Company](https://github.com/lorrylockie/DARC)** - Manages a decentralized autonomous company using a plugin system based on commercial laws, enabling token management, dividends distribution, and governance on EVM-compatible blockchains. - **[n8n MCP Server](https://github.com/lowprofix/n8n-mcp-server)** - Validate n8n workflows to ensure adherence to best practices, manage workflow interactions, and facilitate NextJS integration with generated API routes and documentation. - **[Burger House](https://github.com/lph2o/burger-house)** - Manage a virtual burger restaurant, enabling customers to place orders and allowing users to showcase their menu offerings. Facilitate a seamless online ordering experience for food enthusiasts and aspiring restaurateurs. - **[Comexstat Data Server](https://github.com/luizzzvictor/mcp-comexstat)** - Provides direct access to Brazilian foreign trade statistics, including detailed export and import data, municipal statistics, historical records, and auxiliary tables. Enables seamless interaction with up-to-date trade data for analysis and decision-making. - **[LumbreTravel MCP Server](https://github.com/lumile/lumbretravel-mcp)** - Access the LumbreTravel API to manage travel programs and activities effectively. It offers functionalities to create, update, delete, and reactivate travel programs. - **[Swift](https://github.com/lumix-labs/swift)** - Transforms legacy systems to enhance deployment speed and minimize incidents by enabling incremental modernization without extensive rewrites. Facilitates faster deployment cycles from weeks to days while reducing technical debt. - **[Assistant Server](https://github.com/Lutra23/mcp-assistant-server)** - Provides intelligent task analysis and recommends suitable MCP tools based on task characteristics. Integrates large language models for advanced analysis and maintains context throughout task execution. - **[Trello MCP Server](https://github.com/m0xai/trello-mcp-server)** - Interact with Trello boards, lists, and cards through AI Hosts, facilitating task management using natural language commands to read, create, and update boards and cards. - **[Dust MCP Server JS](https://github.com/ma3u/mcp-dust-server)** - Manage sessions and context for interacting with Dust AI agents while ensuring secure API interactions for real-time capabilities in applications. - **[kintone](https://github.com/macrat/mcp-server-kintone)** - Explore and manipulate Kintone data using AI tools, facilitating data management and interaction with Kintone applications. - **[ITSM Integration Platform](https://github.com/madosh/MCP-ITSM)** - Unify access to various IT Service Management systems through a standardized API, enabling streamlined workflows and reducing complexity in managing multiple ITSM tools. - **[Linear Integration Server](https://github.com/magarcia/mcp-server-linearapp)** - Integrate with Linear's issue tracking system to manage issues, projects, and teams through a standardized interface. Enhance workflows and productivity by enabling LLMs to interact effectively with Linear issues. - **[Free USDC Transfer](https://github.com/magnetai/mcp-free-usdc-transfer)** - Facilitates fee-free transfers of USDC on the Base chain, utilizing a secure Coinbase MPC wallet. Supports automatic resolution of ENS and BaseName domains for seamless transactions. - **[Confluence MCP Server](https://github.com/MahithChigurupati/Confluence-MCP-Server)** - Integrate with Confluence's REST API to manage spaces and pages, execute content searches, and navigate through page structures. It facilitates programmatic access to Confluence content using API token-based authentication. - **[MailPace MCP Server](https://github.com/mailpace/mailpace-mcp)** - Send emails using MailPace's transactional email API, enabling seamless integration of email capabilities into applications. - **[Gmail MCP Server](https://github.com/MaitreyaM/Gmail-mcp-server)** - Send emails through Gmail's SMTP server and manage attachments from various sources including local files, URLs, and pre-staged directories. Fetch recent emails and integrate them into workflows, supporting automation with AI agents. - **[Mailgun MCP Server](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun's email services by sending emails, retrieving statistics, and visualizing email data. Provides seamless integration with AI clients for enhanced email capabilities. - **[n8n Workflow Builder](https://github.com/makafeli/n8n-workflow-builder)** - Manage n8n workflows programmatically by listing, creating, updating, deleting, activating, and deactivating them. - **[Plane Server](https://github.com/makeplane/plane-mcp-server)** - Integrate with Plane APIs to manage projects, work items, and automations. Update, track, and analyze project data while enhancing collaboration and productivity workflows. - **[Smithery SDK](https://github.com/manutout/Smithery)** - Provide utilities to simplify development and usage of Model Context Protocols (MCPs) with Smithery. Connect seamlessly to Smithery MCPs and transform MCP responses for OpenAI and Anthropic clients. Accelerate your integration with MCPs using this SDK. - **[ManusMCP](https://github.com/mantrakp04/manusmcp)** - An orchestrator for specialized AI agents that facilitates collaboration on complex tasks through the Model Context Protocol. It provides a structured communication layer and shared context to enhance agent capabilities and workflow automation. - **[Notion API Server](https://github.com/makenotion/notion-mcp-server)** - Integrate applications with Notion by automating tasks and managing workspace contents through the Notion API. Support for various operations is provided while adhering to the limitations of the Notion API. - **[Spotify MCP Server](https://github.com/marcelmarais/spotify-mcp-server)** - Control Spotify playback, manage playlists, and enhance user interactions with AI assistants. Integrate music commands for searching, playing, and creating playlists on Spotify. - **[ABAP-ADT-API MCP-Server](https://github.com/mario-andreschak/mcp-abap-abap-adt-api)** - Facilitates communication between ABAP systems and MCP clients, providing tools for managing ABAP objects, handling transport requests, and performing code analysis. Acts as a wrapper for the abap-adt-api, enhancing ABAP development workflows. - **[ABAP Development Tools Server](https://github.com/mario-andreschak/mcp-abap-adt)** - Interacts with SAP ABAP systems to retrieve source code, table structures, and other development-related information using the Model Context Protocol (MCP). It acts as a bridge between tools and ABAP environments for seamless data access. - **[SAP GUI Automation Server](https://github.com/mario-andreschak/mcp-sap-gui)** - Automate interactions with SAP GUI to control transactions programmatically, allowing for seamless integration and execution of various SAP tasks. - **[Office Interop Word Server](https://github.com/mario-andreschak/mcp-msoffice-interop-word)** - Interact programmatically with Microsoft Word documents, automating common Word processing tasks using a simple MCP interface. Facilitates document manipulation capabilities via COM Interop on Windows. - **[Smithery](https://github.com/mark15021/Smithery)** - Create and manage custom workflows and automations to integrate various tools and resources into cohesive processes. Streamline complex task orchestration with an intuitive interface. - **[FreeAgent Server](https://github.com/markpitt/freeagent-mcp)** - Manage FreeAgent timeslips and timers, enabling tracking of time, creation and updating of timeslips, and control of timers through application integration. - **[Google Forms Integration Server](https://github.com/masatoshi118/mcp_google_froms)** - Automate the creation and management of Google Forms using the Google Forms API. This server facilitates form creation, question addition, and response retrieval. - **[Zoho Creator Scaflog App](https://github.com/mastercode-io/scaflog-zoho-mcp-server)** - Store and manage notes, providing features for summarizing and organizing content through a custom URI scheme. It integrates with Zoho Creator to enhance productivity in note-taking tasks. - **[Bitbucket MCP ](https://github.com/MatanYemini/bitbucket-mcp)** - Integrate with Bitbucket repositories, manage pull requests, and retrieve repository content through a standardized protocol interface. Ensures code security by analyzing pull requests with CodeQL, while operating safely without any delete operations. - **[MasterGo Magic](https://github.com/mastergo-design/mastergo-magic-mcp)** - Connects design tools with AI models to retrieve DSL data from MasterGo design files, enhancing design workflows without external dependencies, requiring only Node.js. - **[Maton MCP Server](https://github.com/maton-ai/agent-toolkit)** - Integrate with various SaaS tools such as HubSpot and Salesforce through function calling. Supports a range of API actions for interacting with Maton services. - **[Bitpanda API Integration Server](https://github.com/matteoantoci/mcp-bitpanda)** - Programmatic access to Bitpanda features including trades, wallets, and transactions through a standardized protocol. Retrieve detailed asset information, OHLC data, and manage account data efficiently. - **[Figma MCP Server](https://github.com/MatthewDailey/figma-mcp)** - Interact with Figma files to view, comment, and analyze designs directly through AI assistants, facilitating collaboration and feedback. - **[OpenAPI Proxy](https://github.com/matthewhand/mcp-openapi-proxy)** - Dynamically exposes REST APIs defined by OpenAPI specifications as MCP tools, facilitating integration of OpenAPI-described APIs into MCP-based workflows. - **[Flowise API](https://github.com/matthewhand/mcp-flowise)** - Integrates with the Flowise API to list chatflows, create predictions, and register tools dynamically for Flowise chatflows or assistants. Offers both dynamic registration of tools and static configurations for simpler use cases. - **[YNAB Budget Management Server](https://github.com/mattweg/ynab-mcp)** - Facilitates interaction with YNAB accounts for budget management, transaction tracking, and financial insights using natural language queries. Secure OAuth access is implemented for user authentication and data protection. - **[BrasilAPI MCP Server](https://github.com/mauricio-cantu/brasil-api-mcp-server)** - Access a variety of Brazilian data resources, including postal codes, area codes, banks, holidays, and taxes, through a unified API interface. Provides tools for querying all available endpoints from BrasilAPI. - **[Jira Integration Server](https://github.com/maximepeabody/simple-jira-mcp)** - Interact with Jira to manage tickets, including fetching assigned tickets, adding comments, and updating ticket statuses. Automate workflows and streamline task management directly through AI assistants. - **[Yahoo Finance Data Server](https://github.com/maxscheijen/mcp-yahoo-finance)** - Provide real-time and historical financial data from Yahoo Finance, enabling access to stock prices, company information, and comparative financial queries. Supports interaction with financial markets data through standardized tools. - **[GitHub Workflow Debugger](https://github.com/Maxteabag/GithubWorkflowMCP)** - Diagnose and fix GitHub Actions workflow failures by fetching workflow run information and analyzing jobs and steps. Identifies common failure patterns and suggests specific fixes for issues, along with options to view and update workflow files. - **[Cline](https://github.com/Maxwongfong/cline)** - Assist with software development tasks by creating and editing files, running commands, and utilizing the browser with user permission. - **[Stock Market Server](https://github.com/MCP-100/stock-market-server)** - Access real-time stock market data and financial information using the Alpha Vantage API. Generate market reports, financial statements, and retrieve ticker prices seamlessly. - **[MCP Router](https://github.com/mcp-router/mcp-router)** - MCP Router simplifies the management of multiple MCP servers by providing a unified interface to route and direct MCP requests. It supports both local and remote servers, facilitating connections to various MCP resources and tools with secure access control and logging features. - **[Hatch API Integration Server](https://github.com/Meerkats-Ai/hatch-mcp-server)** - Integrate with the Hatch API to find and verify email addresses, retrieve phone numbers, gather detailed company data, and discover LinkedIn URLs. This server streamlines data retrieval and verification processes for enhanced applications. - **[Hunter.io Email Finder and Verifier](https://github.com/Meerkats-Ai/hunter-io-mcp-server)** - Find and verify email addresses using provided domain and name information, ensuring reliable email data for outreach purposes through the Hunter.io API. - **[RocketReach Integration Server](https://github.com/Meerkats-Ai/rocketreach-mcp-server)** - Integrates with RocketReach's API to provide capabilities for finding professional and personal emails, phone numbers, and enriching company data. Facilitates easy access to contact and company information for enhanced data retrieval workflows. - **[Prospeo Email and LinkedIn Enrichment Server](https://github.com/Meerkats-Ai/prospeo-mcp-server)** - Integrates with the Prospeo API for email finding and LinkedIn profile enrichment, enabling the retrieval of work emails using name and company data, discovering emails linked to specific domains, and enriching person data from LinkedIn URLs. - **[YNAB Server](https://github.com/Meh-S-Eze/ynab-mcp-client2)** - Seamlessly access YNAB functionality to manage budgets by viewing account balances, creating transactions, and retrieving financial data through a standardized interface. - **[GitLab Code Review Integration](https://github.com/mehmetakinn/gitlab-mcp-code-review)** - Enables AI assistants to perform code reviews on GitLab merge requests by accessing diffs, commits, comments, and managing reviews through the GitLab API. Facilitates seamless interaction with development environments for enhanced code review workflows. - **[FruGPT](https://github.com/mehdi89/mehdi89)** - FruGPT is an AI solution designed for corporate environments, focusing on the integration of AI capabilities while prioritizing security and privacy. It facilitates interaction with various tools and data sources to enhance AI-driven tasks and collaboration. - **[Outlook Calendar Tool](https://github.com/merajmehrabi/Outlook_Calendar_MCP)** - Manage and access Microsoft Outlook calendar events, including viewing, creating, and updating events. Provides functionality for finding optimal meeting times and supporting multiple calendars within the Outlook profile. - **[Lokka - Microsoft 365](https://github.com/merill/lokka)** - Query and manage Microsoft 365 and Azure tenants using natural language through the Microsoft Graph API. Automate tasks and enhance productivity by interacting with organizational resources via intuitive commands. - **[Merge MCP Server](https://github.com/merge-api/merge-mcp)** - Integrate Merge API data with any LLM provider, enabling natural language queries, entity creation, and updates. Direct access to data models and fields supports various Merge API categories like HRIS and ATS. - **[Docx Document Processing Service](https://github.com/MeterLong/MCP-Doc)** - Create, edit, and manage Word documents using natural language commands, facilitating document operations and formatting. Support for table processing, image insertion, and layout control is also included. - **[Metricool Social Media Analytics Server](https://github.com/metricool/mcp-metricool)** - Access and analyze social media metrics, campaign data, and schedule posts through a unified interface with the Metricool API. Enables AI agents to retrieve data and manage social media activities effectively. - **[ServiceNow MCP Server](https://github.com/mexicanamerican/servicenow-mcp)** - Interact with ServiceNow data through a secure API, enabling natural language queries to search, update, and manage records efficiently. Access various resources, including incident reports and user information, directly from the ServiceNow platform. - **[Metoro MCP Server](https://github.com/metoro-io/metoro-mcp-server)** - Interact with Kubernetes clusters through Metoro's APIs via the Claude Desktop App. Facilitates communication between AI models and Kubernetes management operations. - **[Email Automation Server](https://github.com/mhazarabad/email-mcp)** - Automates email operations by sending emails and searching mailboxes using SMTP and IMAP protocols. Supports integration with various email providers, including Gmail, for efficient email management within applications. - **[Wuying AgentBay Server](https://github.com/Michael98671/agentbay)** - Enables rapid integration and execution of AI agent tasks within a secure, serverless cloud infrastructure. Facilitates real-time interaction with standard tools such as browsers, files, and terminals for AI workflows. - **[ServiceNow MCP Server](https://github.com/michaelbuckner/servicenow-mcp)** - Facilitates interaction with ServiceNow data through natural language queries and a secure API, enabling users to search, update, and manage records efficiently. - **[Goose App Maker](https://github.com/michaelneale/goose-app-maker-mcp)** - Manage and serve custom web applications locally using HTML, CSS, and JavaScript, facilitating straightforward creation and updates of applications stored in a dedicated directory. - **[PowerPlatform MCP Server](https://github.com/michsob/powerplatform-mcp)** - Provides intelligent access to PowerPlatform/Dataverse entities, enabling metadata exploration, advanced OData query support, and relationship visualization. Facilitates AI-assisted query building and data modeling, enhancing the development experience with context-aware prompts and insights. - **[Twist Workspace Integration Server](https://github.com/mikemc/twist-mcp-server)** - Interact with a Twist workspace to access and manage inbox threads, channels, and messages. Automate organizational tasks such as archiving, starring, pinning, and marking threads to improve productivity. - **[Todoist Server](https://github.com/mikemc/todoist-mcp-server)** - Integrate and manage Todoist tasks with applications using a Python-based MCP server. Automate task retrieval and management to enhance productivity through seamless interaction with Todoist data. - **[Linear MCP Server](https://github.com/mikephul/linear-mcp)** - Manage issues, projects, and teams through Linear's API, enabling programmatic interactions for efficient project management. It provides functionalities for creating, updating, and listing issues while also facilitating team and project management. - **[Fedspeak Server](https://github.com/milind-kulshrestha/fedspeak_mcp_server)** - Provides semantic search and analysis of Federal Reserve statements, enabling access to metadata, trend analysis of language usage, and retrieval of full statement content through a clean interface. - **[Task API Server](https://github.com/milkosten/task-mcp-server)** - Manage tasks through a standardized API interface with support for creating, updating, and deleting tasks. The server operates in both STDIO mode for CLI applications and HTTP+SSE mode for web-based clients. - **[TaskMaster](https://github.com/mingolladaniele/taskMaster-todoist-mcp)** - Integrates Todoist tasks into the coding environment, enabling users to filter, view, and manage tasks seamlessly. Provides rich task formatting and supports advanced filtering using Todoist's syntax. - **[Panintellegence API MCP Server](https://github.com/mingzilla/pi-api-mcp-server)** - Interact with the Panintellegence PI Dashboard API to manage and access resources such as categories and charts securely. This integration enables AI assistants to provide actionable insights based on dashboard data. - **[Ledger CLI MCP Server](https://github.com/minhyeoky/mcp-server-ledger)** - Interact with financial data from Ledger CLI to query and analyze accounting information through a standardized interface for AI assistants. Simplifies tasks like financial reporting and budget analysis using Ledger CLI commands. - **[Todoist Integration](https://github.com/miottid/todoist-mcp)** - Connects to Todoist to manage tasks and projects using the Todoist API. Provides functionalities like creating, updating, retrieving, and deleting tasks, as well as managing projects and accessing productivity statistics. - **[Habibi Dashboard](https://github.com/Mirxa27/habibi-dashboard-85)** - A complete property management system that facilitates the management of properties, bookings, financial reporting, and owner-tenant communication through a FastAPI backend and a React frontend. - **[Korean to Chinese Translator](https://github.com/MISO01/deepseek-translator-mcp)** - Translate Korean text to Chinese using the DeepSeek LLM, providing quick and seamless integration with applications through Cursor or local deployment. - **[MakeOS](https://github.com/mis403/day30MakeOS)** - MakeOS facilitates the creation of an operating system by enabling users to build essential system components and understand their interactions, fostering hands-on learning in system architecture and development skills. - **[Google Sheets Connector](https://github.com/mkummer225/google-sheets-mcp)** - Interact with Google Sheets to create, read, and edit spreadsheets. Automate spreadsheet tasks to improve data management workflows. - **[Claude API Integration](https://github.com/mlobo2012/Claude_Desktop_API_USE_VIA_MCP)** - Integrate Claude Desktop with the Claude API for enhanced interaction, allowing for longer context windows, custom system prompts, and effective conversation management. This server facilitates seamless switching between basic usage and advanced API features. - **[Whois Lookup](https://github.com/modelcontextprotocol-servers/whois-mcp)** - Retrieve detailed domain registration information, including ownership, registration dates, and domain status. Check domain availability and ownership details directly in an AI environment without needing to search in a browser. - **[Lithic MCP Server](https://github.com/mohit-novo/mcp-lithic)** - Access Lithic banking and card services in a type-safe manner through a TypeScript implementation that supports Docker deployment. The server provides read-only access to all Lithic API endpoints with improved error handling and validation. - **[Orchestrator Server](https://github.com/mokafari/orchestrator-server)** - Provides task management and coordination for distributed systems, enabling AI agents to create, share, and execute tasks across multiple instances of MCP enabled LLMs. - **[AI Agent with MCP](https://github.com/moises-paschoalick/ai-agent-with-mcp)** - Interacts with external data sources and tools using the Model Context Protocol, enabling AI agents to manage user information and perform real-time data manipulation. - **[YouTube Music Server](https://github.com/mondweep/youtube-music-mcp-server)** - Control YouTube Music playback by searching for and playing songs via voice commands or text input in Google Chrome. The server enables interaction between AI models and YouTube Music to manage music playback effectively. - **[Zulip Integration Server](https://github.com/Monadical-SAS/zulip-mcp)** - Enable interaction with Zulip workspaces by managing channels, posting messages, sending direct messages, adding reactions, and retrieving conversation history for effective communication and automation. - **[MongoDB Atlas Project Manager](https://github.com/mongodb-developer/mcp-mongodb-atlas)** - Manage MongoDB Atlas projects, clusters, users, and network access through a standardized MCP interface for integration into AI workflows. Control Atlas resources seamlessly within your LLM environment. - **[Crossmint HR Airdrop](https://github.com/monostate/Employees-Airdrop-Rewards-MCP)** - Facilitates the distribution of Solana tokens to employees by managing wallet addresses and allowing role-based token allocation. Automates the process with features like CSV imports, gas fee estimation, and email notifications for HR teams. - **[Monsoft MCPs](https://github.com/Monsoft-Solutions/model-context-protocols)** - Integrate advanced Model Context Protocols to enhance AI assistants' functions and enable access to external resources. It supports seamless operations with MCP-compatible systems. - **[monday.com API MCP Server](https://github.com/mondaycom/mcp)** - Interact with monday.com to manage workflows by creating, updating, and retrieving data from boards and items. Offers full GraphQL API access with custom queries for advanced data manipulation. - **[Mixpanel Analytics Integration Server](https://github.com/moonbirdai/mixpanel-mcp-server)** - Integrate Mixpanel analytics into AI workflows to track events, page views, user signups, and update user profiles directly within AI assistants. Supports seamless interaction between AI models and the Mixpanel analytics platform. - **[Template Server](https://github.com/moonlabsai/enrich_b2b_mcp)** - Template Server implements the Model Context Protocol (MCP) to connect AI models such as OpenAI GPT-4 and Anthropic Claude, while integrating with EnrichB2B for LinkedIn data insights. It provides a structured project layout and development tools for building applications that leverage advanced text generation and data analysis. - **[Redshift MCP Server](https://github.com/Moonlight-CL/redshift-mcp-server)** - Enable interaction with Amazon Redshift databases by listing schemas and tables, executing SQL queries, analyzing tables, and obtaining execution plans. Retrieve table DDL scripts and statistics for efficient data management. - **[AXA Demo](https://github.com/mostafamos/axa_demo)** - Integrates large language models with external data and tools for dynamic interactions. Facilitates enhanced user engagement by connecting real-world data sources and actions within applications. - **[AI Project](https://github.com/mostafamos/AI)** - Connect to OpenAI to integrate advanced AI capabilities into applications, enhancing feature sets and user interactions. - **[Israeli Bank Management](https://github.com/mottibec/israeli-bank-mcp)** - Manage Israeli bank accounts and transactions by fetching data securely from major banks and credit card companies, supporting two-factor authentication and flexible date ranges. - **[Confluence Context Server](https://github.com/mouhamadalmounayar/mcp-confluence)** - Get context from a Confluence account using slash commands, facilitating retrieval of information directly from Confluence pages and spaces. - **[Ledger Service](https://github.com/mprokopov/ledger-mcp-server)** - Manage ledger files by accessing account balances, transaction histories, and account listings. Facilitate financial tracking and reporting through efficient ledger management tools. - **[PocketBase Server](https://github.com/mrwyndham/pocketbase-mcp)** - Manage PocketBase databases with advanced capabilities for database operations, schema management, and data manipulation using the Model Context Protocol (MCP). Interact with PocketBase efficiently through a robust and tested interface. - **[WhatsApp MCP Server](https://github.com/msaelices/whatsapp-mcp-server)** - Enable interaction with WhatsApp Business API to send messages, manage groups, and handle chat functionalities using a Model Context Protocol interface. - **[Google Tasks Management](https://github.com/mstfe/mcp-google-tasks)** - Manage Google Tasks by creating, updating, deleting, and listing tasks through a structured interface with the Google Tasks API. Tasks can be accessed in a machine-readable JSON format, allowing for efficient task management. - **[Airtable Integration Tool](https://github.com/mufonix/airtable-mcp)** - Connects AI tools to Airtable for querying, creating, updating, and deleting records using natural language. It facilitates base management, table operations, schema manipulation, record filtering, and data migration through a standardized interface. - **[Ghost MCP Server](https://github.com/mtane0412/ghost-mcp-server)** - Integrates with Ghost CMS features, providing programmatic access to post, page, tag, author, and member management functionalities, along with image upload support. - **[LinkedIn MCP Server](https://github.com/mukulkathayat/linkedin-mcp)** - Integrates with LinkedIn to access profiles, posts, and interactions, providing real-time context for AI applications. - **[Cal.com Calendar Integration](https://github.com/mumunha/cal_dot_com_mcpserver)** - Integrates with the Cal.com Calendar API to manage calendar appointments, enabling users to schedule, update, delete, and list appointments efficiently. - **[Intervals.icu MCP Server](https://github.com/mvilanova/intervals-mcp-server)** - Connects Claude with the Intervals.icu API to retrieve and manage fitness activities, events, and wellness data, enabling real-time insights and training analysis. - **[Paylocity Data Fetcher](https://github.com/mz462/mcpPaylocity)** - Fetch and manage employee data, earnings, and pay statements from Paylocity through secure API integration. Access comprehensive employee information and perform real-time data retrieval and management. - **[OpenAI Server](https://github.com/mzxrai/mcp-openai)** - MCP server that facilitates integration with OpenAI's models through a simple message passing interface, enabling interactions with various chat models including gpt-4o and o1-mini. It includes basic error handling and requires an OpenAI API key for access. - **[Better Auth MCP Server](https://github.com/nahmanmate/better-auth-mcp-server)** - Manage and enhance authentication processes through secure credential management, multi-protocol support, and real-time threat detection. - **[Next.js AI Chatbot](https://github.com/nanameru/ai-chat-pitatto)** - An AI chatbot built with Next.js that supports advanced routing, server-side rendering, and multi-provider large language model (LLM) integration. It offers secure chat history and user data storage with customizable options using an AI SDK and modern UI components. - **[Next.js AI Chatbot](https://github.com/nanameru/ai-chat-pitatto)** - Build and deploy an AI chatbot using Next.js with advanced routing, server-side rendering, and support for multiple LLM providers. Features include chat history persistence and secure data handling with Postgres and Blob storage. - **[PostgreSQL MCP Server](https://github.com/nahmanmate/postgresql-mcp-server)** - Analyzes PostgreSQL database configurations, assesses performance metrics, and provides security evaluations along with optimization recommendations. - **[Brave Search MCP Server](https://github.com/modelcontextprotocol/servers)** - Integrates the Brave Search API to provide web and local search capabilities, allowing users to perform general queries and find local businesses or services with detailed information. - **[ClickUp MCP Server](https://github.com/Nazruden/clickup-mcp-server)** - Integrate AI assistants with ClickUp workspaces for task management and workflow automation. - **[SQLite MCP Server](https://github.com/modelcontextprotocol/servers)** - Facilitates database interaction and business intelligence analysis through SQLite, enabling SQL queries and the generation of business insight memos. Continuously updates insights based on data analysis. - **[Gikendaasowin Aabajichiganan MCP](https://github.com/nbiish/gikendaasowin-aabajichiganan-mcp)** - Provides cognitive tools for advanced reasoning, planning, and self-correction for AI agents. Supports AI pair programming and complex problem-solving through structured cognitive workflows, enhancing adaptive and culturally respectful interactions. - **[Excel](https://github.com/negokaz/excel-mcp-server)** - Read and write data in Microsoft Excel files, including text values and formulas. It supports creating new sheets and offers live editing and screen capture functionalities on Windows. - **[OpenVision](https://github.com/Nazruden/mcp-openvision)** - Analyze images using advanced AI models to extract insights and details, facilitating enhanced functionality for AI assistants. Offers a user-friendly interface for customizable queries related to image analysis. - **[Neo4j Aura Database Manager](https://github.com/neo4j-contrib/mcp-neo4j)** - Manage Neo4j Aura database instances through the Neo4j Aura API, enabling the creation, monitoring, and maintenance of graph database infrastructure. - **[Neo4j MCP Server](https://github.com/neo4j-contrib/mcp-neo4j)** - Interact with a Neo4j database to run Cypher queries, explore complex data relationships, and generate insights. Enhance data analysis with additional capabilities for business insights generation. - **[JSON-based Knowledge Graph Memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Manage and query a Neo4j knowledge graph using JSON-based memory, enabling natural language interactions for data retrieval and manipulation. - **[Neo4j Graph Memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Facilitates interaction with Neo4j databases by enabling users to issue natural language commands that are translated into Cypher queries. Allows users to manage graph instances, analyze data, and store contextual information directly in Neo4j. - **[Clickhouse and PostgreSQL with Neurelo Connect](https://github.com/neurelo-connect/neurelo-connect-mcp)** - Interact with ClickHouse and PostgreSQL databases through Neurelo Connect, enabling natural language queries and data manipulation. - **[Management Control Panel](https://github.com/nesirat/MCP)** - Tracks and manages security vulnerabilities with user-friendly interfaces and robust tracking features. Provides tools for vulnerability tracking, user management, and an admin dashboard for effective response to security threats. - **[TaskMateAI](https://github.com/NewAITees/TaskMateAI)** - Manage and execute tasks autonomously using AI, enabling users to create, update, and track tasks through a simple interface. Supports subtask management, progress tracking, and multiple AI agents for project organization. - **[Needle](https://github.com/needle-ai/needle-mcp)** - Manage documents and perform searches utilizing Needle's capabilities through Claude's Desktop Application. - **[Netwrix Access Analyzer](https://github.com/netwrix/mcp-server-naa)** - Connects to SQL Server databases for efficient access data analysis, enabling execution of SQL queries and dynamic exploration of database schemas. Facilitates identification of sensitive data and management of user permissions within the environment. - **[Telegram MCP Server](https://github.com/NexusX-MCP/telegram-mcp-server)** - Interact with the Telegram Bot API to send messages and retrieve bot information. Manage updates and forward messages programmatically to enhance communication capabilities for AI assistants. - **[Lead Qualifier Tool](https://github.com/nick-wati/lead-qualifier-mcp)** - Qualifies leads interactively using the BANT framework by extracting and scoring lead information through a conversational flow. Implements in-memory session tracking and integrates with platforms like Dify or Cursor via MCP. - **[CoinGecko API Server](https://github.com/nic0xflamel/coingecko-mcp-server)** - Proxy the public CoinGecko API to retrieve real-time cryptocurrency data and enable dynamic interactions with its extensive API methods. Integrate seamlessly with AI environments for enhanced data retrieval capabilities. - **[Jira MCP](https://github.com/nguyenvanduocit/jira-mcp)** - Connects AI models to Atlassian Jira for performing operations such as managing issues, retrieving comments, and interacting with sprints in a seamless manner. - **[Software Planning Tool](https://github.com/NightTrek/Software-planning-mcp)** - Facilitates software development planning through interactive sessions, enabling users to break down projects into manageable tasks and track implementation progress. - **[Frame0 MCP Server](https://github.com/niklauslee/frame0-mcp-server)** - Create and modify wireframes for modern applications using prompts. Integration with AI services like Claude Desktop and Cursor enhances the wireframing process. - **[Feishu API Integration Server](https://github.com/NINGyv179/mcp-feishu)** - Integrate and manage Feishu OpenAPI within development environments, facilitating API discovery, exploration, and testing through standardized MCP communication. - **[Render Deployment Server](https://github.com/niyogi/render-mcp)** - Deploy and manage services on Render.com, enabling interaction with the Render API for various deployment processes and service management tasks. - **[IMAP Server](https://github.com/non-dirty/imap-mcp)** - Manage emails by browsing and searching through inboxes, organizing messages, composing replies, and learning user preferences. Automate email summarization and categorization for enhanced productivity. - **[Outlook MCP Server](https://github.com/Norcim133/OutlookMCPServer)** - Provide access to Microsoft 365 mail and calendar through the Microsoft Graph API, enabling users to compose, respond, sort, search, and analyze their inbox. Integration facilitates productivity by connecting Outlook data to AI workflows. - **[Kick MCP Server](https://github.com/NosytLabs/KickMCP)** - Integrate with the Kick API to manage streaming operations, chat moderation, and analytics. Provides tools for content highlights and personalized notifications for improved live streaming experiences. - **[Gitee MCP Server](https://github.com/normal-coder/gitee-mcp-server)** - Automate Gitee repository management by handling operations related to repositories, issues, and pull requests through a simple interface. Facilitates workflow enhancement by integrating AI to perform Gitee tasks seamlessly. - **[Norman Finance MCP Server](https://github.com/norman-finance/norman-mcp-server)** - Enables interaction with the Norman Finance API for managing accounting, invoicing, and tax filing services tailored for entrepreneurs in Germany. Provides access to various financial functionalities in a streamlined manner within LLM environments. - **[API.Market MCP Server (40 tools)](https://github.com/Noveum/api-market-mcp-server)** - Connects to over 40 APIs and AI models, enabling interaction with various functionalities provided through OpenAPI specifications. Facilitates communication between agents and a vast array of tools available on API.market. - **[Novu](https://github.com/novuhq/smithery-mcp)** - TypeScript implementation of an MCP server that facilitates AI agents' interaction with Novu's notification infrastructure, enabling them to trigger and manage notifications. - **[Novu](https://github.com/novuhq/smithery-mcp)** - Connects AI agents to Novu's notification infrastructure, enabling the sending and management of notifications to subscribers. Handles event-triggered notifications for specific and broad audiences. - **[API Service](https://github.com/nstanw/api-service)** - Facilitates interactions with internal system APIs, enabling operations such as employee searches and breakfast registrations efficiently. Converts user requests into API calls and returns formatted results for user display. - **[VoIPBin API Server](https://github.com/nrjchnd/voipbin-mcp)** - Interact with VoIP services to manage calls, agents, and campaigns through a standardized API interface. Supports seamless integration between AI models and VoIP operations with robust error handling. - **[ClickUp MCP Server](https://github.com/nsxdavid/clickup-mcp-server)** - Integrate with ClickUp to access and manage workspaces, tasks, and documents through a standardized API interface. Facilitate seamless interaction between AI assistants and ClickUp data for enhanced productivity. - **[YNAB Budget Management Server](https://github.com/ntdef/ynab-mcp)** - Interact with YNAB budgeting data through a standardized protocol, enabling retrieval and management of budgets, accounts, categories, and transactions. Automate updates for budgeted amounts and streamline financial workflows. - **[ClickUp MCP Server](https://github.com/nsxdavid/clickup-mcp-server)** - Enable interaction with ClickUp data, facilitating access to and manipulation of workspaces, tasks, and documents through a standardized API. It supports project management enhancements with AI-driven insights and automation. - **[Google Calendar](https://github.com/nspady/google-calendar-mcp)** - Integrates with Google Calendar to manage events, enabling functionalities such as reading, creating, updating, and searching for calendar events through a standardized interface. - **[Backlog Server](https://github.com/nulab/backlog-mcp-server)** - Manage projects, issues, wiki pages, and pull requests in Backlog. Optimize interactions with GraphQL-style field selection and control token limits for efficient project management workflows. - **[Ntropy MCP Server](https://github.com/ntropy-network/ntropy-mcp)** - Enrich banking data using the Ntropy API by interacting with various API endpoints to manage account holders and validate connections. Facilitate API key management and updates for secure access. - **[JIRA Tools](https://github.com/NZenitram/mcp-jira)** - Interact with JIRA APIs to manage projects and issues, enabling functionalities such as searching, creating, updating, and deleting JIRA issues. Supports user management while ensuring GDPR compliance. - **[Spotify Playback Control](https://github.com/obre10off/spotify-mcp)** - Control Spotify playback using natural language commands to play, pause, skip tracks, and search for music without navigating through the app. - **[DolphinScheduler MCP Server](https://github.com/ocean-zhc/dolphinscheduler-mcp)** - Interact with Apache DolphinScheduler to manage workflows, automate project tasks, and access a wide range of tools through a standardized interface. Provides full API coverage for comprehensive workflow management via a Model Context Protocol. - **[Octagon VC Agents](https://github.com/OctagonAI/octagon-vc-agents)** - Simulates AI-driven investor personas inspired by notable venture capitalists, providing investment analysis and decision-making support. Integrates private market data for enhanced realism, facilitating feedback on pitches, diligence simulations, and term sheet negotiations. - **[Letta MCP Server](https://github.com/oculairmedia/Letta-MCP-server)** - Manage agents and memory blocks within the Letta system, enabling the creation, listing, and attachment of memory blocks to agents while facilitating seamless communication through message sending and response receiving. - **[OceanBase MCP Server](https://github.com/oceanbase/mcp-oceanbase)** - Facilitates secure interaction with OceanBase databases, allowing users to list tables, read data, and execute SQL queries through a controlled interface. - **[Remobot](https://github.com/OdaiAlqohaly/Remobot)** - Enhance automation workflows through intelligent interactions with various tools and resources. Utilize advanced language processing for streamlined tasks and improved efficiency. - **[GitHub Integration Server](https://github.com/oghenetejiriorukpegmail/github-mcp)** - Interact with GitHub repositories, create new ones, push content, and retrieve user information using the GitHub API through the MCP protocol. Supports error handling and TypeScript type safety for a seamless experience. - **[Shannon Thinking](https://github.com/olaservo/shannon-thinking)** - Guides complex problem-solving by breaking down challenges into structured thoughts using a systematic methodology. Supports iterative revisions and empirical validation for engineering design and optimization tasks. - **[Octagon MCP Server](https://github.com/OctagonAI/octagon-mcp-server)** - Facilitates in-depth investment research by integrating with the Octagon Market Intelligence API, enabling detailed analysis of SEC filings, earnings calls, financial metrics, and real-time stock market data. - **[Unity Catalog Server](https://github.com/ognis1205/mcp-server-unitycatalog)** - Leverage Unity Catalog functions within LLM applications to execute, manage, and automate tasks directly from agents. Integrate data workflows with powerful catalog capabilities. - **[AWS SES Email Sender](https://github.com/omd01/aws-ses-mcp)** - Send emails directly using AWS SES with support for plain text and HTML formats, CC, BCC, and customizable sender addresses. Includes features for reply-to addresses, full logging, and email scheduling capabilities. - **[Dealer MCP Server](https://github.com/onick/Dealer-vehicles)** - Automate vehicle dealership operations through a user-friendly API that streamlines inventory management, financing, scheduling test drives, and invoicing processes. - **[Jokes MCP Server](https://github.com/ollimenzel/MCP-Lab)** - Delivers concise and engaging jokes on demand, including categories like Chuck Norris, Dad, and Yo Mama jokes, while filtering out offensive content. Integrates seamlessly with Microsoft Copilot Studio to enhance user interactions with tailored humor. - **[n8n Assistant](https://github.com/onurpolat05/n8n-Assistant)** - Search for n8n documentation, example workflows, and community forums efficiently, while providing relevant information and resources. It employs asynchronous processing for improved response times and effective content retrieval. - **[TMF620 MCP Server](https://github.com/oopsyz/mcp)** - Connect AI agents to a remote TMF620 Product Catalog Management API for listing, retrieving, and creating catalogs, product offerings, and product specifications. - **[ODBC Server](https://github.com/OpenLinkSoftware/mcp-odbc-server)** - Provides access to ODBC data sources for executing SQL queries and interacting with databases through a standardized interface. Facilitates seamless database management and data retrieval for AI models using ODBC-compatible drivers. - **[Mifos X - AI](https://github.com/openMF/mcp-mifosx)** - Integrate with the Apache Fineract API to provide access to financial data and operations, enhancing financial applications with AI capabilities. Supports multiple implementations including Python, Java (Quarkus), and Node.js. - **[OpsLevel MCP](https://github.com/OpsLevel/opslevel-mcp)** - MCP server enabling connectivity between AI models and OpsLevel's Internal Developer Portal for streamlined developer operations and quicker access to various functionalities. - **[MCP Test Run](https://github.com/orange-fruit01/MCP-Test-Run)** - Provides tools for testing and validating the functionalities of the Model Context Protocol while ensuring integration with external data and tools. - **[Coda Document Interaction Server](https://github.com/orellazri/coda-mcp)** - Enable seamless interaction with Coda documents, including listing, creating, reading, updating, and duplicating pages. Provides command access to manipulate document content directly within an AI framework. - **[Notion MCP Server](https://github.com/orbit-logistics/notion-mcp-server)** - Interact with Notion through natural language instructions, enabling operations such as reading, creating, updating, and deleting Notion pages. - **[Pulse MCP Server](https://github.com/orliesaurus/pulsemcp-server)** - Create and manage text notes using a straightforward interface. Discover and explore MCP servers and integrations via the PulseMCP API with features like filtering and pagination. - **[Ory SSE MCP Server](https://github.com/ory/mcp-sse)** - Provides a secure environment for real-time communication through Server-Sent Events while integrating OAuth 2.1 for authentication and authorization. It includes dynamic client management and tools for overseeing Ory Network projects, aimed at enhancing interactions with AI models. - **[Gitee MCP Server](https://github.com/oschina/mcp-gitee)** - Interact with Gitee's API to manage repositories, issues, and pull requests. Automate development workflows by creating issues and pull requests seamlessly. - **[ServiceNow MCP Server](https://github.com/echelon-ai-labs/servicenow-mcp)** - Connect and manage ServiceNow instances to retrieve data and perform actions using the ServiceNow API. Optimize ServiceNow workflows with integration capabilities for applications. - **[mcptix](https://github.com/ownlytics/mcptix)** - An efficient ticket tracking system that integrates with AI assistants to manage and collaborate on tasks, bugs, and features. It aims to enhance project management and productivity through intelligent ticket tracking. - **[Linear Integration Server](https://github.com/packetnomad/linear-mcp)** - Integrate with Linear's issue tracking system to create, update, and manage issues. Provide advanced search capabilities and access project updates while utilizing markdown for comments. - **[OpenRouter Client for Cursor](https://github.com/palolxx/openroutermcptest4)** - Connects to multiple AI models using the Model Context Protocol, facilitating communication with various AI providers for seamless integration into applications. It supports both free and paid models, allowing for cached model information and multi-model completions. - **[Gemini Thinking 2.5 Pro](https://github.com/palolxx/GeminiMcpTest)** - Utilizes Google's Gemini model to facilitate analytical thinking and problem-solving by breaking down complex issues into manageable steps, providing insights and alternative approaches while maintaining session persistence for continuous analysis. - **[Github MCP Server](https://github.com/ParasSolanki/github-mcp-server)** - Integrate with GitHub to interact with repositories, manage issues, and automate workflows through a simple interface. - **[Jira MCP Server](https://github.com/ParasSolanki/jira-mcp-server)** - Integrates Jira with LLMs to facilitate interaction with projects, boards, and sprints through a standardized protocol. Enhances workflow and productivity by connecting AI models to Jira tasks. - **[Paddle Billing MCP Server](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API to manage payments, subscriptions, and customer data, providing a unified interface for billing processes. It supports product listing, creation, and price management. - **[n8n](https://github.com/passeth/n8n)** - Automate workflows with a platform that combines code flexibility and no-code speed, featuring 400+ integrations and AI capabilities for building agent workflows with custom data and models. - **[Azure Cosmos DB Client & Server](https://github.com/patrice-truong/cosmosdb-mcp)** - Connects to Azure Cosmos DB and provides access to product and order data, facilitating navigation and management via an AI Assistant. The server integrates with a frontend application to enhance user experience through seamless database interactions. - **[Voyp](https://github.com/paulotaylor/voyp-mcp)** - Enable AI assistants to make phone calls and manage call contexts by integrating with VOYP's calling capabilities. Provides the ability to construct robust call contexts and search for business information during calls. - **[Paybyrd AI Agent Toolkit](https://github.com/paybyrd/ai-agent-toolkit-js)** - Integrates payment processing capabilities into AI models, enabling operations like creating payment links, processing refunds, and retrieving order information via a simple API. - **[Notion API](https://github.com/pbohannon/notion-api-mcp)** - Integrate with Notion's API to manage databases, track tasks, and organize content. Enable advanced todo list management with support for rich text, nested subtasks, and real-time data interaction. - **[SourceSync.ai MCP Server](https://github.com/pbteja1998/sourcesyncai-mcp)** - Integrates with a knowledge management platform to manage and organize documents, ingest content from various sources, and perform semantic and hybrid searches. Facilitates connections to external services for enhanced data retrieval and document management. - **[HubSpot MCP Server](https://github.com/peakmojo/mcp-hubspot)** - Integrates with HubSpot CRM to enable AI models to access and manipulate HubSpot data, including contacts, companies, and engagement metrics. Provides caching and storage to enhance performance and reliability of API interactions. - **[mcp-hubspot](https://github.com/peakmojo/mcp-hubspot)** - Integrate with HubSpot CRM to access contacts, companies, and engagement data. Utilize built-in vector storage and caching to enhance performance and overcome API limitations. - **[Payman AI Documentation Server](https://github.com/PaymanAI/payman-doc-mcp-server)** - Provides seamless access to Payman AI's documentation for developers, enabling effective integration and accurate information retrieval regarding Payman's features. - **[PayPal Agent Toolkit](https://github.com/paypal/agent-toolkit)** - Integrate with PayPal APIs for managing invoices, orders, and other payment services. This toolkit provides functionalities to create, retrieve, send, and manage invoices efficiently within various agent frameworks. - **[Cribl API Interaction Server](https://github.com/pebbletek/cribl-mcp)** - Facilitates natural language interactions with the Cribl API to manage and query configurations, pipelines, sources, and system metrics. Enables efficient monitoring and management of Cribl environments through standardized MCP tooling. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - RuoYi is a Java-based framework that facilitates rapid web application development using a separated front-end architecture with Vue3 and Element Plus. It features built-in capabilities for user management and role assignment, streamlining the development process. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - A Java framework designed for rapid development of modern web applications using a front-end stack of Vue3 and Element Plus, facilitating user and role management among other built-in features. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - A modern web application framework built on Spring Boot and Vue3, designed for rapid development with features for user management and role assignment. Supports a decoupled front-end and back-end architecture, providing a robust environment for creating interactive applications. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - Efficient management system framework utilizing SpringBoot and Vue3, designed for rapid development with features for user and role management, as well as system monitoring. - **[SEO Automation and Optimization](https://github.com/permanzh/app-seo-ai)** - Automate SEO tasks and optimize content using AI insights, integrated with Google Ads Keyword Planner for keyword research and competitor analysis. Provides actionable recommendations and SERP analysis to enhance SEO strategies. - **[Atlassian Integration Server](https://github.com/petrsovadina/mcp-atlassian)** - Integrate Atlassian products such as Confluence and Jira with the Model Context Protocol to access content and tickets directly. Perform advanced searches using CQL and JQL, filter results by space, and retrieve issue details including status and assignments. - **[PrivateGPT MCP Server](https://github.com/pgpt-dev/MCP-Server-for-MAS-Developments)** - Integrates PrivateGPT with any MCP-compatible application, enabling seamless data exchange and tool utilization. Facilitates the connection between AI models and various data sources or services. - **[Brave Search Server](https://github.com/PhamQuangVinh22022648/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, allowing general web queries, news and article searches, as well as searches for local businesses and services. Supports pagination, filtering, and smart fallbacks to web results when local queries yield no results. - **[Brave Search Server](https://github.com/PhamQuangVinh22022648/brave-search)** - Integrates the Brave Search API to perform web and local searches, enabling queries for general web content, news, articles, and local businesses. The server supports pagination, filtering options, and smart fallback for enhanced search results. - **[GitHub MCP Server Plus](https://github.com/PhialsBasement/mcp-github-server-plus)** - Interact with GitHub repositories, perform file operations, manage branches, and utilize search functionality through the GitHub API. - **[PageSpeed Server](https://github.com/PhialsBasement/Pagespeed-MCP-Server)** - Connects AI models to Google's PageSpeed Insights API for detailed website performance analysis and metrics interpretation. - **[Software Planning Tool](https://github.com/PhilippMT/Software-planning-mcp)** - Facilitates software development planning by breaking down projects into manageable tasks, tracking progress, and maintaining detailed implementation plans with features like complexity scoring and code example integration. - **[Atlassian Integration Server](https://github.com/phuc-nt/mcp-atlassian-server)** - Connects AI agents to Atlassian Jira and Confluence for querying data and performing actions through a standardized interface. Supports management of issues, projects, pages, and comments, aimed at streamlining workflows for developers and teams using Atlassian tools. - **[Pica MCP Server](https://github.com/picahq/pica-mcp)** - Connect applications with powerful APIs to facilitate actions like sending emails, managing calendars, and accessing databases. Integrate real-world data and tools effortlessly to enhance workflows. - **[Pinecone Assistant Server](https://github.com/pinecone-io/assistant-mcp)** - Retrieve information efficiently from Pinecone Assistant with support for multiple configurable results, enabling seamless integration with applications to access vector database capabilities. - **[MindBridge](https://github.com/pinkpixel-dev/mindbridge-mcp)** - MindBridge connects various applications to multiple AI language models, facilitating efficient workflows and enabling communication between models to maximize their strengths for diverse tasks. It allows users to switch between different models as needed without vendor lock-in, optimizing for speed or complexity depending on the requirements. - **[Meta Ads Integration Server](https://github.com/pipeboard-co/meta-ads-mcp)** - Connects to Meta's advertising APIs to retrieve performance data, visualize ad creatives, and generate strategic insights for campaigns on platforms like Facebook and Instagram. - **[GitHub Enterprise MCP Server](https://github.com/piyushgIITian/github-enterprice-mcp)** - Interact with GitHub repositories, manage file operations, automate branch creation, and perform advanced searches on code and issues. - **[Directus MCP Server](https://github.com/pixelsock/directus-mcp)** - Enables interaction with the Directus API through a standardized Model Context Protocol, facilitating data management and enhancing application capabilities by integrating AI functionality. - **[DingTalk AI Server](https://github.com/plutocheung/dingtalk-ai-server)** - Create and manage assistant threads for DingTalk AI services with seamless integration into DingTalk APIs. Enables sending messages, accessing tokens, and running assistants. - **[Omnisend Integration Server](https://github.com/plutzilla/omnisend-mcp)** - Integrate with the Omnisend API to manage contacts, products, events, and categories. Supports various operations such as listing, creating, updating, and deleting resources with cursor-based pagination. - **[GitHub MCP Server](https://github.com/PoliTwit1984/github-meta-mcp-server)** - Interact with GitHub repositories by creating, updating, and configuring them through natural language commands. Automate repository management tasks such as adding topics, setting homepages, and initializing with README files. - **[Resend Email Service](https://github.com/pontusab/resend-mcp)** - Send emails using the Resend email service through a standardized Model Context Protocol interface. The server supports TypeScript and requires a Resend API key for operation. - **[Voice Call MCP Server](https://github.com/popcornspace/voice-call-mcp-server)** - Facilitates voice call management through Twilio and OpenAI, enabling real-time audio processing for interactive conversations with AI assistants. Offers pre-built prompts for common scenarios to streamline call initiation and handling. - **[PortOne MCP Server](https://github.com/portone-io/mcp-server)** - Provides access to PortOne developer documentation for LLMs, facilitating accurate and efficient retrieval of service-related information for developers integrating PortOne services. - **[Trade Agent](https://github.com/Trade-Agent/trade-agent-mcp)** - Facilitates natural-language trading interactions with stock and cryptocurrency brokerages, enabling users to execute trades, query portfolio performance, and access market insights through plain-English requests. - **[Port MCP Server](https://github.com/port-labs/port-mcp-server)** - Integrate with Port.io's API to enable AI interactions for task automation, information retrieval, and performance analysis. Access entity details, analyze service scores, and check status updates through natural language queries. - **[PostHog MCP Server](https://github.com/PostHog/posthog-mcp)** - Manage your PostHog projects and create annotations seamlessly. Interact with your data directly through Claude Desktop for enhanced project management and insights. - **[BigQuery Server](https://github.com/kitae-kim-Edwin/mcp-bigquery-server)** - Facilitates natural language querying of BigQuery datasets, enabling users to access data insights without writing SQL. Securely connects AI assistants to BigQuery, allowing for easy exploration of dataset schemas and query execution within defined limits. - **[BigQuery Server](https://github.com/kitae-kim-Edwin/mcp-bigquery-server)** - Enable natural language querying of BigQuery datasets to retrieve data and explore schemas without writing SQL. Provides secure read-only access and query limits for efficient data interaction. - **[TaskaDoo](https://github.com/powolnik/TaskaDoo)** - Enhance daily motivation and organization through voice and text inputs to plan tasks, create routines, and send reminders. - **[Powerdrill MCP Server](https://github.com/powerdrillai/powerdrill-mcp)** - Authenticate and interact with Powerdrill datasets, list datasets, retrieve detailed information, and create jobs using natural language queries. Integrates seamlessly into existing tools for enhanced data analysis capabilities. - **[Perplexity Ask](https://github.com/ppl-ai/modelcontextprotocol)** - Integrates the Sonar API for live web searches, enabling conversations that leverage real-time web-wide research capabilities. Facilitates instant information retrieval directly from the web during interactions. - **[Google Calendar Integration Server](https://github.com/pranavmanoj1/mcp-server)** - Integrates with Google Calendar for intelligent management of calendar events through natural language commands, supporting operations like creating, updating, listing, and deleting events while maintaining secure authentication and error handling. - **[Comprehensive WordPress Server](https://github.com/prathammanocha/wordpress-mcp-server)** - Enables programmatic management of WordPress sites through the WordPress REST API, facilitating operations on posts, users, comments, categories, tags, and custom endpoints. - **[Telegram Messaging Server](https://github.com/prem-research/telegram-mcp)** - Interact with Telegram by programmatically accessing unread messages, managing session data, and sending messages. Facilitate automation and integration with various Telegram entities using simple functions. - **[LegalContext](https://github.com/protomated/legal-context)** - Connects a law firm's Clio document management system with Claude Desktop for efficient retrieval and analysis of legal documents while ensuring security and confidentiality. Enables local processing and vector search capabilities to enhance legal research. - **[Fireflies MCP Server](https://github.com/Props-Labs/fireflies-mcp)** - Retrieve, search, and summarize meeting transcripts. Manage transcripts with advanced search capabilities and generate concise summaries in various formats. - **[Structured Thinking](https://github.com/Promptly-Technologies-LLC/mcp-structured-thinking)** - Enables LLMs to construct mind maps programmatically and explore idea spaces while providing metacognitive feedback. Facilitates thought capturing, revising, and management to enhance reasoning and creativity through structured thought stages and memory management. - **[Bytebase](https://github.com/pu-re/bytebase)** - Streamlines the database development lifecycle by managing schema changes, enforcing policies, and ensuring data security within a unified CI/CD solution. - **[doc-tools-mcp](https://github.com/puchunjie/doc-tools-mcp)** - Manipulate Word documents using natural language commands for tasks such as creation, editing, and management. The server supports advanced features like table creation, layout control, and metadata management, along with real-time document state monitoring. - **[Gitingest MCP Server](https://github.com/puravparab/Gitingest-MCP)** - Extract information about GitHub repositories, including repository summaries, project directory structures, and file contents. - **[MCP Firebird](https://github.com/PuroDelphi/mcpFirebird)** - Connect and manipulate Firebird databases using AI, allowing for data analysis and optimization through natural language and SQL commands. - **[API Server](https://github.com/qingtianyu/mcp-server)** - Integrate and extend applications with dynamic API tools through the MCP protocol, enabling automatic discovery and registration of APIs. Offers strong TypeScript support for enhanced type safety in microservices development. - **[Gmail Integration Server](https://github.com/Quantum-369/Gmail-mcp-server)** - Interact with Gmail APIs to read, send, and manage emails programmatically, featuring advanced search capabilities and real-time monitoring across multiple accounts. - **[Gmail Integration Server](https://github.com/Quantum-369/Gmail-mcp-server)** - Integrate with Gmail to programmatically read, send, and manage emails, including handling attachments and searching through email content. Offers real-time monitoring and support for multiple Gmail accounts. - **[n8n](https://github.com/quantumKaz/n8n)** - n8n is a workflow automation platform that supports integrating over 400 different tools and services, enabling the creation of automated workflows using both no-code and code-based solutions. It features AI capabilities to build workflows leveraging custom AI models and data, allowing for flexible automation tailored to specific needs. - **[Airbyte Status Checker](https://github.com/quintonwall/mcp-airbyte-list-sources)** - Checks the status of Airbyte connections and monitors data pipelines. Facilitates effective management of data workflows through integration with Claude Desktop. - **[blastengine-mailer](https://github.com/r3-yamauchi/mcp-server-blastengine-mailer)** - Send emails using an integrated email system that utilizes the Model Context Protocol for seamless email capabilities in applications. - **[Portkey MCP Server](https://github.com/r-huijts/portkey-admin-mcp-server)** - Connects AI assistants to Portkey's API for managing AI configurations, workspaces, analytics, and user access. - **[kintone MCP Server](https://github.com/r3-yamauchi/kintone-mcp-server)** - Access and update kintone data directly from the Claude Desktop app, as well as create new kintone applications. Integrates seamlessly with the Model Context Protocol for various interactions with kintone data sources. - **[YouTube Watch Later](https://github.com/rados10/youtube-watchlater-mcp)** - Retrieve YouTube video URLs from a custom playlist that were added within a specified timeframe, using OAuth2 for secure access to data. - **[Gmail AutoAuth Server](https://github.com/raghavared/gmail-mcp)** - Manage Gmail through natural language interactions, enabling email sending, reading, searching, and organization. Perform comprehensive label management and batch operations with automatic OAuth2 authentication support. - **[OpenAPI MCP Server](https://github.com/rahgadda/openapi_mcp_server)** - Enables LLMs to interact with REST APIs and perform HTTP API calls such as GET, PUT, POST, and PATCH using prompts. Configures REST API contexts to enhance model interactions with external data sources. - **[Calendar AutoAuth Server](https://github.com/raghavared/calendar-mcp)** - Manage Google Calendar events using natural language commands, enabling users to create, update, list, and delete events with automatic OAuth2 authentication. It offers seamless integration with the Google Calendar API for efficient event management. - **[OracleDB MCP Server](https://github.com/rahgadda/oracledb_mcp_server)** - Enables interaction with Oracle Database through the generation of SQL statements and the retrieval of results using Language Model prompts, facilitating efficient data management within applications. - **[TypeScript-based MCP Server](https://github.com/RahulRana0707/mcp-server)** - Integrates various services like JIRA and TODO management, providing modular tools with type-safe implementations for reliable performance. Supports multiple integrations and features schema validation for data integrity. - **[Jira Context MCP](https://github.com/rahulthedevil/Jira-Context-MCP)** - Fetch and manage Jira issues efficiently, including retrieving issue details from a provided Jira ticket link and filtering issues based on specific criteria. - **[GitHub Advanced Security Server](https://github.com/rajbos/ghas-mcp-server)** - Integrates GitHub Advanced Security features into development environments, enabling management of dependabot alerts, secret scanning alerts, and code scanning alerts directly from tools. Enhances repository security by providing streamlined access to critical alerts and insights. - **[ERPNext Integration Server](https://github.com/rakeshgangwar/erpnext-mcp-server)** - Integrates AI assistants with ERPNext data, enabling access to documents, reports, and management functionalities through standard URIs. Facilitates streamlined interactions with ERPNext via authentication and programmatic document handling. - **[ERPNext Integration Server](https://github.com/rakeshgangwar/erpnext-mcp-server)** - Enable interaction with ERPNext data and functionality, facilitating authentication and document management through a standardized protocol. Allows AI assistants to access, create, update, and retrieve ERPNext documents efficiently. - **[Deriv API Server](https://github.com/raju-deriv/mcp-deriv-api-server)** - Interact with the Deriv API to access active trading symbols and retrieve account balances. Simplifies trading operations by providing seamless integration capabilities with applications. - **[DomainGenuis MCP Server](https://github.com/ralf-boltshauser/mcp-domain-checker-server)** - Provides real-time domain availability checks and pricing information, integrating with Vercel's API. Handles intelligent TLD defaults and returns detailed responses including error information. - **[Notion Integration Server](https://github.com/ramidecodes/mcp-server-notion)** - Connects AI models to Notion workspaces using the Notion API for managing pages, databases, and content. Provides easy setup and robust error handling for integration with Notion's capabilities. - **[Jokes MCP Server](https://github.com/ralba316/copilot-mcp)** - Delivers concise, engaging jokes on demand while adapting to user preferences and ensuring appropriateness and wit. Integrates with Microsoft Copilot Studio to fetch jokes from popular APIs and enhance user interactions with real-time humor. - **[Airtable MCP](https://github.com/rashidazarang/airtable-mcp)** - Connect to Airtable to perform operations such as querying, creating, updating, and deleting records using natural language. Supports base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface. - **[Rapidapp](https://github.com/rapidappio/rapidapp-mcp)** - Connect to a PostgreSQL database through the Rapidapp API, enabling AI assistants to perform operations such as creating databases, listing databases, and retrieving database details. - **[Find Flights](https://github.com/ravinahp/flights-mcp)** - Search and retrieve flight information leveraging the Duffel API, particularly adept at managing complex travel plans with contextual memory of previous searches. - **[Intercom Support Ticket MCP Server](https://github.com/raoulbia-ai/mcp-server-for-intercom)** - Retrieve and analyze customer support tickets from Intercom with advanced filtering options including customer, status, date range, and keywords. Access full conversation histories and perform efficient server-side filtering via Intercom's search API. - **[Qase Test Management Server](https://github.com/RayYokoyama/qase-mcp-server)** - Integrate with the Qase test management platform to create, retrieve, and manage test cases, suites, and test runs. Automate test management workflows and streamline testing processes using Qase's API. - **[LinkedIn MCP Server](https://github.com/Rayyan9477/linkedin_mcp)** - Interact with LinkedIn for job searching, profile management, and application tracking. Generate customized resumes and cover letters tailored to specific job positions. - **[Data Exploration Server](https://github.com/reading-plus-ai/mcp-server-data-exploration)** - This server facilitates interactive data exploration, converting complex datasets into actionable insights for users. It provides tools for analyzing and visualizing data in a user-friendly manner. - **[Todo List Server](https://github.com/RegiByte/todo-list-mcp)** - Manage tasks with functionalities to create, update, complete, and delete todo items, while providing search capabilities to find tasks efficiently. - **[Redis Cloud API](https://github.com/redis/mcp-redis-cloud)** - Manage Redis Cloud resources through natural language commands, enabling users to create databases, monitor subscriptions, and configure cloud deployments effortlessly. Provides quick access to account details, payment methods, and subscription status. - **[Email sending server](https://github.com/resend/mcp-send-email)** - Send emails directly from LLM applications using Resend's API, facilitating the composition and dispatch of both plain text and HTML emails. Supports scheduling emails, adding CC/BCC recipients, and configuring reply-to addresses. - **[Email sending](https://github.com/resend/mcp-send-email)** - Compose and send emails using Resend's API, allowing integration with LLM applications for seamless email communication. Supports features like scheduling, CC/BCC recipients, and customizable reply-to addresses. - **[Zendesk MCP Server](https://github.com/reminia/zendesk-mcp-server)** - Integrates with Zendesk for managing tickets and comments, providing tools for ticket analysis and response drafting, along with access to Zendesk Help Center articles. - **[GitBook](https://github.com/rickysullivan/gitbook-mcp)** - Access GitBook Organizations, Spaces, Collections, and Content through a standardized MCP interface, enabling programmatic operations for documentation workflows. - **[Perplexity AI Server](https://github.com/rileyedwards77/perplexity-mcp-server)** - Integrates with Perplexity AI for chatting, searching, and retrieving documentation. Facilitates access to various functionalities of the Perplexity AI API through MCP-based systems. - **[Qase Integration Server](https://github.com/rikuson/mcp-qase)** - Integrates with the Qase test management platform to manage projects, test cases, and test runs. Provides tools for listing, retrieving, creating, and deleting various project entities and test cases. - **[PayPal Account Updater Subscription Connector](https://github.com/rishabh17081/paypal-au-subscription-connector)** - Integrate with PayPal's Account Updater service to manage and maintain up-to-date payment card information within e-commerce systems. This server allows for subscribing cards, retrieving subscription details, and processing updates through webhook notifications. - **[Google Chat Integration Server](https://github.com/rishipradeep-think41/gchat-mcp)** - Post messages to Google Chat spaces using webhooks for seamless integration with MCP-compatible tools. The server simplifies communication by bypassing OAuth setup, ensuring a secure and straightforward connection. - **[CucumberStudio MCP Server](https://github.com/rizaqpratama/mcp-cucumberstudio)** - Fetch and manipulate data from CucumberStudio, enabling the generation and modification of test scenarios and features using the CucumberStudio API. Provides rich context about projects, scenarios, and resources within CucumberStudio. - **[Zoho Books Integration](https://github.com/rishipradeep-think41/zohotools-mcp)** - Seamlessly interact with Zoho Books, facilitating access to data and operations for automation and data retrieval. This integration simplifies the management of financial records and operations in Zoho Books. - **[Documentation Generator](https://github.com/rjadhavJT/docgen-mcp)** - Automates the creation of standardized documentation by extracting information from various source files and applying templates. Integrates with Google Drive and GitHub to enhance documentation processes with AI-generated content and management features. - **[Gumroad Server](https://github.com/rmarescu/gumroad-mcp)** - Access and manage product, sales, offer codes, and user data from a Gumroad account through a standardized protocol, enabling AI clients to automate and analyze business operations with natural language commands. - **[Azure Cosmos DB Server](https://github.com/robinong79/mcp-cosmos)** - Enables querying of Azure Cosmos DB data using natural language through a conversational interface. Facilitates secure and efficient interactions between AI models and the database by translating user queries into database requests. - **[MindManager MCP Server](https://github.com/robertZaufall/mindm-mcp)** - Interact programmatically with MindManager to retrieve and manipulate mindmap structures. Export mindmaps to various formats for enhanced productivity and creativity, integrating seamlessly with LLMs. - **[Xano MCP Server](https://github.com/roboulos/simple-xano-mcp)** - Integrate with Xano databases through a simple API for querying and manipulating database structures and records. Supports local deployment for AI assistants and features comprehensive logging for troubleshooting. - **[Google Sheets Integration Server](https://github.com/rohans2/mcp-google-sheets)** - Securely interact with Google Sheets to create, read, update, and manage spreadsheets through a standardized protocol. Supports operations like listing sheets, updating cells, and sharing spreadsheets using OAuth2 or Service Account authentication methods. - **[飞书项目管理工具](https://github.com/Roland0511/mcp-feishu-proj)** - Integrates with Feishu's project management system to manage and query work items within projects. Provides features like view lists and work item management to streamline project management workflows. - **[Phrases MCP Server](https://github.com/ronniemh/phrases-MCP-server)** - Manage and organize inspiring phrases through creation, reading, updating, and deletion functionalities. Seamlessly integrates with Claude for Desktop for efficient phrase management. - **[Gitee MCP Server](https://github.com/ropon/mcp-gitee)** - Interact with Gitee's API to manage repositories, issues, pull requests, and notifications. Automate workflows by using AI assistants to efficiently create and manage tasks within Gitee. - **[Root Signals Evaluator Server](https://github.com/root-signals/root-signals-mcp)** - Exposes Root Signals evaluators as tools for AI assistants and agents, enabling evaluations based on quality criteria. Facilitates automated feedback to enhance AI response quality through standard and RAG evaluations, supporting network deployment with SSE transport for diverse MCP client integration. - **[Rootly MCP Server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server)** - Integrate with the Rootly API to automate incident management directly within your IDE, enabling rapid resolution of production incidents. Supports MCP-compatible editors for a seamless workflow and enhanced operational efficiency. - **[Asana Integration Server](https://github.com/roychri/mcp-server-asana)** - Connect to Asana's API to retrieve and manage tasks, projects, and workspaces directly through an MCP Client. - **[MiniMax](https://github.com/ropon/MiniMax-MCP)** - Provides text-to-speech, voice cloning, and multimedia generation capabilities through a unified interface. It integrates with MCP clients to facilitate the generation of speech and multimedia content seamlessly. - **[GitHub Integration Server](https://github.com/rshivamrapid/github-mcp-server)** - Integrate with GitHub APIs to automate workflows, extract repository data, and analyze versions. Interact with projects, issues, and pull requests to streamline development processes. - **[TaskManager](https://github.com/Rudra-ravi/mcp-taskmanager)** - Manage and execute tasks using a queue-based system, enabling sequential task execution and tracking of completion status. Integrate task management directly with MCP clients for enhanced workflow automation. - **[Google Analytics Server](https://github.com/ruchernchong/mcp-server-google-analytics)** - Access Google Analytics 4 data to retrieve metrics on page views, user tracking, event analysis, and user behavior metrics such as session duration and bounce rate. - **[LinkedIn Profile Analyzer](https://github.com/rugvedp/linkedin-mcp)** - Fetch and analyze LinkedIn posts data, providing insights through keyword search and engagement metrics analysis. Interacts with LinkedIn's API to manage public profile posts and filter results by various criteria. - **[LlamaCloud](https://github.com/run-llama/mcp-server-llamacloud)** - Connect to multiple managed indexes on LlamaCloud to retrieve information. Each tool corresponds to a specific index and allows for targeted querying through command-line parameters. - **[Redmine Assistant](https://github.com/runekaagaard/mcp-redmine)** - Connects Claude to a Redmine instance for project and issue management, enabling browsing of projects, creating and updating issues, handling file attachments, tracking time entries, and updating issue statuses through the Redmine API. - **[Alchemy](https://github.com/runekaagaard/mcp-alchemy)** - Connects Claude to databases for querying and analysis, facilitating SQL query writing, visualization of table relationships, and report generation. - **[IntelliPlan](https://github.com/RyanCardin15/IntelliPlan-MCP)** - Organize and manage your development projects with an AI-powered task management system that integrates directly into your coding environment. Break down complex projects into epics, tasks, and subtasks, and receive AI-assisted planning, implementation suggestions, and progress tracking. Stay focused and efficient by managing your workflow without leaving your editor. - **[Twitter Integration MCP Server](https://github.com/ryanmac/agent-twitter-client-mcp)** - Integrates with Twitter to enable AI models to fetch, send, and manage tweets using various authentication methods, thereby providing real-time Twitter data without requiring direct API access. - **[n8n Workflow Automation Server](https://github.com/S17S17/n8n-mcp-server)** - Execute and manage n8n workflows through a standardized JSON-RPC interface, enabling seamless automation tasks. Integrate various tools and data sources by utilizing the capabilities of the n8n workflow automation platform. - **[Raindrop](https://github.com/sachin-philip/raindrop.io-mcp)** - Manage and organize bookmarks efficiently by adding, searching, and categorizing favorite links through an MCP server integration. It supports features like tagging and retrieving recent bookmarks to enhance browsing management. - **[Notion Integration Server](https://github.com/SAhmadUmass/notion-mcp-server)** - Integrate with Notion workspaces to manage content through LLMs, enabling functionality such as searching, creating, and updating pages and databases. Query and update database entries to streamline workflow and enhance productivity. - **[Salesforce Connector](https://github.com/salesforce-mcp/salesforce-mcp)** - Interact with Salesforce data and metadata through natural language commands to gain insights, manage records, and configure the platform. Perform actions like creating, updating, and deleting Salesforce objects and fields, as well as automating tasks. - **[Monday.com MCP Server](https://github.com/sakce/mcp-server-monday)** - Enable interaction with Monday.com boards and items, allowing users to manage boards, create items, and post updates directly within the platform. - **[YFinance Trader](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop)** - Access real-time stock market data, including stock quotes, company information, and historical data, while offering trading capabilities and analytics for informed trading decisions. - **[Flight Planner](https://github.com/salamentic/google-flights-mcp)** - Create travel plans with detailed flight searches, generate itineraries, and access airport code information. Utilize templates for common travel-related queries to streamline the planning process. - **[MCPHub](https://github.com/samanhappy/mcphub)** - MCPHub aggregates and manages multiple Model Context Protocol (MCP) servers through a unified HTTP interface, allowing for real-time status monitoring and configuration on the fly. It supports integration with various tools and implements group-based access control with built-in authentication and role management. - **[Salesforce DX MCP Server](https://github.com/salesforcecli/mcp)** - Official Salesforce DX MCP server enabling secure, natural language-driven interaction with Salesforce orgs through LLMs. Built with enhanced security using TypeScript libraries, encrypted authentication, and granular access control. Supports comprehensive Salesforce development workflows including metadata operations, data management, and org administration. - **[Revit Integration Server](https://github.com/SamllPigYanDong/revit_mcp)** - Enables real-time interaction with Autodesk Revit models through a WebSocket connection, facilitating query and management of Revit elements, views, and levels while providing robust error handling and fallback support. - **[SMTP Email Server](https://github.com/samihalawa/mcp-server-smtp)** - Send and manage emails using multiple SMTP configurations, create and utilize reusable email templates, and perform bulk email sending with comprehensive logging and dynamic content support. - **[PRD Creator](https://github.com/Saml1211/PRD-MCP-Server)** - Generate detailed and structured Product Requirements Documents (PRDs) while validating them against industry standards and utilizing a library of customizable templates for documentation. - **[Snyk MCP Server](https://github.com/sammcj/mcp-snyk)** - Enables security scanning for repositories by leveraging Snyk's security functionality. Supports configuration for Snyk API tokens and organization settings. - **[Atlassian Integration Server](https://github.com/samwang0723/mcp-atlassian)** - Interact with Atlassian products such as Confluence and Jira through a standardized interface for searching content, retrieving details, and managing projects and issues. - **[Jira MCP Server](https://github.com/samuelrizzo/jira-mcp-server)** - Integrate with Jira to manage projects and issues, enabling retrieval of project details, creation of issues, and checking of user assignments. - **[Greeter Server](https://github.com/sanketshinde3001/MCP)** - Provides personalized greetings and server information by interacting with clients to deliver tailored responses and suggestions. - **[SQLite Server](https://github.com/santos-404/mcp-server.sqlite)** - Execute SQL queries, manage database schemas, and synthesize business insights from an SQLite database. Integrate with AI tools through a standardized protocol for enhanced data interaction. - **[Financial Analyzer](https://github.com/santiagoinfantinom/FinanceAnalyst)** - Analyze and generate insights from financial data to support decision-making, enhancing the accuracy and efficiency of financial analysis. Automate the financial analysis process with data-driven recommendations for improved financial strategies. - **[Sanity Content AI Server](https://github.com/sanity-io/sanity-mcp-server)** - Facilitates AI-driven content operations and exploration within Sanity projects via natural language interactions. Supports automation of content creation, updates, and semantic searches, while adhering to content schemas and validation rules. - **[Excel MCP Server](https://github.com/sarayd/excel-mcp-server)** - Manipulates Excel files without requiring Microsoft Excel. Supports creating, reading, and modifying workbooks, along with advanced features like formatting, charting, and generating pivot tables. - **[Xano MCP Server](https://github.com/SarimSiddd/xano_mcp)** - Interacts with the Xano API to manage database operations, providing tools for secure authentication, workspace management, and table content operations. Supports type-safe API interactions using TypeScript and offers improved error handling with detailed messages. - **[Shopify](https://github.com/asaricorp/mcp-shopify)** - Manage Shopify store data including products, customers, and orders through a GraphQL API. Streamlines e-commerce operations with features for inventory management and customer engagement. - **[NetSuite Integration Server](https://github.com/asaricorp/mcp-netsuite)** - Integrates with Oracle NetSuite by providing a standardized MCP interface for accessing and manipulating its data and operations. It facilitates automation and data retrieval within AI workflows for better efficiency and functionality. - **[Metabase Server Connector](https://github.com/sazboxai/MCP_MetaBase)** - Enable seamless interaction with Metabase databases by allowing exploration of database schemas, visualization of table relationships, and execution of Metabase actions through a secure API. - **[SourceSync.ai MCP Server](https://github.com/scmdr/sourcesyncai-mcp)** - Integrate and manage knowledge from various data sources using a standardized interface to retrieve and update documents. Perform semantic searches and manage connections to external services within a knowledge management platform. - **[Todoist Integration Server](https://github.com/Scofieldkoh/todoist_mcp)** - Enable interaction with Todoist for task and project management through natural language commands by utilizing the Todoist API. - **[HubSpot API Integration](https://github.com/scopiousdigital/hubspot-mcp)** - Interact with HubSpot CRM to access and manage contacts, deals, and companies for sales analysis. Use powerful analytics tools to drive insights and optimize sales performance. - **[Scrapezy MCP Server](https://github.com/Scrapezy/mcp)** - Extract structured data from websites using AI models by providing a URL and a clear prompt. It simplifies data extraction tasks and integrates with AI workflows for enhanced application capabilities. - **[Scrapeless Mcp Server](https://github.com/scrapeless-ai/scrapeless-mcp-server)** - Retrieve and summarize data from Google Search results, including various Google services, to enhance AI decision-making capabilities. Integrate real-time search context into AI applications for improved interaction and research tools. - **[飞书MCP服务器](https://github.com/sdd330/feishu-mcp-server)** - Integrate with FeiShu services to access documents, manage chats, and send messages through a unified API. The server emphasizes robust error handling and supports TypeScript for enhanced type safety. - **[Toolhouse](https://github.com/SecretiveShell/MCP-toolhouse)** - Access various tools from the Toolhouse platform, enabling integration and interaction with multiple functionalities and data sources. - **[Introduction to GitHub](https://github.com/sebastiancastillorock/skills-introduction-to-github)** - Facilitates learning about GitHub by guiding users through creating branches, managing repositories, and collaboration techniques. Provides a structured learning experience to help navigate GitHub effectively. - **[Google Admin Server](https://github.com/securityfortech/google-admin-mcp)** - Manage Google Workspace users by creating, listing, and modifying user accounts while ensuring secure password management through the Admin Directory API. Perform administrative tasks such as suspending and unsuspending accounts with ease. - **[RapidAPI](https://github.com/SecurFi/RapidAPI_mcp)** - Integrate applications with external APIs while managing and streamlining API access and usage. Facilitates simple implementation of various services and data sources within software projects. - **[All the Tools Server](https://github.com/SecretiveShell/MCP-allthetools)** - Consolidates access to a vast array of tools from the Glama API, offering a variety of functionalities in one location. Intended for testing purposes, this server has a large number of tools but may experience instability. - **[TailorKit Product Customization Server](https://github.com/sellersmith/tailorkit-mcp)** - Enables AI assistants to manage and customize e-commerce product templates through natural language commands, facilitating the creation, retrieval, and manipulation of product templates and layers with integration into Shopify. - **[Bluesky MCP Server](https://github.com/semioz/bluesky-mcp)** - Enable seamless posting and interaction on Bluesky through the AT Protocol, allowing for actions like authenticating, creating posts with text and images, managing likes and reposts, and fetching profiles and timelines. - **[Stata-MCP](https://github.com/SepineTam/stata-mcp)** - Integrate advanced language models into Stata for regression analysis, enhancing data analysis workflows. Currently supports only macOS, with plans for wider compatibility. - **[IBKR Server](https://github.com/seriallazer/ibkr-mcp-server)** - Fetch and manage portfolio details by interacting with the Interactive Brokers API to retrieve real-time portfolio information. - **[Developer Name](https://github.com/SeriaWei/MCP-Developer-Name)** - Returns the name of the current developer based on the provided environment variable. It serves as a simple tool to access developer-specific information. - **[Miro Extension](https://github.com/SerjoschDuering/mcp-miro)** - Enables interaction with Miro boards by manipulating and extracting data, facilitating design and collaboration. Supports image creation, iframe embedding, and board data export in JSON format. - **[Trello MCP Server](https://github.com/sergerehem/trello-mcp-server)** - Integrate with Trello to manage boards, lists, and cards through a comprehensive API. Provides error handling and type safety for improved interaction with Trello's operations. - **[Terraform Cloud Integration](https://github.com/severity1/terraform-cloud-mcp)** - Manage Terraform infrastructure through natural conversation by interacting with the Terraform Cloud API. Create, update, and manage workspaces and runs while validating tokens and retrieving user information. - **[Medusa MCP Server](https://github.com/SGFGOV/medusa-mcp)** - Manage and interact with Medusa's data models through a scalable backend. Supports real-time service orchestration and standardized communication with external tools and systems. - **[Apple Calendars](https://github.com/shadowfax92/apple-calendar-mcp)** - Interact with Apple Calendars by accessing, creating, updating, and deleting calendar events through a standardized interface on macOS. - **[daily.dev](https://github.com/shalomeir/daily)** - Provides a personalized news feed for developers, connects them to communities, and enables search functionalities to facilitate learning and collaboration in the developer ecosystem. - **[Apple Reminders Integration](https://github.com/shadowfax92/apple-reminders-mcp)** - Manage Apple Reminders by listing, creating, completing, and deleting reminders directly through AI assistants. Supports handling due dates with proper ISO date format and integrates seamlessly into macOS applications. - **[DingDing Bot](https://github.com/Shawyeok/mcp-dingding-bot)** - Send notifications and interact with DingDing groups by sending text and markdown messages. Integrate with DingDing's custom robot API to enhance communication workflows. - **[HubSpot MCP Server](https://github.com/SheffieldP/hubspot_mcp)** - Integrate with HubSpot CRM to access and manage contacts, companies, and engagements through a standardized interface. Utilize real-time HubSpot data to enhance application workflows. - **[Unofficial MCP Server for Zenn](https://github.com/shibuiwilliam/mcp-server-zenn)** - Fetch articles and books from Zenn's API and seamlessly integrate them into applications for streamlined development and content access. - **[Framer Plugin Server](https://github.com/Sheshiyer/framer-plugin-mcp)** - Create and manage Framer plugins with integrated web3 capabilities, enabling connections to wallets, interactions with smart contracts, and display of NFTs. Supports development and testing of plugins directly within the Framer environment. - **[Gmail MCP](https://github.com/shinzo-labs/gmail-mcp)** - Manage emails through a wide range of tools for drafting, sending, retrieving, and organizing messages with complete Gmail API coverage, including label and thread management. - **[ShivonAI](https://github.com/shivonai/python_package)** - Integrates custom hiring tools with AI agents, enabling efficient recruitment processes across various frameworks. Supports seamless integration with LangChain, LlamaIndex, CrewAI, and Agno for enhanced task execution and data analysis. - **[eToro Portfolio Server](https://github.com/shlomico-tr/etoroPortfolioMCP)** - Provides access to eToro's public API for fetching user portfolios, retrieving instrument details, and performing name autocomplete searches for instruments. Facilitates server-side request handling to bypass CORS restrictions for seamless data integration. - **[HubSpot MCP](https://github.com/shinzo-labs/hubspot-mcp)** - Access and manage CRM data through the HubSpot API, offering functionalities for handling Contacts, Companies, and their Associations. Supports complete coverage of standard CRM objects and advanced association management. - **[Liquidium PostHog Analytics Server](https://github.com/Shudufhadzo/liquidium-mcp)** - Interact with PostHog analytics to view projects, create annotations, and search for insights. Access detailed information about specific insights through the server integration with Liquidium. - **[Email Server](https://github.com/Shy2593666979/mcp-server-email)** - Compose and send emails with support for multiple recipients and attachments. The server also allows for searching files within specified directories using pattern matching, ensuring secure email transmission via SMTP. - **[Figma API Server](https://github.com/sichang824/mcp-figma)** - Interact with the Figma API through a WebSocket server to facilitate communication for Figma plugins and widget development. Offers tools for rich operation and integrates external services seamlessly. - **[GIT-Pilot](https://github.com/SiddheshDongare/GIT-Pilot)** - Automate GitHub repository management, issue tracking, and pull request handling through a comprehensive API wrapper. It includes features for secure authentication, rate limit management, and error handling. - **[Shopify Dev MCP Server](https://github.com/Shopify/dev-mcp)** - Interact with Shopify APIs, search documentation, and access the Shopify Admin GraphQL schema. Provides tailored prompts for efficient GraphQL operations during development. - **[Vapi Python SDK](https://github.com/Silverstar187/client-sdk-python)** - Integrate Vapi voice assistant capabilities into Python applications for real-time voice interactions and management of calls with customizable parameters. The SDK simplifies the development of voice interactions within Python environments. - **[Apple Notes Server](https://github.com/sirmews/apple-notes-mcp)** - Access and manage a local Apple Notes database, enabling search and retrieval of note content directly within Claude Desktop. Allows users to read all notes and perform specific searches. - **[Remote Server](https://github.com/sirmews/mcp-remote-server)** - Acts as a bridge between MCP clients and remote APIs, dynamically loading its capabilities from a remote configuration to facilitate communication with various tools and resources. - **[Autumn MCP Server](https://github.com/SirTenzin/autumn-mcp-server)** - Access the Autumn pricing API for managing customer accounts, entitlements, and invoices with a straightforward interface. Generate billing portal links to enhance customer interactions and simplify billing workflows. - **[TestRail Server](https://github.com/sker65/testrail-mcp)** - Enable interaction with TestRail's core entities including projects, cases, runs, results, and datasets through a standardized protocol. Authenticate directly with the TestRail API for seamless workflow integration and full MCP compatibility. - **[Notion Integration Server](https://github.com/Sjotie/notionMCP)** - Connect AI assistants to Notion workspaces for interacting with databases, pages, and blocks to streamline content management and retrieval. - **[DataForSEO API Server](https://github.com/Skobyn/mcp-dataforseo)** - Integrate SEO data capabilities by accessing SERP results, keyword analysis, backlink information, and on-page analysis through a JSON interface. This server facilitates real-time data retrieval to enhance SEO strategies. - **[Linear Integration Server](https://github.com/skspade/mcp-linear-server)** - Integrate with Linear for issue tracking and project management, enabling the creation, search, update, and management of issues, teams, and sprints through a standardized protocol interface. Automate project workflows and access detailed issue data programmatically. - **[Serverless MariaDB MySQL MCP Server ](https://github.com/skysqlinc/skysql-mcp)** - Manage serverless MySQL database instances and interact with AI-powered database agents. Execute SQL queries, handle database credentials, and monitor services effectively. - **[SkySQL MCP Server](https://github.com/skysqlinc/skysql-mcp)** - Manages SkySQL (MySQL/MariaDB) database instances, executes SQL queries, and interacts with AI-powered database agents. Provides features for managing credentials and monitoring database services. - **[Skyvern](https://github.com/Skyvern-AI/skyvern)** - Connect AI applications to the browser to automate tasks such as filling out forms, downloading files, and conducting web research. Supports both local setup with a preferred LLM and cloud functionality through an API. - **[Slidespeak](https://github.com/SlideSpeak/slidespeak-mcp)** - Create PowerPoint presentations and automate the generation of reports and slide decks using SlideSpeak's API. - **[Salesforce](https://github.com/smn2gnt/MCP-Salesforce)** - Interact with Salesforce using SOQL and SOSL queries for data retrieval and manipulation, including CRUD operations on records and metadata access for Salesforce objects. - **[Agile Flow](https://github.com/smian0/mcp-agile-flow)** - Streamlines agile development processes with AI-assisted project management tools, facilitating documentation generation and project organization. Integrates with various AI IDEs through a modern API to enhance performance and resource access. - **[Excel Reader Server](https://github.com/softgridinc-pte-ltd/mcp-excel-reader-server)** - Extract data from Excel files in structured JSON format, allowing access to all sheets or specific sheets by name or index. Handles data type conversions and manages empty cells efficiently. - **[Paprika 3 MCP Server](https://github.com/soggycactus/paprika-3-mcp)** - Exposes Paprika 3 recipes as LLM-readable resources for interaction with LLMs like Claude. Enables creation and updating of recipes within the Paprika app through specialized tools. - **[Project Orchestrator](https://github.com/sparesparrow/mcp-project-orchestrator)** - Streamlines software project setup using standardized templates and best practices, automatically generating comprehensive documentation and visual diagrams to enhance project architecture and implementation strategy. - **[BloodHound](https://github.com/SpecterOps/BloodHound-Legacy)** - Reveal hidden relationships and attack paths in Active Directory environments using graph theory to identify complex attack paths. Provides insights for both red and blue teams to enhance security posture. - **[Createve.AI Nexus](https://github.com/spgoodman/createveai-nexus-server)** - Integrates AI agents with enterprise systems to access real-time data and business applications through a secure and scalable framework. Facilitates dynamic discovery and deployment of AI capabilities within organizations. - **[Square API Server](https://github.com/square/square-mcp-server)** - Facilitates integration with Square's API ecosystem, providing access to payment, order, customer, and inventory management services. Enables AI assistants to discover services, understand parameter requirements, and execute API operations efficiently. - **[Microsoft Dynamics 365 Server](https://github.com/srikanth-paladugula/mcp-dynamics365-server)** - Interact with Microsoft Dynamics 365 to manage user information, accounts, and opportunities. Perform operations like creating and updating accounts directly through a standardized protocol. - **[Microsoft Dynamics 365 MCP Server](https://github.com/srikanth-paladugula/mcp-dynamics365-server)** - Interact with Microsoft Dynamics 365 to retrieve and manage user information, accounts, and opportunities. Perform data operations such as creating and updating accounts directly from your interface. - **[Vercel API Integration](https://github.com/ssdavidai/vercel-api-mcp-fork)** - Connect to the Vercel API to manage deployments, DNS records, domains, and environment variables seamlessly. Streamline your workflow by automating interactions with Vercel, enhancing your development efficiency. Utilize powerful tools to retrieve, create, and manage your Vercel resources effortlessly. - **[Google Play API Server](https://github.com/srikanthlogic/google-play-api)** - Fetch metadata and reviews from Google Play using a RESTful API. Extend functionality with additional endpoints and privacy-friendly features for seamless integration into applications. - **[Mintlify Starter Kit](https://github.com/srvdneat/docs)** - Provides a starter kit for creating and maintaining documentation, including guide pages, navigation, customizations, and API references. Supports local previews and automatic deployment of documentation updates via integration with a GitHub app. - **[Branch-Thinking Server](https://github.com/ssdeanx/branch-thinking-mcp)** - Manage and visualize branching thoughts, tasks, and code while generating insights and performing semantic searches. Support collaborative workflows through real-time visualization and persistent project management. - **[MCP-Atlassian](https://github.com/sooperset/mcp-atlassian)** - Access Atlassian products such as Confluence and Jira, facilitating interactions with content management and project tracking functionalities. Supports both Cloud and Server/Data Center deployments for seamless integration. - **[Unreasonable Thinking Server](https://github.com/stagsz/Unconventional-thinking)** - Generates unconventional solutions to problems by challenging conventional wisdom and organizing thoughts through a structured session. Offers a tool to explore innovative thinking paths based on user-defined problems. - **[Todoist MCP Server](https://github.com/stanislavlysenko0912/todoist-mcp-server)** - Integrate AI assistants with Todoist for task management using natural language commands. Manage tasks, projects, comments, and labels seamlessly via conversational AI. - **[ToolHive](https://github.com/stacklok/toolhive)** - Facilitates the deployment and management of MCP servers through a lightweight utility, ensuring secure operations and consistency. Supports Docker container deployment with features like secrets management and enterprise-level authorization. - **[Chain of Draft](https://github.com/stat-guy/chain-of-draft)** - Enhances reasoning capabilities of LLMs by generating concise intermediate outputs, effectively reducing token usage and response time while maintaining accuracy across various reasoning tasks. Integrates with OpenAI's API for seamless workflows. - **[WordPress Server](https://github.com/stefans71/wordpress-mcp-server)** - Interact with WordPress sites to manage content via the WordPress REST API, enabling the creation, retrieval, and updating of posts using JSON-RPC 2.0 protocol. - **[Todoist Task and Project Manager](https://github.com/stevengonsalvez/todoist-mcp)** - Manage Todoist tasks, projects, sections, labels, comments, and collaborators through a natural language interface. Perform operations such as creating, updating, and deleting tasks and projects to enhance productivity. - **[ProtoLinkAI](https://github.com/StevenROyola/ProtoLink)** - A standardized tool wrapping framework to integrate and manage diverse tools using the MCP protocol. Supports quick implementation of tool-based use cases and offers pre-built tools for common scenarios. - **[LinkedIn MCP Server](https://github.com/stickerdaniel/linkedin-mcp-server)** - Interact with LinkedIn to scrape profiles, analyze companies, and search for job listings. Provides insights and recommendations based on LinkedIn data. - **[BloodHound](https://github.com/stevenyu113228/BloodHound-MCP)** - Enables natural language queries to analyze Active Directory and Azure Active Directory environments, allowing users to retrieve insights through conversational commands. Leverages Large Language Models to simplify complex query executions without writing Cypher queries manually. - **[Beeminder MCP (Unofficial)](https://github.com/strickvl/mcp-beeminder)** - Integrate with the Beeminder API to manage and track goals and progress across applications. Enables data exchange between Beeminder and AI models using the Model Context Protocol. - **[Apifox Integration Server](https://github.com/sujianqingfeng/mcp-apifox)** - Integrates Apifox API documentation with AI assistants to facilitate the extraction and utilization of API information during development. Simplifies API usage and enhances workflow directly within AI tools. - **[Notion Server](https://github.com/suekou/mcp-notion-server)** - Interact with Notion workspaces via the Notion API, enabling data retrieval and content management. Employs Markdown conversion to optimize token usage during communication with language models. - **[Aira MCP Server](https://github.com/Sunwood-ai-labs/aira-mcp-server)** - Creates commit messages from git staged files, retrieves git status information, and manages Gitflow operations. - **[GitLab Kanban Server](https://github.com/Sunwood-ai-labs/gitlab-kanban-mcp-server)** - Manage GitLab Kanban boards by creating, updating, and deleting tasks through a standardized protocol, enabling efficient project management and seamless integration with applications. - **[SourceSage](https://github.com/Sunwood-ai-labs/source-sage-mcp-server)** - Visualizes project directory structures in markdown format and automatically documents file contents, providing a clear overview of projects with advanced customization options. - **[Superface Server](https://github.com/superfaceai/mcp)** - Facilitates integration of Superface tools with AI agents using the Model Context Protocol, providing access to various external APIs and services. Configurable for local or Docker use with an API key from the Superface dashboard. - **[Powerpoint Server](https://github.com/supercurses/powerpoint)** - Create dynamic PowerPoint presentations by adding slides, images, tables, and charts. Manage presentation content seamlessly and enhance presentations with generated images. - **[SurveyMars MCP Server](https://github.com/surveymars/surveymars-mcp)** - Facilitates the creation, distribution, and analysis of surveys using SurveyMars APIs. Provides tools for managing unlimited surveys, questions, and responses while offering advanced analytics for insights. - **[Stripe Agent Toolkit](https://github.com/stripe/agent-toolkit)** - Integrate with Stripe APIs using function calling to manage customers and products, as well as facilitate interactions with various Stripe services. - **[Redash Integration Server](https://github.com/suthio/redash-mcp)** - Facilitates data interaction with Redash by connecting AI assistants to execute queries, manage dashboards, and retrieve insights via the Redash API. - **[GitHub Kanban Server](https://github.com/Sunwood-ai-labs/github-kanban-mcp-server)** - Manage GitHub issues in a Kanban board format for streamlined task oversight and enhanced collaboration. Automate workflows and visualize project progress using large language models (LLMs). - **[Holaspirit](https://github.com/syucream/holaspirit-mcp-server)** - Access Holaspirit data through a standardized API interface, enabling interaction with organizational data. Provides tools for retrieving and managing information related to Holaspirit's functionalities. - **[Lightdash MCP Server](https://github.com/syucream/lightdash-mcp-server)** - Access Lightdash data through a standardized MCP interface, facilitating interaction with Lightdash's API for AI assistants. - **[ClickUp MCP Server](https://github.com/taazkareem/clickup-mcp-server)** - Integrate and manage ClickUp tasks, spaces, lists, and folders through a standard protocol for AI applications. Supports complete time tracking functionalities. - **[Linear](https://github.com/tacticlaunch/mcp-linear)** - Interact with Linear project management through AI assistants to access and manage projects, issues, and teams using AI-driven commands. Streamline and automate project management tasks effectively. - **[OpsNow Cost MCP Server](https://github.com/taejulee/opsnow-mcp-cost-server-no-server)** - Provides cost exploration capabilities by supplying OpsNow's cost data in MCP format to compatible clients. Facilitates efficient communication between MCP clients and OpsNow resources for real-time cost data access. - **[OpsNow Asset Server](https://github.com/taejulee/opsnow-mcp-asset-server-no-server)** - Provides asset exploration capabilities through the Model Context Protocol (MCP), integrating with OpsNow's resource data for real-time asset information retrieval. - **[Linode MCP Server](https://github.com/takashito/linode-mcp-server)** - Manage Linode cloud services such as instances, volumes, and domains through natural language interactions. Integrate seamlessly with AI assistants to enhance cloud management capabilities. - **[Slack Search](https://github.com/takuya0206/slack_search_function_mcp)** - Access and retrieve users, channels, messages, and conversations from a Slack workspace using its search functionality. It facilitates streamlined communication and information retrieval within the Slack environment. - **[Taiga MCP Bridge](https://github.com/talhaorak/pytaiga-mcp)** - Integrate with the Taiga project management platform to manage projects, tasks, and sprints programmatically, enhancing AI-driven project management workflows. - **[URL Shortener MCP](https://github.com/Talismanic/cleanuri-url-shortener-mcp)** - Shortens any given URL using the CleanURI API, providing reliable URL shortening with integrated error handling and response validation. - **[Shopify API Integration Server](https://github.com/tanush-yadav/shopify-mcp)** - Interact with Shopify store data including managing products, customers, orders, discounts, and collections through a GraphQL API. Supports comprehensive management with clear error handling and debugging functionalities. - **[Futarchy Protocol Server](https://github.com/TanmayDhobale/FutarchyMCPServer)** - Seamless interaction with the Futarchy protocol on Solana, facilitating queries about DAOs and proposals, and enabling the creation of new proposals. It simplifies the retrieval of decentralized governance data and proposal management for users and developers. - **[Agentic](https://github.com/tarulahsan/Agentic)** - Integrates AI models with external data and tools to enhance user interactions and decision-making by providing real-time context integration. - **[Grants Search Server](https://github.com/Tar-ive/grants-mcp)** - Search for government grants using keywords and retrieve detailed information about eligibility and funding. Includes pagination and comprehensive filtering options for streamlining the grant search process. - **[Instagram Direct Messages Server](https://github.com/taskmaster-ai/insta-mcp)** - Read and send Instagram direct messages, access detailed thread information, and manage Instagram DM functionalities. Supports health monitoring and various authentication methods for seamless operation. - **[MCP GitHub Projects](https://github.com/taylor-lindores-reeves/mcp-github-projects)** - Connect and manage Agile Sprint-based projects using GitHub Projects, integrating with GitHub's GraphQL Projects v2 API to create and manage related tasks and issues. Streamline workflows by automating interactions with GitHub repositories and ensuring type safety through TypeScript implementation. - **[Jira Integration Server](https://github.com/tbreeding/jira-mcp)** - Facilitates interaction with Jira for issue retrieval, creation, and updates, while guiding users through a streamlined wizard for managing Jira tasks and maintaining workflows. - **[Loxo Recruitment](https://github.com/tbensonwest/loxo-mcp-server)** - Interact with the Loxo recruitment platform API to manage candidates, jobs, activities, and call queues. - **[Dify MCP Server](https://github.com/teddylee777/dify-mcp-server)** - Integrate and invoke Dify workflows within applications using the Model Context Protocol, providing real-time data and action capabilities. Supports seamless communication with various Dify tools through a simple configuration setup. - **[Alpaca MCP Server](https://github.com/tedlikeskix/alpaca-mcp-server)** - Interact with the Alpaca trading API using natural language to manage stock trading activities, check account positions, and fetch market data. - **[Your Friendly Task Completion Notifier](https://github.com/teddyzxcv/ntfy-mcp)** - Integrates with the Model Context Protocol to send notifications via ntfy about task completions performed by an AI assistant, helping users stay informed while they multitask. Maintains an efficient workflow by allowing users to receive updates without interruptions. - **[Smartsheet MCP Server](https://github.com/terilios/smartsheet-server)** - Facilitates integration with Smartsheet for automated document operations and enhances healthcare analytics through AI-driven insights. Supports intelligent document management and analysis aligned with compliance and data integrity standards. - **[TV Show Recommender](https://github.com/terryso/tv-recommender-mcp-server)** - Provides personalized TV show recommendations based on genre, finds similar shows, and retrieves detailed show information using data from TMDb. - **[Bugsnag MCP Server](https://github.com/tgeselle/bugsnag-mcp)** - Interacts with Bugsnag to monitor and analyze errors, providing features for organization navigation, error filtering, and detailed stacktrace viewing. It also offers code intelligence capabilities to distinguish between project and library code and provides source code context for errors. - **[JotForm API Server](https://github.com/The-AI-Workshops/jotform-mcp-server)** - Facilitates interaction with the JotForm API to manage users, forms, submissions, folders, and reports through a standardized MCP interface. Supports integration of JotForm data and actions into various applications or workflows. - **[Buttondown API Integration](https://github.com/The-Focus-AI/buttondown-mcp)** - Manage newsletters with a TypeScript integration that provides email draft management, scheduling, and analytics retrieval through a CLI and an MCP server. - **[LLMS.txt Explorer](https://github.com/thedaviddias/mcp-llms-txt-explorer)** - Explore and analyze websites implementing the llms.txt standard, validating and parsing llms.txt files for structured insights about compliant websites. - **[Enhanced Gmail Server](https://github.com/theposch/gmail-mcp)** - Manage Gmail effortlessly with commands for sending, reading, organizing, and searching emails, alongside managing drafts and labels. Automate filtering and streamline workflow with a comprehensive Gmail integration. - **[Perplexity Insight](https://github.com/TheoLawrence86/perplexity-insight-MCP)** - Integrate with the Perplexity AI API to access advanced question answering and search functionalities. Supports multiple models with customizable prompts and rate limiting for efficient responses. - **[Shopify MCP Server](https://github.com/therealhexi/shopify-mcp-server-main)** - Enables interaction with Shopify store data through a GraphQL API, facilitating product, customer, and order management. Supports advanced querying and clear error handling for API interactions. - **[Smithery AI](https://github.com/thinknumbers/smitheryai)** - Enhance applications with advanced data processing and analysis capabilities, enabling the extraction of insights and automation of tasks from various data sources. - **[Google Calendar](https://github.com/thisnick/google-calendar-mcp)** - Manage Google Calendar events by creating, modifying, and accessing scheduled items through MCP URIs. Features include structured event data handling and tools for generating calendar insights and listing upcoming events. - **[Nutanix MCP Server](https://github.com/thunderboltsid/mcp-nutanix)** - Interact with Nutanix Prism Central APIs to retrieve and analyze resources such as VMs, clusters, and hosts using Large Language Models. Facilitate exploration and management of a Nutanix environment through a standardized protocol. - **[Tana MCP Server](https://github.com/tim-mcdonnell/tana-mcp)** - Connect and manipulate data in Tana workspaces using the Tana Input API, enabling integration with Large Language Models for enhanced data management. - **[Figma Server](https://github.com/TimHolden/figma-mcp-server)** - Access and manipulate Figma resources, including files, components, and variables. Currently supports read-only operations for retrieving Figma files and listing available projects. - **[GitHub MCP Server](https://github.com/timbuchinger/mcp-github)** - Interact with GitHub repositories and manage issues by listing and creating them efficiently. Provides secure authentication and includes error handling and validation features. - **[Webflow MCP Server](https://github.com/TimKJones/mcp-webflow)** - Seamlessly manage Webflow sites and collections through its APIs, enabling retrieval of site details and automation of tasks. Enhance workflows and productivity by utilizing simple commands to interface with Webflow data. - **[OpenManus](https://github.com/tinninhi/OpenManus)** - OpenManus facilitates the creation of custom AI agents through a user-friendly terminal interface, enabling users to input their concepts directly. It fosters collaboration and offers a platform for developers to enhance their projects without requiring an invite code. - **[Gumloop Automation Server](https://github.com/tiovikram/gumloop-mcp)** - Manage and execute automation workflows through a standardized interface, enabling flow management, workspace discovery, input schema retrieval, file operations, and context-aware execution. - **[Linear MCP Server](https://github.com/tiovikram/linear-mcp)** - Interact with Linear's API to manage issues, projects, and teams programmatically, enabling automated workflows and issue tracking within the Linear platform. - **[Linear Issue and Project Manager](https://github.com/timottowitz/linear-mcp)** - Manage issues, projects, and teams within Linear through an MCP server interface, enabling operations such as creation, updating, deletion, and searching of issues along with secure integration using API key authentication. - **[Tiny TODO](https://github.com/tkc/tinyt-todo-mcp)** - Manage tasks with persistent storage capabilities, including creating, updating, and tracking TODOs. Provides time-aware reminders and efficient task management features to maintain context over time. - **[Backlog API Server](https://github.com/tmhr1850/backlog-mcp-server)** - Access project management, issue tracking, and file operations through a seamless integration with the Backlog API. Manage projects, issues, users, and attachments effectively within applications. - **[Kibana Server Integration](https://github.com/TocharianOU/mcp-server-kibana)** - Facilitates natural language and programmatic access to Kibana instances using the Kibana API. Supports secure authentication, SSL/TLS, and integrates various Kibana API functionalities into MCP-compatible clients. - **[MCP Server with Docker](https://github.com/TomasRodriguez2002/MCP)** - Integrates the Model Control Protocol (MCP) with OpenAI's API to enable access to external tools through a Dockerized server. Supports dynamic tool invocation and data retrieval based on user queries. - **[Stellar MCP](https://github.com/tomasCalletce/stellar-mcp)** - Integrate applications with real-world data and tools using a standardized protocol, facilitating interactions between LLMs and external resources for complex operations. Connect blockchain and DeFi tools to enhance user understanding of protocols and opportunities. - **[DBT Semantic Layer Server](https://github.com/TommyBez/dbt-semantic-layer-mcp-server)** - Query the dbt Semantic Layer API to seamlessly access and utilize defined business metrics across various data tools. Provides a unified approach to metric definitions and simplifies data querying for team members. - **[Dify Workflow Tool Server](https://github.com/TomokiIshimine/dify-mcp-server)** - Integrates with Dify Workflow for dynamic retrieval and management of workflow parameters using the Model Context Protocol, supporting bidirectional communication with Claude. Utilizes environment variables for configuration and enables the use of multiple API keys for flexible tool creation. - **[Toolhouse MCP Server](https://github.com/toolhouse-community/mcp-server-toolhouse)** - Connects MCP clients with Toolhouse's tools through a unified API for efficient inference and interaction with external data sources. - **[Confluence Server](https://github.com/masna-ai/mcp-confluence-server)** - Interact with Confluence Data Center content through a REST API, enabling operations such as searching, retrieving, creating, updating, and deleting pages using natural language commands. - **[Traylinx Search Engine](https://github.com/traylinx/traylinx-search-engine-mcp-server)** - Connect to the deployed Agentic Search API to perform web searches that yield detailed and contextually relevant results, including text summaries, HTML, and media content. Integrate seamlessly with MCP clients for enhanced search functionality. - **[Triplewhale MCP Server](https://github.com/Triple-Whale/mcp-server-triplewhale)** - Leverage natural language to interact with Triplewhale data, enabling users to query business metrics and obtain insights quickly. Simplifies data analysis and reporting through intuitive commands. - **[Printify Integration Server](https://github.com/TSavo/printify-mcp)** - Integrates AI assistants with Printify's print-on-demand platform for creating and managing products. Facilitates AI-driven design generation, image uploads, and streamlines shop management workflows. - **[Salesforce MCP Server](https://github.com/tsmztech/mcp-server-salesforce)** - Facilitates natural language interactions with Salesforce data and metadata, enabling users to query, modify, and manage Salesforce objects, records, and Apex code through conversational commands. - **[Odoo Integration Server](https://github.com/tuanle96/mcp-odoo)** - Enable AI assistants to access and interact with Odoo ERP systems by utilizing models, records, and methods through a standardized protocol. Execute custom Odoo methods, retrieve employee and holiday data, and simplify integration with flexible configurations and effective error handling. - **[Senma Self-Improvement Repository](https://github.com/TundraSnowstorm/Senma-Self-Improvement-Repository)** - A repository focused on personal growth that offers AI-driven insights and resources aimed at enhancing various aspects of individual life. It provides tailored tools to support autonomous self-improvement journeys. - **[Memory Bank](https://github.com/tuncer-byte/memory-bank-MCP)** - Create and manage structured project documentation with AI assistance, generating interconnected Markdown files that capture project knowledge from goals to progress. It supports context-aware querying for efficient searching and exporting of project information. - **[Apple Notifier](https://github.com/turlockmike/apple-notifier-mcp)** - Sends native macOS notifications and interacts with system dialogs through any MCP-compatible client. Works seamlessly on macOS with Node.js. - **[OptionsFlow](https://github.com/twolven/mcp-optionsflow)** - Provides advanced options analysis and strategy evaluation using options chain data, including Greeks calculations and risk metrics. Supports various trading strategies and offers insights into risk management. - **[Twilio MCP Monorepo](https://github.com/twilio-labs/mcp)** - Integrate and interact with Twilio services directly through the Model Context Protocol, enabling AI assistants to access Twilio APIs seamlessly. This implementation enhances the capabilities of AI applications by allowing communication with Twilio's messaging, voice, and other communication services. - **[ODBC MCP Server](https://github.com/tylerstoltz/mcp-odbc)** - Connects to ODBC-compatible databases for querying, analyzing, and generating insights from data while ensuring read-only access to prevent modifications. - **[Linear Task Manager](https://github.com/Tyru5/linear-mcp)** - Fetch tasks, teams, users, and detailed task information from Linear to enhance project management workflows. Integrates Linear API capabilities for efficient task data retrieval and filtering. - **[Gralio SaaS Database](https://github.com/tymonTe/gralio-mcp)** - Access a vast SaaS database that provides detailed information on software products, including millions of user reviews, pricing data, competitor alternatives, and company funding insights. Utilize sentiment analysis and feature data to enhance software research and market trend scouting. - **[Due Diligence Automation](https://github.com/u3588064/AutoDDC)** - Automates processes related to due diligence, facilitating the efficient gathering and analysis of necessary information and documentation for evaluations. - **[Guarantee Processor 保函要素抽取项目](https://github.com/u3588064/AutoGuarantee)** - 自动提取保函文本中的要素和条款，提供法律和金融专业人士分析所需的信息。输出结果为JSON格式，支持提取担保人的SWIFT标识代码、开立日期和保函种类等要素。 - **[MCP Notifier](https://github.com/uehaj/mcp-notifier)** - Send customizable desktop notifications with various types such as info, success, warning, and error. This MCP server enhances applications by providing both simple and advanced notification capabilities across multiple platforms. - **[Salesforce Server](https://github.com/uday210/salesforce-mcp-server)** - Interact with Salesforce by executing SOQL queries, managing records, and retrieving object metadata. Provides secure authentication handling and real-time data access for streamlined Salesforce integration. - **[MarkAI](https://github.com/umuthopeyildirim/markai)** - MarkAI is a platform that enables users to ask questions and receive answers derived from their documents, providing efficient data access. It supports various file formats and offers both public and private collaboration options. - **[eRegulations MCP Server](https://github.com/unctad-ai/eregulations-mcp-server)** - Access eRegulations data through a standardized protocol, enabling efficient querying of administrative procedures, steps, requirements, and related costs. It enhances AI capabilities to assist users effectively with structured access to the eRegulations API. - **[Union MCP](https://github.com/unionai-oss/union-mcp)** - Facilitates seamless connectivity to Union tasks, workflows, and applications, enabling integration of various tools and resources. Streamlines the development process for enhanced productivity. - **[GPT Computer Assistant](https://github.com/Upsonic/Upsonic)** - Integrates MCP to automate routine and advanced computing tasks across various operating systems. It serves as a framework to enhance AI model interactions with system-level functionalities. - **[Unstructured API Server](https://github.com/Unstructured-IO/UNS-MCP)** - Interact with the Unstructured API to manage sources, destinations, and workflows. Provides tools for listing sources, and retrieving detailed information about specific source connectors. - **[Salesforce Connector](https://github.com/usama-dtc/salesforce_mcp)** - Integrate natural language queries to manage and modify Salesforce data and metadata, facilitating effortless interactions with Salesforce objects and records. - **[Didlogic MCP Server](https://github.com/UserAd/didlogic_mcp)** - Interact with Didlogic services through a standardized interface, providing tools for managing SIP accounts, transactions, and call history. Access the full capabilities of the Didlogic API while using specialized prompts for common operations. - **[UseGrant Server](https://github.com/usegranthq/mcp-server)** - Manage identity and access workflows by handling providers, clients, tenants, and access tokens through the UseGrant API. Automate domain verification, policy management, and token validation for secure access control. - **[泰森跨境](https://github.com/uui6yee/scrm)** - Integrates multiple chat platforms such as Line and WhatsApp into a unified interface for message management, while enhancing browser fingerprint injection through advanced UserAgent strategies and detection mechanisms. Features a user-friendly control panel with real-time monitoring of fingerprint status. - **[ClickUp MCP Server](https://github.com/v4lheru/clickup-mcp-server)** - Integrates ClickUp tasks with AI to enhance task management by utilizing features such as dependencies, comments, and checklists. Connects via the Model Context Protocol for optimized project management workflows. - **[Notion MCP Server](https://github.com/v-3/notion-server)** - Integrate with Notion to perform operations such as searching, creating, reading, updating pages, and managing comments and blocks within your workspace. - **[Trello MCP Server](https://github.com/v4lheru/trello-mcp-server)** - Interact seamlessly with Trello boards, lists, and cards through a robust API that supports all major Trello operations. Provides comprehensive error handling and type safety for reliable development. - **[Google MCP](https://github.com/vakharwalad23/google-mcp)** - Integrate Google services such as Gmail and Calendar to enhance AI capabilities. Manage emails, schedule events, and automate workflows directly within the AI interface. - **[Valyu MCP Server](https://github.com/valyu-network/valyu-mcp-js)** - Access Valyu's knowledge retrieval and feedback APIs to search proprietary and web sources for information and submit transaction feedback. Provides real-time insights and enhances LLM capabilities through dynamic user interaction. - **[Moneybird MCP Server](https://github.com/vanderheijden86/moneybird-mcp-server)** - Connects AI models to Moneybird accounting software, enabling management of contacts, financial data, and business operations through a simple API interface. Utilize advanced filtering and custom requests to enhance productivity. - **[Business Central MCP Server](https://github.com/vanachterjacob/BC-MCP)** - Standardizes development rules and context for Business Central projects using JSON-based configurations. Ensures consistent coding practices and deployment processes across team members with dynamic or static rule management. - **[Rundeck CLI Integration Server](https://github.com/vanisoul/rundeck-mcp-server)** - Enables management of Rundeck operations through AI, facilitating job execution, information retrieval for projects and nodes, and system monitoring without manual CLI interaction. Streamlines Rundeck workflows with an AI interface for efficient tracking and execution of jobs and executions. - **[Payman AI Documentation Server](https://github.com/Vanshika-Rana/payman-mcp-server)** - Provides access to Payman AI's documentation, enabling AI assistants to assist developers with integration questions based on up-to-date information about Payman's features. - **[Beancount MCP Server](https://github.com/vanto/beanquery-mcp)** - Enables seamless querying and analysis of financial data stored in Beancount ledger files using the Beancount Query Language (BQL), enhancing accessibility and utility of financial information. - **[Vapi MCP Server](https://github.com/VapiAI/mcp-server)** - Integrates with Vapi APIs through function calling for enhanced scheduling and communication capabilities. Facilitates efficient task management using Claude Desktop setup. - **[Vapi MCP Server](https://github.com/VapiAI/mcp-server)** - Integrate applications with Vapi APIs using function calling for scheduling and managing calls, assistants, and phone numbers. Access Vapi's capabilities locally or remotely with a focus on security and ease of use. - **[Vantage Cloud Cost Explorer](https://github.com/vantage-sh/vantage-mcp-server)** - Explore and analyze cloud costs using natural language queries, focusing on current and past spending, cost tagging, and provider integrations. Acts as an interface to Vantage's existing APIs for streamlined cost management. - **[Spotify Connector](https://github.com/varunneal/spotify-mcp)** - Connects to Spotify using the Spotipy API to control playback, search for music, and manage playlists. Facilitates operations such as starting, pausing, skipping tracks, and retrieving information on various music-related entities. - **[PluggedinMCP Server](https://github.com/VeriTeknik/pluggedin-mcp)** - Manage multiple MCP servers through a unified interface, enabling efficient request routing and real-time updates. Integrate seamlessly with various LLMs to enhance development workflows. - **[Verodat MCP Server](https://github.com/Verodat/verodat-mcp-server)** - Integrates data management capabilities from Verodat with AI systems for enhanced data handling and manipulation. - **[VeyraX MCP](https://github.com/VeyraX/veyrax-mcp)** - Connect to over 70 tools including Gmail and Calendar through a single MCP platform, enabling easy integration with various environments. Streamline access with unified authentication for multiple applications within the Model Context Protocol framework. - **[X(Twitter) MCP Server](https://github.com/vidhupv/x-mcp)** - Create drafts of X(Twitter) posts and threads using LLMs, and publish them directly through chat interfaces. - **[Brave Search Server](https://github.com/VinhPhamAI/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, including general queries, news and articles searches, and detailed local business and service lookups with pagination and filtering options. - **[Brave Search Server](https://github.com/vinhphamai23/brave-search)** - Integrates the Brave Search API to provide web and local search capabilities, enabling general web queries, news searches, and local business searches with detailed results and filtering options. - **[IoTDB Database Interaction Server](https://github.com/vinhphamai23/iotdb-mcp-server)** - Enable secure interaction with IoTDB databases by executing SQL queries and exploring database schemas. Functionality includes listing tables, describing table schemas, and executing SELECT or metadata queries. - **[Brave Search Server](https://github.com/vinhphamai23/brave-search)** - Integrates the Brave Search API to perform web and local search capabilities, including general queries, news, and local business lookups with advanced filtering options. Provides smart fallbacks to web search when local results are unavailable. - **[Whodis Domain Availability Server](https://github.com/vinsidious/whodis-mcp-server)** - Check domain availability using WHOIS lookups integrated as an MCP tool, enabling seamless verification of domain registration status within various workflows. - **[GitHub Enterprise License Insights](https://github.com/vipink1203/mcp-github-enterprise)** - Securely access GitHub Enterprise license data and user details for automated monitoring and analysis. Query license summaries, user roles, and organization memberships via designated endpoints. - **[Brave Search Server](https://github.com/vinhphamai23/brave-search)** - Integrates the Brave Search API to provide web and local search functionalities, allowing users to perform queries for articles, news, and local businesses with advanced filtering options and automatic fallbacks. - **[Eventbrite MCP Server](https://github.com/vishalsachdev/eventbrite-mcp)** - Integrates with the Eventbrite API for managing events, tracking attendees, and generating analytics reports. Provides functionality for viewing and managing event details, as well as attendee interaction and reporting features. - **[Swagger MCP Server](https://github.com/Vizioz/Swagger-MCP)** - Connects to a Swagger specification to generate comprehensive MCP tool definitions, enabling efficient API integration workflows. Parses and stores local Swagger files, providing detailed endpoint and model information for AI assistants. - **[Document Outline Assistant](https://github.com/Vortiago/mcp-outline)** - Enables interaction with Outline's document management services through natural language commands for searching, creating, and managing documents. Facilitates tasks like reading document content and managing comments within a structured collection. - **[IoTDB Database Interaction Server](https://github.com/vinhphamai23/iotdb-mcp-server)** - Interact with IoTDB databases through a controlled interface, enabling users to list tables, read data, and execute SQL queries. Supports structured query tools with tree and table models for efficient database exploration and business intelligence. - **[Azure DevOps Assistant](https://github.com/Vortiago/mcp-azure-devops)** - Interact with Azure DevOps services to manage work items, pipelines, and pull requests through natural language commands. Supports tasks such as querying, creating, updating work items, and managing comments. - **[Test Server](https://github.com/w-jeon/mcp-brave-search)** - Integrates the Brave Search API for web and local search capabilities, enabling detailed queries and results filtering. Offers real-time processing with smart fallbacks between local and web search. - **[MCP-framework](https://github.com/w-jeon/mcp-framework)** - A framework for developing custom tools that interact with large language models, featuring comprehensive file processing capabilities for PDF, Word, and Excel files, along with advanced web content retrieval. - **[Waldur MCP Server](https://github.com/waldur/waldur-mcp-server)** - Connects to a Waldur instance for resource management and enables communication with Claude Desktop through the Model Context Protocol (MCP). Facilitates direct interactions with Waldur resources via API token authentication. - **[Brave Search MCP](https://github.com/w-jeon/mcp-brave-search)** - Integrates the Brave Search API to provide web and local search capabilities. Enables advanced query execution with flexible filtering and smart fallbacks based on result availability. - **[Google Drive server](https://github.com/w-jeon/mcp-gdrive)** - Integrates with Google Drive to enable the listing, reading, and searching of files, supporting various file types and converting Google Workspace documents into usable formats. Facilitates seamless access to file management features within applications. - **[Agent2Agent Protocol](https://github.com/waldzellai/A2A-PLUS)** - Facilitates communication and interoperability between diverse AI agents, allowing them to discover capabilities, negotiate interactions, and exchange messages securely. Supports dynamic task management through real-time streaming and push notifications. - **[Decision Framework Server](https://github.com/waldzellai/model-enhancement-servers)** - Provides structured decision support by externalizing complex decision-making processes, enabling models to analyze options, criteria, probabilities, and uncertainties for personalized recommendations. - **[Structured Argumentation Server](https://github.com/waldzellai/model-enhancement-servers)** - Facilitates structured and rigorous argumentation by enabling AI models to systematically develop, critique, and synthesize arguments within a formal dialectical framework. Supports improved reasoning in ethical dilemmas, policy evaluation, and scientific hypothesis analysis through visual representation and relationship tracking of argument structures. - **[Airtable Server](https://github.com/wanattichia-skeelo/airtable-mcp-server)** - Connect to Airtable databases to read and write records, inspect database schemas, and manage data efficiently. - **[ApiFox Interface Server](https://github.com/wangmhaha/apifox-mcp-server)** - Retrieve and manage ApiFox interface information seamlessly, offering both HTTP services and CLI commands for flexible integration. Interfaces using TypeScript ensure type-safe interactions for enhanced development workflows. - **[MCP](https://github.com/wangxinleo/wechat-public-account-push)** - The MCP server facilitates integration with WeChat public accounts, enabling automated message pushing and engagement with users through the WeChat platform. - **[Stochastic Thinking](https://github.com/waldzellai/waldzell-mcp)** - Enhance decision-making capabilities using advanced stochastic algorithms to navigate complex problem-solving and avoid repetitive local solutions. - **[Yelp Fusion Server](https://github.com/waldzellai/waldzell-mcp)** - Enable natural language interaction with Yelp's business data, allowing users to search for businesses, read reviews, find events, and explore categories through conversational queries. - **[Clear Thought MCP Server](https://github.com/waldzellai/waldzell-mcp)** - Provides systematic thinking and mental models for problem-solving, facilitating approaches like first principles thinking and opportunity cost analysis. It supports various design patterns for modular architecture, API integration, and scalability. - **[Meeting Scheduler](https://github.com/watanka/schedulia-mcp)** - Manage meeting schedules and send or respond to meeting requests while integrating with external calendars like Google Calendar. Provide an intuitive interface for organizing and tracking appointments. - **[JIRA Server](https://github.com/Warzuponus/mcp-jira)** - Interact with JIRA tasks and workflows, enabling issue creation and management along with basic project tracking. Supports API key authentication and follows a standardized request/response format for AI interactions. - **[WATI WhatsApp MCP Server](https://github.com/wati-io/whatsapp-api-mcp-server)** - Enable interaction with a WhatsApp account via AI agents, allowing searches for contacts, reading messages, and sending both text and media files. Supports the use of interactive buttons and media handling through the Wati API for secure communication. - **[glassBead-thinks](https://github.com/waldzellai/waldzell-mcp)** - Advanced problem-solving capabilities for AI assistants incorporating systematic debugging approaches and mental models for sequential thinking. - **[Web Chat Application](https://github.com/WebChatAppAi/webchat)** - Build interactive chat experiences using a responsive web chat application powered by Next.js, enabling real-time updates as modifications are made. Customize and enhance chat functionalities easily with integrated tools and data sources. - **[Greenwhales-based AI Tool](https://github.com/weda-tech/GW-AI4SM)** - Facilitates intelligent automation and data-driven insights for smart manufacturing processes. Optimizes operations and enhances efficiency by integrating advanced AI capabilities. - **[Crawl4AI MCP Server](https://github.com/weidwonder/crawl4ai-mcp-server)** - Provides powerful search capabilities optimized for LLMs to understand and extract valuable content from web pages using multiple search engines. Efficiently filters non-core content and formats outputs for AI processing. - **[MySQL MCP Server](https://github.com/wenb1n-dev/mysql_mcp_server_pro)** - Execute SQL commands, manage MySQL databases, analyze execution plans, and convert Chinese fields to pinyin. Perform database anomaly analysis and provide robust permission control. - **[Webflow MCP Server](https://github.com/webflow/mcp-server)** - Connects AI models to Webflow's APIs for site publishing and content management. Automates web development tasks directly through AI tools. - **[Communicative Agents for AI Society Study](https://github.com/Wendong-Fan/camel)** - Facilitates the study of autonomous communicative agents by enabling cooperation among them to enhance task-solving abilities. Provides an open-source framework and library for research in AI societies. - **[OneSignal Notification Manager](https://github.com/WeirdBrains/onesignal-mcp)** - Manage push notifications, emails, SMS, user devices, segments, and templates through a unified interface with access to the OneSignal REST API. Perform organization-level operations and streamline messaging workflows with comprehensive tools for sending, viewing, and managing notifications and app data. - **[OpenRouter Agents](https://github.com/wheattoast11/openrouter-deep-research-mcp)** - Connects to specialized AI agents for conducting complex research tasks through an orchestration system that enables multi-stage planning and parallel execution, resulting in high-quality, tailored research outcomes. - **[Spark](https://github.com/WhatIsSpark/spark)** - Process and analyze large datasets efficiently, providing insights and transforming data workflows with speed. - **[ClickUp MCP Server](https://github.com/windalfin/clickup-mcp-server)** - Integrate ClickUp tasks with AI applications for efficient project management, facilitating interaction with tasks, lists, and folders using natural language. Automate workflows and manage tasks seamlessly within the ClickUp workspace. - **[Confluence Wiki MCP Server](https://github.com/WindieChai/confluence-wiki-mcp-server-extension)** - Integrate Confluence Wiki content with AI models for enhanced analysis and interaction. Convert Wiki content to Markdown format and securely manage access to your Wiki data through an easy configuration interface. - **[AiryLark Translation Server](https://github.com/wizd/airylark-mcp-server)** - Provides high-accuracy translation services through a structured three-stage workflow, ensuring consistency and quality across multiple languages. Supports various professional fields such as technical documentation, academia, law, medicine, and finance. - **[Database Explorer](https://github.com/wirdes/db-mcp-tool)** - Manage and interact with various databases including PostgreSQL, MySQL, and Firestore. Execute queries, list tables, and export data seamlessly to enhance database management tasks. - **[钉钉服务](https://github.com/wllcnm/dingding-mcp)** - Access DingTalk APIs to manage organizational data, retrieve access tokens, and manage department and user information. Enhance applications with integrated functionalities for querying user details and department lists. - **[DingTalk Bot Server V2](https://github.com/wllcnm/dingding_mcp_v2)** - Interact with DingTalk to send messages, access user and conversation information, and query calendar events, enabling seamless integration of DingTalk functionalities into applications. - **[Linear](https://github.com/wkoutre/linear-mcp-server)** - Interact with Linear project management through AI assistants to manage and modify project data. Retrieve information related to users, teams, projects, and issues, as well as create and update issues, projects, and manage labels. - **[MetaMCP Server](https://github.com/woodman33/mcp-server-metamcp)** - Acts as a proxy server that consolidates multiple MCP servers, routing requests for tools, prompts, and resources to the appropriate backend server. Facilitates dynamic updates and configuration management through a user-friendly GUI with namespace isolation. - **[PagerDuty MCP Server](https://github.com/wpfleger96/pagerduty-mcp-server)** - Interact with PagerDuty's API to automate incident management, service monitoring, and team coordination through structured API calls. Access real-time functionalities for efficient application integration. - **[Canteen Data Server](https://github.com/wrdan/mcp-server-canteen)** - Provide access to statistics on employee dining at a canteen, including attendance counts for breakfast and lunch over specified date ranges. Enables easy retrieval of data for workforce dining analytics. - **[CRIC物业AI](https://github.com/wuye-ai/mcp-server-wuye-ai)** - Intelligent AI assistant tailored for property management, providing access to industry news, hotspot questions, and knowledge base searches. Integrates with applications using SSE or stdio, secured by token-based authentication. - **[Premium UPVC](https://github.com/wwwiena/premium-upvc.io)** - Provides high-quality UPVC solutions focused on enhancing energy efficiency and aesthetics for home improvement. Offers access to product details, specifications, and support for installation inquiries. - **[Shortcut.com Ticket Management Server](https://github.com/WynnD/mcp-server-shortcut)** - Interacts with Shortcut.com's ticket management system, enabling listing, searching, creating, updating, and commenting on stories, as well as retrieving workflow states and projects. - **[Gemini Pro Chat](https://github.com/wzlnzx/GeminiProChat)** - Gemini Pro Chat provides a minimal web interface for interacting with the Gemini Pro AI model. Users can deploy their own instances and customize the integration using an API key for secure and seamless operation. - **[Confluence Document Access Service](https://github.com/xiandan-erizo/ops-mcp)** - Search and retrieve Confluence documents, accessing full page content and associated metadata for efficient document management. Supports full-text search and retrieval of document details including title, space, and version information. - **[Flomo Notes Server](https://github.com/xianminx/mcp-server-flomo)** - Create and organize notes within Flomo using natural language commands through AI chat interactions. Enhance productivity by integrating AI assistance directly into the note-taking process. - **[Xero MCP Server](https://github.com/XeroAPI/xero-mcp-server)** - Connect to Xero's accounting features to manage contacts, invoices, and accounts through a standardized interface, facilitating business operations. - **[ToolBox](https://github.com/xiaoguomeiyitian/ToolBox)** - Automate workflows and manage complex tasks with an AI-driven tool development platform. Integrates with services like MongoDB and Redis for seamless operations and real-time updates. - **[Big Data Service Management Platform](https://github.com/xiaoxiangxu/bmp)** - Manage and orchestrate big data services, facilitating the deployment, monitoring, and scaling of big data applications. Provide streamlined tools and interfaces for enhanced data infrastructure management. - **[Introduction to GitHub](https://github.com/xiaoshishu911/skills-introduction-to-github)** - Facilitates learning GitHub basics, including branch creation and repository management. Supports collaboration on projects through guided steps and documentation. - **[Sequential Thinking Tools](https://github.com/xinzhongyouhai/mcp-sequentialthinking-tools)** - Guides problem-solving by breaking complex tasks into manageable steps while providing tailored tool recommendations based on confidence scores and rationales at each stage. Facilitates structured decision-making in tackling challenges. - **[Perplexity MCP Server](https://github.com/xiyuefox/mcp-server-perplexity)** - Request chat completions with citations from Perplexity, providing efficient and informative interactions through the Perplexity API. It is designed for seamless integration into applications, allowing users to enhance conversational capabilities. - **[Skyvia Integration Server](https://github.com/xliberty2008x/skyvia-mcp-smithery)** - Interact with the Skyvia API to manage workspaces, connections, and integrations, enabling execution and monitoring of integration workflows through a standardized MCP interface. - **[Agentforce MCP Server](https://github.com/xlengelle-sf/agentforce-mcp-xlengelle)** - Authenticate and interact with Salesforce Agentforce agents, enabling session creation, message exchange, and management of agent interactions. Facilitates API integrations to enhance the Salesforce experience. - **[Google Sheets Integration](https://github.com/xing5/mcp-google-sheets)** - Integrate with Google Sheets to create, modify, and manage spreadsheets. Streamline data handling and automate spreadsheet tasks directly from applications. - **[GPTLink](https://github.com/xuzy8008/gptlink)** - Quickly set up a commercial ChatGPT site with features like a ready-to-use console, mobile compatibility, customizable payment plans, and easy conversation export. Supports Docker deployment and integration with various API keys for enhanced user engagement. - **[Figma Design Automation](https://github.com/xxflux/figma_MCP)** - Create and modify Figma designs using natural language prompts by leveraging AI-powered capabilities. Automate design workflows and enhance creativity through communication between a Bun + TypeScript MCP server and a Figma plugin via WebSockets. - **[Monday.com Server](https://github.com/YajieQi123/mcp-server-monday-qi)** - Interact with Monday.com boards, items, updates, and documents through a standardized interface to automate workflows and manage resources efficiently. - **[Apache Airflow MCP Server](https://github.com/yangkyeongmo/mcp-server-apache-airflow)** - Integrates Apache Airflow's REST API with the Model Context Protocol, enabling MCP clients to interact with Airflow tasks and workflows effectively. Facilitates standardized communication between AI models and Apache Airflow for job orchestration. - **[OpenMetadata MCP Server](https://github.com/yangkyeongmo/mcp-server-openmetadata)** - Integrate OpenMetadata with MCP clients using a standardized interface to interact with OpenMetadata's REST API. Facilitates access to data assets and related metadata through the Model Context Protocol. - **[Dify MCP Server](https://github.com/YanxingLiu/dify-mcp-server)** - A simple implementation of an MCP server enabling the invocation of Dify workflows through the Model Context Protocol (MCP). It supports configuration via environment variables or a config.yaml file for flexible deployment options. - **[JIRA Integration](https://github.com/Yash-Kavaiya/mcp-jira-python)** - Manage JIRA issues through a standardized interface that integrates with AI assistants. Supports creating, updating, and searching for issues using JIRA's API. - **[YDB Database Server](https://github.com/ydb-platform/ydb-mcp)** - Enable natural language interactions and manage YDB databases through intuitive commands. Run SQL queries, list directories, and control database paths seamlessly with any LLM that supports the Model Context Protocol. - **[YCloud WhatsApp API Server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server)** - Integrates with YCloud's WhatsApp API, automating tool generation from OpenAPI specifications for direct AI model interactions. Handles API authentication, parameter validation, and HTTP request/response processing. - **[Dify](https://github.com/Yevanchen/difyapp_as_mcp_server)** - Expose Dify workflows as an MCP server for seamless integration with AI clients like Claude, enabling tool discovery and usage without workflow modifications. Supports JSON-RPC interface and secure session management. - **[Twilio MCP Server](https://github.com/YiyangLi/sms-mcp-server)** - Send SMS and MMS messages using Twilio with pre-built prompts for common messaging scenarios while ensuring secure handling of Twilio credentials. - **[Recherche d'entreprises](https://github.com/yoanbernabeu/mcp-recherche-entreprises)** - Search for French companies using text and geographic criteria, accessing essential information such as name, SIREN, SIRET, and activity codes. Perform searches within a specified radius and paginate through results. - **[YepCode MCP Server](https://github.com/yepcode/mcp-server-js)** - Integrates AI platforms with YepCode's cloud infrastructure using the Model Context Protocol (MCP), enabling secure execution of code and dynamic management of processes. Supports real-time monitoring and logging of executions, with an emphasis on enterprise-grade security and flexibility. - **[Cloudinary MCP Server](https://github.com/yoavniran/cloudinary-mcp-server)** - Interacts with Cloudinary's Upload & Admin API methods for asset management in the Cloudinary cloud. Facilitates uploading and managing assets efficiently through AI integrations. - **[Redmine](https://github.com/yonaka15/mcp-server-redmine)** - Integrates with Redmine's REST API to retrieve and manage ticket and project information, facilitating operations on issues, projects, users, and time entries. - **[ChatPPT](https://github.com/YOOTeam/ChatPPT-MCP)** - AI-powered service for generating PowerPoint presentations based on themes or uploaded documents, with features for online editing and downloading final outputs. - **[Odoo Integration Server](https://github.com/yourtechtribe/model-context-protocol-mcp-odoo)** - Enables access and manipulation of Odoo ERP data through a standardized interface, facilitating tasks such as viewing partner and accounting information, and performing financial reconciliations. It supports secure authentication and integration with Odoo instances for AI agents. - **[Figma UI](https://github.com/yuangenb666/figma-ui)** - Create user interfaces using design components and templates, facilitating prototype development and team collaboration. - **[Cursor MCP Installer](https://github.com/yumia-pretty/cursor-mcp-installer)** - Automates the installation and configuration of MCP servers for Cursor, leveraging npm or PyPi to streamline setup. Supports both local and package-based MCP servers, enabling seamless integration and extension of AI capabilities. - **[CODING DevOps MCP Server](https://github.com/yupengfei1209/coding_devops_mcp_server)** - Manage projects and work items on the CODING platform through a standardized interface, including functionalities to list, search, create, and delete projects and issues. - **[Dify AI Server](https://github.com/yuru-sha/mcp-server-dify)** - Enables interaction with Dify AI's chat completion capabilities and supports functionalities like restaurant recommendations and conversation context management. - **[Langfuse Integration Server](https://github.com/z9905080/mcp-langfuse)** - Integrates with Langfuse workspaces to query LLM metrics by specified time ranges, enabling insights into AI performance and capabilities. - **[Slack Integration Server](https://github.com/z9905080/mcp-slack)** - Integrate AI assistants with Slack workspaces to manage channels, send messages, reply to threads, add reactions, and access user and message data. Streamline communication and collaboration within Slack environments using AI-driven tools. - **[Gmail API Integration Server](https://github.com/zacco16/gmail-mcp-server)** - Integrate with Gmail services to perform email operations, manage drafts, and handle calendar events. Streamline workflows with functionality for advanced email filtering and event management. - **[MySQL Database Interaction Server](https://github.com/zajTools/zaj-MySQL-MCP)** - Execute SQL queries, manage database tables, analyze schema, and generate business insights from a MySQL database. - **[Google Tasks Server](https://github.com/zcaceres/gtasks-mcp)** - This MCP server integrates with Google Tasks for managing tasks, including capabilities to list, read, search, create, update, and delete tasks. - **[Shortcut MCP Server](https://github.com/zekus/shortcut-mcp)** - Interact with Shortcut to view projects, stories, epics, and objectives, enabling safe workflow management through read-only operations and the creation of new items without altering existing data. - **[ZBD Payment Service Provider](https://github.com/zbdpay/zbd-mcp-server)** - Integrates Bitcoin payment capabilities into applications, enabling seamless sending and receiving of Bitcoin transactions through the ZBD API. - **[GitLab Integration Server](https://github.com/ZephyrDeng/mcp-server-gitlab)** - Integrate with GitLab to manage projects, tasks, and merge requests while automating interactions using GitLab's RESTful APIs. - **[Sentry Server](https://github.com/zereight/sentry-mcp)** - Fetch and manage Sentry issue and event details to streamline debugging processes. Integrate with Sentry projects and retrieve insights using a standardized API interface. - **[GitLab communication server](https://github.com/zereight/gitlab-mcp)** - Integrate with the GitLab API to access repositories, manage issues, and perform various actions seamlessly through a standardized protocol. This server offers enhancements and bug fixes over the original GitLab MCP server. - **[Confluence communication server](https://github.com/zereight/confluence-mcp)** - Integrate with the Confluence API to access and manipulate Confluence data. Execute CQL queries and retrieve page content seamlessly. - **[Zerocracy MCP Server](https://github.com/zerocracy/zerocracy-mcp-server)** - Integrates Zerocracy's product development management advice into AI agents, providing real-time management insights and progress updates. Configurable for use with Claude Desktop to deliver actionable development guidance. - **[ZeroPath MCP Server](https://github.com/ZeroPathAI/zeropath-mcp-server)** - Interact with product security findings using natural language to query SAST issues, secrets, and patches directly in AI-assisted tools, streamlining security context management without the need for dashboards or manual ticket triage. - **[SafetyCulture MCP Server](https://github.com/zerubroberts/safetyculture-mcp-server)** - Query SafetyCulture data using natural language to analyze inspection trends and compare safety metrics across time periods and categories. Visualize inspection trends effectively for enhanced decision-making. - **[DingTalk MCP](https://github.com/zhaoyunxing92/dingtalk-mcp)** - Integrate with DingTalk enterprise applications to query employee information and send messages through a well-defined API. Supports essential functionalities for enhancing team communication and streamlining workflows within the DingTalk platform. - **[Tushare数据查询服务器](https://github.com/zhewenzhang/tushare_MCP)** - Provides stock market data retrieval and analysis, enabling queries for stock basics, financial reports, and intelligent searches based on stock codes and names. - **[AI App Lab](https://github.com/zhuyali-yl/ai-app-lab)** - Facilitates the development of AI applications tailored to specific business scenarios, allowing integration of AI models with various tools and data sources. Provides a high-code SDK and prototype application code to support rapid deployment for small and medium enterprises. - **[Dify MCP Server](https://github.com/zhuzhoulin/dify-mcp-server)** - Connects Dify applications to MCP Clients, dynamically fetching application specifications and enabling interaction with multiple tools through a unified interface. Facilitates robust error handling and dynamic tool generation based on the application metadata retrieved from Dify APIs. - **[Email Management Interface](https://github.com/ZilongXue/claude-post)** - Manage emails through natural language conversations, enabling functionalities such as searching, reading, and sending emails securely. The server supports features like CC recipients and daily email statistics. - **[Bing Webmaster Tools Integration](https://github.com/zizzfizzix/mcp-server-bwt)** - Connect to Bing Webmaster Tools for managing websites, submitting URLs, and analyzing traffic through AI interfaces. Leverage Bing's SEO tools to improve website performance and visibility. - **[Frontapp Integration Server](https://github.com/zqushair/Frontapp-MCP)** - Integrate Large Language Models with Frontapp to manage customer communications, enabling access and manipulation of conversation data and automation of workflows using natural language commands. Supports real-time updates and event-driven automation through webhooks from Frontapp. - **[OneNote Server](https://github.com/ZubeidHendricks/azure-onenote-mcp-server)** - Manage Microsoft OneNote notebooks, sections, and pages through a standardized interface, enabling operations such as creating, reading, updating, deleting, and searching OneNote content securely through Azure authentication. - **[Metabase Analytics Integration Server](https://github.com/zsh52013148087/metabase-mcp)** - Integrate AI assistants with the Metabase analytics platform for direct interaction with analytics data. Access dashboards, execute queries, and manage resources through conversational AI utilizing structured JSON responses. - **[OneNote Server](https://github.com/ZubeidHendricks/azure-onenote-mcp-server)** - Implement interaction with Microsoft OneNote through standardized MCP methods, enabling management of notebooks and sections. - **[Cloudflare API MCP](https://github.com/zueai/cloudflare-api-mcp)** - Interface with Cloudflare's REST API through a lightweight MCP server deployed on Cloudflare Workers, enabling interactions with various Cloudflare tools. - **[WorkOS MCP Server](https://github.com/zueai/workos-mcp)** - Facilitates interactions between agents and the WorkOS API, enabling functionalities like user management and organization handling. - **[Neon API Integration Server](https://github.com/fefergrgrgrg/insight)** - Connect and manage interactions with the Neon REST API for database operations. Use a lightweight MCP server hosted on Cloudflare Workers to facilitate secure API key management and simplify deployment. - **[Neon MCP Server](https://github.com/zueai/neon-mcp)** - Lightweight MCP server that facilitates interaction with the Neon REST API through a customizable interface on Cloudflare Workers. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure interaction with MySQL databases through natural language queries, allowing listing of tables, reading of data, and execution of SQL commands. Facilitates structured database exploration and analysis using XiYanSQL. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure interaction with MySQL databases through natural language queries, allowing for structured database exploration and analysis. Facilitates features like listing tables, reading data, and executing SQL commands safely. - **[XYTEST](https://github.com/zzy2121/XYTEST)** - Provides testing capabilities for applications, enabling code validation and ensuring reliability through comprehensive test coverage. Aims to streamline the development process and facilitate the delivery of high-quality software. ## Developer Tools - **[Code Analysis](https://github.com/0xjcf/MCP_CodeAnalysis)** - The Code Analysis MCP server helps developers analyze and improve their code by using advanced AI tools. It processes codebases to identify metrics, dependencies, and offers real-time insights for better coding practices. - **[Sui Tools](https://github.com/0xdwong/sui-mcp)** - The Sui Tools MCP server allows users to interact with the Sui blockchain easily. It offers tools for checking balances, transferring assets, and managing SUI transactions without complex setups. - **[WireMCP](https://github.com/0xKoda/WireMCP)** - WireMCP is a server that helps analyze live network traffic for security purposes. It captures and processes network data, making it easier for AI models to detect threats and understand network behavior. - **[TEN Agent](https://github.com/1313057/TEN-Agent)** - TEN Agent is an open-source server designed to enhance AI models by integrating various features that allow them to process multiple types of data and respond in real-time. - **[Webpack Vue App](https://github.com/153913232a/webpack-vue)** - This server is a Vue.js application designed to mimic the CNode community, allowing users to create and explore posts in a dedicated test area. It's equipped with a modern development setup using webpack, making it easy to run and modify. - **[QRCode_MCP](https://github.com/1595901624/qrcode-mcp)** - QRCode_MCP is a server that allows users to easily create simple QR codes with various customizable styles. - **[MongoDB MCP Server](https://github.com/1RB/mongo-mcp)** - The MongoDB MCP Server connects AI models to MongoDB databases, allowing users to query data, view database structures, and manage information using natural language commands. - **[1Panel MCP Server](https://github.com/1Panel-dev/mcp-1panel)** - The 1Panel MCP Server allows users to connect and manage their 1Panel environment, enabling efficient interaction with various tools and applications in real-time. - **[One MCP](https://github.com/1mcp-app/agent)** - One MCP is a server that simplifies the management of multiple AI models by combining them into a single interface, making it easier and more efficient to use various AI tools without needing separate servers for each one. - **[Figma MCP 服务器](https://github.com/1yhy/Figma-Context-MCP)** - The Figma MCP Server connects Figma design files with AI coding tools, enabling more accurate and relevant code generation by allowing these tools direct access to design data instead of relying on screenshots. - **[Magic MCP](https://github.com/21st-dev/magic-mcp)** - Magic MCP is an AI tool that allows developers to create user interface components simply by describing them in everyday language. It works with popular coding environments, making the UI design process faster and more intuitive. - **[FiveM Documentation](https://github.com/BearCNR/fivem-docs)** - FiveM Documentation is a resource hub that provides guides and reference materials for developers working with FiveM, a multiplayer modification framework for Grand Theft Auto V. It aims to assist users in creating and managing their FiveM servers effectively. - **[302AI Browser Automation Server](https://github.com/302ai/302_browser_use_mcp)** - The 302AI Browser Automation Server allows users to control web browsers using natural language commands. It helps automate online tasks and conduct web research efficiently without the need for complex coding. - **[302AI Sandbox Server](https://github.com/302ai/302_sandbox_mcp)** - The 302AI Sandbox Server allows AI applications to safely run code and connect to real-world data and tools. It simplifies the development process by providing a code sandbox for testing and integration. - **[302AI Sandbox Server](https://github.com/302ai/302_sandbox_mcp)** - The 302AI Sandbox Server allows AI models to safely run code, execute commands, and manage files in a controlled remote Linux environment. - **[FiveM Documentation](https://github.com/BearCNR/fivem-docs)** - The FiveM Documentation server provides detailed guides and reference materials for developers working with the FiveM platform. It aims to help users effectively create and modify their FiveM servers through accessible resources. - **[Make MCP Server](https://github.com/3rzy/make-mcp-integration-issue)** - The Make MCP Server enables users to automate workflows by connecting the Make automation platform with Claude Desktop, using the Model Context Protocol for seamless data exchange and communication. - **[RubyGems Metadata Server](https://github.com/6/mcp-server-rubygems)** - This server allows users to easily access metadata about RubyGems, including details about specific gems and their version histories, by utilizing the RubyGems.org API. - **[Qwen Max MCP Server](https://github.com/66julienmartin/MCP-server-Qwen_Max)** - The Qwen Max MCP Server allows users to generate text using the Qwen Max language model, making it useful for various text-based applications. - **[Calculate Server](https://github.com/611711Dark/mcp_calculate_server)** - The Calculate Server is a tool that performs a wide range of mathematical tasks, from basic arithmetic to advanced calculus and algebra. It can help you solve equations, manipulate expressions, and work with matrices easily. - **[Whistle MCP Server](https://github.com/7gugu/whistle-mcp)** - The Whistle MCP Server is a tool that allows users to manage their Whistle proxy servers using AI. It simplifies tasks such as network debugging, API testing, and proxy rule management through easy, natural language interactions. - **[Enhanced SSH](https://github.com/8bit-wraith/mcp)** - Enhanced SSH is a secure remote server that allows users to execute commands on other computers while maintaining persistent sessions and managing multiple windows for efficiency. - **[Deepseek R1 MCP Server](https://github.com/66julienmartin/MCP-server-Deepseek_R1)** - The Deepseek R1 MCP Server allows the Deepseek R1 language model to connect with various tools and data sources, enabling enhanced reasoning and conversation capabilities with a large context window of 8192 tokens. - **[Solana Trading Server](https://github.com/8bitsats/SOLANA_TRACKER_MCP_SERVER)** - A server for launching Solana tokens with capabilities for token concept generation, image creation, and unique identifier production. It enables seamless deployment on the Solana blockchain with real-time feedback during the token creation process. - **[TouchDesigner MCP Server](https://github.com/8beeeaaat/touchdesigner-mcp)** - The TouchDesigner MCP Server allows AI agents to interact with TouchDesigner projects by creating, modifying, and deleting project elements, as well as executing Python scripts to automate tasks. - **[GitSkills](https://github.com/a1351995160/gitskills)** - Interactive platform for learning Git commands and workflows through practical exercises and tutorials. Focuses on enhancing version control skills and repository management. - **[Auto-GPT](https://github.com/a1351995160/Auto-GPT)** - Autonomously achieve goals by chaining thoughts of the GPT-4 model while accessing the internet, managing memory, and storing files. The server supports plugin extensibility to enhance functionality. - **[PostgreSQL Server](https://github.com/a21071/mcp-postgres)** - Perform seamless CRUD operations on a PostgreSQL database with type safety, allowing efficient management of user data and post entities. Utilize a robust MCP-compatible tool interface for reliable database interactions. - **[Epoll-based HTTP Server](https://github.com/a2888409/CSAPP)** - A high-performance HTTP server utilizing the epoll model for efficient connection and task management, supporting event-driven architecture and timer management for handling inactive connections. Includes implementations of memory allocation, a simple proxy server, and a basic shell for process management and signal handling. - **[Netbird MCP Server](https://github.com/aantti/mcp-netbird)** - Provides insights into Netbird network peers, groups, and policies, allowing users to analyze network status and details through a read-only API implementation with token-based authentication. - **[Boilerplate MCP Server](https://github.com/aashari/boilerplate-mcp-server)** - Develop custom Model Context Protocol (MCP) servers to connect AI systems to external APIs and data sources, enabling seamless interaction and data retrieval. The server includes built-in functionality for IP lookup and command-line interface support for enhanced integration capabilities. - **[Code Context Provider](https://github.com/AB498/code-context-provider-mcp)** - Provides detailed directory structure and code symbol analysis for JavaScript, TypeScript, and Python projects, enabling efficient navigation and understanding of codebases. Customizable analysis depth and file patterns are supported for handling large or complex projects. - **[Computer Control](https://github.com/AB498/computer-control-mcp)** - Control computer functions programmatically using mouse and keyboard interactions, screen capture, and OCR capabilities. Integrate automation for clicking, typing, window management, and text extraction from screenshots to enhance workflows. - **[MariaDB Data Retrieval Server](https://github.com/abel9851/mcp-server-mariadb)** - Retrieve and manage database schemas from a MariaDB instance while executing read-only queries. Simplifies database interactions with a standardized protocol for seamless data access. - **[Manim MCP Server](https://github.com/abhiemj/manim-mcp-server)** - Executes Manim animation code and returns rendered videos, while managing temporary file cleanup and providing environment variable configuration for customization. - **[Think Tool Server](https://github.com/abhinav-mangla/think-tool-mcp)** - Provides a structured thinking space to enhance complex reasoning and problem-solving capabilities for AI models, enabling step-by-step thought processes and improving performance on tasks that require long chains of reasoning and adherence to policies. - **[Airflow MCP Server](https://github.com/abhishekbhakat/airflow-mcp-server)** - Control Airflow deployments through its APIs, enabling effective management and understanding of workflows. - **[System Resource Monitor](https://github.com/abhinav7895/system-mcp)** - Provides real-time system monitoring capabilities for CPU, memory, disk, network, battery, and internet speed metrics. Enables querying of detailed system resource usage and internet performance for enhanced diagnostics and management. - **[Sonic Pi MCP](https://github.com/abhishekjairath/sonic-pi-mcp)** - Interact with Sonic Pi through OSC messages to create and control music programmatically. Execute Sonic Pi code and play notes with customizable synth parameters seamlessly. - **[Code Assistant](https://github.com/abhishekbhakat/mcp_server_code_assist)** - Facilitates code creation, modification, and deletion using advanced language models. Supports automated file management and code generation through structured XML instructions. - **[OmniTaskAgent](https://github.com/ACNet-AI/OmniTaskAgent)** - Manage and decompose complex tasks across multiple task management systems, facilitating intelligent workflows and enabling integration with various editors. Supports task tracking, dependency management, and automatic analysis of task complexity through a Python-native implementation. - **[Crew AI Server](https://github.com/adam-paterson/mcp-crew-ai)** - Orchestrates multi-agent workflows by managing tasks and agents configured through YAML files, facilitating communication with Large Language Models and various tools. Supports local development and testing for building intelligent applications. - **[Nextflow Developer Tools](https://github.com/adamrtalbot/mcp-nextflow)** - Provides tools for building, testing, and managing Nextflow projects, including the ability to run integration and specific tests, manage development directories, and access documentation. - **[Fabric Pattern Integration Server](https://github.com/adapoet/fabric-mcp-server)** - Exposes Fabric patterns as callable tools for integration with Cline, enabling the execution of complex pattern logic within AI applications. Facilitates enhanced productivity and automation through seamless utilization of Fabric patterns. - **[Resource Hub Server](https://github.com/adamwattis/resource-hub-server)** - Connects to a centralized hub for managing and configuring MCP servers, facilitating access to shared tools and resources across various environments. Simplifies the management of MCP server settings from a single configuration point. - **[Framelink Figma MCP](https://github.com/adexdsamson/Figma-Context-MCP)** - Connects AI coding agents to Figma design data to facilitate the implementation of designs across various frameworks efficiently, streamlining the design-to-code workflow by providing essential Figma metadata for improved code generation. - **[Adfin MCP Server](https://github.com/Adfin-Engineering/mcp-server-adfin)** - Integrates with Adfin's public APIs to streamline financial tasks such as invoice creation and credit control checks. Provides real-time access to relevant financial data and tools for enhanced workflow efficiency. - **[Git Ingest](https://github.com/adhikasp/mcp-git-ingest)** - Analyzes the structure of GitHub repositories and identifies important files within them. Provides insights into repository organization and content. - **[MCP Server](https://github.com/adrianozagallo-home/mcp-server)** - Connect to AI models and external data sources using the Model Context Protocol, facilitating secure and scalable interactions with large language model (LLM) applications on Azure Kubernetes Service. - **[FileScopeMCP](https://github.com/admica/FileScopeMCP)** - Analyzes codebases to rank files by importance, track dependencies, and provide summaries to enhance understanding of code structure. It helps visualize relationships between critical files for improved development workflows. - **[Configurable Puppeteer Server](https://github.com/afshawnlotfi/mcp-configurable-puppeteer)** - Automate browser interactions to navigate web pages, capture screenshots, and execute JavaScript in a real browser environment. Customize browser automation options using Puppeteer with environment variables for flexibility. - **[browser-tools-mcp](https://github.com/AgentDeskAI/browser-tools-mcp)** - Monitors browser logs and analyzes browser data through a Chrome extension, enabling AI applications to enhance their interaction capabilities within a browsing context. - **[Agentico MCP Server](https://github.com/agentico-dev/mcp-server)** - A simple server implementing the Model Context Protocol (MCP) to provide an easier API for interaction with MCP agents. It enables developers to create MCP servers by simplifying the registration and management of tools with custom logic. - **[Tribal](https://github.com/agentience/tribal_mcp_server)** - Tribal tracks and retrieves programming errors with full context, facilitating the building of a personalized knowledge base that learns from user mistakes and suggests solutions. It integrates with language models for enhanced error management, utilizing a variety of storage and search functionalities. - **[IaC Memory Server](https://github.com/AgentWong/iac-memory-mcp-server-project)** - Provides persistent memory storage and version tracking for Infrastructure-as-Code components, focusing on Terraform and Ansible resources with relationship mapping. - **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect functions across different network environments and programming languages using a universal RPC interface. Facilitate interactions with various tools and services through a robust observability framework. - **[Playwright Browser Automation Server](https://github.com/ahai72160/playwright-mcp)** - Facilitates browser automation through structured accessibility snapshots, enabling interaction with web pages without visual models. Supports web navigation, form-filling, data extraction, and automated testing with a deterministic approach. - **[Elementor MCP Server](https://github.com/aguaitech/Elementor-MCP)** - Perform CRUD operations on Elementor page data, integrating seamlessly with WordPress to manage and streamline Elementor project workflows. - **[GitHub Integration Server](https://github.com/ahchenjie/mcp-github-test)** - Integrate with GitHub's APIs to automate workflows, manage issues, and analyze repository data. Build AI tools that interact with the GitHub ecosystem through customizable toolsets. - **[DeepView](https://github.com/ai-1st/deepview-mcp)** - Analyze large codebases effectively using Gemini's extensive context window while connecting with IDEs such as Cursor and Windsurf. Load the entire codebase from a single file and query it for insights effortlessly. - **[Ableton Live Integration](https://github.com/ahujasid/ableton-mcp)** - Connect Claude AI to Ableton Live for prompt-assisted music production, enabling manipulation and control of MIDI and audio tracks, clip creation, and session management. - **[Dify Server](https://github.com/AI-FE/dify-mcp-server)** - Integrates the Dify AI API to generate Ant Design business component code, supporting both text and image inputs while handling file uploads and providing stream-based responses. - **[MCP Chat Desktop App](https://github.com/AI-QL/chat-mcp)** - A cross-platform desktop application that connects and interacts with various Large Language Models (LLMs) via the Model Context Protocol (MCP). It provides a clean and minimalistic codebase for testing and understanding MCP functionalities. - **[Toolbox for LLM Enhancement](https://github.com/ai-zerolab/mcp-toolbox)** - Integrates with external services and APIs to enhance LLM capabilities, facilitating command execution and interaction with Figma files. Provides a toolkit for developers to extend the functionality of language models seamlessly. - **[AI00 RWKV Server](https://github.com/Ai00-X/ai00_server)** - Provides an inference API for the RWKV language model, enabling tasks such as chatbots, text generation, and translation, while ensuring fast performance and GPU acceleration without relying on heavy runtimes like PyTorch or CUDA. - **[Aindreyway Codex Keeper](https://github.com/aindreyway/mcp-codex-keeper)** - Curated access to the latest development documentation and best practices for AI assistants, facilitating knowledge retrieval and application of current industry standards. - **[Neurolora Code Collector](https://github.com/aindreyway/mcp-server-neurolora-p)** - Collects and documents code from projects into markdown, providing tools for code analysis and documentation. - **[Neurolora](https://github.com/aindreyway/mcp-neurolora)** - Collects and organizes code from directories while providing tools for code analysis and documentation generation using the OpenAI API. - **[ACI MCP Server](https://github.com/aipotheosis-labs/aci-mcp)** - Provides dynamic access to a variety of functions managed by ACI.dev through two types of MCP servers: one for app-specific tool access and another for unified discovery and execution of tools. Supports efficient function calling to enhance agents without overloading the model's context window. - **[Aiven MCP Server](https://github.com/Aiven-Open/mcp-aiven)** - Provides access to Aiven services such as PostgreSQL, Kafka, ClickHouse, and OpenSearch, enabling integration with LLMs for building full stack solutions. Facilitates management and interaction with Aiven projects and services. - **[Custom AI Tools Demo](https://github.com/akazwz/workers-mcp-demo)** - Create and deploy custom AI tools that integrate with AI assistants to enhance their functionality through serverless functions. Supports seamless interaction with various MCP clients, enabling broader use of AI capabilities. - **[Blender Integration](https://github.com/ahujasid/blender-mcp)** - Connects Claude AI with Blender for 3D modeling and scene manipulation, enabling the creation and modification of 3D objects and materials through prompt assistance. Automates tasks in Blender using Python code for enhanced workflow efficiency. - **[Akash MCP Server](https://github.com/akash-network/mcp)** - Connects AI agents to the Akash Network for deploying applications, managing leases, and accessing services. Utilizes typed tools for efficient operations within the Akash infrastructure. - **[UUID Generator](https://github.com/aki-kii/mcp-uuid)** - Generates unique identifiers using UUIDs, providing an easy way to create new IDs on demand for applications. - **[Argo CD MCP Server](https://github.com/akuity/argocd-mcp)** - Integrate Argo CD management through natural language, enabling interaction with applications and workflows. Supports communication via stdio and Server-Sent Events for seamless development integration. - **[Metal Framework](https://github.com/aldrin-labs/metal-mcp-server)** - Search Metal Framework documentation and generate Metal code for common tasks using natural language queries. Supports querying documentation and generating code in Objective-C, Swift, or Metal based on task descriptions. - **[Metaplex Server](https://github.com/aldrin-labs/metaplex-mcp-server)** - Access Metaplex documentation, retrieve repository details from the metaplex-foundation, and search code across Metaplex repositories. - **[Python Local Server](https://github.com/Alec2435/python_mcp)** - Provides an interactive Python REPL environment that allows execution of Python code and maintains session history for review. Outputs from executed code are captured and accessible for each session. - **[MCP Server Example](https://github.com/alejandro-ao/mcp-server-example)** - Integrates with various LLM clients to provide standardized access to different data sources and tools. Enables seamless data access and manipulation through a standardized protocol for AI applications. - **[Remote MCP Server on Cloudflare Workers](https://github.com/AlexanderCohen/postgres-mcp)** - Deploy a remote MCP server on Cloudflare Workers without authentication. Customize and extend the server with personal tools for better integration with AI models. - **[Model Context Protocol Server for Smithery](https://github.com/AlexKissiJr/unreal-mcp-server)** - Interact with GitHub repositories to perform file operations, manage branches, and conduct advanced searches. This server supports batch operations and maintains Git history, facilitating effective repository management. - **[Language Server MCP](https://github.com/alexwohletz/language-server-mcp)** - TypeScript-based MCP server for code editing that provides hover information, code completion, and diagnostic capabilities. Designed to support additional languages with a focus on TypeScript and theoretical support for Python. - **[Gemini Server](https://github.com/aliargun/mcp-server-gemini)** - An MCP server that facilitates interaction between Claude Desktop and Google's Gemini AI models, supporting real-time response streaming and secure API key handling while allowing for customizable model parameters. - **[Unreal Engine Plugin](https://github.com/AlexKissiJr/UnrealMCP)** - Control and manipulate the Unreal Engine environment programmatically using AI tools through a Machine Control Protocol (MCP). Facilitate scene manipulation and automation to enhance the game development workflow. - **[MCP Server for Continue](https://github.com/alexsmirnov/obsidian-second-brain-mcp)** - Expose customizable prompt templates and tools to assist in software development. Integrate a conversational LLM for refining ideas, generating tests, and creating project blueprints while streamlining the coding process with web search and documentation resources. - **[Node.js Sandbox Server](https://github.com/alfonsograziano/node-code-sandbox-mcp)** - Run arbitrary JavaScript code in isolated Docker containers with the capability for on-the-fly npm dependency installation and management of sandbox sessions for flexible code execution. - **[Higress API Gateway](https://github.com/alibaba/higress)** - Enhances AI applications by hosting MCP servers with unified authentication, rate limiting, and observability. Simplifies deployment and management through a plugin mechanism for rapid integration of new capabilities. - **[OpenAI Tool Bridge](https://github.com/alohays/openai-tool2mcp)** - Integrates OpenAI's tools for web search and code interpretation into MCP-compatible models, enhancing AI applications with powerful functionality. - **[STK-MCP](https://github.com/alti3/stk-mcp)** - Facilitates interaction between AI models and Ansys/AGI STK for advanced simulation tasks, enabling control over STK Desktop using natural language. Allows users to create simulation scenarios and manage satellite configurations through an intuitive MCP interface. - **[Windows Command Line MCP Server](https://github.com/alxspiker/Windows-Command-Line-MCP-Server)** - Interact with Windows command-line functionality, execute commands, create projects, and retrieve system information with enhanced security protocols. - **[simctl-mcp](https://github.com/ambar/simctl-mcp)** - Implementation of the Model Context Protocol for controlling iOS Simulator operations, enabling interactions with the simulator through both STDIO and HTTP modes. - **[Unichat MCP Server](https://github.com/amidabuddha/unichat-ts-mcp-server)** - Connects to multiple AI models including OpenAI, MistralAI, Anthropic, xAI, Google AI, and DeepSeek using the MCP protocol for versatile AI interactions. - **[stdout-mcp-server](https://github.com/amitdeshmukh/stdout-mcp-server)** - Captures and manages stdout logs from multiple processes, providing real-time monitoring and a standardized interface for querying, filtering, and analyzing logs. Facilitates debugging by enabling easy log retrieval through named pipes. - **[Gemini Server](https://github.com/amitsh06/mcp-server)** - Facilitates communication between AI assistants and Google's Gemini API for tasks such as text generation, analysis, and chat. Processes client requests and manages responses while ensuring secure message exchange and error handling. - **[Web Content Server](https://github.com/amotivv/cloudflare-browser-rendering)** - Fetch and process web content for LLM context using Cloudflare Browser Rendering, enabling real-time web data extraction and structured content summarization. - **[Cloudflare Browser Rendering](https://github.com/amotivv/cloudflare-browser-rendering-mcp)** - Fetch and process web content for contextual use in LLMs, with capabilities for structured content extraction and documentation search. Capture screenshots of web pages to enhance insights and contextual understanding. - **[Swagger Server](https://github.com/andersmandersen/mcp-swagger)** - Access Swagger/OpenAPI documentation and make API requests while validating them against the Swagger specification. Features include authentication support and caching to enhance performance during API interactions. - **[MCP Server Template for Cursor IDE](https://github.com/andreasHornqvist/MCP)** - Custom tools for Cursor IDE can be created using the Model Context Protocol, enabling tailored functionalities that enhance the user's experience within the IDE. - **[Command Server](https://github.com/Andrew-Beniash/mcp-command-server)** - Execute system commands securely with a focus on user confirmation, input validation, and audit logging to ensure safe command usage. Integration with LLM applications enables controlled command execution with a whitelist approach. - **[Deep Directory Tree](https://github.com/andredezzy/deep-directory-tree-mcp)** - Visualizes and analyzes directory structures with real-time updates, configurable depth, and smart exclusions. Enhances project navigation and organization insights for AI assistants. - **[Command-Line MCP Server](https://github.com/andresthor/cmd-line-mcp)** - Execute Unix/macOS terminal commands through a secure interface with interactive permission management and comprehensive command filtering. Ensures safe operations by classifying commands based on their impact and required approvals. - **[Flowise Integration](https://github.com/andydukes/mcp-flowise)** - Integrates with the Flowise API to manage chatflows and create predictions, offering functionalities for dynamic tool registration and flexible access to chatflow resources. - **[Simple JavaScript REPL](https://github.com/AnEntrypoint/mcp-repl)** - Execute JavaScript code snippets securely in a sandboxed environment with comprehensive error handling and memory management. Supports ESM modules, dynamic imports, and access to native Node.js APIs. - **[RoCQ](https://github.com/angrysky56/mcp-rocq)** - Provides advanced logical reasoning capabilities through integration with the Coq proof assistant, enabling automated dependent type checking, inductive type definitions, and property proving with custom tactics and automation. - **[Logic](https://github.com/angrysky56/mcp-logic)** - Provides automated reasoning capabilities through Prover9 and Mace4, enabling logical theorem proving and model verification. Facilitates formal validation of knowledge representations and implications via a clean MCP interface. - **[Multi-Agent AWS Management Server](https://github.com/anirban1592/google_openai_mcp)** - Automate the provisioning and termination of AWS EC2 instances using natural language commands while facilitating multi-agent communication through the MCP framework. Integrates intelligent agents to streamline cloud management tasks on AWS. - **[SSE Server with JWT Authentication](https://github.com/anisirji/mcp-server-remote-setup-with-jwt-auth)** - Expose multiple AI tools over an SSE transport with secure JWT-based authentication, enabling dynamic tool registration and session management. - **[Jokes MCP Server](https://github.com/Anilinfo2015/coding-ccp)** - Delivers concise, engaging jokes on demand, including various categories such as Chuck Norris, Dad, and Yo Mama jokes. Integrates with Microsoft Copilot Studio to enable AI agents to fetch tailored humor while filtering out offensive content. - **[Repo Analyzer (Local)](https://github.com/ankur-1garg/mcp)** - Analyzes Git repositories to provide Dockerfile creation guidance, detect dependencies, and identify programming languages. Offers detailed recommendations for both public and private repositories to streamline development workflows. - **[Nuxt MCP](https://github.com/antfu/nuxt-mcp)** - Enhances Vite/Nuxt applications with advanced model understanding capabilities to improve interactions and functionalities. Integrates seamlessly into applications for better AI model performance in recognizing and processing app-specific data. - **[UML Model Context Protocol](https://github.com/antoinebou12/uml-mcp)** - Integrate UML modeling capabilities into applications for dynamic generation and manipulation of UML diagrams, supporting various types of diagrams including Class, Sequence, and Activity. Enables seamless creation and collaboration through visual representations of systems. - **[fal.ai Model Server](https://github.com/antonioevans/mcp-fal)** - Provides access to fal.ai models and services through a standardized interface for listing, searching, generating content, managing queued requests, and uploading files to a CDN. - **[MCP Server Sample](https://github.com/antonioscapellato/mcp-server-sample)** - Provides a functional implementation of the Model Context Protocol (MCP) server that connects various LLM clients to tools, resources, and prompts for enhanced AI capabilities. - **[Python Documentation Server](https://github.com/AnuragRai017/python-docs-server-MCP-Server)** - Fetches Python documentation using the Brave Search API, providing relevant links based on search queries for an enhanced coding experience. - **[RunPod Server Manager](https://github.com/antonioevans/runpod-mcp-ts)** - Manage RunPod resources through an MCP-compatible client, enabling operations such as creating, listing, updating, and deleting pods, serverless endpoints, templates, network volumes, and container registry authentications. - **[Apifox MCP Server](https://github.com/apifox/apifox-mcp-server)** - Apifox MCP Server provides access to API documentation within Apifox projects, allowing AI tools to generate, modify code, and search through API documentation seamlessly. It facilitates direct interaction with API data through supported IDEs such as Cursor and VSCode. - **[APIMatic Validator](https://github.com/apimatic/apimatic-validator-mcp)** - Validates OpenAPI specifications using APIMatic's API to ensure compliance and identify issues early. Supports both JSON and YAML formats and works with OpenAPI versions 2.0 and 3.0. - **[WordPress Automation Server](https://github.com/AppleJax2/wordpress-mcp)** - Automate and manage WordPress sites programmatically using REST API integration and browser automation. Customize themes, create pages with visual builders, and interact with popular plugins to streamline workflows. - **[DaVinci Resolve MCP Server](https://github.com/apvlv/davinci-resolve-mcp)** - Connect and control DaVinci Resolve projects, manage media, and execute Python code through an AI interface for enhanced video editing automation. - **[MySQL Database Server](https://github.com/aqaranewbiz/mysql-aqara)** - Directly interact with MySQL databases through a standardized MCP interface to perform operations such as connecting, querying, modifying tables, and listing schema details. Streamlines database management and integration within LLM applications. - **[Documentation MCP Server](https://github.com/arabold/docs-mcp-server)** - Fetches and indexes documentation for various software libraries, packages, and APIs. Provides powerful search capabilities to enable AI systems to access the latest official documentation from multiple sources. - **[mcp-editor](https://github.com/arathald/mcp-editor)** - Edit files using a TypeScript MCP server, based on Anthropic's filesystem editing tools. It facilitates direct file manipulation while working with MCP protocols. - **[Sequential Thinking](https://github.com/arben-adm/mcp-sequential-thinking)** - Facilitates structured thinking by breaking down complex problems into sequential steps, allowing users to track their thought progression and generate summaries of their reasoning. - **[Figma MCP Server with Chunking](https://github.com/ArchimedesCrypto/figma-mcp-chunked)** - Efficiently interact with the Figma API, utilizing memory-aware chunking and pagination to manage and process large Figma files. This enables effective handling of extensive design documents and resource-intensive operations. - **[Kafka Simple Web Client](https://github.com/ares10/kafka-simple-web-client)** - Displays Kafka topic messages in a user-friendly web interface. Streamlines message monitoring and management with configurable settings to connect to a Kafka server. - **[NSAF MCP Server](https://github.com/ariunbolor/nsaf-mcp-server)** - Integrate and utilize neuro-symbolic autonomy capabilities for AI assistants, enabling the execution of customizable NSAF evolution and comparison of different agent architectures. This server exposes NSAF functionalities via a simplified Model Context Protocol implementation without requiring the official MCP SDK. - **[Local Utilities](https://github.com/arjshiv/localutils-mcp-server)** - Provides quick access to local system utilities, allowing retrieval of system information such as time, hostname, public IP, directory listings, Node.js version, and process checks on specific ports. - **[Redis Server](https://github.com/arjunkmrm/mcp-redis)** - Manage and search data in Redis using natural language queries, enabling efficient data operations like caching, indexing, and real-time event processing for AI applications. - **[Armor Crypto](https://github.com/armorwallet/armor-crypto-mcp)** - Integrate AI agents with blockchain capabilities for wallet management, trading, and crypto strategies. Supports swaps, event-based trades, and provides tools for seamless interaction across multiple cryptocurrency ecosystems. - **[Arthur Musa Portfolio](https://github.com/Arthur-Musa/portifolio)** - Showcases a developer's skills, experience, and projects in a structured portfolio format, facilitating networking and career growth. Provides access to contact information and highlights expertise in financial product development and digital design. - **[Claude Code Python Edition](https://github.com/arthurcolle/openai-mcp)** - A Python-based MCP server designed for software development tasks that integrates with multiple LLM providers, offering real-time visualization and cost management. It supports multi-agent synchronization for intricate problem-solving scenarios. - **[Figma MCP Server](https://github.com/ArticPenguin/Figma-Context-MCP)** - Integrate Figma design files with AI-powered coding tools to fetch relevant metadata, enhancing design accuracy and coding efficiency. Streamlines the process of implementing designs in AI tools by enabling access to Figma's design data. - **[GitHub](https://github.com/asbloom-py/mcp-servers)** - Interact with GitHub repositories, manage files, perform repository operations, and search code, issues, and users utilizing the GitHub API. - **[Playwright MCP](https://github.com/Ashish-Bansal/playwright-mcp)** - Connects AI assistants to your web application's DOM, enabling the generation of accurate Playwright tests based on real elements instead of textual descriptions. This integration helps to reduce flaky tests and debugging issues related to AI-generated scripts. - **[Spotify](https://github.com/ashwanth1109/mcp-spotify)** - Control Spotify playback using voice commands, manage playlists, and retrieve artist information through a user-friendly interface. - **[Furikake CLI](https://github.com/ashwwwin/furi)** - Manage MCP servers locally through a command line interface and HTTP API, with functionality to download, start, stop, and restart servers from public GitHub repositories. Access HTTP routes for monitoring and invocation of tools, alongside process management features. - **[MCP Multilspy](https://github.com/asimihsan/mcp-multilspy)** - Expose Language Server Protocol capabilities for language intelligence features, enabling retrieval of code completions, definitions, and references across various programming languages. Supports static analysis and facilitates easy integration with MCP-compatible clients. - **[GitHub MCP Server](https://github.com/asifdotpy/github-mcp-server)** - Integrates with GitHub APIs for advanced automation and interaction capabilities for developers. Facilitates repository management, issue tracking, and workflow automation. - **[AST Model Context Protocol Server](https://github.com/asleep-ai/ast-mcp)** - Integrates language models with various tools and data sources to facilitate real-time data access and action execution. Supports dynamic workflows and efficient interaction with structured input and output handling. - **[AIO-MCP Server](https://github.com/athapong/aio-mcp)** - Integrates with GitLab, Jira, Confluence, YouTube, and Google Maps to provide AI-powered search capabilities and utility tools for development workflows. Supports interaction with multiple services using API keys and tokens. - **[Argus](https://github.com/athapong/argus)** - Analyzes code repositories and conducts security assessments across various programming languages. It offers integrated scanning and reporting features for code quality and security posture enhancement, along with efficient Git operations. - **[GitHub Chat](https://github.com/AsyncFuncAI/github-chat-mcp)** - Analyze and query GitHub repositories to gain insights into their architecture and technology stack. Index repositories to enhance development workflows with detailed inquiries about codebases. - **[Nuxt MCP Server on Vercel](https://github.com/atinux/mcp-with-nuxt-vercel)** - Serve an MCP server within a Nuxt application to enable integration of language models with various external tools, resources, and prompts. Utilizes Redis for efficient server-sent events (SSE) transport and simplifies the setup and deployment process with a Vercel-optimized template. - **[Atla Evaluation Server](https://github.com/atla-ai/atla-mcp-server)** - Provides a standardized interface for large language models to evaluate responses using advanced evaluation criteria through the Atla API, enabling automated scoring and feedback generation for model outputs. - **[iOS Simulator Control Server](https://github.com/atom2ueki/mcp-server-ios-simulator)** - Programmatically control and manage iOS simulators, enabling functions such as starting, stopping, booting, and interacting with simulator instances. It supports app installation, launching, and screenshot capture through a standardized communication protocol. - **[Claude Code MCP Server](https://github.com/auchenberg/claude-code-mcp)** - Integrate software engineering capabilities through a standardized MCP interface, enabling the execution of shell commands, code analysis, and file management. This tool enhances development workflows by providing seamless access to various coding resources. - **[ChatGPT Next Web](https://github.com/augustscl/ChatGPT-Next-Web)** - A cross-platform web UI for ChatGPT that ensures a privacy-first experience by storing data locally in the browser. It provides tools for creating, sharing, and debugging chat interactions with customizable prompts. - **[Code Sandbox](https://github.com/Automata-Labs-team/code-sandbox-mcp)** - Securely execute code in isolated Docker containers, providing a controlled environment for code execution. This MCP server supports custom Docker images, file operations, and command execution with real-time logging. - **[Cursor10x Memory System](https://github.com/aiurda/cursor10x-mcp)** - Offers a project-centric database for managing contextual information throughout development workflows. Facilitates seamless retrieval and recall of project context, enhancing productivity and fostering intelligent code connections. - **[Selector AI FastMCP](https://github.com/automateyournetwork/selector-mcp-server)** - Provides real-time AI interactions through a streaming-capable server with support for request/response logging and retries. Facilitates integration using a Docker-based client for interactive experiences with minimal setup. - **[AutoGPT](https://github.com/Autogpt33/Auto--GPThirty3)** - Create and manage AI agents for various tasks, enabling users to build, test, and delegate assignments effectively. Designed to facilitate the integration of AI into workflows, enhancing productivity and creativity. - **[autogpt](https://github.com/Autogpt33/AutoGPT)** - AutoGPT provides a modular and extensible framework for developing AI agents, enabling users to build and test various functionalities in a cohesive environment. - **[Coding Assistant Server](https://github.com/AviOfLagos/MCP-coding-assistant)** - Provides coding assistance by offering context-aware code suggestions, integrating project documentation, and detecting programming languages and technologies used in codebases. - **[Agent Orchestration System](https://github.com/aviz85/mcp-agents-orchestra)** - Facilitates state-based orchestration to manage task planning, execution, and context maintenance through defined agent states. Integrates various resources, tools, and prompts to enhance workflows and knowledge management with LLMs. - **[AWS CDK MCP Server](https://github.com/awslabs/mcp)** - Manage AWS development workflows with best practices for infrastructure as code, ensuring security compliance and automation. Access resources for guidance on using AWS Solutions Constructs and analyze CDK setups for potential issues. - **[Core MCP Server](https://github.com/awslabs/mcp)** - Manage and coordinate multiple MCP servers with automatic installation and configuration. Centralizes settings and provides comprehensive logging for troubleshooting, facilitating seamless integration with AWS services. - **[Code Runner](https://github.com/axliupore/mcp-code-runner)** - Execute code securely within a Docker environment while leveraging the MCP protocol. This server offers capabilities for running arbitrary code and retrieving execution results. - **[Unreal Analyzer](https://github.com/ayeletstudioindia/unreal-analyzer-mcp)** - Provides in-depth analysis of Unreal Engine source code, focusing on class details, inheritance hierarchies, and context-aware code search capabilities. - **[React Analyzer](https://github.com/azer/react-analyzer-mcp)** - Analyze React component files to extract detailed information about components and their props, and generate comprehensive documentation for React projects, enhancing code understanding and maintenance. - **[AI 文章改寫助手](https://github.com/azrae26/GPT_Text_Rewriting)** - A Chrome extension for enhancing writing efficiency by quickly rewriting and optimizing text content using various AI models. Features include automatic recognition of special text patterns, customizable rewriting commands, and stock code assistance. - **[MLflow Prompt Registry Server](https://github.com/B-Step62/mcp-server-mlflow)** - Facilitates access to and management of prompt templates stored in MLflow, enabling efficient task automation and workflow management within Claude Desktop. Supports discovering and utilizing prompt templates for common workflows and repetitive tasks. - **[Terrakube MCP Server](https://github.com/terrakube-io/mcp-server-terrakube)** - Manage Terrakube workspaces, variables, modules, and organizations through a comprehensive API. Ensure type safety and robust error handling while simplifying operations and enabling flexible environment configurations. - **[Xmind Generator](https://github.com/BangyiZhang/xmind-generator-mcp)** - Generate structured mind maps with hierarchical topics, notes, and labels, and save them as files to local storage. Integrate seamlessly with Claude Desktop and other MCP clients for enhanced mind mapping capabilities. - **[Gemini Thinking Server](https://github.com/bartekke8it56w2/new-mcp)** - Leverage advanced analytical thinking capabilities to break down complex problems, generate thoughtful responses, and maintain session persistence for ongoing analysis. This server provides insights, confidence levels, and alternative approaches to enhance the problem-solving process. - **[AWS Resources](https://github.com/baryhuang/mcp-server-aws-resources-python)** - An MCP server for executing Python code to interact with AWS resources via the boto3 library, allowing management operations based on user role permissions. - **[Agent Construct](https://github.com/batteryshark/agent_construct)** - Standardizes access to tools and data for AI applications, facilitating dynamic tool discovery and execution through a unified interface. It serves as a central hub for managing context and tool integration in AI models. - **[Code Executor](https://github.com/bazinga012/mcp_code_executor)** - Execute Python code within a specified Conda environment, enabling access to libraries and dependencies. Supports incremental code generation for handling large code blocks that may exceed token limits. - **[Sketchup Integration](https://github.com/BearNetwork-BRNKC/SketchUp-MCP)** - Integrates Sketchup with Claude AI for real-time interaction and control of 3D modeling tasks. Facilitate the creation, modification, and manipulation of components and materials through direct Ruby code execution and fetch details from the current Sketchup scene. - **[Mathematica Documentation Server](https://github.com/benhaotang/mcp-mma-docs)** - Access Mathematica documentation and function references to streamline coding tasks. Retrieve detailed information on functions, packages, and add-ons to facilitate integration of Mathematica's capabilities into applications. - **[jsondiffpatch](https://github.com/benjamine/jsondiffpatch)** - Diffs and patches JavaScript objects and arrays, enabling change tracking and state reversion through a simple API. - **[DeepSeek Free API](https://github.com/bertGPT-feng/deepseek-free-api)** - Provides access to conversational AI capabilities, enabling multi-turn dialogues and internet searches with zero configuration deployment. Fully compatible with ChatGPT interfaces for enhanced interaction. - **[Kubernetes Command Executor](https://github.com/BhagyaAmarasinghe/mcp-kubernetes)** - Execute Kubernetes commands from any MCP-compatible client, enabling management of clusters and resources. Retrieve and switch Kubernetes contexts, and run kubectl commands through a standardized protocol. - **[Bifrost - VSCode Dev Tools MCP Server](https://github.com/biegehydra/BifrostMCP)** - Expose VSCode's development tools and language features to AI tools, enabling advanced code navigation, analysis, and manipulation. Seamlessly integrates with the development environment to enhance productivity and efficiency when working with AI coding assistants. - **[Clojure Linter](https://github.com/Bigsy/clj-kondo-MCP)** - Provides linting capabilities for Clojure, ClojureScript, and EDN files through the Model Context Protocol, ensuring code quality and adherence to best practices. Supports all analysis features of clj-kondo, with options for explicit configuration directory support. - **[Maven Dependencies Server](https://github.com/Bigsy/maven-mcp-server)** - Provides tools for checking Maven dependency versions and retrieving the latest versions from the Maven Central Repository. - **[Neovim Server](https://github.com/bigcodegen/mcp-neovim-server)** - Integrates Claude Desktop with Neovim using the Model Context Protocol (MCP), allowing interaction with Neovim's text editing features and workflows. Enables viewing of current buffers, accessing cursor locations, executing Vim commands, and making text edits through a socket connection. - **[Code Explainer](https://github.com/BillDuke13/code-explainer-mcp)** - Analyzes and explains code, providing detailed breakdowns of its structure and functionality across multiple programming languages. Insights include an architecture diagram, core functionality analysis, and a component breakdown of main classes and functions. - **[Web Accessibility Analysis Server](https://github.com/bilhasry-deriv/mcp-web-a11y)** - Analyze web accessibility of any URL and simulate color blindness using color matrices. The server provides detailed reporting based on the accessibility analysis results. - **[Clojars Dependency Server](https://github.com/Bigsy/Clojars-MCP-Server)** - Fetch dependency information from Clojars, an artifact repository for Clojure libraries and projects. - **[MCP Server Example](https://github.com/bitfollow/mcp-server-example)** - Integrates various AI models with different data sources and tools through a standardized protocol, enabling seamless data access and manipulation. Facilitates interaction with a growing list of pre-built integrations for enhanced application capabilities. - **[MCP Server Example](https://github.com/bitfollow/mcp-server-example)** - Integrates AI models with various data sources and tools using a standardized communication protocol. Facilitates seamless access to resources, execution of external tools, and utilization of prompts for enhanced applications. - **[Shell MCP Server](https://github.com/blazickjp/shell-mcp-server)** - Provides secure execution of shell commands only in specified directories while supporting multiple shells across platforms. It includes timeout control for executing commands safely and effectively. - **[Babashka](https://github.com/bmorphism/babashka-mcp-server)** - Execute Babashka (Clojure) scripts, manage command execution, cache command results, and access command history while utilizing configurable command timeouts. - **[Code MCP](https://github.com/block/vscode-mcp)** - Enables AI agents to interact with VS Code for tasks such as modifying files, opening projects, and checking extension statuses. This facilitates a more efficient integration of AI assistance into the coding environment. - **[VSCode MCP Server](https://github.com/block/vscode-mcp)** - Facilitates interaction between AI agents and Visual Studio Code, enabling file modifications, project management, and extension status checks directly within the development environment. - **[GraphQL MCP Server](https://github.com/blurrah/mcp-graphql)** - Interfacing with GraphQL APIs, enabling LLMs to execute queries and perform schema introspection dynamically. - **[Grok Plugin](https://github.com/Bob-lance/grok-mcp)** - Connects to Grok AI to generate chat responses, analyze images, and invoke function calls, integrating these features directly into applications using the Model Context Protocol. - **[BNBChain MCP Server](https://github.com/bnb-chain/bnbchain-mcp)** - Facilitates interaction with BNB Chain and EVM-compatible networks via natural language processing. Supports blockchain development, smart contract interactions, and network management tasks. - **[Vanguard](https://github.com/bombe89/vanguard)** - Enables cloud server configuration and deployment with a focus on microservices architecture and data streaming technologies, integrating tools like Kafka, Flume, and Elasticsearch for robust system building. Supports AI and Python functionalities to enhance applications. - **[k8s-pilot](https://github.com/bourbonkk/k8s-pilot)** - A centralized control plane for managing multiple Kubernetes clusters, enabling multi-cluster context switching and CRUD operations on common Kubernetes resources. - **[box3-statistics-mcp](https://github.com/box3lab/statistics-mcp)** - Access user data and map information on the 神岛 platform, aiding in the retrieval of statistical insights and analysis of player behavior. Provides both public and authenticated APIs for data access, along with comprehensive map analysis features. - **[HexDocs MCP](https://github.com/bradleygolden/hexdocs-mcp)** - HexDocs MCP provides semantic search capabilities for Hex package documentation, enabling integration with AI applications to access and find relevant documentation efficiently. It includes an Elixir binary for processing documentation and a TypeScript server that implements the Model Context Protocol to facilitate searches. - **[box3-engine-openapi-mcp](https://github.com/box3lab/engine-openapi-mcp)** - 提供了一系列用于神岛引擎的 OpenAPI MCP 工具，通过脚本管理和数据存储操作，支持 AI 更高效调用引擎接口与实现代码辅助功能。 - **[ESXi Management Server](https://github.com/bright8192/esxi-mcp-server)** - Manage VMware ESXi and vCenter environments through a REST API interface, allowing for the creation, cloning, deletion, and monitoring of virtual machines. Supports real-time performance insights and secure operations through API key authentication and SSL/TLS connections. - **[Laravel Documentation Server](https://github.com/brianirish/laravel-mcp-companion)** - Provides access to Laravel documentation and package recommendations for AI models, enabling dynamic search, reading, and updates from GitHub. Supports multiple Laravel versions and offers implementation guidance for popular packages. - **[Whimsical Diagram Creator](https://github.com/BrockReece/whimsical-mcp-server)** - Generate complex Whimsical diagrams programmatically using Mermaid markup and retrieve diagram URLs and images for easy iteration. - **[POC MCP Server](https://github.com/BrunoSSantana/poc-mcp-server)** - Access and manipulate data related to Loomers, forms, form responses, and projects with advanced pagination, filtering, and sorting capabilities. - **[Chain of Draft Server](https://github.com/bsmi021/mcp-chain-of-draft-server)** - Enhance decision-making through systematic, iterative refinement of thoughts and designs using the Chain of Draft protocol. Supports reasoning, API design, code reviews, and implementation planning with comprehensive error handling and real-time logging. - **[Conversation Server for OpenRouter Models](https://github.com/bsmi021/mcp-conversation-server)** - Manage and interact with multiple conversations using OpenRouter's language models through a standardized interface, facilitating message creation, real-time streaming, and persistent conversation states. Features include error handling and recovery, along with automatic token counting and model context management. - **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Provides cloud browser automation capabilities, enabling interaction with web pages, taking screenshots, and executing JavaScript in a cloud browser environment. - **[File Context Server](https://github.com/bsmi021/mcp-file-context-server)** - Enables LLMs to read, search, and analyze code files while providing advanced caching and real-time file watching capabilities. Facilitates file operations and code analysis to improve development workflows and quality metrics. - **[Gemini Server](https://github.com/bsmi021/mcp-gemini-server)** - Leverage Google's Gemini model capabilities for text generation and state management in chat applications through a standardized tool-based interface. Provides functionalities like content generation and function calling via the MCP standard. - **[Awesome ChatGPT Prompts](https://github.com/Bueya2020/awesome-chatgpt-prompts)** - Curated collection of effective prompts designed to enhance interactions with ChatGPT, enabling users to explore diverse use cases and improve their prompt crafting skills. - **[Node Omnibus Server](https://github.com/bsmi021/mcp-node-omnibus-server)** - Automates Node.js project setup, component generation, and TypeScript integration, providing tooling for frameworks like React and Next.js. Facilitates smart dependency management and automatic configuration for efficient development workflows. - **[Mistral Codestral](https://github.com/bsmi021/mcp-mistral-codestral)** - Provides code completion, bug fixing, and automated test generation capabilities using Mistral's Codestral API, supporting multiple programming languages and ensuring comprehensive input validation. - **[Cursor](https://github.com/Buga-luga/cursor-mcp)** - Integrate AI capabilities within desktop applications through the Cursor IDE, facilitating enhanced code editing and development workflows with Claude AI. This MCP implementation acts as a bridge to streamline interaction between AI models and desktop software. - **[Docs MCP Server](https://github.com/buger/docs-mcp)** - Enables AI assistants to search and interact with documentation or codebases by pointing to a Git repository or local folder, allowing for natural language queries about the contents. - **[SupaUI MCP](https://github.com/buoooou/mcp-ui-gen)** - Generates, fetches, and manages UI components using natural language commands. Integrates with Claude and Windsurf AI assistants for efficient UI development. - **[Notify Server](https://github.com/burkeholland/mcp-notify)** - Send customizable system notifications across various platforms directly from LLM agents, enhancing user interaction. Integrates effectively with VS Code to facilitate quick setup and usage. - **[Bucket](https://github.com/bucketco/bucket-javascript-sdk)** - Feature flagging solution that integrates customer feedback for rolling out features, enabling adaptive product management and user satisfaction enhancement. - **[Langflow](https://github.com/caiomioto2/langflow)** - Langflow provides a low-code interface for building and managing AI applications. It facilitates the creation, testing, and deployment of workflows using various models and APIs without requiring extensive coding knowledge. - **[Email Processing Server](https://github.com/Cam10001110101/mcp-server-outlook-email)** - Process and manage Outlook emails with capabilities for storage, search, and analysis. Features include date range filtering, semantic search through vector embeddings, and support for summarization and automatic categorization. - **[Remote MCP Server](https://github.com/Cam10001110101/remote-mcp-server)** - Deploy a remote MCP server on Cloudflare Workers featuring OAuth login for secure access. It facilitates integration of LLMs with various tools and real-world data through a seamless connection with MCP clients. - **[WinTerm](https://github.com/capecoma/winterm-mcp)** - Programmatic access to the Windows command line allows execution of commands, retrieval of outputs, and sending of control signals within a standardized interface for AI model integration. - **[FastAPI-MCP](https://github.com/canopy-land/fastapi_mcp)** - Expose FastAPI endpoints as Model Context Protocol (MCP) tools with zero configuration. Integrate seamlessly into FastAPI applications for enhanced interoperability with various LLM applications. - **[Houdini Integration](https://github.com/capoom/houdini-mcp)** - Connects Claude AI to Houdini for prompt-assisted 3D modeling, scene creation, and simulation setup. Enables control of Houdini nodes, geometry creation, and direct execution of Python code. - **[MCP Maker](https://github.com/CaptainCrouton89/mcp-maker)** - Create new Model Context Protocol servers using templates and tools for scaffolding MCP projects. It provides essential components and configurations for seamless integration with Claude Desktop. - **[DevEnvInfoServer](https://github.com/carterlasalle/system_information_mcp)** - Provides detailed information about the development environment, including system configuration, installed tools, and running processes to enhance context-aware assistance for the Cursor code editor. - **[InterSystems IRIS MCP Server](https://github.com/caretdev/mcp-server-iris)** - Automate and interact with InterSystems IRIS databases, streamlining data manipulation and retrieval processes. Enhance application development by leveraging the Model Context Protocol for efficient database interactions. - **[Atlas Docs](https://github.com/CartographAI/atlas-docs-mcp)** - Provides AI assistants with access to clean markdown documentation for various libraries and frameworks, enhancing their ability to utilize less popular or newly released libraries. - **[Code Graph Server](https://github.com/CartographAI/mcp-server-codegraph)** - Generate and query a graph representation of codebases, identifying entities and their relationships across multiple programming languages for enhanced code analysis. Streamline development processes by visualizing function calls, inheritance, and implementations. - **[Gerrit Code Review Server](https://github.com/cayirtepeomer/gerrit-code-review-mcp)** - Integrates with the Gerrit code review system to facilitate the fetching of change details, comparison of patchset differences, and analysis of file modifications. Streamlines code review workflows by providing access to detailed change information in an efficient manner. - **[Modes MCP Server](https://github.com/ccc0168/modes-mcp-server)** - Manage custom operational modes with full CRUD operations, ensuring configuration and management are programmatically controlled. Features include schema validation, file system watching, and error handling with standard MCP error codes. - **[DocsFetcher](https://github.com/cdugo/package-documentation-mcp)** - Fetches npm package documentation from multiple programming ecosystems and presents it for use with LLMs, such as Claude, without the need for API keys. - **[DocsFetcher](https://github.com/cdugo/package-documentation-mcp)** - Fetches package documentation from various programming languages for LLMs, providing structured data and analysis prompts without the need for API keys. Enables easy retrieval and comprehensive reference for developers. - **[Git Prompts Server](https://github.com/ceshine/git-prompts-mcp-server)** - Generate prompts from Git repository content to assist in development workflows. Create pull request descriptions and other relevant prompts based on code changes directly within Zed Editor. - **[Mac Shell Server](https://github.com/cfdude/mac-shell-mcp)** - Execute macOS terminal commands securely through the MCP with features like command whitelisting and an approval workflow for potentially dangerous commands. Supports safe execution of commands managed by predefined security levels. - **[FastAPI](https://github.com/cetinibs/fastapi)** - FastAPI is a modern web framework designed for building APIs efficiently. It enables high performance in creating RESTful services that can quickly link to various AI models and tools. - **[Gausium OpenAPI Server](https://github.com/cfrs2005/mcp-gs-robot)** - Interact with Gausium robots through a standardized interface to access robot status, task reports, and maps. The server facilitates communication between AI models and Gausium's automation capabilities. - **[Think Tool Server](https://github.com/cgize/claude-mcp-think-tool)** - Enhances complex reasoning capabilities in AI models with a structured thinking tool. Supports multi-step analyses and decision-making processes by providing a dedicated framework for problem-solving tasks. - **[Super Shell](https://github.com/cfdude/super-shell-mcp)** - Execute shell commands securely across Windows, macOS, and Linux platforms using automatic shell detection and command management. Features include whitelisting of commands with varying security levels and comprehensive logging for command execution. - **[Lilith Shell](https://github.com/charles-adedotun/Lilith-Shell)** - Execute terminal commands securely and efficiently with enhanced security controls. Ideal for development systems, it enables seamless integration with AI assistants supporting the Model Context Protocol. - **[Android Preference Editor](https://github.com/charlesmuchene/pref-editor-mcp-server)** - Natural language editing of Android user preferences during app development, enabling management of preferences, listing connected devices, and querying installed apps through intuitive commands. - **[ELADMIN后台管理系统](https://github.com/ChaplinLittleJenius/eladmin-mp)** - A backend management system built on Spring Boot that supports user management, role management, menu management, and offers code generation for both front and back end. It integrates various tools for operational management and performance monitoring. - **[Mermaid Flowchart Generator](https://github.com/chasey-ai/mermaid-mcp)** - Generates flowcharts and diagrams from text descriptions or Mermaid code and exports them as high-quality PNG images. Integrates seamlessly with MCP clients to interpret user inputs and produce visual representations of complex workflows. - **[OpenDify](https://github.com/chengtaoo/OpenDify)** - Transforms Dify API into OpenAI API format for seamless interaction, supporting dynamic model configurations and error handling. Enables direct interaction with Dify services using OpenAI API clients while managing smooth output streaming. - **[TypeScript Simple Template](https://github.com/ChenReuven/mcp-ts-simple-template)** - Basic Model Context Protocol (MCP) server implementation in TypeScript, featuring a sample BMI calculator tool and input validation through Zod. Supports communication via standard I/O, providing a foundation for building custom MCP tools. - **[Centralized Control Server](https://github.com/chinnuvani/test-sky-mcpserver)** - Manage and coordinate distributed agents and tasks through a secure API, enabling agent registration, task creation, monitoring, and status tracking. - **[Vercel AI SDK](https://github.com/chiziuwaga/vercel-ai-sdk-mcp-project)** - Integrates Vercel AI SDK core functionalities into AI development environments, enabling intelligent responses and dynamic data handling for applications. Supports features like object generation, text generation, streaming text, and UI component creation. - **[Vercel AI SDK MCP Server](https://github.com/chiziuwaga/vercel-ai-sdk-mcp-project)** - Integrates Vercel AI SDK capabilities into AI development environments to facilitate the generation of objects, text, and UI components. Supports seamless interaction with other tools like Figma and Magic MCP, enhancing design and development workflows. - **[Code Sandbox Server](https://github.com/chrishayuk/mcp-code-sandbox)** - Provides secure execution environments for Python code within isolated sandboxes, enabling file management and package installation. Supports modular integration with various MCP clients for enhanced code execution workflows. - **[Gel Database Server](https://github.com/christian561/gel-mcp-server)** - Automate schema learning, query validation, and execution for Gel databases using natural language interactions. Integrates with EdgeQL for efficient database management and facilitates seamless connections with LLMs to enhance user interactions. - **[Grey Hack MCP Server](https://github.com/chromewillow/greyhack-mcp-server)** - Facilitates Grey Hack game development with tools for code search, transpilation, and validation against the official Grey Hack API. Streamlines coding tasks by generating templates for common game functionalities. - **[MCP Forge](https://github.com/chromewillow/mcp-forge)** - MCP Forge generates new MCP servers from customizable templates, facilitating integration with Cursor IDE and deployment instructions through Smithery. Users can create servers with various functionalities, such as web search or database interactions. - **[Model Context Protocol Servers](https://github.com/chuanmingliu/servers)** - A collection of implementations for the Model Context Protocol (MCP) that enables secure, controlled access for large language models (LLMs) to various tools and data sources. These servers showcase versatility and extensibility through reference implementations using Typescript and Python MCP SDKs. - **[Docker MCP Server](https://github.com/ckreiling/mcp-server-docker)** - Manage Docker containers using natural language commands, facilitating the composition of containers, introspection and debugging of running instances, and management of persistent data through Docker volumes. - **[VeyraX MCP](https://github.com/clarenous/veyrax-mcp)** - VeyraX MCP enables seamless integration of various tools across multiple MCP-compatible environments through a single authentication. Users can efficiently manage and utilize their tools within AI assistants and editors without repeated logins. - **[Connection Hub for AI Tools and Services](https://github.com/claymore666/MCPConnectionHub)** - Centralized gateway for unifying access to various AI tools and services via an OpenAI-compatible API. Supports both synchronous and asynchronous execution while managing jobs with a comprehensive tracking system. - **[Drupal Modules MCP Server](https://github.com/Cleversoft-IT/drupal-modules-mcp)** - Retrieve detailed information about Drupal modules directly from drupal.org, including version compatibility and installation instructions. - **[DiffuGen](https://github.com/CLOUDWERX-DEV/DiffuGen)** - Seamlessly generate AI images directly within development environments by leveraging local Stable Diffusion models and precise control over parameters. Integrate with MCP-compatible IDEs to facilitate creative development without disruption. - **[Cloudflare Worker Integration](https://github.com/cloudflare/workers-mcp)** - Connects Cloudflare Workers to various MCP clients for real-time interaction and customization, enabling serverless function integration. - **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with Cline and Claude Desktop for intelligent search and documentation retrieval, facilitating API discovery and code modernization while maintaining context across interactions. Uses advanced query processing and rate management for efficient operation. - **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with intelligent search and documentation retrieval to assist coding by discovering APIs and modernizing code. Maintains context across queries using a database, while employing advanced query processing and intelligent rate management for effective responses. - **[Headless IDA Server](https://github.com/cnitlrt/headless-ida-mcp-server)** - Analyze binary files and manage functions and variables remotely using IDA Pro's headless mode. Provides tools for efficient remote operations through the Multi-Client Protocol. - **[free-for.dev](https://github.com/coclock/free-for-dev)** - A curated resource for discovering free developer services and tools, specifically targeting infrastructure developers, system administrators, and DevOps practitioners. Offers a collection of SaaS, PaaS, IaaS, and APIs with free tiers to facilitate project acceleration. - **[CodeAlive](https://github.com/CodeAlive-AI/codealive-mcp)** - Provides enriched context from a project's codebase for advanced semantic code search and interaction, improving AI client efficiency and understanding of the repository. - **[Salesforce CLI MCP Server](https://github.com/codefriar/sf-mcp)** - Integrate Salesforce CLI commands into AI workflows to execute commands, view help information, and manage Salesforce projects directly from LLM tools. - **[Codacy MCP Server](https://github.com/codacy/codacy-mcp-server)** - Access and manage code quality, security, and repository data from the Codacy API, enabling analysis of repository metrics and issues. Integrates with development workflows for seamless management of code quality and security checks. - **[Codelogic MCP Server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server)** - Utilizes CodeLogic's software dependency data to provide impact assessments for code changes and analyze impacts between code and database entities. Integrates with development environments to improve coding insights and workflows. - **[Next.js Project](https://github.com/colechengame/TCM_FBT)** - A web application framework that enables the building and deployment of performant web applications with features like automatic page updates and optimized font loading. - **[Context Generator](https://github.com/context-hub/generator)** - Automates the creation of organized context files for codebases to facilitate interaction with AI models like ChatGPT and Claude, enhancing tasks such as code refactoring and documentation. - **[KKJSBridge](https://github.com/Cooooper/KKJSBridge)** - KKJSBridge enhances the WKWebView experience by providing offline packages, enabling Ajax requests, and synchronizing cookies. It supports modular JSAPI management and allows control over Ajax hooks from both native and HTML5 frameworks. - **[Confluent MCP Server](https://github.com/confluentinc/mcp-confluent)** - Interact with Confluent Kafka and Confluent Cloud REST APIs, managing Kafka resources and data schemas through a user-friendly interface. Enable natural language interactions for handling Kafka topics, connectors, and Flink SQL statements. - **[Automate Stable Diffusion Workflows](https://github.com/couchrishi/sd-for-designers)** - Automate the fine-tuning and deployment of custom Stable Diffusion models using a fully automated MLOps pipeline that integrates various Google Cloud components. The workflow facilitates Triggering, managing, and tracking training jobs while simplifying machine learning processes for model enhancement. - **[Coreflux MQTT Broker Control](https://github.com/CorefluxCommunity/Coreflux-MQTT-MCP-Server)** - Connects to a Coreflux MQTT broker to access various Coreflux actions and commands, enabling integration with MCP-compatible AI assistants. Facilitates discovery and execution of commands, rules, and routes using MQTT protocols. - **[Crawlab MCP Server](https://github.com/crawlab-team/crawlab-mcp)** - Interact with Crawlab's features for spider management, task handling, file operations, and resource access through a standardized interface. Facilitates seamless integration of Crawlab functionalities into AI applications using natural language commands. - **[Crawlab MCP Server](https://github.com/crawlab-team/crawlab-mcp)** - Interact with Crawlab's spider and task management features, perform file operations, and access resources through a standardized interface for seamless AI application integration. - **[Vibe-Coder](https://github.com/crazyrabbitLTC/mcp-vibecoder)** - Facilitates a structured development workflow for LLMs focused on coding by organizing feature clarification, generating PRDs and implementation plans, and tracking progress with phased task management. - **[Code Review Server](https://github.com/crazyrabbitLTC/mcp-code-review-server)** - Perform structured code reviews by analyzing various codebases using Large Language Models to identify issues and provide recommendations for improvements. Supports multiple LLM providers and handles chunking for large projects. - **[promptz.dev MCP Server](https://github.com/cremich/promptz-mcp)** - Streamlines access to prompts from promptz.dev, enabling users to search and execute prompts and project rules directly within their development environment. Reduces context switching by allowing prompt retrieval through natural language queries. - **[Hippycampus](https://github.com/cromwellian/hippycampus)** - Integrates dynamic OpenAPI specifications and facilitates visual workflow creation using LangFlow. Provides a command-line interface for seamless interaction with various data sources and APIs. - **[MCP Server Python Template](https://github.com/Cris-0k/mcp-server-python-template)** - Provides a foundational framework for developing Model Context Protocol servers in Python, facilitating the creation and management of AI-assisted tools and integrations. - **[Devcontainers Integration Server](https://github.com/crunchloop/mcp-devcontainers)** - Manage and interact with development containers by starting environments, running user setup commands, and executing shell commands within devcontainers. Simplifies the development workflow through direct control of devcontainers. - **[Solana Agent Kit Server](https://github.com/cryptoleek-team/awesome-solana-mcp)** - Enables interaction with the Solana blockchain through a unified interface for blockchain operations. Provides tools for asset management, token operations, network info retrieval, and security contact extraction. - **[GraphQL MCP Server](https://github.com/ctkadvisors/graphql-mcp)** - Connects to any GraphQL API, providing access to its capabilities through strong type safety and dynamic tool generation. Automatically introspects schemas, exposes operations, and supports query whitelisting for enhanced security. - **[SuperiorAPIs MCP Server Tool](https://github.com/CTeaminfo/mcp_superiorapis_local)** - Dynamically fetch and generate tool functions from SuperiorAPIs using fetched plugin metadata and OpenAPI schemas. Execute API calls with asynchronous processing and runtime tool registration. - **[Currents Test Results Context Server](https://github.com/currents-dev/currents-mcp)** - Connects AI agents to Currents for detailed test results context, enabling analysis and optimization of failing tests in continuous integration workflows. Integrates with development tools to enhance test reliability and debugging efficiency. - **[Blender Script Manager](https://github.com/cwahlfeldt/blender-mcp)** - Manage and execute Blender Python scripts in a headless environment while tracking execution results and metadata. Add, edit, and remove scripts efficiently to streamline Blender scripting workflows. - **[Node.js SQL Server MCP Server](https://github.com/cwilby/mcp-node-mssql)** - Integrate SQL Server databases with AI assistants by facilitating secure and efficient database querying capabilities through the Model Context Protocol. Enable LLM applications to easily access and manipulate Microsoft SQL Server data. - **[Git MCP Server](https://github.com/cyanheads/git-mcp-server)** - Interact with Git repositories through a robust API, enabling operations such as cloning, committing, pushing, and repository management. Focuses on optimizing performance, error handling, and secure command execution. - **[Mentor MCP Server](https://github.com/cyanheads/mentor-mcp-server)** - Provides LLM Agents with AI-powered Deepseek-Reasoning mentorship capabilities, enabling functionalities such as code review and design critique. - **[DevDocs](https://github.com/cyberagiinc/DevDocs)** - Streamlines documentation research by leveraging intelligent crawling and integrates MCP servers to enhance knowledge base accessibility. Facilitates faster development across various technologies by providing actionable resources from comprehensive documentation. - **[Cocos MCP Log Bridge](https://github.com/czh2774/cocosMCP)** - Synchronizes logs between Cocos Creator and Cursor AI, enabling efficient problem analysis and resolution. Features include real-time log syncing, intelligent filtering, and scene management capabilities. - **[Neo4j Server](https://github.com/da-okazaki/mcp-neo4j-server)** - Integrates with Neo4j graph database to perform graph database operations through natural language interactions. - **[Logseq MCP Server](https://github.com/dailydaniel/logseq-mcp)** - Integrate with Logseq's knowledge base to create and manage pages, blocks, and organize information programmatically. Enhance productivity by automating workflows and interacting directly with data within Logseq. - **[Daipendency MCP Server](https://github.com/daipendency/daipendency-mcp)** - Extracts narrative and API documentation for dependencies in local projects by utilizing the Daipendency tool. - **[DevDb](https://github.com/damms005/devdb-vscode)** - Integrate database functionalities within IDEs like VS Code without configuration. Access and manipulate database tables, enhancing development and debugging workflows with rich features. - **[Decent Sampler Drums](https://github.com/dandeliongold/mcp-decent-sampler-drums)** - Generates DecentSampler drum kit configurations and presets, focusing on WAV file analysis and XML generation for preset creation. - **[ComfyUI](https://github.com/dangtanloc/ComfyUI)** - A visual graph-based interface for designing and executing advanced stable diffusion pipelines, enabling users to create complex workflows without coding. It features smart memory management and asynchronous processing, supporting both GPU and CPU usage for offline functionality. - **[Omnispindle Todo Server](https://github.com/MadnessEngineering/Omnispindle)** - Manage todo requests with efficient integration between FastMCP and MongoDB, supporting task processing through agent-based workers and real-time updates. Ideal for enhancing task management workflows with AI model integration. - **[Todo Server](https://github.com/MadnessEngineering/Omnispindle)** - Receive and manage todo requests with efficient storage and processing using MongoDB integration. Designed for compatibility with the Swarmonomicon project, this server utilizes FastMCP for seamless task management. - **[Perplexity Chat MCP Server](https://github.com/daniel-lxs/mcp-perplexity)** - Provides a Python-based interface to the Perplexity API for querying responses, maintaining chat history, and managing conversations. Supports model configuration via environment variables and stores chat data locally. - **[Perplexity MCP Server](https://github.com/daniel-lxs/mcp-perplexity)** - Provides a Python-based interface to access the Perplexity API, enabling users to query responses, maintain chat history, and manage conversations while mimicking browser interactions with Perplexity Chat. - **[Editor Server](https://github.com/danielpodrazka/editor-mcp)** - Manage and edit text files through a standardized API with features for syntax checking, file management, and a two-step editing process to enhance data integrity. Supports operations on Python and JavaScript/React files for reading, locating functions, and editing with a diff preview. - **[Swagger MCP Server](https://github.com/danishjsheikh/swagger-mcp)** - Dynamically generates MCP tools by extracting the `swagger.json` file from Swagger UI, enabling integration of Swagger-defined APIs with MCP clients. Facilitates automatic tool creation for improved API interaction within MCP environments. - **[Think Tool Server](https://github.com/DannyMac180/mcp-think-tool)** - Enhances reasoning capabilities by providing a structured thinking space for complex problem-solving with a record of thought history and analysis. Facilitates improved decision-making in scenarios involving long chains of tool calls. - **[Marvel MCP Server](https://github.com/DanWahlin/marvel-mcp)** - Interact with Marvel characters and comics data using the Marvel Developer API. Fetch character details, comic issues, and related content effortlessly. - **[CAD Control Service](https://github.com/daobataotie/CAD-MCP)** - Control CAD software for drawing operations using natural language commands to create and modify CAD drawings without manual interaction. Supports multiple CAD applications, enhancing productivity through text-based instructions. - **[Databutton](https://github.com/databutton/databutton-mcp)** - Facilitates the planning and development of business applications by generating initial app plans and creating foundational structures using React and Python APIs. Supports seamless integration for building complex applications with an AI-driven approach. - **[Jupyter MCP Server](https://github.com/datalayer/jupyter-mcp-server)** - Interact with Jupyter notebooks in a local JupyterLab environment, enabling the addition and execution of code or markdown cells. - **[SCAST](https://github.com/davidkingzyb/SCAST)** - Static code analysis and visualization tool that converts code into UML diagrams and flowcharts, enhancing understanding of code structure and flow. It supports multiple programming languages and utilizes advanced visualization tools like Mermaid and D3. - **[ONOS Network Management Server](https://github.com/davidlin2k/onos-mcp-server)** - Manage and control network resources using ONOS's SDN capabilities, providing access to network devices, topology information, flow rules, and comprehensive analytics through a structured API interface. - **[POX MCP Server](https://github.com/davidlin2k/pox-mcp-server)** - Automate network analysis and manage OpenFlow devices using a Python-based interface while tracking active components, network topology, and flow rules. - **[AutoGPT](https://github.com/Davidchoi79/AutoGPT)** - Create, deploy, and manage continuous AI agents that automate complex workflows using a library of pre-configured options or custom-built agents. - **[Code Knowledge Tool](https://github.com/davidvc/code-knowledge-mcptool)** - Manage and query knowledge about code repositories using advanced embedding techniques. This tool facilitates the organization and retrieval of insights related to a codebase through vector embeddings. - **[JavaScript Server SDK](https://github.com/davlgd/mcp-js-server)** - An unofficial SDK for implementing Model Context Protocol servers using JavaScript, facilitating the creation of prompts, resources, and tools for AI model interaction. - **[Swagger MCP Server](https://github.com/dcolley/swagger-mcp)** - Ingests and serves Swagger/OpenAPI specifications, facilitating automatic generation of tools from API endpoints while supporting real-time communication through Server-Sent Events. Provides various authentication methods to secure access to the underlying API. - **[GitHub Mapper](https://github.com/dazeb/MCP-Github-Mapper)** - Maps and analyzes GitHub repository structures, providing summary statistics and detailed file structures based on user-defined parameters. - **[Gravitino Metadata Server](https://github.com/datastrato/mcp-server-gravitino)** - Integrates with Apache Gravitino services to manage metadata including catalogs, schemas, tables, tags, and user roles through an intuitive interface. Facilitates optimized metadata retrieval and management, enhancing data governance workflows. - **[BrowserTools](https://github.com/Dbillionaer/browser-tools-mcp)** - Enable AI applications to capture and analyze browser data through a Chrome extension, facilitating browser monitoring and interaction. Conduct audits for accessibility, performance, SEO, and best practices directly from the development environment. - **[Helius](https://github.com/dcSpark/mcp-server-helius)** - Access and retrieve data from the Solana blockchain, including wallet balances, block information, and transaction details. Interact with tokens and NFTs directly through the Helius API. - **[Think Tool Server](https://github.com/ddkang1/mcp-think-tool)** - Provides a structured space for Claude to enhance reasoning capabilities through thought history and analysis, facilitating detailed problem-solving. Maintains a record of thoughts with timestamps for reference and analytical purposes. - **[Codebase MCP](https://github.com/DeDeveloper23/codebase-mcp)** - Retrieve and analyze entire codebases, enabling AI agents to understand complex projects and enhancing developer collaboration. Supports processing of remote repositories and allows saving of codebase analyses for future use. - **[Figma MCP Server](https://github.com/deepsuthar496/figma-mcp-server)** - Integrate with Figma's API to manage files, comments, and projects. Retrieve file information, manage comments, and automate tasks related to design workflows. - **[Defang](https://github.com/DefangLabs/defang)** - Facilitates secure code building and release management by automating dependency handling, formatting, and versioning processes. Ensures projects maintain updated dependencies and supports streamlined continuous integration workflows. - **[Super Windows CLI Server](https://github.com/delorenj/super-win-cli-mcp-server)** - Provides full access to Windows CLI environments and unrestricted execution of system commands, enabling broad control over the operating system and file system. - **[Postman MCP Server](https://github.com/delano/postman-mcp-server)** - Integrates with the Postman API to manage collections, environments, and APIs. Provides access to functionalities based on the official OpenAPI specification for streamlined API interactions. - **[Coding Todo Server](https://github.com/dennismartis/mcp-todo)** - Manage a coding project's todo list by viewing, adding, updating, and deleting todo items while tracking their status and details. - **[GitHub](https://github.com/dev-assistant-ai/mcp-servers)** - Interact with GitHub repositories, manage files, perform advanced search functions, and automate workflows with automatic branch creation and error handling while preserving Git history. - **[GitHub](https://github.com/devassistantai/mcp-servers)** - Interact with GitHub repositories, manage files, branches, issues, pull requests, and perform advanced searches. Automate repository operations with support for batch actions and maintain Git history without force pushing. - **[YAPI MCP Server](https://github.com/devilMing/yapi-mcp-server)** - Access YAPI interface details for seamless integration of YAPI projects and enhance development workflows. Provides real-time updates through server-sent events (SSE). - **[Blender Integration with AI Models](https://github.com/dhakalnirajan/blender-open-mcp)** - Integrates Blender with local AI models using natural language prompts to facilitate 3D modeling tasks. Employs the Model Context Protocol for structured communication and includes a Blender add-on for enhanced usability. - **[macos-notification-mcp](https://github.com/devizor/macOS-Notification-MCP)** - Triggers native macOS notifications, plays system sounds, and converts text to speech. Supports customizable visual notifications and voice management features for AI assistants. - **[Xcode MCP Server](https://github.com/devyhan/xcode-mcp)** - Connects to Xcode for project management, enabling operations such as building, testing, archiving, code signing, and deployment to iOS devices. It also supports Swift Package Manager and iOS Simulator management. - **[React App](https://github.com/Diaahmed201244/drd-connect)** - A server for developing and deploying interactive React applications, facilitating UI creation and state management in a streamlined development environment. - **[LLM Gateway](https://github.com/Dicklesworthstone/ultimate_mcp_server)** - Connects AI models to various tools and data sources, facilitating intelligent task delegation and optimizing workflows by routing tasks to suitable models for cost-effective and high-quality outputs. - **[Apple Tools Integration](https://github.com/supermemoryai/apple-mcp)** - Integrate with Apple applications to manage and send messages, emails, notes, contacts, and more. - **[Ultimate MCP Server](https://github.com/Dicklesworthstone/ultimate_mcp_server)** - Connects AI models to various tools and data sources, facilitating seamless integration and orchestration for complex multi-step workflows. Enables intelligent task delegation among multiple LLM providers for enhanced cognitive capabilities. - **[Flow RPC Server](https://github.com/diegofornalha/flow-mcp)** - Facilitates seamless interaction with the Flow EVM blockchain by utilizing standardized JSON-RPC methods, enabling AI applications to access blockchain information effortlessly. - **[TESS-MCP Server](https://github.com/diegofornalha/tess-mcp-server)** - Integrates multiple AI services, providing a unified command-line interface for accessing tools, managing files, and interacting with language models. Facilitates seamless communication between various APIs without reimplementing them. - **[Development Server](https://github.com/dillip285/mcp-dev-server)** - Manage software development projects with complete context awareness, facilitating code execution in secure Docker environments, and integrating Git operations for streamlined project management. - **[Digma Code Observability Server](https://github.com/digma-ai/digma-mcp-server)** - Enables agents to perform observability-assisted code reviews and identify code inefficiencies through dynamic code analysis. Leverages runtime usage data from distributed tracing to detect issues and improve application performance. - **[Terminal](https://github.com/dillip285/mcp-terminal)** - Execute commands securely within specified file system paths while managing environment variables and supporting cross-platform operations. Enables interaction with remote systems through command execution. - **[Custom GitLab Server](https://github.com/Din-djarin2/custom-gitlab)** - Integrate with GitLab repositories for project search, file management, and issue handling. Supports multi-file commits, repository forking, and creating branches with enhanced schema validation. - **[Cursor Claude Think Tool](https://github.com/DJBuildIt/Claude-Think-MCP)** - Enables explicit reasoning mode for Claude in Cursor, allowing users to view Claude's step-by-step thought processes and final answers. Start messages with 'think' to trigger detailed problem solving and analysis in chat interactions. - **[Memory Store](https://github.com/divslingerx/mcp-server)** - Provides web search capabilities using Puppeteer, returning structured JSON results from Google searches in a lightweight and stateless design. - **[Just Prompt](https://github.com/disler/just-prompt)** - Unifies interactions with multiple large language model (LLM) providers through a single API to send prompts and receive markdown formatted responses. Enables management of multiple models in parallel, simplifying workflow integration for various AI models. - **[Aider MCP Server](https://github.com/disler/aider-mcp-server)** - Offloads AI coding tasks to Aider, facilitating code generation and modifications to enhance development efficiency and control over the coding process. Integrates seamlessly with coding environments to support a more organized workflow through automation. - **[GitHub MCP Server](https://github.com/DivyanshKushwaha/GitHub-MCP-Server-Claude)** - Interact with GitHub to fetch user details, repository information, and authenticated user data using the REST API. This tool simplifies API interactions through modular command processing. - **[Plex Media Server Integration](https://github.com/djbriane/plex-mcp)** - Integrates with the Plex Media Server API to search for movies, retrieve movie details, and manage playlists. Provides functionalities such as finding movies by director and identifying missing films from a specific director's collection. - **[Bruno API Server](https://github.com/djkz/bruno-api-mcp)** - Expose Bruno API collections as MCP tools for interaction through the MCP protocol, enabling streamlined access to data and functionalities. Integrate and debug APIs efficiently by collocating source code with data sources for seamless operations. - **[Browser Extension and MCP Server](https://github.com/djyde/browser-mcp)** - Interact with the browser to execute commands, modify styles, and access browsing history. Enables retrieval of content from the current page in markdown format and customization of page styles directly through an MCP interface. - **[Chroma MCP Server](https://github.com/djm81/chroma_mcp_server)** - Provides a persistent, searchable working memory for AI-assisted development, enabling automated recall of context from previous sessions while managing insights effectively. Integrates with ChromaDB to enhance workflow continuity across complex tasks. - **[Function App Tester](https://github.com/dkmaker/mcp-function-app-tester)** - Test and interact with Azure Function App endpoints using various HTTP methods like GET, POST, PUT, and DELETE. Facilitates detailed response analysis and supports custom headers and request body handling for relevant methods. - **[Flutter Tools](https://github.com/dkpoulsen/flutter-tools)** - Analyzes and provides diagnostics for Dart/Flutter files and applies fix suggestions based on the Flutter SDK. - **[REST API Tester](https://github.com/dkmaker/mcp-rest-api)** - TypeScript-based MCP server for testing and interacting with REST API endpoints directly from the development environment. It facilitates the assessment and manipulation of RESTful services through Cline tools. - **[DeepSeek MCP Server](https://github.com/DMontgomery40/deepseek-mcp-server)** - Connects DeepSeek's language models with MCP-compatible applications, enabling users to integrate advanced AI capabilities seamlessly. Offers anonymous access to the DeepSeek API while masking user identity behind a proxy. - **[Pentest MCP](https://github.com/DMontgomery40/pentest-mcp)** - Integrates essential pentesting tools into a unified natural language interface for executing, chaining, and analyzing multiple security assessment tools. Enhances efficiency in penetration testing through conversational commands. - **[FIWARE MCP Server](https://github.com/dncampo/FIWARE-MCP-Server)** - Bridge applications with the FIWARE Context Broker to perform CRUD operations on entities and manage context data. It supports context broker version checking, query capabilities, and entity publishing and updating. - **[Meta MCP Server](https://github.com/DMontgomery40/meta-mcp-server)** - Facilitates the creation and management of multiple customized MCP servers by automating file management and integrating various MCP tools. Provides robust error handling and debugging support for development environments. - **[LeetCode MCP Server](https://github.com/doggybee/mcp-server-leetcode)** - Access LeetCode problems, user details, and contest information through fast queries, utilizing both CLI and programmable API for integration. - **[Sensei](https://github.com/dojoengine/sensei-mcp)** - Provides expert guidance for Dojo and Cairo development on Starknet. Assists developers with knowledge of the Dojo Entity Component System framework and best practices for smart contract development. - **[Expo App](https://github.com/doorknob-dev/p4)** - Framework for developing mobile applications that run on Android, iOS, and the web using a single codebase. Supports building, testing, and deploying applications with a range of libraries and tools. - **[LGTM](https://github.com/dongri/mcp-server-lgtm)** - Fetch random LGTM (Looks Good To Me) images for use in code reviews and developer communications, providing markdown code for embedding images and direct image URLs. - **[Voicevox Speech Synthesis Server](https://github.com/Dosugamea/voicevox-mcp-server)** - Provides voice synthesis capabilities compatible with VOICEVOX and similar engines through the Model Context Protocol. Facilitates speech audio generation using AI agents compatible with MCP clients. - **[MS SQL Server Integration](https://github.com/dperussina/mssql-mcp-server)** - Query and explore Microsoft SQL Server databases using natural language, enabling users to view table structures and execute read-only SQL queries effortlessly. Provides a safe and user-friendly interface for AI assistants to interact with databases without coding experience. - **[Astro Docs](https://github.com/dreyfus92/astro-docs-mcp)** - Provides access to Astro documentation for AI agents to assist with Astro-related tasks. Enables searching, listing, and reading documentation sections through a simple interface. - **[CrewAI Adapter](https://github.com/dshivendra/crewai_mcp_adapter)** - Integrates CrewAI's functionalities with MCP support, enabling the development of custom agents and tools while ensuring type safety and validation. Facilitates seamless tool integration with detailed execution metadata. - **[Netbox Integration Server](https://github.com/duckmak14/netbox-mcp)** - Integrate and manage network infrastructure by connecting Netbox's functionalities with multi-cloud platform capabilities. Automates and streamlines access and control over network resources through a unified interface. - **[Dumpling AI MCP Server](https://github.com/Dumpling-AI/mcp-server-dumplingai)** - Integrates data scraping, content processing, and AI capabilities, with features for document conversion, web scraping, and knowledge management. Supports real-time information access through various data APIs and secure code execution. - **[Unity MCP Template](https://github.com/dunward/unity-mcp-template)** - A TypeScript-based MCP server that facilitates interaction with Unity, allowing for the creation and configuration of custom tools to enhance Unity projects. The server supports basic functionalities through a Unity-based interface while ensuring compatibility with legacy systems. - **[Micromanage Development Task Manager](https://github.com/Durable-Technology/mcp-micromanage-your-agent)** - Manage development tasks by breaking them down into pull requests and commits, requiring user feedback at each step. Visualize and track real-time progress through a React-based dashboard to maintain oversight on coding agents' work. - **[Aider](https://github.com/duzitao1/aider)** - AI-assisted pair programming tool that integrates directly into the terminal, enabling users to edit code, manage git repositories, and receive intelligent suggestions for improvements or bug fixes in real-time. - **[Genesis](https://github.com/dustland/genesis-mcp)** - Run immersive simulations in the Genesis World with advanced visualization capabilities, enabling dynamic environments and interactions through a user-friendly interface. - **[GitHub Repository Scanner](https://github.com/dylandaubenspeck/mcp-github-ocr)** - Scans GitHub repositories to provide structured access to their file trees and contents, allowing users to view directories and files easily. Supports secure access to both public and private repositories using user-provided GitHub tokens. - **[Advanced PocketBase Server V2](https://github.com/DynamicEndpoints/advanced-pocketbase-mcp-server)** - Interact with PocketBase databases, enabling advanced database operations and schema management, including custom collection handling and index management. - **[AutoGen Server](https://github.com/DynamicEndpoints/Autogen_MCP)** - Facilitates the creation and management of AI agents that engage in natural language interactions and collaborate to solve problems. Supports orchestration of both individual and group conversations with customizable configurations and built-in error handling. - **[Patchright Lite](https://github.com/dylangroos/patchright-mcp-lite)** - Provides stealth browser automation capabilities, allowing AI models to browse, interact, extract content, and manage browser sessions while employing advanced anti-detection features. Integrates seamlessly with the Model Context Protocol for efficient command execution and data handling. - **[DevTools](https://github.com/DXHeroes/mcp-devtools)** - Connect AI assistants to various external services and tools through a robust framework, enabling data manipulation and powerful interactions. Supports integrations with Jira and Linear for enhanced project management capabilities. - **[Netlify MCP Server](https://github.com/DynamicEndpoints/Netlify-MCP-Server)** - Interact with Netlify to manage and deploy sites using the CLI, handling tasks such as managing environment variables and build processes. - **[AI-Powered FastAPI Server](https://github.com/eagurin/myaiserv)** - Seamless integration with Large Language Models using a high-performance FastAPI server. Provides a standardized interface for interaction through the Model Context Protocol (MCP). - **[E2B](https://github.com/e2b-dev/mcp-server)** - Integrates code execution and interpretation capabilities for AI applications, enhancing agent functionality through the E2B Sandbox. Compatible with JavaScript and Python editions for dynamic code manipulation. - **[Memory Server](https://github.com/ebailey78/mcp-memory)** - Manage and maintain structured memories across chat sessions to enhance project continuity and context. Save and retrieve important information over time, building a comprehensive knowledge base tailored to long-term project workflows. - **[Python SDK](https://github.com/eduardompc/python-sdk)** - Build and connect applications to language models using a standardized protocol, facilitating the creation of servers that expose various tools, resources, and prompts for enhanced model interactions. - **[Dart MCP Server](https://github.com/egyleader/dart-mcp)** - Facilitates the execution of Dart SDK commands to analyze, compile, and manage Dart projects, enhancing the integration of AI coding assistants within Dart/Flutter development environments. It provides intelligent path handling and requires no configuration for streamlined development. - **[Systemprompt MCP Core](https://github.com/Ejb503/systemprompt-mcp-core)** - Enables the creation, management, and versioning of AI agents through a prompt and tool management system, integrating seamlessly with systemprompt.io for enhanced functionality. - **[Database Tools](https://github.com/elber-code/database-tools)** - Query MySQL databases directly using Claude AI, executing SQL queries and retrieving formatted results for user-friendly reading. Access metadata about tables, including their size and structure. - **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure access to global residential proxies with dynamic IP rotation for AI systems. Facilitates anonymous and reliable web data extraction with adaptive rate limiting and intelligent content sanitization. - **[Lovable Project Interface](https://github.com/elinmaks/mining-terminal-express)** - Facilitates intuitive web-based editing and deployment of applications with automatic commits to a repository. Supports integration with IDEs and GitHub Codespaces for flexible project management and development workflows. - **[Ollama Integration Server](https://github.com/emgeee/mcp-ollama)** - Integrates Ollama models with various MCP clients, enabling seamless interaction with AI models in applications like Claude Desktop. Requires Python and Ollama to operate, with models pulled to use effectively. - **[GCP MCP](https://github.com/eniayomi/gcp-mcp)** - Interact with Google Cloud Platform resources using natural language to manage and query GCP environments effortlessly. Supports multiple projects and ensures secure handling of credentials while executing tasks locally. - **[MCPServe](https://github.com/enso-labs/mcp-sse)** - Seamlessly connects to local environments to execute shell commands while supporting real-time communication with language models. It can be hosted locally or within a Docker container, offering a straightforward setup for integration. - **[Enkrypt AI MCP Server](https://github.com/enkryptai/enkryptai-mcp-server)** - Integrates red-teaming, prompt auditing, and AI safety analysis for enhanced workflows. Facilitates real-time prompt risk analysis, adversarial prompt generation, and monitoring of LLMs. - **[Guardian](https://github.com/eqtylab/mcp-guardian)** - Manage access to MCP servers with real-time control over LLM activities, including message logging and approval capabilities. Effortlessly switch between multiple MCP server configurations without manual file management. - **[Cursor Sound](https://github.com/ericlistin/sound-mcp)** - Plays sound effects after Cursor AI completes code generation to enhance the coding experience. Users can customize sound effects, integrating audio feedback into their development environment. - **[LangChain Gemini Tool Server](https://github.com/eriktilio/mcp-langchain-integration)** - Integrates LangChain with Google's Gemini model and custom tools for natural language interpretation and mathematical expression calculation. Runs a local tool server that processes mathematical expressions and seamlessly connects with the chain for dynamic tool invocation. - **[Grep Server](https://github.com/erniebrodeur/mcp-grep)** - Expose grep functionality to applications, enabling pattern searching in files and retrieval of system grep information. Supports advanced search options and regular expressions for enhanced data processing capabilities. - **[Blowback](https://github.com/ESnark/blowback)** - Integrate front-end development servers with an MCP server to capture browser console logs, manage checkpoints, and improve debugging workflows. Supports various frameworks, enhancing development processes through log management and streamlined testing capabilities. - **[Vite MCP Server](https://github.com/ESnark/blowback)** - Connects front-end development environments to Cursor agents for real-time code modification and live updates, enhancing debugging and testing efficiency through automated browser integration and log management. - **[J.A.R.V.I.S.](https://github.com/essenecrucix-netizen/jarvis)** - An intelligent coding assistant that supports multiple AI models for code generation, modifications, and technical discussions. It can handle various file types for text extraction and data parsing to facilitate development tasks. - **[HuggingFace Space](https://github.com/evalstate/mcp-hfspace)** - Connects to Hugging Face Spaces to access various AI models for tasks including image generation, text-to-speech, speech-to-text, and chat functionalities, requiring minimal setup. - **[Webcam](https://github.com/evalstate/mcp-webcam)** - Streams live images from a webcam to an MCP Client, supporting both capturing frames and taking screenshots. - **[OpenFGA MCP Server](https://github.com/evansims/openfga-mcp)** - Enables Large Language Models to interact with OpenFGA stores, facilitating reading, searching, and manipulation tasks. Supports fine-grained authorization through agentic AI and vibe coding. - **[Conversational Application Framework](https://github.com/eversonpereira/mcp)** - Build conversational applications that utilize local large language models, vector memory for context management, and a plugin system to perform real actions. Features include multi-user and session support, along with automatic long history summarization. - **[Nerve](https://github.com/evilsocket/nerve)** - Create and execute LLM-based agents using a simple YAML configuration and a powerful CLI. Integrate with various MCP servers and utilize built-in tools for common tasks in agent development and deployment. - **[Terragrunt Docs Provider](https://github.com/Excoriate/mcp-terragrunt-docs)** - Provides access to up-to-date Terragrunt documentation and GitHub issue information for enhanced infrastructure-as-code development. Enables contextual querying and assistance for AI workflows or IDE integrations. - **[github.dev Web-Based Editor](https://github.com/exczzz/dev)** - Provides a web-based code editing experience in a browser, enabling users to navigate and edit GitHub repositories without local setup. Users can easily make and commit changes directly from the VS Code environment by modifying repository URLs. - **[Code MCP](https://github.com/ezyang/codemcp)** - Facilitates coding interactions with Claude Sonnet, allowing for direct edits to codebases, integration with Git for project management, and running tests. It supports collaborative coding environments where users can communicate with Claude about project changes and enhancements. - **[Deskaid](https://github.com/ezyang/codemcp)** - Enhance file management by reading, writing, and editing text and image files with powerful MCP tools. Supports efficient file operations with optional customization parameters. - **[Playwright](https://github.com/executeautomation/mcp-playwright)** - Provides browser automation capabilities, enabling interaction with web pages, taking screenshots, and executing JavaScript in a browser environment. - **[Dify MCP Server](https://github.com/faiz-gear/dify-mcp-server-ts)** - Expose Dify workflows as tools for integration with MCP, converting applications into interactive tools and supporting streaming responses. - **[Basic of Javascript](https://github.com/Faizanadvance/javascripts)** - Provides foundational JavaScript code examples and tutorials to assist users in learning and understanding JavaScript programming concepts effectively. - **[Gemini Thinking](https://github.com/falahgs/gemini-thinking-mcp)** - Leverage the advanced reasoning capabilities of the Gemini model for quick and accurate problem-solving. Engage in structured thinking and step-by-step analysis to enhance decision-making processes. - **[FalkorDB MCP Server](https://github.com/FalkorDB/FalkorDB-MCPServer)** - Connects AI models with FalkorDB graph databases to facilitate querying and interaction through the Model Context Protocol. Translates and routes requests to FalkorDB while formatting responses per MCP standards. - **[Super Windows CLI Server](https://github.com/Faucet94/super-win-cli-mcp-server)** - Control Windows environments via a command-line interface with unrestricted access to files, processes, and system settings. Designed for environments where SYSTEM-level privileges are appropriate and security risks are managed. - **[IDA Pro MCP Server](https://github.com/fdrechsler/mcp-server-idapro)** - Automate reverse engineering and binary analysis tasks using IDA Pro through a standardized interface. Execute scripts, retrieve binary information, and perform advanced analysis to enhance productivity in software analysis. - **[Refine Prompt](https://github.com/FelippeFarias/refine-prompt)** - Transforms basic prompts into structured instructions for large language models to improve interaction quality and response comprehension. - **[3D Thumbnail Renderer Example](https://github.com/felixizraitel/3d-thumbnail-example)** - Provides a setup for creating interactive 3D thumbnail components using React and TypeScript with Vite, enabling hot module replacement and ESLint integration for better development practices. Simplifies the process of building, previewing, and linting projects with preconfigured tools and settings. - **[Fastn Server](https://github.com/fastnai/mcp-fastn)** - Facilitates dynamic tool registration and execution across multiple APIs, integrating services like Slack and Notion for real-time operations. Designed for scalability and performance, it supports various API-driven tasks and workflows. - **[Image-Gen-Server](https://github.com/fengin/image-gen-server)** - Generate images from text descriptions and save them, seamlessly integrated with Cursor IDE. Users can create multiple image outputs simultaneously and specify custom save paths. - **[iTerm](https://github.com/ferrislucas/iterm-mcp)** - Connects directly to an iTerm session to execute commands, interact with REPLs, and manage terminal output efficiently. Provides control over terminal actions and integrates with the model for real-time task delegation and responses based on the terminal content. - **[Hardhat Project](https://github.com/firevenus/Keam)** - Facilitates the development and deployment of smart contracts using Hardhat. It includes built-in testing and deployment tools, along with sample contracts to enhance the development process. - **[MCP Servers](https://github.com/fist-maestro/mcp-servers)** - Integrates multiple services into Cursor IDE, providing example and weather functionalities to enhance the development workflow. It includes controllers for handling requests and services that encapsulate business logic. - **[Code Context Server](https://github.com/fkesheh/code-context-mcp)** - Clone local git repositories, process branches and files, generate embeddings for code chunks, and perform semantic searches over code. Utilize local repositories for efficient code context retrieval and improve development workflows. - **[Drawing Tool for AI Assistants](https://github.com/flrngel/mcp-painter)** - Create and manipulate drawings using a canvas interface, enabling the drawing of filled shapes and exporting of images in PNG format. Provides raw canvas data in JSON format for further processing. - **[Server Modal](https://github.com/Flux159/mcp-server-modal)** - Deploy Python scripts to Modal, facilitating the generation and sharing of modal applications from Claude with minimal commands. - **[Flyworks Lipsync Server](https://github.com/Flyworks-AI/flyworks-mcp)** - Generate fast and free lipsync videos for digital avatars using audio or text inputs, supporting both realistic and cartoon-style animations. The server offers synchronous and asynchronous processing modes for automating avatar video creation workflows. - **[Vibehacker Metasploit Interface](https://github.com/foolsec/vibehacker_metasploit_mcp)** - Facilitates interaction with Metasploit Framework capabilities for AI agents, enabling listing of exploits, generation of payloads, and session management. Aids in automating security testing processes through command execution. - **[Code Runner MCP Server](https://github.com/formulahendry/mcp-server-code-runner)** - Run code snippets in various programming languages and view the results instantly. Supports a wide range of languages for testing and debugging code snippets efficiently. - **[Prefect MCP Server](https://github.com/fortunto2/prefect-mcp-server)** - Interacts with the Prefect API to manage tasks and resources efficiently. Provides a reliable server configuration for the Cursor IDE to streamline development workflows. - **[Binary Ninja MCP](https://github.com/fosdickio/binary_ninja_mcp)** - Integrates Binary Ninja with LLM capabilities to enhance binary analysis workflows, enabling real-time function renaming and report generation. Facilitates improved reverse engineering processes through AI assistance. - **[think-tool](https://github.com/fourcolors/think-tool)** - Provides a structured thinking environment for AI assistants to reason through complex problems step-by-step, utilizing built-in templates for various thinking frameworks and ensuring compliance with policies. - **[Hoppscotch](https://github.com/fonhal/hoppscotch)** - Hoppscotch provides a user-friendly interface to create and send API requests efficiently. It streamlines the API development process by offering features for organizing requests, managing environments, and facilitating team collaboration. - **[gqai](https://github.com/fotoetienne/gqai)** - Expose GraphQL backend operations as callable tools for AI models, enabling seamless integration of GraphQL queries and mutations. Automatically generate an MCP server from GraphQL schemas and operations for AI invocation with or without arguments. - **[NOVA Security Gateway](https://github.com/fr0gger/nova_mcp)** - Validates and filters prompts in LLM workflows to prevent security risks and unauthorized inputs. It checks incoming prompts against configurable NOVA rules, blocking those that match high-severity security patterns and providing structured logging for prompt security. - **[Sequential Thinking Multi-Agent System](https://github.com/FradSer/mcp-server-mas-sequential-thinking)** - Collaborate with a team of specialized agents to enhance problem-solving through a dynamic analysis of ideas. This system processes and synthesizes thoughts for nuanced and evolving interactions. - **[Local Web Search Server](https://github.com/FradSer/mcp-server-local-web-search)** - Perform local web searches and extract relevant content from web pages, returning structured results including titles, URLs, and descriptions. The server supports customizable result limits, content truncation, domain filtering, and utilizes headless browser operations for enhanced performance. - **[Hex MCP Server](https://github.com/franccesco/hex-mcp)** - Manage and execute Hex projects effectively. Retrieve project details, track run statuses, and manage project executions with a variety of provided tools. - **[Omi MCP Server](https://github.com/fourcolors/omi-mcp)** - Manage conversations and memories with the Omi API, enabling retrieval, creation, and manipulation of user data for enhanced conversational capabilities. - **[Postman Mock Collection Processor Server](https://github.com/freebeiro/postman-mcp-server)** - Manage API testing workflows by creating mock servers and running tests against Postman collections. The server facilitates test scenario management and integrates with Newman for API testing. - **[MCP Server](https://github.com/freedanfan/mcp_server)** - Enables standardized context interaction between AI models and development environments, enhancing scalability and maintainability. Provides efficient API endpoints for model deployment, input/output consistency, and management of AI tasks. - **[Vibe Coder](https://github.com/freshtechbro/Vibe-Coder-MCP)** - Facilitates software development tasks through code generation, refactoring, and project management, while enhancing AI assistance in research and planning. - **[My Server](https://github.com/French-Team/my-server-mcp)** - Manage interactions with the GitHub API to facilitate actions like repository management and issue tracking. Integrate GitHub functionalities into applications for streamlined development processes. - **[Flask](https://github.com/FRVJR/flask)** - Flask is a minimal server framework that enables the creation of web applications in Python, designed to respond with JSON data. It provides a straightforward setup for building RESTful services and web applications quickly and efficiently. - **[Smooth Operator Agent Tools](https://github.com/fstandhartinger/smooth-operator-client-python)** - Automates complex tasks on Windows systems by interacting with UI elements, capturing screenshots, and controlling browsers. Integrates with Python applications to enhance productivity through advanced AI functions. - **[privateGPT MCP Server](https://github.com/Fujitsu-AI/MCP-Server-for-MAS-Developments)** - Integrates privateGPT with MCP-compatible applications, enabling secure management of knowledge sources and user interactions while leveraging advanced AI capabilities. - **[Agentic Control Framework](https://github.com/FutureAtoms/agentic-control-framework)** - Manage and organize development tasks using a CLI, with features for breaking down complex projects, tracking progress, and adapting to changing requirements. Integrates with Cursor IDE via MCP for enhanced productivity. - **[Fusion Copilot](https://github.com/fusion-tech-org/fusion-copilot)** - Integrates Tauri, React, and TypeScript to facilitate the development and previewing of applications using Vite. Offers a comprehensive template that supports modern web development workflows. - **[Fused MCP Agents](https://github.com/fusedio/fused-mcp)** - Connects large language models (LLMs) to APIs and executable Python code, facilitating local data science workflows. Provides a user-friendly notebook guide to create agents and functions efficiently. - **[WhatsApp Web Integration](https://github.com/fyimail/whatsapp-mcp2)** - Automate and enhance WhatsApp interactions by connecting WhatsApp Web with AI models through a standardized Model Context Protocol (MCP) interface. Supports flexible deployment options and integrated functionality for communication improvement. - **[Server Commands](https://github.com/g0t4/mcp-server-commands)** - An MCP server that executes shell commands or scripts, returning both standard output and error messages. It supports the execution of various commands and allows input via stdin for enhanced functionality. - **[Memory Management Server](https://github.com/g0t4/mcp-server-memory-file)** - Manage and enhance chat experiences by allowing AI models to remember and recall information during conversations. Effortlessly add, search, delete, and list memories using a simple text file system to improve context retention and response relevance. - **[macOS Defaults MCP Server](https://github.com/g0t4/mcp-server-macos-defaults)** - Read and write macOS system settings through commands to manage user preferences efficiently. Offers tools for listing domains, searching settings, and reading or modifying preferences. - **[Unix Shell Server](https://github.com/gamunu/mcp-unix-shell)** - Execute Unix shell commands securely and efficiently while listing previous command executions and configuring allowed commands to enhance security. Integrate with applications to leverage shell capabilities without compromising safety. - **[Memento](https://github.com/gannonh/memento-mcp)** - Memento is a knowledge graph memory system that facilitates semantic search and contextual recall, enabling LLM applications to manage and retrieve information with temporal awareness. It offers a persistent and adaptive long-term memory structure through ontological entity nodes. - **[Sleep Server](https://github.com/Garoth/sleep-mcp)** - Introduces delays in operations for managing timing between API calls or testing systems that require eventual consistency. Utilizes a simple sleep function to wait for specified durations in milliseconds. - **[Super Secret MCP Server](https://github.com/gbti-network/mcp-whats-the-passphrase)** - Generates random combinations of US States and signature soup. It provides a pure Node.js implementation that complies with JSON-RPC 2.0. - **[Prompt Server](https://github.com/gdli6177/mcp-prompt-server)** - Offers preset prompt templates for tasks like code review, API documentation generation, and code refactoring, supporting dynamic parameter replacements and easy modifications. Integrates seamlessly with editors like Cursor and Windsurf to enhance user experience. - **[Embedding MCP Server](https://github.com/Geeksfino/kb-mcp-server)** - Provides semantic search capabilities, builds and queries knowledge graphs, and facilitates AI-driven text processing through a standardized interface. Integrates vector databases with relational databases for enhanced data utilization. - **[Postman MCP Server](https://github.com/Gechmind/mcp-postman)** - Executes Postman collections using Newman to conduct API tests and retrieves detailed results with success/failure status and test summaries. It also supports environment files and global variables for comprehensive testing setups. - **[txtai Embedding MCP Server](https://github.com/Geeksfino/kb-mcp-server)** - Leverage semantic search and knowledge graph capabilities to enhance applications, allowing efficient management of knowledge bases and AI-driven text processing. Integrates vector indexes and relational databases for comprehensive data utilization. - **[ArcanoCipher Core](https://github.com/genXstark/ArcanoCipher-Core)** - Provides a containerized backend infrastructure for application deployment with integrated services like Docker, MongoDB, GitHub Enterprise, and Azure. Facilitates scalability, security, and efficient development operations. - **[Gemini MCP Server](https://github.com/georgejeffers/gemini-mcp-server)** - Integrates Google's Gemini Pro model for text generation and advanced AI functionalities. Connects to the Gemini API through a TypeScript server implementation. - **[Git Repository Interaction Server](https://github.com/geropl/git-mcp-go)** - Enable interaction and automation of Git repositories through a standardized MCP interface. Perform operations such as checking status, viewing diffs, committing changes, and managing branches across multiple repositories. - **[Replicate](https://github.com/gerred/mcp-server-replicate)** - Resource-based access to AI model inference focused on image generation via the Replicate API, enabling streamlined interactions for generating images from various AI models. - **[Minecraft Model Context Protocol](https://github.com/gerred/mcpmc)** - MCPMC is an MCP server that facilitates interaction with Minecraft through the Mineflayer library, enabling AI agents to control Minecraft bots using a standardized JSON-RPC interface. - **[MCP Unified Server](https://github.com/getfounded/mcp-tool-kit)** - Enables integration of AI models with external systems and tools through file operations, browser automation, and API access. Facilitates the creation of custom tools for specific tasks to enhance AI capabilities. - **[MCP Tool Kit](https://github.com/getfounded/mcp-tool-kit)** - Enhance AI assistants with integrated tools for file operations, web searches, and data analysis. Streamline workflows by enabling agents to perform complex tasks efficiently and access external resources seamlessly. - **[Ashra MCP](https://github.com/getrupt/ashra-mcp)** - A server that enables connection to the Ashra AI system using the Model Context Protocol, facilitating interaction and data exchange. - **[Coding Standards Server](https://github.com/ggerve/coding-standards-mcp)** - Access coding style guidelines and best practices for technologies like Java, Python, and React to improve code quality and maintainability. Offers structured resources on naming conventions, organization, and framework-specific coding practices. - **[Graphiti Knowledge Graph Server](https://github.com/getzep/graphiti)** - Enables the construction and querying of real-time, temporally-aware knowledge graphs, managing entities, relationships, and episodes. Facilitates semantic and hybrid searches to enhance memory and reasoning in AI agents. - **[Metasploit Integration Server](https://github.com/GH05TCREW/MetasploitMCP)** - Integrates AI assistants with the Metasploit Framework, enabling natural language control over penetration testing workflows. Provides access to exploitation and post-exploitation tools through standardized commands. - **[Python Toolbox](https://github.com/gianlucamazza/mcp_python_toolbox)** - Facilitates management and development of Python projects by performing file operations, analyzing and formatting code, managing dependencies, and executing scripts within a secure environment. - **[AutoGPT Server](https://github.com/Giftedx/AutoGPT)** - Create, deploy, and manage continuous AI agents to automate complex workflows. Monitor and optimize agent performance using built-in analytics and controls. - **[GibsonAI Server](https://github.com/GibsonAI/mcp)** - Facilitates project creation and updates, database interaction, and API usage within IDEs, enhancing coding workflows and AI-assisted development. - **[Ultimate Self-Evolving Cursor](https://github.com/giorgos3215/ultimate-cursor-mcp)** - Integrates advanced web, code, and file operations with Supabase for database management, providing tools for web scraping, code analysis, and file handling alongside AI-powered functionalities for intelligent analysis and self-improvement based on usage patterns. - **[Postman Tool Generation Server](https://github.com/giovannicocco/mcp-server-postman-tool-generation)** - Generates AI agent tools from Postman collections and requests by integrating with the Postman API. Converts API endpoints into type-safe code for use with various AI frameworks. - **[Calculator Server](https://github.com/githubpradeep/calc-mcp71)** - Provide basic arithmetic operations as callable tools for Large Language Models via the Model Context Protocol. Perform addition, subtraction, multiplication, and division with input validation to prevent errors like division by zero. Enable seamless integration of calculator functions into LLM workflows for enhanced computational capabilities. - **[Android ADB Server](https://github.com/github-hewei/mcp-android-adb-server)** - Manage Android devices using ADB commands for installing, uninstalling, and controlling applications. Perform screen operations and input actions, with added support for visual model integration to generate screen descriptions. - **[Calculator](https://github.com/githejie/mcp-server-calculator)** - Enables precise numerical calculations by evaluating given mathematical expressions. - **[SBOM Server](https://github.com/gkhays/mcp-sbom-server)** - Performs scans and generates Software Bill of Materials (SBOM) in CycloneDX format, while identifying vulnerabilities in software dependencies. Facilitates integration with MCP clients for efficient scanning and reporting. - **[Glif](https://github.com/glifxyz/glif-mcp-server)** - Run AI workflows and manage user profiles with ease while accessing detailed glif information and metadata through the Model Context Protocol. Customize tools for AI-driven tasks by adding or removing them as needed. - **[Simple Memory Extension Server](https://github.com/gmacev/Simple-Memory-Extension-MCP-Server)** - Store and recall important information for agents, manage memory through context item and namespace functionalities, and facilitate semantic search capabilities for relevant context retrieval. - **[Framelink Figma MCP Server](https://github.com/GLips/Figma-Context-MCP)** - Connects coding agents to Figma data for seamless design implementation across various frameworks, facilitating the conversion of design assets into code in a single step. - **[moling](https://github.com/gojue/moling)** - Moling is a local office automation assistant that interacts with the operating system through APIs, facilitating system-level operations. - **[Audio Interface Server](https://github.com/GongRzhe/Audio-MCP-Server)** - Enables interaction with a computer's audio system by listing audio devices, recording audio from microphones, and playing back recordings or audio files. Facilitates audio management and integrates audio input and output control for AI assistants. - **[伺服器工具集](https://github.com/GonTwVn/GonMCPtool)** - A collection of tools for development and maintenance tasks, including file operations, task management, and code editing functionalities. Supports basic calculations and npm commands for project building and dependency management. - **[Terminal Controller](https://github.com/GongRzhe/terminal-controller-mcp)** - Execute terminal commands securely, manage file systems, and navigate directories through a standardized interface with built-in safeguards and command history tracking. - **[Toolbox for Databases](https://github.com/googleapis/genai-toolbox)** - Facilitates the development of AI tools that interact with databases, handling complexities like connection pooling and authentication. Includes observability features to enhance performance and security during data access. - **[Tinyman MCP Server](https://github.com/GoPlausible/tinyman-mcp)** - Provide tools for seamless interaction with the Tinyman AMM protocol on the Algorand blockchain, facilitating pool management, asset swaps, and liquidity operations. Enhance decentralized trading workflows with advanced analytics and asset management capabilities. - **[Algorand MCP Server](https://github.com/GoPlausible/algorand-mcp)** - Interact with the Algorand blockchain, manage accounts, create assets, and execute transactions. Access both real-time and historical blockchain data to enhance applications. - **[GitHub Pull Request Data Provider](https://github.com/gourav221b/Github-PR-MCP-server)** - Analyze GitHub Pull Requests efficiently and integrate with applications to retrieve and manipulate PR data using the Model Context Protocol. - **[Dify Workflow Server](https://github.com/gotoolkits/mcp-difyworkflow-server)** - Manage and execute Dify workflows with support for on-demand operation of multiple custom workflows. - **[TypeScript Prompt MCP](https://github.com/gpaul-mcp/MCP_prompt_localDev)** - Provides pre-defined prompt templates for generating detailed project plans in TypeScript, including API architectures and GitHub workflows. Facilitates structured project planning for AI models, enhancing their ability to produce high-quality, project-specific outputs. - **[GitHub](https://github.com/github/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's APIs for seamless integration and advanced functionality. - **[Unified MCP Server](https://github.com/GrandMasterK414/mcp-servers)** - Integrates multiple specialized tools for software development directly within the Cursor IDE, enhancing coding efficiency. Features include file management, GitHub integration, API testing, and database exploration. - **[Grey Swan LLM Safety Challenge](https://github.com/GravityPhone/SwanzMCP)** - Document and analyze safety challenges related to LLMs, track vulnerabilities, and facilitate structured analysis of interactions with AI systems. - **[Graphistry Graph Visualization Server](https://github.com/graphistry/graphistry-mcp)** - Provides GPU-accelerated graph visualization and advanced network analytics for complex network data, facilitating pattern discovery and community detection through a standardized API. - **[Adwords MCP](https://github.com/gregce/adwords-mcp)** - Injects advertisements into LLM responses, demonstrating the challenges posed by ad-injecting intermediaries in developer workflows. This project serves as a humorous exploration of potential business models around ad integration. - **[Remote MCP Server on Cloudflare](https://github.com/grocco/remote-mcp-server)** - Host a remote MCP server on Cloudflare Workers enabling OAuth login for secure access to tools and resources. Facilitates the integration and invocation of tools with MCP clients for enhanced LLM applications. - **[Neo4j MCP Clients & Servers](https://github.com/Guanxinyuan/neo4j)** - Leverage natural language to interact with Neo4j databases and manage knowledge graphs effortlessly. Transform natural language queries into Cypher commands and store knowledge graph memory in Neo4j or a file. - **[OpenAI Server](https://github.com/gto1seoul/openai-mcp)** - Integrate OpenAI's chat models into applications with seamless message passing and basic error handling. Supports multiple models including gpt-4o and o1 for enhanced AI interactions. - **[Server Replicate](https://github.com/guinness77/mcp-server-replicate)** - Provides resource-based access to AI model inference specifically for image generation, facilitating the creation of high-quality images from text descriptions with options for style control and quality presets. Includes features for model discovery, webhook integration, and secure API key management. - **[Cloudflare MCP Server for IDE](https://github.com/GutMutCode/mcp-server-cloudflare)** - Manage Cloudflare accounts using natural language commands to deploy Workers, manage databases, and handle storage tasks. Interact with the Cloudflare API seamlessly within an IDE environment. - **[h4chik1](https://github.com/h4chik1/h4chik1)** - Connect with various real-world data sources and tools to enhance applications and workflows. Provides integrations for seamless data interaction. - **[Geeker-Admin](https://github.com/HalseySpicy/Geeker-Admin)** - Geeker-Admin is an open-source management system framework built with Vue3, TypeScript, and Vite. It supports dynamic routing, button-level permission control, and includes a variety of reusable components and hooks to enhance development efficiency. - **[HAM0852 Personal Profile](https://github.com/HAM0852/HAM0852)** - Showcases the personal profile, work experience, skills, and recent activities of the developer 皇阿玛同学, providing insights into programming expertise and professional contributions. - **[MyBatis XML Fast Develop](https://github.com/halavah/mybatis-xml-fast-develop)** - Facilitates the rapid development of MyBatis XML and Spring Boot applications by enabling automatic generation of XML mappings and SQL based on entity classes and annotations, thus simplifying the development process for various databases. - **[Stata MCP](https://github.com/hanlulong/stata-mcp)** - Integrates Stata commands into coding environments such as VS Code and Cursor, enabling the execution of Stata scripts and real-time output viewing. Supports AI assistance for enhanced coding and data insights within the Stata context. - **[Network Plugins](https://github.com/HamyFuri/Network-Plugins)** - Enhance applications with networking functionalities to improve performance and connectivity. Integrate ready-to-use plugins for streamlined development processes. - **[GraphQL Schema](https://github.com/hannesj/mcp-graphql-schema)** - Explore and interact with GraphQL schemas, retrieving detailed type definitions and simplifying field information including types and arguments. Search for types and fields using pattern matching, and filter out internal GraphQL types for cleaner results. - **[OpenAPI Schema](https://github.com/hannesj/mcp-openapi-schema)** - Exposes OpenAPI schema information for Large Language Models to explore and understand API specifications, including paths, operations, and schemas. Provides detailed request and response schemas in an easily comprehensible format. - **[SQLite Explorer](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server)** - Provides read-only access to SQLite databases through the Model Context Protocol (MCP), allowing for querying and data exploration with built-in safety features and query validation. - **[LaTeX to MathML Server](https://github.com/HappyAny/latex-mathml-mcp-server)** - Converts LaTeX mathematical expressions to MathML format. Supports both tool-based and resource-based access for integration into applications using the MCP protocol. - **[n8n Workflow Builder](https://github.com/hardspoon/n8n-workflow-builder)** - Manage n8n workflows by listing, creating, updating, activating, and deleting them through a standardized MCP interface. Access detailed workflow and execution data to enhance context and control in automation environments. - **[DeepSeek-Claude](https://github.com/HarshJ23/deepseek-claude-MCP-server)** - Integrates DeepSeek R1's advanced reasoning engine with Claude to enhance reasoning capabilities for complex tasks. Supports intricate multi-step reasoning for improved precision and efficiency. - **[HANA Cloud Server](https://github.com/HatriGt/hana-mcp-server)** - Integrates machine learning operations with SAP HANA Cloud by managing model metadata, execution contexts, and providing communication protocols. Supports a standardized interface for efficient interaction with the HANA Cloud database and Cursor IDE. - **[Shell MCP Server](https://github.com/hdresearch/mcp-shell)** - Execute shell commands securely in a controlled environment with built-in security measures to prevent dangerous operations while validating command existence. - **[Python REPL Server](https://github.com/hdresearch/mcp-python)** - Execute Python code with a persistent session, manage variables, and install packages through the MCP protocol. - **[n8n](https://github.com/hectormago/n8n)** - An automation platform that enables the creation of workflows by integrating over 400 tools and services, providing both code-based and no-code solutions. It supports building AI agent workflows using user-defined data and models with JavaScript or Python. - **[Linear Regression](https://github.com/HeetVekariya/Linear-Regression-MCP)** - Train a linear regression model by uploading a CSV dataset, with a complete machine learning workflow that includes data preprocessing, model training, and evaluation using RMSE. - **[Shadcn-vue MCP Server](https://github.com/HelloGGX/shadcn-vue-mcp)** - A tool designed to instantly create UI components using natural language descriptions while integrating with the shadcn-vue component library and Tailwind CSS. It enhances front-end development through AI-driven code refinement and TypeScript support. - **[OpenRouter MCP Server](https://github.com/heltonteixeira/openrouterai)** - Seamless access to various AI models through a unified, type-safe interface with features like caching, rate limiting, and error handling. - **[OpenRouter MCP Server](https://github.com/heltonteixeira/openrouterai)** - Integrates with OpenRouter.ai's model ecosystem, providing access to various AI models through a unified, type-safe interface. Features include caching, rate limiting, and error handling to enhance performance and reliability. - **[Screen View](https://github.com/hemenge133/screen-view-mcp)** - Capture and analyze screenshots using the Claude Vision API to gain insights into screen content and enhance productivity. Supports integration with AI code editors and other MCP-compatible assistants for improved workflow. - **[Self-Hosted Supabase MCP Server](https://github.com/HenkDz/selfhosted-supabase-mcp)** - Facilitates interaction with self-hosted Supabase instances by enabling database management, schema introspection, user authentication, and real-time data handling from development environments. - **[Titan Memory Server](https://github.com/henryhawke/mcp-titan)** - A memory engine designed for LLMs, enabling continuous learning and context management through a transformer-based neural memory system that can predict sequences and maintain state across interactions. - **[Windsurf Supabase Server](https://github.com/hertzfelt/windsurf-supabase-mcp)** - Integrate a Supabase database with the Windsurf Editor, providing real-time query validation and optimized response formatting for UI components. The server improves error handling and SQL query processing for better interaction experiences. - **[umi-plugin-mobx](https://github.com/HeskeyBaozi/umi-plugin-mobx)** - Integrates MobX state management with Umi applications, enabling the use of the MobX state tree in a structured manner. Automatically wraps route components with state tree nodes and allows for dynamic imports of state tree nodes. - **[Python Code Explorer](https://github.com/hesiod-au/python-mcp)** - Analyze and extract Python code structures with a focus on import relationships between files, while providing relevant code sections and project documentation for enhanced development workflows. - **[GitHub MCP Server](https://github.com/HeskeyBaozi/servers)** - Integrate with the GitHub API to manage repositories, perform file operations, and execute advanced searches. Automate workflows with features like automatic branch creation and comprehensive error handling. - **[Heurist Mesh](https://github.com/heurist-network/heurist-agent-framework)** - Heurist Mesh is an open network of modular AI agents designed to process data, generate reports, and engage in conversations collaboratively. It enables seamless integration of these agents into workflows through APIs, allowing for the deployment of decentralized and specialized AI solutions. - **[Bilibili Follower Count Query Service](https://github.com/HEXING19/bilibii-mcp-server)** - Query Bilibili user follower counts by providing their user ID, with support for error handling and detailed logging. The server can be integrated with AI models like Claude and GPT using the MCP protocol. - **[Automate GUI Testing and Control](https://github.com/hetaoBackend/mcp-pyautogui-server)** - Control mouse movements, simulate keyboard input, and capture screenshots for automated GUI testing across multiple platforms, including Windows, macOS, and Linux. - **[Sakura Cloud MCP Server](https://github.com/hidenorigoto/sacloud-mcp)** - Interact with Sakura Cloud infrastructure to access and manage cloud resources, including servers, disks, and networks, while retrieving detailed information and handling containerized applications. - **[Coding Prompt Engineer](https://github.com/hireshBrem/prompt-engineer-mcp-server)** - Rewrites coding prompts to improve their effectiveness for Cursor AI and similar AI IDEs, utilizing the Claude model by Anthropic for enhanced prompt formatting. - **[Postmancer](https://github.com/hijaz/postmancer)** - Standalone MCP server facilitating API testing and management, enabling AI assistants to communicate with RESTful APIs using natural language. Supports making HTTP requests, organizing requests in collections, and managing authentication methods. - **[GitHub Integration](https://github.com/highlight-ing/highlight-github-mcp)** - Retrieve diffs from GitHub Pull Requests to analyze code changes. Simplify development workflows by integrating diff retrieval directly into tools. - **[OpenAPI MCP Server](https://github.com/hks-anakin/openapi-mcp-server)** - Explores and summarizes OpenAPI specifications, providing overviews and specific endpoint details without requiring authentication. Facilitates understanding of APIs by generating code snippets and offering insights into operations. - **[Go Language Server Integration](https://github.com/hloiseaufcms/mcp-gopls)** - Enhance AI assistants with Go code analysis capabilities by leveraging the Language Server Protocol for tasks like code navigation, diagnostics, and suggestions. Interact with Go tools for efficient coding workflows. - **[Private GitHub Search](https://github.com/Hint-Services/obsidian-github-mcp)** - Facilitates searching private GitHub repositories while managing rate limiting and error handling. Access file contents and issues securely using a GitHub token. - **[Command Proxy](https://github.com/Hormold/mcp-command-proxy)** - Acts as a proxy for executing CLI commands, capturing logs and key presses for interactive command-line applications. Specifically useful for Expo development, facilitating real-time command output integration. - **[Hugeicons MCP Server](https://github.com/hugeicons/mcp-server)** - Integrate Hugeicons into applications, providing tools for icon discovery, platform-specific usage instructions, and comprehensive documentation. The server enables AI assistants to offer precise guidance for using Hugeicons effectively. - **[Music Analysis](https://github.com/hugohow/mcp-music-analysis)** - Analyze audio files to extract features such as beat, duration, and MFCCs, including support for audio from local files, YouTube links, or direct audio links. - **[Audio Analysis](https://github.com/hugohow/mcp-music-analysis)** - Analyze audio files and extract features such as beat, duration, MFCC, and spectral centroid values. Supports processing audio from local files, YouTube links, and audio links. - **[Wordware MCP Server](https://github.com/hugobiais/wordware-mcp)** - Integrates Wordware deployed flows within conversations, enabling functionalities like founder analysis, sales prospect research, and saving content to Notion. Supports Google search and API capabilities to streamline workflow and task-solving. - **[Bruno MCP Server](https://github.com/hungthai1401/bruno-mcp)** - Enables the execution of API tests through Bruno collections, providing detailed execution results and insights via a standardized interface. Supports environment files and variables for enhanced testing workflows. - **[MCP PIF](https://github.com/hungryrobot1/MCP-PIF)** - Implement structured tools for meaningful human-AI interaction, facilitating progressive interaction patterns and development of understanding through the Model Context Protocol. - **[Weapon Recoil Generator Server](https://github.com/Hyeongseob91/mcp-server)** - Generates detailed weapon recoil trajectory data for various firearms and visualizes recoil patterns through 2D scatter plots. Supports simple API calls for weapon recoil generation and real-time recoil behavior tuning. - **[Lucidity](https://github.com/hyperb1iss/lucidity-mcp)** - Enhances AI-generated code quality through intelligent, prompt-based analysis by identifying common quality issues in code changes. Offers actionable feedback to improve maintainability and clarity of the code. - **[Node.js Debugger](https://github.com/workbackai/mcp-nodejs-debugger)** - Debug Node.js applications at runtime, enabling the identification and resolution of issues efficiently. Integrates with tools like Cursor and Claude Code for enhanced debugging capabilities. - **[Hummingbot](https://github.com/iamacnhero/hummingbot)** - Automates trading strategies across various cryptocurrency exchanges using an open-source framework. Supports both centralized and decentralized trading environments with customizable bots. - **[Quantum Computing Approach](https://github.com/iamleoluo/Quantum-Computing-Approach)** - Simulate classical physics phenomena using quantum computing techniques and tools like Qiskit. Provides interactive visualizations and insights into complex systems such as superconductivity and magnetism. - **[GitHub API MCP Server](https://github.com/iamadk/reference-servers)** - Interact with GitHub repositories to manage files, issues, and pull requests while preserving Git history. Supports batch operations and advanced search functionalities for enhanced repository management. - **[Ollama LLM Web Interface](https://github.com/IBK-Insurance/IBKI_LLM)** - Provides a web interface for real-time interaction with LLM models using Ollama, enabling users to chat and engage with various LLM capabilities through a responsive design. - **[Think Tool](https://github.com/iamwavecut/MCP-Think)** - Capture and analyze reasoning processes for AI models to enhance decision-making. Maintain focus by easily recording, retrieving, and clearing thought histories. - **[wxflows](https://github.com/IBM/wxflows)** - Deploys and manages projects using the wxflows framework, integrating various tools and data sources via the Model Context Protocol (MCP). Facilitates the use of the MCP TypeScript SDK alongside wxflows SDK for automated tool interactions. - **[Agno](https://github.com/Icarus-B4/agno)** - Build multimodal agents capable of processing text, images, audio, and video. Enhance applications with integrated memory, knowledge management, and automation tools. - **[AWS CLI Command Executor](https://github.com/IcyKallen/aws-cli-mcp-server)** - Execute AWS CLI commands and retrieve detailed information about AWS services through an MCP interface. List available AWS services and perform various AWS operations using natural language commands. - **[SouthAsia MCP Tools](https://github.com/igs-pochenkuo/southasia_mcp)** - A toolset for enhancing AI assistants with local development tasks, facilitating integration with custom tools for improved workflows. It includes simple greeting functionalities and serves as a template for developing additional MCP tools. - **[Playwright MCP Server](https://github.com/iiiusky/mcp-playwright)** - Automates browser interactions by taking screenshots, generating test code, and executing JavaScript in real browser environments. Enables interaction with web pages and facilitates web scraping. - **[GitMCP](https://github.com/idosal/git-mcp)** - Transform GitHub projects into remote endpoints for AI assistants, enabling access to project documentation through semantic search. Ensure privacy and zero setup for AI-powered documentation retrieval. - **[Python SDK for Model Context Protocol](https://github.com/imax09-wq/mcp-py)** - Facilitates connections between applications and large language models (LLMs) through a standardized protocol, enabling the exposure of resources, tools, and prompts for enhanced interactions. Supports integration of real-world data and functionalities into various projects. - **[VibeShift Web Tester](https://github.com/GroundNG/VibeShift)** - Automates web testing workflows by recording, executing, and discovering test scripts using natural language prompts. Integrates with AI coding assistants to generate Playwright-based tests, execute regression suites, and provide detailed feedback including screenshots and logs. - **[VibeCheck Web Testing Agent](https://github.com/GroundNG/VibeShift)** - Automates web testing workflows by recording and executing test scripts using natural language prompts. Provides detailed feedback, including test results and logs, and integrates with AI coding assistants for enhanced regression testing. - **[VoiceMacro](https://github.com/ImOrenge/VoiceMacroProject)** - VoiceMacro enables executing keyboard shortcuts and macros through voice commands on Windows. It supports custom voice command configurations and manages presets for frequent macro operations while running in the background. - **[LM Studio Bridge](https://github.com/infinitimeless/claude-lmstudio-bridge)** - Facilitates interaction between Claude and local LLMs in LM Studio, providing functionalities to access available models, generate text, and perform chat completions. Includes a health check tool to verify connectivity with LM Studio. - **[MCP Server for iOS Simulator](https://github.com/InditexTech/mcp-server-simulator-ios-idb)** - Control iOS simulators using natural language commands to automate app management, UI interactions, and debugging tasks, streamlining the development workflow. - **[Instructa AI Prompts API](https://github.com/instructa/ai-prompts-mcp)** - Manage and serve AI prompts using a TypeScript-based API that implements the Model Context Protocol. This server streamlines prompt handling and enhances AI applications through environment-based configuration and a monorepo structure. - **[Internet Speed Test](https://github.com/inventer-dev/mcp-internet-speed-test)** - Measure and analyze network performance metrics, including download and upload speeds, latency, and jitter. Generate detailed JSON reports to provide insights into internet connection quality. - **[React + Vite Starter Template](https://github.com/irew-j/Web)** - Provides a minimal React setup with Vite for fast development, including Hot Module Replacement and ESLint integration. Supports official plugins for enhanced React functionality using Babel or SWC, and allows expansion of ESLint configuration for production applications with TypeScript support. - **[MLflow Natural Language Interface Server](https://github.com/iRahulPandey/mlflowMCPServer)** - Provides a natural language interface to query and manage MLflow tracking servers, enabling users to explore machine learning experiments and registered models using plain English. Facilitates interactions with system status and experiment data through a conversational AI interface. - **[Jupyter MCP Extended](https://github.com/itisaevalex/jupyter-mcp-extended)** - Enables interactive communication between AI models and live Jupyter notebooks in JupyterLab, allowing for seamless manipulation of notebooks, code execution, and file management directly from MCP clients. - **[REAPER MCP Server](https://github.com/itsuzef/reaper-mcp)** - Integrate AI-driven music production workflows with REAPER to manage projects, tracks, MIDI composition, audio recording, mixing, and mastering. Provide full control over MIDI and audio capabilities for creating and rendering music tracks. - **[Ableton Live Integration](https://github.com/itsuzef/ableton-mcp)** - Enable direct interaction with Ableton Live through natural language commands, allowing users to create, modify, and control tracks, clips, instruments, and session parameters efficiently. - **[Expression Evaluation Server](https://github.com/ivan-saorin/mcp-expr-lang)** - Evaluate complex expressions and manipulate data directly within conversations, enabling operations such as mathematical calculations, data transformation, sorting, and string manipulation. - **[Unity MCP](https://github.com/IvanMurzak/Unity-MCP)** - Bridge Unity's development environment with large language models to enable AI-driven interaction with Unity's tools, facilitating rapid prototyping, automation, and advanced workflows. Connects to multiple LLM clients for enhanced development productivity. - **[web-route](https://github.com/IveHD/web-route)** - Provides a framework for easily configuring API routes and managing associated logic, including parameter validation, authentication, and cross-origin settings. Facilitates rapid development of API interfaces while keeping configuration and business logic separate. - **[OpenAPI MCP Server](https://github.com/ivo-toby/mcp-openapi-server)** - Exposes REST APIs defined by OpenAPI specifications as MCP resources, facilitating interaction between Large Language Models and various APIs through a standardized protocol. - **[ORTools Constraint Solver](https://github.com/Jacck/mcp-ortools)** - Integrates Google's OR-Tools constraint programming solver with Large Language Models to enable constraint model submission, validation, parameter setting, and solution retrieval and analysis. - **[mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer)** - Provides SQL analysis, linting, and dialect conversion using SQLGlot, validating SQL syntax and facilitating conversion between different SQL dialects. - **[Reasoner](https://github.com/Jacck/mcp-reasoner)** - Systematic reasoning server implementation for Claude Desktop, supporting Beam Search and Monte Carlo Tree Search (MCTS) for enhanced complex problem-solving. Features experimental algorithms for policy simulation and adaptive exploration. - **[CodeChecker](https://github.com/jacklandis29/codechecker-mcp)** - Provides intelligent real-time code analysis and suggestions directly within the Cursor IDE by leveraging OpenAI's GPT models. - **[PyPI MCP Server](https://github.com/JackKuo666/PyPI-MCP-Server)** - Access and retrieve information from the PyPI package repository, including metadata, version histories, and download statistics for Python packages. Perform searches for packages using keywords and get detailed insights to streamline development processes. - **[Environment MCP](https://github.com/JackXuyi/env-mcp)** - Retrieve detailed system information such as platform, memory, CPU, network, and user data for use in applications. Supports cross-platform operation and is easily integratable with MCP-enabled tools. - **[EPICS Control Server](https://github.com/Jacky1-Jiang/EPICS-MCP-Server)** - Interact with EPICS process variables to retrieve and set values, and fetch detailed information about PVs, facilitating integration into automated workflows and monitoring solutions. - **[Mattermost MCP Host](https://github.com/jagan-shanmugam/mattermost-mcp-host)** - Connects Mattermost to Model Context Protocol (MCP) servers, enabling interactions with a LangGraph-based AI agent for executing tools and automating user requests directly within Mattermost channels. - **[Hello World MCP Server](https://github.com/jageenshukla/hello-world-mcp-server)** - Setup a server using the Model Context Protocol (MCP) SDK for seamless integration of tools and prompts. Handle server-sent events (SSE) and manage messages with an easy-to-test configuration using the MCP Inspector. - **[GitHub Support Assistant](https://github.com/Jake-Mok-Nelson/mcp-find-similar-github-issues)** - Helps support engineers quickly find similar GitHub issues to enhance troubleshooting efficiency using similarity scoring and ranked issue details with direct links. - **[CLI Command Execution Server](https://github.com/jakenuts/mcp-cli-exec)** - Execute shell commands in a specified directory and obtain structured output, including execution results such as success status, stdout, stderr, and error handling. Enhance automation workflows with detailed command management capabilities. - **[Sage](https://github.com/jalehman/mcp-sage)** - Provides detailed second opinions, code reviews, and implementation plans by leveraging large context models with automatic model selection based on token count. It integrates file context into prompts for accurate assistance, enabling multi-model debates and self-debate workflows for complex codebases. - **[ForeverVM](https://github.com/jamsocket/forevervm)** - Enable agents to execute Python code seamlessly within a REPL environment, allowing for on-the-fly script creation and execution. It enhances automation and coding capabilities directly within workflows. - **[MCP Server Template for Cursor IDE](https://github.com/jankowtf/mcp-hitchcode)** - Create custom tools for Cursor IDE that provide structured coding assistance and code templates. Easily deploy the server on Heroku or run it locally using Docker. - **[FreeCAD Integration](https://github.com/jango-blockchained/mcp-freecad)** - Integrates AI assistants with FreeCAD for interaction and manipulation of CAD models. Provides a standardized protocol for executing commands and receiving real-time updates, facilitating intelligent automation and integration with design workflows. - **[OpenAPI MCP Server](https://github.com/janwilmake/openapi-mcp-server)** - Enables exploration and understanding of OpenAPI specifications with a simple interface for retrieving overviews and detailed explanations of API operations. Supports both JSON and YAML formats for seamless integration with Claude Desktop and Cursor clients. - **[UIThub MCP Server](https://github.com/janwilmake/uithub-mcp)** - Enables natural language exploration and analysis of GitHub repositories by retrieving their contents with advanced filtering options. Integrates with Claude Desktop for enhanced code understanding and discussion. - **[GitHub Repository Analyzer](https://github.com/jar285/github_mcp_analyzer)** - Enable real-time analysis of GitHub repositories by retrieving metadata, analyzing issues, accessing documentation, and visualizing activity metrics. - **[Claude Debugs for You](https://github.com/jasonjmcghee/claude-debugs-for-you)** - Interactively debug code with breakpoints, evaluate expressions, and enhance the coding experience using LLMs. The server is language-agnostic and works with valid launch configurations in Visual Studio Code. - **[Logan](https://github.com/jasonkavenlong/Logan)** - Lightweight case logging system designed for mobile platforms, enabling efficient capture, storage, and analysis of logs across iOS and Android. Facilitates debugging and monitoring processes with seamless integration capabilities. - **[Model Context Protocol Servers](https://github.com/jasonmorganson/servers)** - Integrate Large Language Models with various tools and data sources using the Model Context Protocol for secure and efficient data access. Supports implementations in both Typescript and Python to enhance LLM capabilities and streamline workflows. - **[Sentry Issue Analyzer](https://github.com/javaDer/mcp-sentry-custom)** - Retrieve and analyze issues from Sentry accounts, enabling inspection of error reports, stack traces, and debugging information to enhance application reliability. - **[Git Auto Commit](https://github.com/hypermodel-labs/mcp-server-auto-commit)** - Analyzes Git changes in a repository and generates conventional commit messages using AI. Summarizes modifications, additions, and deletions with detailed insights into the files changed. - **[MCP Server Template](https://github.com/hypermodel-labs/mcp-server-template)** - A starter template for building custom Model Context Protocol (MCP) servers, featuring a basic setup with TypeScript and a sample tool implementation. Designed for integration with platforms like Cursor or Claude Desktop for developing arbitrary tools or data sources. - **[API to MCP Tools](https://github.com/JayLi52/api2mcptools)** - Convert various APIs into MCP (Model Context Protocol) tools seamlessly for enhanced application capabilities. Easily integrate and manage APIs within the MCP ecosystem. - **[Figma MCP Python](https://github.com/JayZeeDesign/figma-mcp)** - Facilitates access to Figma files and prototypes, enabling integration of design assets directly into AI coding environments. Streamlines design workflows by connecting AI agents with Figma's design resources. - **[Figma MCP Python](https://github.com/JayZeeDesign/figma-mcp)** - Access Figma files and prototypes directly, enhancing the design workflow for AI coding agents by integrating Figma into the development environment. Simplifies the design-to-code process to improve productivity. - **[Cursor DB MCP Server](https://github.com/jbdamask/cursor-db-mcp)** - Access and interact with SQLite databases from Cursor IDE. Retrieve project data, chat history, and composer information for enhanced data analysis and querying. - **[Asset Image Generator](https://github.com/jbrower95/mcp-asset-gen)** - Generate high-quality image assets for game or web development by providing descriptive prompts. Streamline asset creation workflows with automated image generation through AI. - **[Azure CLI MCP Server](https://github.com/jdubois/azure-cli-mcp)** - Wraps the Azure CLI for accessing Azure resources, enabling operations such as listing, creating, updating, and deleting cloud resources using a language model interaction. - **[Microsoft Office Integration](https://github.com/jenstangen1/pptx-xlsx-mcp)** - Interact with Microsoft Office applications like PowerPoint and Excel to create, modify, and analyze presentations and spreadsheets using natural language commands. Automate complex tasks and data manipulations efficiently within the Office environment. - **[Kakao API Server](https://github.com/jeong-sik/kakao-api-mcp-server)** - Provides access to Kakao Map and Daum Search APIs for fetching location data, performing place searches, converting coordinates to addresses, and finding routes. Enables integration of various search functionalities and mapping features through a standardized interface. - **[Smithery SDK](https://github.com/jessebautista/smithery-sdk-openproject)** - Provides utilities to develop and use Model Context Protocols (MCPs) with Smithery, facilitating seamless connections to various MCPs and transforming responses for OpenAI and Anthropic clients. - **[MSSQL MCP Server](https://github.com/JexinSam/mssql_mcp_server)** - Enables secure and structured interaction with Microsoft SQL Server databases, allowing users to list tables, read table contents, and execute SQL queries with controlled access. - **[Security Copilot and Sentinel Integration Server](https://github.com/jguimera/SecurityCopilotMCPServer)** - Integrate with Microsoft Security Copilot and Sentinel to run KQL queries, manage skillsets, and execute prompts. Streamline security operations and enhance development workflows using Azure Identity Authentication. - **[OpenSCAD MCP Server](https://github.com/jhacksman/OpenSCAD-MCP-Server)** - Generates 3D models from text descriptions or images, focusing on parametric model creation through multi-view reconstruction and integration with OpenSCAD. Facilitates remote processing and includes an image approval workflow for model generation. - **[Express MCP Handler](https://github.com/jhgaylor/express-mcp-handler)** - Integrates the Model Context Protocol (MCP) into Express applications to manage both stateful and stateless communication between large language models (LLMs) and tools, facilitating seamless request handling through middleware. Supports long-lived sessions and isolated one-off requests using Server-Sent Events. - **[Python MCP Tutorial Server](https://github.com/jhj0517/mcp-python-tutorial)** - Set up a local MCP server to interact with a simple database and mock data. Manage resources such as users and posts while utilizing reusable prompts for efficient LLM interactions. - **[JetBrains MCP Proxy Server](https://github.com/JetBrains/mcp-jetbrains)** - Proxies requests from clients to JetBrains IDE, facilitating communication between external tools and the development environment. - **[JetBrains MCP Proxy Server](https://github.com/JetBrains/mcp-jetbrains)** - Proxies requests from clients to JetBrains IDEs, enabling integration with various tools and data sources through the Model Context Protocol. - **[My First MCP](https://github.com/JHSeo-git/my-first-mcp)** - Create and manage a Model Context Protocol server to integrate various tools and resources, enhancing applications with real-world data and actions. Supports TypeScript and modern JavaScript tooling for streamlined development. - **[Chatbot Template](https://github.com/jhillbht/chatbot)** - Build a chatbot using OpenAI's GPT-3.5 within a Streamlit application for interactive conversations. - **[Express Echo MCP Server](https://github.com/jhgaylor/express-mcp-server-echo)** - Stateless MCP server that echoes messages back to users, facilitating interaction with the Model Context Protocol. Built with Express.js and TypeScript, it provides a reliable API for testing and demonstrating MCP functionalities. - **[Mintlify Starter Kit](https://github.com/jiawei0816/docs)** - A starter kit designed for creating and managing project documentation with features like guide pages, navigation, and API references. It facilitates local previews and automatic deployment of documentation changes through a GitHub app integration. - **[Mintlify Starter Kit](https://github.com/jiawei0816/docs)** - Quickly create and customize documentation sites, including guides, navigation, and API references. Enables local preview and automated deployment of documentation changes via a GitHub App. - **[MATLAB Integration Server](https://github.com/jigarbhoye04/MatlabMCP)** - Execute MATLAB code seamlessly from Python, enabling efficient computation and data analysis with a shared MATLAB session that optimizes performance and resource utilization. - **[JigsawStack AI Web Search](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Access high-quality web search results powered by AI, facilitating the retrieval of information from the internet. The server integrates various tools, allowing for seamless management and interaction with these tools through a structured approach. - **[n8n Workflow Builder](https://github.com/Jimmy974/n8n-workflow-builder)** - Programmatically create and manage workflows in n8n. Supports workflow creation, validation, export, and REST API interactions via the Model Context Protocol. - **[Large Language Model Communication Language](https://github.com/jinruoxinchen/LLM-Communication-Language)** - Facilitates efficient communication between Large Language Models using a specialized artificial language that optimizes for token efficiency and semantic clarity. Designed to enhance collaboration and information exchange among AI models while minimizing computational overhead. - **[Introduction to GitHub](https://github.com/jinnersun/skills-introduction-to-github)** - Facilitates learning the fundamentals of GitHub, including branching, repository management, and collaborative project workflows. Provides step-by-step guidance and resources for effective navigation of the platform. - **[LeetCode](https://github.com/jinzcdev/leetcode-mcp-server)** - Enables automation and interaction with LeetCode problems, contests, solutions, and user data through an API. Supports authenticated requests for comprehensive access to LeetCode features. - **[Continue](https://github.com/jimmyek85/continue)** - Facilitates the creation, sharing, and utilization of custom AI code assistants within development environments, providing intelligent code suggestions, chat assistance, and quick actions. Integrates seamlessly with IDEs for an enhanced coding experience. - **[Linux Remote Management and Control Service](https://github.com/jizihua1118/linux-remote-mcp)** - Connect to Linux servers for remote command execution, as well as for uploading and downloading files. This service facilitates efficient management of Linux servers through a Python-based interface. - **[Yazi](https://github.com/Jiwangreal/Yazi)** - Yazi is a high-performance C++ framework for building backend services capable of managing millions of concurrent connections, streamlining network programming and backend development processes with various robust tools and features. - **[JupyterMCP - Jupyter Notebook Model Context Protocol Integration](https://github.com/jjsantos01/jupyter-notebook-mcp)** - Connects Jupyter Notebook to Claude AI through the Model Context Protocol, facilitating direct interaction to execute code, analyze data, and create visualizations within the notebook interface. - **[Bear MCP Server](https://github.com/jkawamoto/mcp-bear)** - Interact with Bear note-taking software to manage notes and retrieve information. Provides integration with Bear's API for note creation and manipulation. - **[JuliaDDA](https://github.com/jinsoo/DDA_julia.jl)** - Perform scattering calculations using the discrete-dipole approximation for various geometrical shapes, including spheres. Utilize wave parameters to analyze scattering effects based on defined objects and their properties. - **[QGIS Model Context Protocol Integration](https://github.com/jjsantos01/qgis_mcp)** - Connects Claude AI to QGIS for project management and layer manipulation, enabling the creation, loading, and saving of projects, along with executing processing algorithms and running Python code directly within QGIS. - **[PAELLADOC](https://github.com/jlcases/paelladoc)** - Facilitates sophisticated interactions with AI, enabling the creation, management, and evolution of project documentation while preserving intent and knowledge associated with code. Integrates AI-driven workflows to enhance software development processes through natural language commands. - **[YARR Media Stack](https://github.com/jmagar/yarr)** - Automate and control your media services using natural language commands. - **[Unraid MCP Server](https://github.com/jmagar/unraid-mcp)** - Connects to Unraid servers via natural language, providing management capabilities such as system monitoring, Docker container management, VM control, and user administration. It facilitates querying system status and performing administrative tasks without requiring command-line expertise. - **[Flux Studio](https://github.com/jmanhype/mcp-flux-studio)** - Integrates advanced image generation capabilities from Flux into AI coding assistants, enabling seamless text-to-image generation and manipulation within development environments. - **[Documentation Retrieval Server](https://github.com/joaowinderfeldbussolotto/MCP-Websearch-Server)** - Fetches relevant documentation snippets from Langchain, Llama Index, and OpenAI to enhance search capabilities. Provides a simple tool to retrieve information based on user queries. - **[my-github-project](https://github.com/Job28703/my-github-project)** - Enhance applications by connecting to various data sources and tools to integrate and manipulate data workflows. Enable agents to interact with real-world data in a secure and efficient manner. - **[Python Sandbox Server](https://github.com/JohanLi233/mcp-sandbox)** - Enables safe and isolated execution of Python code within Docker containers, allowing for package management and interaction within multiple sandboxes. Provides access to generated files via web links and facilitates interactive Python environments for users and language models. - **[Code Indexer](https://github.com/johnhuang316/code-index-mcp)** - Index and analyze code projects, enabling search for patterns, detailed file summaries, and easy navigation through project structures across multiple programming languages. - **[Cursor MCP](https://github.com/johnneerdael/multiplatform-cursor-mcp)** - Bridge between Claude's desktop application and the Cursor editor for AI-powered automation and multi-instance management. Facilitates real-time context sharing and context-aware command execution using standardized communication with AI models. - **[Swagger Explorer](https://github.com/johnneerdael/swagger-mcp)** - Explore and analyze Swagger/OpenAPI specifications through a streamlined interface, enabling users to efficiently interact with API documentation. - **[Julia Documentation Server](https://github.com/jonathanfischer97/juliadoc-mcp)** - Access detailed Julia documentation and source code, including information on packages, modules, types, functions, and methods. The server includes built-in caching and error handling specific to Julia. - **[Algorithm Solutions](https://github.com/Jong1co/algorithm)** - Provides a collection of algorithmic challenges and solutions sourced from platforms such as Programmers and LeetCode, aimed at enhancing users' coding and problem-solving skills related to algorithms and data structures. - **[Remote MCP Server on Cloudflare](https://github.com/jongan69/remote-mcp-server)** - Host a remote MCP server on Cloudflare Workers with OAuth login support to manage and expose tools for LLM integration. Provides a user-friendly interface for defining, exploring, and calling tools with authentication. - **[Smithery MCP Server Test](https://github.com/joon1251ai/smithery-mcp-server-test)** - Interact with GitHub repositories, manage file operations, automate branch creation, and perform advanced searches for code, issues, and users. - **[GitHub API MCP Server](https://github.com/joon1251ai/smithery-mcp-server-test)** - Interact with GitHub repositories, manage issues, and automate workflows while preserving Git history. Support for batch operations and advanced search capabilities enhances repository management. - **[CrewAI Studio](https://github.com/jorbecalona/CrewAI-Studio)** - Provides a user-friendly interface for interacting with CrewAI, requiring no coding skills. Supports multi-platform usage and allows users to integrate custom knowledge sources and view past results. - **[mcp4gql](https://github.com/jorgeraad/mcp4gql)** - Facilitates seamless interaction between MCP clients and GraphQL APIs by providing tools for schema introspection and query execution. Supports secure connections using bearer token authentication when required. - **[Mac Apps Launcher](https://github.com/JoshuaRileyDev/mac-apps-launcher)** - MCP server for launching and managing applications on macOS, capable of listing applications installed in the `/Applications` folder and launching them by name or opening specific files with designated applications. - **[iOS Simulator Server](https://github.com/JoshuaRileyDev/simulator-mcp-server)** - Programmatic control over iOS simulators, enabling the listing of available simulators, booting and shutting down simulators, installing .app bundles, and launching apps by their bundle ID. - **[Bonsai-mcp](https://github.com/JotaDeRodriguez/Bonsai_mcp)** - Connects Blender with Claude to analyze and manipulate IFC models, enabling querying of project information, exploration of spatial structures, and execution of Python code within Blender. - **[iOS Simulator](https://github.com/joshuayoes/ios-simulator-mcp)** - Interact with iOS simulators to validate UI elements, control interactions, and inspect screens. Automate UI tests and capture screenshots to ensure quality assurance in applications. - **[JSer.info MCP Server](https://github.com/jser/mcp)** - Provides search and retrieval capabilities for JSer.info data, enabling users to efficiently query items, posts, and product information through a standardized MCP interface. Facilitates integration with VSCode and other clients for seamless access to JSer.info resources. - **[Base Implementation Framework](https://github.com/jsmiff/mcp)** - Provides a standardized framework for integrating large language models (LLMs) with various tools and data sources through the Model Context Protocol (MCP). Features include server and client implementations, modular design, and integrations with services like Ollama and Supabase. - **[Laravel Helpers](https://github.com/jsonallen/laravel-mcp)** - Enhance Laravel development by integrating tools for log management, artisan command execution, and accessing model information directly within Cursor IDE. The server supports seamless access to relevant functionalities through Cursor's command palette. - **[VS Code MCP Server](https://github.com/juehang/vscode-mcp-server)** - Integrate directly with a VS Code workspace to list files, read and edit code, search symbols, check diagnostics, and execute shell commands, enabling AI models to enhance coding workflows. - **[Dify Plugin](https://github.com/junjiem/dify-plugin-mcp_compat_dify_tools)** - Transforms Dify tools' APIs into MCP compatible APIs, supporting `HTTP with SSE` and `Streamable HTTP` protocols, enabling broader integration and usage of existing tools within the MCP framework. - **[Dify Plugin Tools](https://github.com/junjiem/dify-plugin-tools-mcp_sse)** - Configure and manage multiple MCP services using HTTP with SSE or Streamable HTTP transport. Enhance applications by allowing easy integration of various tools and functionalities through a standardized interface. - **[Unity MCP](https://github.com/justinpbarnett/unity-mcp)** - Facilitates communication between Unity and Large Language Models, enabling workflow automation and asset manipulation within the Unity Editor. Integrates LLM capabilities for managing assets, controlling scenes, and editing scripts directly in Unity. - **[MCPunk](https://github.com/jurasofish/mcpunk)** - Explore and analyze codebases through conversational queries, enabling users to search and retrieve specific code chunks effortlessly by breaking down files into logical sections. - **[Databricks MCP Server](https://github.com/JustTryAI/databricks-mcp-server)** - Interact with Databricks clusters, jobs, and notebooks using the MCP protocol. Provides seamless access to Databricks functionalities for efficient data workflow management and automation. - **[originforge-dNFT-Generator](https://github.com/jutalik/originforge-generate-nft-mcp)** - Fetch and display NFT data from the Origin Forge API, save SVG images and JSON metadata, and enhance the viewing experience of NFTs. Provides various functions to retrieve NFT information, attributes, and color palettes. - **[Apple Tools](https://github.com/jxnl/apple-mcp)** - Integrates with Apple applications to manage messages, notes, and emails. Enables automation of tasks across the Apple ecosystem using simple commands for improved productivity. - **[OpenAPI Schema Explorer](https://github.com/kadykov/mcp-openapi-schema-explorer)** - Explores and interacts with OpenAPI specifications, enabling efficient access to detailed API structures from both local files and remote URLs. Facilitates easier comprehension and utilization of APIs without overloading an AI model's context. - **[Figma API Integration Server](https://github.com/kailashAppDev/figma-mcp-toolkit)** - Integrate and interact with Figma's API to convert Figma designs into React Native components, facilitating seamless connection and automation between design and development processes. - **[GraphQL MCP Toolkit](https://github.com/kailashAppDev/graphql-mcp-toolkit)** - Enables LLMs to interact with GraphQL APIs, providing schema introspection and query execution capabilities for dynamic data access. Secure management features ensure safe operations in production environments. - **[ROS 2 Robot Control Server](https://github.com/kakimochi/ros2-mcp-server)** - Enables AI assistants to control robots through ROS 2 topics using natural language commands, executing movement as timed velocity commands on robots. It processes commands and publishes `geometry_msgs/Twist` messages to manage robot movements efficiently in both simulation and real environments. - **[React MCP](https://github.com/kalivaraprasad-gonapa/react-mcp)** - Facilitates interaction between Claude AI and React applications by enabling project management, running development servers, and executing commands directly from the AI assistant, thus streamlining the development process. - **[Lodestar MCP](https://github.com/kanlanc/lodestar-mcp)** - Expose APIs and tools for seamless integration with large language models (LLMs). Supports hot reloads for efficient development and customization of tool integration. - **[Karakeep](https://github.com/karakeep-app/karakeep)** - Organizes and archives bookmarks, notes, images, and PDFs with automatic tagging and full-text search capabilities. Features include OCR, link previews, and multi-language support for enhanced accessibility and content management. - **[Damn Vulnerable Model Context Protocol](https://github.com/Karanxa/dvmcp)** - A deliberately vulnerable implementation of the Model Context Protocol (MCP) designed for security researchers to explore and learn about common vulnerabilities in AI/ML model serving systems, including issues like unsafe model deserialization and input injection. - **[Pretty PowerShell](https://github.com/karleeov/karleeov-powershell-profile)** - A PowerShell profile that enhances the aesthetic and usability of the PowerShell terminal interface, making it visually appealing and functional, similar to Linux environments. - **[Pretty PowerShell](https://github.com/karleeov/karleeov-powershell-profile)** - A PowerShell profile that enhances the terminal experience with a stylish interface similar to Linux. It includes features for customization and functionality improvements. - **[EvolveX Demo](https://github.com/karthiknagpuri/evolvexdemo)** - A modern web application framework that integrates authentication and database services, supports real-time webhook processing, and manages user profiles with Clerk and Supabase integration. It facilitates the development of scalable Next.js applications with built-in security and data handling features. - **[Bing Proxy](https://github.com/Karry-cpu/go-proxy-bingai)** - Access Microsoft Bing AI with a consistent user interface for seamless chat interactions and advanced features such as image generation. The server supports local deployment and customization while facilitating use without the need for a Microsoft account login. - **[Backlog Integration Server](https://github.com/katsuhirohonda/mcp-backlog-server)** - Integrates with Backlog projects to provide data access and analysis. Retrieve project details, manage issues, and generate summaries using Backlog's API. - **[Shell Command Server](https://github.com/kaznak/shell-command-mcp)** - Execute shell commands securely within an isolated Docker container environment. It supports both synchronous and asynchronous execution with multiple notification modes, while also integrating Kubernetes tools. - **[RAG Server for Documents](https://github.com/kazuph/mcp-docs-rag)** - Manage and query documents in a local directory using retrieval-augmented generation techniques, integrating context from text files and Git repositories. Supports listing documents and generating responses based on queries with context from the stored content. - **[GitHub MCP Server for Pera1](https://github.com/kazuph/mcp-github-pera1)** - Connects GitHub code to Claude.ai for context enhancement through code extraction using the Pera1 service. - **[Obfusgator](https://github.com/kehrazy/obfusgator)** - Obfusgator is a tool for obfuscating Zig programs, allowing users to easily obscure the code of existing Zig files or run the tool on itself for obfuscation. - **[Atom of Thoughts](https://github.com/kbsooo/MCP_Atom_of_Thoughts)** - Enhance applications with advanced language models for idea generation, analysis, and manipulation. Context-aware interactions enable transformation of workflows through intelligent thought processing. - **[PopUI](https://github.com/kelnishi/PopUI)** - PopUI enhances interactions with Claude Desktop by providing collaborative user interface tools that allow for real-time creation and manipulation of user interfaces. It streamlines workflows by facilitating seamless communication without the need for keyboard input. - **[Playwright-Lighthouse](https://github.com/kbyk004-diy/playwright-lighthouse-mcp)** - Analyze website performance and capture screenshots using Playwright and Lighthouse. Gain insights into web application performance metrics with real-time analysis and visual feedback. - **[Insecure MCP Demo Server](https://github.com/kenhuangus/mcp-vulnerable-server-demo)** - Demonstrates security vulnerabilities in MCP servers by exposing insecure tools for educational purposes. Showcases common attack vectors like SQL injection and arbitrary SQL execution, facilitating an understanding of risks and mitigation strategies. - **[SSE MCP Server](https://github.com/KelvinQiu802/mcp-sse)** - Provides a secure MCP server implementation utilizing Server-Sent Events (SSE) for real-time streaming of JSON-RPC messages, facilitating interaction between LLM applications and MCP servers via HTTP. Supports tool listing, calling, and integration with debugging tools like MCP Inspector. - **[AivisSpeech](https://github.com/kentaro/aivis-speech-mcp)** - Integrate with the AivisSpeech Engine to provide high-quality speech synthesis capabilities for applications, facilitating the conversion of text to natural-sounding speech. The server offers a type-safe API compliant with the Model Context Protocol, ensuring easy configuration and extensibility. - **[Choose MCP Server](https://github.com/keurcien/choose-mcp-server)** - Set up a customizable MCP server for Claude Desktop to facilitate integration with Google Cloud and manage datasets, enabling effective data interaction and query handling. - **[Shell Command Execution Server](https://github.com/kevinwatt/shell-mcp)** - Execute shell commands securely with whitelisted options, ensuring controlled and monitored execution for machine learning applications. - **[QGIS Model Context Protocol Integration](https://github.com/kicker315/deepseek_qgis_mcp)** - Connects Claude AI to QGIS for project management and layer manipulation, enabling the creation, loading, and saving of projects as well as executing processing algorithms and running Python code directly from Claude. - **[Wolfgang AI SEO Tools](https://github.com/KhuKhusokha/wolf)** - Provides an AI-powered SEO toolkit with capabilities for generating keywords, optimizing meta tags, automating article workflows, and engaging in AI chat interfaces. Operates locally with privacy through Ollama integration and features a user-friendly Streamlit interface. - **[Synth MIDI Composition Server](https://github.com/kimjune01/synth-mcp)** - Dynamic MIDI composition and audio synthesis with functions for instrument control, effects management, track handling, and real-time collaboration with MIDI devices. - **[MCP MongoDB Server](https://github.com/kiliczsh/mcp-mongo-server)** - Provides access to MongoDB databases for large language models, enabling inspection of collection schemas and execution of read-only queries. - **[AOAI Web Browsing](https://github.com/kimtth/mcp-aoai-web-browsing)** - An MCP server for web browsing automation that integrates Azure OpenAI to facilitate interactions with web applications through an automated interface. It utilizes Playwright for end-to-end testing and customizes responses to fit the OpenAI function calling format. - **[SSH Server](https://github.com/KinoThe-Kafkaesque/ssh-mcp-server)** - Provides secure remote access and command execution through SSH with an integrated SQLite database for credential management. Developed in TypeScript, it ensures a type-safe environment for enhanced development. - **[Volatility3 MCP Server](https://github.com/Kirandawadi/volatility3-mcp)** - Analyze memory dumps to detect malware and perform memory forensics using a natural language interface, making the process accessible to users without specialized knowledge. - **[Volatility3 MCP Server](https://github.com/Kirandawadi/volatility3-mcp)** - Analyzes memory dumps and detects malware through natural language interactions, facilitating complex memory forensics tasks without specialized knowledge. Automates workflows typically requiring expertise in memory analysis. - **[MCP Server Template for Cursor IDE](https://github.com/kirill-markin/example-mcp-server)** - Create custom tools for Cursor IDE using Model Context Protocol (MCP). Fetch and manipulate web data seamlessly and connect to your Cursor IDE for enhanced agent functionality. - **[MCP Server Template for Cursor IDE](https://github.com/kirill-markin/example-mcp-server)** - Create and connect custom tools to Cursor IDE using the Model Context Protocol, enhancing the IDE experience with tailored functionalities. - **[PyMCPAutoGUI](https://github.com/kitfactory/PyMCPAutoGUI)** - Automate GUI tasks by controlling the mouse and keyboard to interact with desktop applications, enabling AI agents to perform repetitive actions and streamline workflows. - **[GitHub中文排行榜](https://github.com/kirayhz007/GitHub-Chinese-Top-Charts)** - A platform for discovering popular Chinese open-source projects on GitHub, facilitating the absorption of valuable experiences and results without language barriers. It provides a ranking of the most favored Chinese repositories to enhance development efficiency. - **[Git MCP](https://github.com/kjozsa/git-mcp)** - Manage Git operations on local repositories, including listing repositories, fetching tags, and tracking commits. Streamline version control workflows with essential Git functionalities. - **[Log Reader](https://github.com/klara-research/MCP-Analyzer)** - Analyze and debug Model Context Protocol logs from various platforms. Filter, paginate, and retrieve log entries for troubleshooting and understanding tool interactions. - **[GitHub Actions MCP Server](https://github.com/ko1ynnky/github-actions-mcp-server)** - Manage and operate GitHub Actions workflows by triggering, canceling, and analyzing workflow executions. Provides error handling and type validation for integrating with the GitHub Actions API. - **[MCP Nomad](https://github.com/kocierik/mcp-nomad)** - Manage and monitor Nomad jobs, deployments, namespaces, nodes, allocations, variables, volumes, and ACLs. Perform real-time monitoring and secure operations using token-based authentication for Nomad cluster administration and automation. - **[Speelka Agent](https://github.com/korchasa/speelka-agent)** - Orchestrates and enhances LLM workflows by integrating multiple MCP servers and tools, enabling complex multi-step task management with robust retry mechanisms. Facilitates accurate and cost-effective solutions by utilizing various LLM providers and tools based on specific task requirements. - **[Helloworld](https://github.com/koreafox/helloworld)** - Learn and practice Git and GitHub effectively, enhancing version control skills and enabling collaborative project management. - **[Playwright Record](https://github.com/korwabs/playwright-record-mcp)** - Enables browser automation with video recording capabilities, allowing interaction with web pages through structured accessibility snapshots. Supports navigation, form-filling, data extraction, and automated testing without relying on visual inputs. - **[MCP to SLOP Adapter](https://github.com/kortexa-ai/mcp-slop-adapter)** - Connects MCP clients to SLOP-compatible servers by translating MCP messages into SLOP API calls, facilitating integration and interaction with SLOP resources and tools. - **[GitLab Merge Request Integration](https://github.com/kopfrechner/gitlab-mr-mcp)** - Interact seamlessly with GitLab repositories to manage merge requests and issues, fetch details, and add comments to streamline the code review process. - **[Hyper MCP Server Wrapper](https://github.com/kranners/jailbreak-mcp)** - Enhances the Model Context Protocol by enabling comprehensive tool integration and context management, while allowing for the seamless forwarding of commands and results between multiple MCP servers. Supports both static and dynamic tool capabilities, simplifying client configuration for users. - **[VRChat AI Assistant Bridge](https://github.com/Krekun/vrchat-mcp-osc)** - Enables interaction with VRChat avatars and environments through a high-level API, utilizing OSC for communication. Facilitates control of avatar parameters, movement, messaging, and responses to VR events for enhanced virtual reality experiences. - **[Chroma Docker RAG](https://github.com/krimoi45/chroma-docker-rag)** - Enables semantic similarity search and vector collection management using ChromaDB in a Dockerized environment. Supports customized document collections and search queries through a Python script. - **[X-MCP-Ctrl](https://github.com/krish858/x-mcp-ctrls)** - Control applications using LLM agents and integrate with tools like Claude-desktop or Cursor to automate tasks and streamline workflows. - **[Bolt.diy](https://github.com/kschmelter13/bolt.diy)** - Build and deploy full-stack applications in the browser with AI-powered coding assistance. Integrate multiple language models for a collaborative development experience without the need for local setup. - **[Sound Notification Server](https://github.com/ks0318-p/sound-notification-mcp)** - Plays notification sounds to alert users when AI coding assistants require attention, such as for task completions or approvals. Designed to enhance the coding experience by providing timely audio cues. - **[LLM Responses Server](https://github.com/kstrikis/ephor-mcp)** - Enables multiple AI agents to collaboratively share and access each other's responses to the same prompt, facilitating deeper dialogue and understanding across models. - **[Kubb](https://github.com/kubb-labs/kubb)** - Kubb facilitates the generation of fully typed API clients, TypeScript types, and Zod schemas from OpenAPI/Swagger specifications, streamlining the process of converting API definitions for further use. It leverages an LLM to handle the logic and conversion seamlessly. - **[Trending Model Tracker](https://github.com/kukapay/hf-trending-mcp)** - Tracks and analyzes trending models, datasets, and spaces on Hugging Face, providing tools to fetch and search for content. Enables trend analysis to help users stay informed about the latest developments in AI resources. - **[Vault Python Server](https://github.com/kumartheashwani/vault-python-mcp-server)** - Integrate applications with secure vault capabilities to access and manage secrets while ensuring data protection and compliance. Provides secure storage and retrieval of sensitive information. - **[NearbySearch](https://github.com/kukapay/nearby-search-mcp)** - Search for nearby places using IP-based location detection and Google Places integration. Provides a customizable interface to filter results based on keywords and radius. - **[Claude Code MCP Server](https://github.com/KunihiroS/claude-code-mcp)** - Enhances coding workflows by providing tools for code explanation, review, fixing, editing, testing, and command simulation through local execution of Claude Code commands. - **[WhoAmI](https://github.com/kukapay/whoami-mcp)** - Retrieve the system username quickly and synchronously. Designed for local LLM integration, it provides an easy way to access user identity information. - **[Claude Code Server](https://github.com/KunihiroS/claude-code-mcp)** - Provides tools for code explanation, review, and testing by executing commands through the Claude CLI with real-time feedback. Handles client requests in JSON format and processes commands securely. - **[Video Editor](https://github.com/Kush36Agrawal/Video_Editor_MCP)** - Leverage FFmpeg for video editing through natural language commands, enabling operations like trimming, merging, format conversion, and applying filters. The server provides real-time progress tracking and error handling for various video editing tasks. - **[Code2Flow Server](https://github.com/kursk-ye/code2flow-mcp-server)** - Transforms source code into flowcharts for better visualization of complex logic by generating call graphs from various programming languages. Offers image outputs in PNG format and includes features for version checking and code complexity analysis. - **[Multichat Server](https://github.com/kurror/mcp)** - Facilitates simultaneous communication with multiple unichat-based servers to combine responses from diverse language models, enhancing the richness of insights. Manages client connections to various unichat servers through a unified interface. - **[Jokes MCP Server](https://github.com/kusbr/mcpsvr)** - Delivers concise and engaging jokes tailored to user preferences while ensuring content safety. Integrates with Microsoft Copilot Studio for easy access to a variety of humor types including Chuck Norris, Dad, and Yo Mama jokes. - **[Token Minter](https://github.com/kukapay/token-minter-mcp)** - Mint ERC-20 tokens across 21 blockchains, manage transactions, and check token balances through an interactive interface. Provide functionalities to deploy tokens, query metadata, and retrieve transaction details. - **[Ableton Live Integration](https://github.com/kydycode/ableton-mcp-boost)** - Facilitates communication between Claude AI and Ableton Live for music production and track manipulation, enabling actions such as controlling playback, creating MIDI clips, and managing live sessions through AI prompts. - **[Remote MCP Server](https://github.com/Laity624/my-mcp-server)** - Set up a remote server for integration with Large Language Models using OAuth for secure authentication. Deployable on Cloudflare Workers, it facilitates interaction from various clients through a simple API interface. - **[Comfy Server](https://github.com/lalanikarim/comfy-mcp-server)** - Generates images based on user prompts by interacting with a remote Comfy server. Utilizes the FastMCP framework to manage image generation workflows. - **[BluestoneApps Development Standards (Remote)](https://github.com/lallen30/mcp-remote-server)** - Provides access to React Native coding standards and code examples, facilitating streamlined development practices with ready-to-use templates and guidelines. It includes features like fuzzy matching for example searches and integrates fully with the Model Context Protocol (MCP). - **[KiCad MCP Server](https://github.com/lamaalrajih/kicad-mcp)** - Manage KiCad projects, run design rule checks, and visualize PCB layouts through an MCP-compliant interface. Enhance the PCB design workflow and simplify troubleshooting of design issues. - **[Coder Toolbox](https://github.com/lamemind/coder-toolbox-mcp-server)** - A utility toolkit designed for integrating code analysis, manipulation, and testing workflows, specifically for Java projects. It facilitates management of Java classes and retrieval of test execution logs. - **[Android ADB Server](https://github.com/landicefu/android-adb-mcp-server)** - Interact with Android devices to automate development and testing operations, execute commands, manage applications, and transfer files. Integrates AI capabilities with Android device management for improved functionality. - **[Multiverse MCP Server](https://github.com/lamemind/mcp-server-multiverse)** - Middleware server enabling multiple isolated instances of MCP servers to operate independently with unique namespaces and configurations, allowing for conflict-free execution of identical server types in separate operational spaces. - **[Documentation Server](https://github.com/langchain-ai/mcpdoc)** - Provides a user-defined list of llms.txt files and fetches documents from URLs within those files for auditing tool calls and enhancing context retrieval for LLM interactions. Connects with various IDEs and applications to improve the development experience while ensuring transparency and control. - **[Docker Images Pusher](https://github.com/lanmoweiwei/docker_image_pusher)** - Transfers Docker images from various repositories to Alibaba Cloud's private registry, providing support for large images and utilizing official Alibaba Cloud routes for efficient transfers. - **[Perplexity MCP Server](https://github.com/laodev1/perplexity-mcp-server)** - Connects Claude with Perplexity's language models to facilitate advanced chat interactions and quick query responses. Enables seamless integration and dynamic conversations using powerful AI tools. - **[Web3 Assistant](https://github.com/LaplaceMan/web3-assistant-mcp)** - Interact with blockchain smart contracts across multiple chains, analyze contract ABIs, invoke contract methods, and manage wallet addresses securely. - **[Rust Docs Server](https://github.com/laptou/rust-docs-mcp-server)** - Access comprehensive Rust documentation, enabling searches for crates, type information, and source code retrieval directly from docs.rs. - **[Playwright CDP](https://github.com/lars-hagen/mcp-playwright-cdp)** - Provides browser automation and interaction with web pages using Playwright and Chrome DevTools Protocol (CDP), enabling LLMs to interact with the web, take screenshots, and execute JavaScript in a real browser environment. - **[GhidraMCP](https://github.com/LaurieWired/GhidraMCP)** - Enables autonomous reverse engineering of applications using Ghidra's analysis tools, facilitating decompilation, binary analysis, and method renaming automation. Integrates with various MCP clients to improve reverse engineering processes. - **[MCP Gateway](https://github.com/lasso-security/mcp-gateway)** - Intermediary that centralizes multiple MCP servers, managing their configurations and lifecycle while sanitizing sensitive data in requests and responses. Provides a unified interface for interaction and monitoring of MCP interactions with risk assessment and usage analytics. - **[GraphQL API Integration](https://github.com/launchthatbrand/mcp-graphql)** - Interact with GraphQL APIs by performing schema introspection and executing queries. Enhance applications through dynamic discovery and utilization of GraphQL capabilities. - **[Last9 MCP Server](https://github.com/last9/last9-mcp-server)** - Integrates real-time production context including logs, metrics, and traces into local development environments for code auto-fixing. Supports various IDEs and allows for retrieving exceptions and service graphs related to those exceptions. - **[E2B Code Interpreter](https://github.com/lawrenciumLr103/code-interpreter)** - Run AI-generated code in secure isolated sandboxes in the cloud, enabling safe execution and testing of code snippets generated by AI models. - **[Twosplit](https://github.com/LazerThings/twosplit)** - Leverages multiple Claude AI instances to optimize responses by sending a prompt to two separate models and aggregating their outputs with a third model. Provides source attribution for each response and enhances the overall accuracy and creativity in generated content. - **[EigenLayer Documentation Server](https://github.com/Layr-Labs/eigenlayer-mcp-server)** - Provides detailed EigenLayer documentation to AI assistants through a dedicated server interface, enabling seamless integration and querying of EigenLayer concepts and mechanisms. - **[E2B Cookbook](https://github.com/lawrenciumLr103/e2b-cookbook)** - Provides example code and guides for building applications using the E2B SDK, facilitating the development of interactive data analysis tools and UI-driven applications. - **[Pickapicon MCP](https://github.com/Leee62/pickapicon-mcp)** - Fetch SVG icons directly through LLMs using the Iconify API. Retrieve icon repositories, search for icons by description, and obtain detailed SVG code effortlessly. - **[Sentry Issue MCP Server](https://github.com/Leee62/sentry-issues-mcp)** - Provides access to Sentry issues and events for analysis and retrieval of detailed or summarized error information. Facilitates fetching single event details or lists of project events with options for concise or comprehensive data. - **[Xcode Diagnostics Plugin](https://github.com/leftspin/mcp-xcode-diagnostics)** - Extracts and displays errors and warnings from Xcode build logs, enabling AI assistants to quickly identify issues in Swift projects. Provides detailed diagnostics including error messages, warnings, notes, and fix-it suggestions from build logs. - **[Smart-Thinking](https://github.com/Leghis/Smart-Thinking)** - Enhances AI assistants with multi-dimensional reasoning capabilities to analyze thoughts, verify information, and visualize reasoning processes. Facilitates collaboration for tackling complex problems effectively. - **[wcgw](https://github.com/lekt9/wcgw)** - Empowers chat applications to interact with coding environments and execute commands in the local machine’s shell. Supports both Claude and ChatGPT for autonomous coding through a relay server. - **[MCP Tunnel](https://github.com/leomercier/mcp-tunnel)** - Access the command line of a VM securely and remotely through a web-based terminal interface. Execute shell commands and enjoy automatic tunneling for easy accessibility from anywhere. - **[Financial Datasets SDK](https://github.com/leomercier/financialdatasets-sdk)** - Provides access to financial data including company financial statements and market insights, facilitating enhanced analysis and decision-making through integration with LLMs. Features built-in error handling and comprehensive API access for financial data retrieval. - **[n8n Workflow Automation Server](https://github.com/leonardsellem/n8n-mcp-server)** - Manage n8n workflows with natural language commands, enabling listing, creating, updating, deleting, and executing workflows while monitoring their statuses and accessing detailed execution statistics. - **[Reference Servers](https://github.com/leogodlike/reference-servers)** - Showcases various implementations of the Model Context Protocol that enable secure and controlled access to multiple tools and data sources, enhancing the functionality of large language models. - **[Kubernetes Integration](https://github.com/lewiesnyder/Kubernetes-MCP)** - Integrates Kubernetes with Generative AI to manage cloud-native applications, offering automation and insights for Kubernetes management. Facilitates interaction with both local and cloud-based Kubernetes clusters. - **[Codebase Context Dumper](https://github.com/lex-tools/codebase-context-dumper)** - Automates the extraction of context from a codebase for integration with Large Language Models by scanning project directories while respecting .gitignore rules. Formats and structures relevant text files for seamless use by MCP-compatible clients. - **[LetzAI](https://github.com/Letz-AI/letzai-mcp)** - Create and upscale images based on prompts using the LetzAI MCP. This server integrates with the Claude Desktop App for seamless image generation. - **[Foundry MCP Server](https://github.com/lhemerly/foundry-mcp)** - Manage Foundry projects by creating, building, and testing Solidity contracts while retrieving metadata and executing scripts. Streamline Ethereum development workflows with a set of integrated tools. - **[Learn Python](https://github.com/Libaizaima/LearnPython)** - A collection of Python coding examples and projects designed to teach Python programming through practical applications such as web scraping, data visualization, and advanced topics like asynchronous programming and RESTful API development. - **[MTG Chinese Card Database - 大学院废墟(sbwsz.com)](https://github.com/lieyanqzu/sbwsz-mcp)** - Access Magic: The Gathering Chinese card data through powerful query tools. Search cards by complex criteria, retrieve specific card sets, and obtain detailed card information for integration into various applications or workflows. - **[DirectX 12 Headers for Delphi](https://github.com/LifeforGame/DelphiDX12)** - Integrates DirectX 12 capabilities into Delphi and Free Pascal applications, providing a comprehensive set of headers for enhanced compatibility and functionality. Facilitates smoother development with straightforward Pascal syntax for utilizing DirectX 12 features. - **[One API](https://github.com/likenice/one-api)** - Access multiple large AI models through a unified OpenAI API format, facilitating easy integration and interaction with various AI services. - **[TianGong LCA Server](https://github.com/linancn/tiangong-lca-mcp)** - Integrates applications with the Model Context Protocol, managing data and tools through a standardized interface. Supports both standard input/output and Server-Sent Events for flexible communication. - **[Browserbase Server](https://github.com/lingxingchi/mcp-server-browserbase)** - Automates interaction with web pages in a cloud browser environment, enabling tasks such as data extraction, screenshot capture, and JavaScript execution. - **[Remote MCP Server on Cloudflare](https://github.com/LiteraturePro/mcp-server)** - Host a remote MCP server on Cloudflare Workers with OAuth login to securely expose tools and resources. Connect and interact locally or remotely using the MCP Inspector or Claude Desktop to enable LLM applications to call custom tools over HTTP/SSE. - **[iTerm MCP](https://github.com/lite/iterm-mcp)** - Access and control an iTerm session to execute terminal commands and interact with REPL environments. The server enables the model to inspect specific outputs and manage terminal sessions seamlessly. - **[DeepSeek Server](https://github.com/liuchongchong1995/deepseek-mcp-server)** - Integrates DeepSeek's language models with MCP-compatible applications, offering multi-turn conversation support and dynamic model configuration while managing model fallback and conversation context. Allows querying of available models and configuration options for tailored AI interactions. - **[SecGPT](https://github.com/liuzongmin/SecGPT)** - A platform for conducting advanced network security tasks, including vulnerability analysis, traffic inspection, and attack investigation, through interactive dialogues with a specialized AI model. Designed for security professionals, it offers intelligent assistance for understanding and mitigating cybersecurity threats. - **[Documentation Management and Integration](https://github.com/llmian-space/devdocs-mcp)** - Manage and integrate documentation resources with a flexible template system for URI-based access. Ensure robust error handling and type safety while enhancing workflows through property-based testing and structured resource management. - **[Kube MCP Server](https://github.com/lochgeo/kube-mcp)** - Seamlessly connect to and manage Kubernetes clusters by integrating AI agents for the automation of Kubernetes resources. Provides development and testing support with Minikube and a Kubernetes Python client. - **[Logan](https://github.com/LoganLxb/LoganLxb)** - Logan provides tools and applications aimed at enhancing user interaction in mixed reality environments through augmented and virtual reality technologies. It focuses on facilitating the development of immersive digital experiences and applications. - **[GitHub Repository Access Server](https://github.com/loglmhq/mcp-server-github-repo)** - Access files from specified GitHub repositories, navigate directories, and retrieve file contents directly using URIs. Supports branch-specific access and serves files in plain text format. - **[SVG to PNG Converter](https://github.com/longbowzz/svg2png_mcp)** - Convert SVG code into PNG images utilizing two conversion methods: CairoSVG for fast, simple transformations and Inkscape for full SVG feature support and improved font rendering. Integrated with MCP protocol for seamless client connectivity. - **[Superpowered Web Audio SDK](https://github.com/Lomaloque/AUDIO)** - Integrate advanced audio processing features into web applications using JavaScript and WebAssembly. Provides tools for low-latency audio effects, mixing, and analysis without requiring direct management of WebAssembly or C++. - **[Streamlit Gallery](https://github.com/lovelyroz/streamlit-gallery)** - Showcase and explore a variety of interactive applications built with Streamlit, enabling users to discover inspiring projects and leverage existing applications for their own development needs. - **[n8n MCP Server](https://github.com/lowprofix/n8n-mcp-server)** - Validate n8n workflows to ensure adherence to best practices, manage workflow interactions, and facilitate NextJS integration with generated API routes and documentation. - **[GitHub API Server](https://github.com/lowkeyrd/servers)** - Interact with GitHub repositories, manage issues, and automate workflows efficiently. Perform operations such as creating, updating, and searching repositories, issues, and pull requests while preserving Git history. - **[GitHub API MCP Server](https://github.com/lowkeyrd/servers)** - Interact with GitHub repositories for file operations, repository management, and advanced searching capabilities. Automate workflows with features like automatic branch creation while preserving Git history. - **[Yudao UI Admin Vue3](https://github.com/lowkeyrd/yudao-ui-admin-vue3)** - A flexible admin interface designed for rapid application development using open-source technologies like Vue3 and Element Plus. It provides a rich set of customizable components for building applications efficiently. - **[ROS MCP Server](https://github.com/lpigeon/ros-mcp-server)** - Transforms natural language commands into ROS commands for robot control, facilitating complex task execution and environmental adaptation. Compatible with both ROS and ROS2 systems through WebSocket-based communication. - **[Unitree Go2 Robot Control Server](https://github.com/lpigeon/unitree-go2-mcp-server)** - Translates natural language commands into ROS2 instructions for controlling the Unitree Go2 robot. Enhances robot interaction and automation using large language models to interpret user commands. - **[LSD MCP server](https://github.com/lsd-so/lsd-mcp)** - Connects Claude to the internet to gather high-quality information from websites using LSD SQL. Enables complex queries and actions while allowing Claude to self-correct SQL commands and interact with cloud browsers. - **[Montano Server](https://github.com/lucasmontano/mcp-montano-server)** - TypeScript-based server that facilitates seamless interactions between AI models and various tools or data sources using the Model Context Protocol. Easy to set up and integrate into applications for enhanced data handling capabilities. - **[ImageOnC](https://github.com/luojunhui1/ImageOnC)** - Implement vehicle license plate recognition using C/C++ on FPGA, utilizing OpenCV for image display and Eigen for optimized matrix operations. The project includes code for training neural networks and processing license plate images. - **[Assistant Server](https://github.com/Lutra23/mcp-assistant-server)** - Provides intelligent task analysis and recommends suitable MCP tools based on task characteristics. Integrates large language models for advanced analysis and maintains context throughout task execution. - **[Model Context Protocol Servers](https://github.com/luoshui-coder/MCP)** - Showcases reference implementations for the Model Context Protocol (MCP), providing secure and controlled access to tools and data sources for Large Language Models (LLMs). Implemented with either the Typescript or Python MCP SDK, these servers demonstrate the versatility and extensibility of MCP. - **[Netlify Express MCP Server](https://github.com/lutfi-haslab/mcp-server-netlify)** - Deploys and runs a serverless MCP server using Netlify Functions with Express, facilitating integration with LLM applications. Provides a customizable backend setup for local development and deployment. - **[Local Code Indexing Server](https://github.com/LuotoCompany/cursor-local-indexing)** - Provides semantic code search capabilities by locally indexing codebases using ChromaDB. Enables efficient and context-aware code exploration for development tools. - **[Chrome Browser Control Server](https://github.com/lxe/chrome-mcp)** - Control a Chrome browser instance programmatically, navigate web pages, interact with elements, and retrieve page information to enhance automation workflows. - **[T4Template](https://github.com/lvanovchen/T4Template)** - Generates data models and a Dapper-based Data Access Layer (DAL) efficiently from a database schema. Supports batch generation of models and allows customization and extension of the generated code to fit specific needs. - **[CheatEngine Toolkit](https://github.com/Lyoneos/mcp-cheatengine-Cto)** - Connects to CheatEngine instances to perform memory operations, including reading memory and analyzing assembly code. Features a plugin architecture for extending functionalities within the toolkit. - **[Go Application](https://github.com/zachary-lzc/go)** - Facilitates the development and deployment of Go applications within a containerized environment, optimizing performance and simplifying management processes. Provides tools for building and running Go projects with minimal setup. - **[UltimateCoder](https://github.com/m-ahmed-elbeskeri/UltimateCoderMCP)** - Automate terminal commands, edit files locally, and integrate AI tools for efficient development workflows without cloud latency. - **[Gemini Docs Server](https://github.com/M-Gonzalo/cosa-sai)** - Access documentation for a variety of technologies through the Gemini API, leveraging a curated knowledge base to provide accurate responses to complex queries. This server is designed to handle large context windows for improved comprehension of technical materials. - **[fal.ai Image Generation Server](https://github.com/madhusudan-kulkarni/mcp-fal-ai-image)** - Generate images from text prompts using various fal.ai models through the Model Context Protocol (MCP), enabling seamless integration with AI IDEs. Save generated images locally with customizable output paths and robust error handling. - **[SingleStore MCP Server](https://github.com/madhukarkumar/singlestore-mcp-server)** - Interact with SingleStore databases to execute queries, describe schemas, and generate ER diagrams. It supports SSL connections and includes error handling with TypeScript type safety. - **[Apps Builder](https://github.com/madikenz/apps-builder)** - Build and deploy web applications using the Next.js framework, enabling fast and efficient development with features like auto-updating pages and optimized font loading. - **[Magic UI](https://github.com/magicuidesign/mcp)** - Provides detailed implementation and usage information for various Magic UI components, including animations, buttons, and backgrounds, enabling integration of advanced UI features seamlessly into projects. - **[Magic UI Component Server](https://github.com/magicuidesign/mcp)** - Provides Magic UI components, device mocks, special effects, animations, and backgrounds to facilitate UI development. Allows integration with various MCP clients for accessing comprehensive implementation details of numerous UI elements. - **[GIS MCP Server](https://github.com/mahdin75/gis-mcp)** - Integrates GIS capabilities for geospatial analysis and operations, supporting geometric operations, coordinate transformations, and spatial calculations. Utilizes GIS libraries such as Shapely and PyProj for enhanced AI spatial functionality. - **[Documentation Server](https://github.com/mahawi1992/mcp-documentation-server)** - AI-assisted management of documentation and code improvement, supporting various frameworks with smart search capabilities. Integrates with Claude Desktop for an enhanced coding experience and improves suggestions over time. - **[n8n Workflow Builder](https://github.com/makafeli/n8n-workflow-builder)** - Manage n8n workflows programmatically by listing, creating, updating, deleting, activating, and deactivating them. - **[Crawl4AI Web Scraper Server](https://github.com/MaitreyaM/WEB-SCRAPING-MCP)** - Enables AI agents to scrape web content, search for specific text snippets, and perform structured information extraction from websites using natural language instructions. Utilizes LLMs for intelligent content retrieval and provides an API for interaction. - **[DBT CLI MCP Server](https://github.com/MammothGrowth/dbt-cli-mcp)** - Wraps the dbt CLI tool to enable interaction with dbt projects for executing data transformation commands like run, test, and compile. Facilitates environment variable management and configurable paths for dbt execution. - **[MySQL查询服务器](https://github.com/mangooer/mysql-mcp-server-sse)** - Offers real-time querying capabilities for MySQL databases with support for data transmission via SSE, designed for seamless high-concurrency database operations and includes robust security measures. - **[Smithery SDK](https://github.com/manutout/Smithery)** - Provide utilities to simplify development and usage of Model Context Protocols (MCPs) with Smithery. Connect seamlessly to Smithery MCPs and transform MCP responses for OpenAI and Anthropic clients. Accelerate your integration with MCPs using this SDK. - **[ManusMCP](https://github.com/mantrakp04/manusmcp)** - An orchestrator for specialized AI agents that facilitates collaboration on complex tasks through the Model Context Protocol. It provides a structured communication layer and shared context to enhance agent capabilities and workflow automation. - **[Solana Development MCP Server](https://github.com/manolaz/amoca-solana-mcp-server)** - Run and manage Solana-based applications by integrating real-time data and tools into the development workflow. A robust and scalable solution tailored for developing on the Solana blockchain. - **[Database Server](https://github.com/manpreet2000/mcp-database-server)** - Enable interaction with databases via natural language, supporting operations like querying, inserting, and deleting documents. Currently integrates with MongoDB and plans to extend support to additional databases such as PostgreSQL, CockroachDB, and Redis. - **[Kubernetes MCP Server](https://github.com/containers/kubernetes-mcp-server)** - Manage Kubernetes and OpenShift resources seamlessly, facilitating operations and configurations within Kubernetes clusters. - **[Think MCP Server](https://github.com/marcopesani/think-mcp-server)** - Provides a mechanism for AI models to incorporate a structured thinking step in problem-solving, enhancing decision-making and policy adherence during complex multi-step tasks. - **[Obsidian Vault Integration Server](https://github.com/marcelmarais/obsidian-mcp-server)** - Facilitates interaction with Obsidian vaults by enabling reading, writing, and managing notes and todos through natural language commands, all while allowing direct filesystem access even when the Obsidian app is not running. - **[ABAP-ADT-API MCP-Server](https://github.com/mario-andreschak/mcp-abap-abap-adt-api)** - Facilitates communication between ABAP systems and MCP clients, providing tools for managing ABAP objects, handling transport requests, and performing code analysis. Acts as a wrapper for the abap-adt-api, enhancing ABAP development workflows. - **[ABAP Development Tools Server](https://github.com/mario-andreschak/mcp-abap-adt)** - Interacts with SAP ABAP systems to retrieve source code, table structures, and other development-related information using the Model Context Protocol (MCP). It acts as a bridge between tools and ABAP environments for seamless data access. - **[GameBoy Emulator Server](https://github.com/mario-andreschak/mcp-gameboy)** - Interact with a GameBoy emulator by loading ROMs, controlling gameplay through key inputs, and capturing real-time screen visuals. Supports operations via standard input/output and offers a web interface for enhanced user interaction. - **[Reasoning-Coder](https://github.com/mario-andreschak/mcp-reasoning-coding)** - Integrates various language models to facilitate a two-stage reasoning and response generation system, supporting multiple AI providers for enhanced coding and reasoning tasks. - **[Mapas Mentais Server](https://github.com/marioluciofjr/mapas_mentais_mcp)** - Generates automated mind maps to facilitate study, review, comparison, and presentation of topics. Directly interacts with Claude Desktop to organize ideas visually and efficiently. - **[MCP Serve](https://github.com/mark-oori/mcpserve)** - MCP Serve facilitates the launch and serving of Deep Learning models, enabling shell command execution and remote access through Ngrok. It also supports hosting in a Docker environment with Ubuntu24. - **[Remix App Template](https://github.com/martinbavio/marbiano.dev)** - Build and deploy applications using Cloudflare Workers with the Remix framework. It supports running a local development environment and facilitates the deployment process with easy commands. - **[Playwright Browser Automation Server](https://github.com/markbustamante77/mcp)** - Facilitates interaction with web pages using structured accessibility snapshots for efficient browser automation without reliance on vision models. Enables web navigation, form-filling, data extraction, and testing with a deterministic approach. - **[Excel Frontend](https://github.com/mashangjh/excel-frontend2)** - A minimal setup for developing React applications using TypeScript and Vite with hot module replacement and ESLint integration. It streamlines the development process with recommended linting configurations and supports modern web applications. - **[Fast Vue3](https://github.com/martinzhang777/vue3-template)** - Provides a template framework for building large applications using Vue3, Vite2, and TypeScript. Supports modular and on-demand loading with integrated plugins for improved development efficiency. - **[Source Map Parser](https://github.com/MasonChow/source-map-parser-mcp)** - Parses JavaScript error stack traces to map them back to the original source code, enabling quick identification and resolution of issues. Supports batch parsing and context extraction for improved debugging. - **[Bitbucket MCP ](https://github.com/MatanYemini/bitbucket-mcp)** - Integrate with Bitbucket repositories, manage pull requests, and retrieve repository content through a standardized protocol interface. Ensures code security by analyzing pull requests with CodeQL, while operating safely without any delete operations. - **[Mastra MCP Client](https://github.com/mastra-ai/mastra)** - Integrate with MCP-compatible AI models and tools for enhanced functionality, allowing the management of multiple server connections and tool execution. It simplifies resource discovery, automatic error handling, and logging. - **[NPM MCP Server](https://github.com/mateusribeirocampos/npm-mcp-server)** - Fetch detailed information about npm packages and discover the most popular ones to enhance development workflows. Integrate package insights directly into applications for efficient package management. - **[MCP Starter](https://github.com/MatthewDailey/mcp-starter)** - A minimal framework for creating tools that connect AI models to various functionalities, specifically designed to work with AI assistants like Claude. It includes a basic 'hello world' example and utilizes TypeScript with a preconfigured build setup. - **[Cursor MCP Installer](https://github.com/matthewdcage/cursor-mcp-installer)** - Facilitates the installation and configuration of MCP servers directly within the Cursor IDE, streamlining setup and enhancing the development workflow. - **[Cursor MCP Installer](https://github.com/matthewdcage/cursor-mcp-installer)** - Installs and configures MCP servers directly within the Cursor IDE, enabling rapid integration of new functionalities into the development environment. Users can request the installation of any desired MCP server through the IDE interface. - **[Nuanced MCP Server](https://github.com/mattmorgis/nuanced-mcp)** - Enables analysis of Python code structures through function call graphs, facilitating the exploration of function relationships and dependency analysis. Provides contextually aware insights for improved code assistance. - **[Expo Development Server Manager](https://github.com/mattlemmone/file-mcp)** - Manage and monitor Expo development servers, enabling operations like starting, stopping, and querying server status while accessing logs and performing file operations. Streamlines the React Native development workflow and supports automation and AI-driven integrations with extendable tools. - **[Safe Local Python Executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor)** - A safe execution environment for running Python code generated by language models locally without requiring Docker or virtual machines. It provides basic isolation and security features, making it suitable for integrating Python capabilities into various applications. - **[Ripgrep Server](https://github.com/mcollina/mcp-ripgrep)** - Enables high-performance text searches across files using ripgrep for efficient pattern finding and file management. This MCP server connects AI applications to powerful search capabilities, streamlining data retrieval processes. - **[Sentry Issue Analyzer](https://github.com/MCP-100/mcp-sentry)** - Retrieve and analyze Sentry issues to facilitate debugging by inspecting error reports and stack traces. Integrate insights directly from Sentry into applications for enhanced workflow efficiency. - **[macOS MCP Server](https://github.com/mcp-get/community-servers)** - Provides macOS-specific system information and operations, including retrieval of CPU, memory, disk, and network details, as well as enabling native macOS notifications. - **[LLM.txt MCP Server](https://github.com/mcp-get/community-servers)** - Processes llm.txt files to facilitate understanding of file structures, dependencies, and code relationships within development environments. It provides directory listing, content retrieval, and advanced multi-query search functionalities, along with local caching and OS-specific cache locations. - **[MCP-Use](https://github.com/mcp-use/mcp-use)** - Connects LLMs to various tools, enabling web browsing and file operations for building custom AI agents. Facilitates the integration of diverse capabilities into applications without relying on proprietary solutions. - **[MCP2Brave](https://github.com/mcp2everything/mcp2brave)** - Connects to the Brave API to perform web searches, enabling access to search results within the MCP framework. - **[Code Runner](https://github.com/mcpc-tech/mcpc)** - Run JavaScript, TypeScript, and Python code snippets in a secure, sandboxed environment with dynamic package imports. Provides multi-language support while enforcing strict permission controls to prevent execution of malicious code. - **[Create MCP Server](https://github.com/mcpdotdirect/template-mcp-server)** - Build custom servers for AI agents to connect with external systems and data sources. Supports both stdio and HTTP transports, enabling flexible interactions and structured tool definitions. - **[Dify Server](https://github.com/mdwoicke/dify-mcp-server-js)** - Integrates with the Dify AI API to generate Ant Design business component code, supporting text and optional image inputs with streaming response handling. - **[SQL Server for Claude Desktop](https://github.com/meanands/mysql-mcp)** - Interact with local MySQL databases using natural language, executing SQL queries and managing transactions for data consistency. Supports multiple database connections and all types of SQL commands. - **[MySQL Navigator](https://github.com/Medsaad/mcp-db-navigator)** - Facilitate navigation and management of MySQL and MariaDB databases via a secure and type-safe MCP server. Execute SQL queries, retrieve schema information, and manage connections efficiently. - **[GitLab Code Review Integration](https://github.com/mehmetakinn/gitlab-mcp-code-review)** - Enables AI assistants to perform code reviews on GitLab merge requests by accessing diffs, commits, comments, and managing reviews through the GitLab API. Facilitates seamless interaction with development environments for enhanced code review workflows. - **[FEAPDER](https://github.com/meicanhong/feapder)** - A Python framework designed for building web scrapers, featuring tools for breakpoint resuming, monitoring alerts, and browser rendering. It incorporates a management system for deploying and scheduling scrapers efficiently. - **[Meilisearch MCP](https://github.com/meilisearch/meilisearch-mcp)** - Interact with Meilisearch to manage indices and documents, configure settings, monitor tasks, and handle API keys. It supports dynamic connections to multiple Meilisearch instances and offers smart search capabilities across indices. - **[Memory Tool](https://github.com/mem0ai/mem0-mcp)** - Store and retrieve user-specific memories to maintain context and make informed decisions based on past interactions using a simple API. Features relevance scoring to enhance memory management with user preferences. - **[Puppeteer MCP Server](https://github.com/merajmehrabi/puppeteer-mcp-server)** - Browser automation through Puppeteer enables interaction with new browser instances and existing Chrome windows, facilitating automated web tasks. - **[MetaMCP Server](https://github.com/metatool-ai/mcp-server-metamcp)** - Manages multiple MCP servers and dynamically routes requests across them. Fetches tool, prompt, and resource configurations from the MetaMCP App. - **[SSH Server](https://github.com/mfangtao/mcp-ssh-server)** - Execute remote commands securely over SSH using the Model Context Protocol, with support for password and private key authentication. The server returns the results of command executions, including standard output, standard error, and exit codes. - **[Code Reasoning](https://github.com/mettamatt/code-reasoning)** - Enhances the ability to solve complex programming tasks by breaking them down into structured, step-by-step reasoning. Provides detailed logging and alternative solution paths to improve code analysis and problem-solving capabilities. - **[ConsoleSpy](https://github.com/mgsrevolver/consolespy)** - Captures browser console logs and integrates them into the Cursor IDE for enhanced debugging. Facilitates real-time access to console data within the development environment. - **[Ghost MCP Server](https://github.com/MFYDev/ghost-mcp)** - Interact with your Ghost blog through LLM interfaces to manage posts, users, and members securely. Provides streamlined access and improved reliability with TypeScript integration. - **[Test Gru](https://github.com/mgl-sh21/testgru-example)** - Automatically adds unit tests to your codebase, primarily for Node.js and TypeScript. Integrates with GitHub accounts for seamless usage. - **[Vonage AI Code Assist](https://github.com/micahman33/VonageAICodeAssist)** - Provides AI-assisted access to Vonage API documentation for targeted search and content extraction, facilitating quick access to relevant information about communication APIs. Integrates with external web search APIs to enhance documentation retrieval. - **[推理算法助手](https://github.com/MichaelWalkerx/help_tool)** - 推理算法助手 is a tool designed for cryptanalysis that quickly identifies and infers the types of encryption algorithms used in encrypted data, attempting to decrypt plaintext. It supports various encryption modes and provides an intuitive interface for security research and data recovery. - **[GenAIScript](https://github.com/microsoft/genaiscript)** - Assemble prompts for language models programmatically using JavaScript, facilitating the orchestration of LLMs, tools, and data within a cohesive coding environment. Offers integration with Visual Studio Code and built-in support for various AI models and services. - **[Mintlify Starter Kit](https://github.com/mimi520879/docs)** - A starter kit for creating and customizing documentation with built-in examples and components. It automates the deployment process from a GitHub repository, making it easier to manage API reference and guide pages. - **[Android MCP Server](https://github.com/minhalvp/android-mcp-server)** - Control Android devices programmatically by executing ADB commands, capturing screenshots, analyzing UI layouts, and managing device packages. Integrates seamlessly into development workflows for Android device management. - **[MiniMax MCP Server](https://github.com/MiniMax-AI/MiniMax-MCP)** - Facilitates interactions with Text to Speech and multimedia generation APIs, enabling voice cloning and the creation of images and videos. Provides advanced media capabilities for application's integration. - **[Claude Custom Prompts](https://github.com/minipuft/claude-prompts-mcp)** - Define and utilize custom prompts in markdown format to streamline interactions with Claude. The server enables flexible, template-based prompt creation, incorporating enhanced error handling and seamless transport configurations. - **[MCP Server TypeScript Template](https://github.com/minimind-org/mcp-server-typescript-template)** - Create and customize Model Context Protocol servers using TypeScript to implement tools and operations that enhance interactions between AI models and external resources. This template includes a basic server setup with tools for simple operations like addition and demonstration tasks. - **[AIStor Object Store Server](https://github.com/minio/mcp-server-aistor)** - Interact with AIStor object stores to manage data, including listing buckets, uploading files, and retrieving metadata. Supports AI-driven operations for describing object contents. - **[Untun Secure Tunnel Manager](https://github.com/minte-app/untun-mcp)** - Manage secure tunnels from local servers to the public internet using simple natural language commands, allowing for easy creation, listing, and stopping of tunnels without complex command-line interaction. - **[Reference Servers](https://github.com/mirinda-cmd/reference-servers-check)** - Implement a structured thinking process for problem-solving and analysis, breaking down complex problems into manageable steps while allowing dynamic adjustment of thought paths and generation of solution hypotheses. - **[CrewAI Multi-Agent System](https://github.com/miudinho420/crewai-claude)** - Collaborative multi-agent AI system designed to tackle complex tasks through effective agent collaboration, utilizing web search and data analysis capabilities via a REST API interface. Offers a flexible framework for customizing agents, tasks, and logic to enhance productivity and collective intelligence. - **[Model Context Protocol Servers](https://github.com/mirinda-cmd/reference-servers-check)** - Integrates Large Language Models with various tools and data sources, providing secure access to enhance applications. Facilitates extensibility and versatility, showcasing how LLMs can interact with external functionalities. - **[Reference Servers](https://github.com/mirinda-cmd/reference-servers-check)** - Explore a variety of implementations that enhance Large Language Models with secure access to tools and data sources. Integrate advanced functionalities into applications using the provided reference implementations of the Model Context Protocol. - **[GitHub API Server](https://github.com/MissionSquad/mcp-github)** - Manage GitHub repositories, including file operations, issue tracking, and pull request handling while preserving Git history. Features include automated branch creation, error handling, and support for both single and batch operations. - **[Helper Tools](https://github.com/MissionSquad/mcp-helper-tools)** - Enhances LLM agents with utilities for encoding, geolocation, network diagnostics, and security. Provides tools for automation, data handling, and QR code generation. - **[Strapi MCP Server](https://github.com/misterboe/strapi-mcp-server)** - Interact with a Strapi CMS instance through a standardized interface, managing content types and performing REST API operations, including media uploads. Built-in validation and version compatibility features enhance content management capabilities. - **[Neo4j Knowledge Graph Server](https://github.com/mjftw/mcp_neo4j_knowledge_graph)** - Manage and interact with knowledge graphs using Neo4j. This server provides an stdio-based interface for creating, updating, and searching entities and relationships in a graph database format. - **[Cross-System Agent Communication Server](https://github.com/mkc909/agent-communication-mcp-server)** - Facilitates communication and collaboration among specialized LLM agents across systems, enabling context sharing, task management, and asynchronous coordination. Integrates with GitHub for issue tracking and PlanetScale for scalable data management. - **[Open Model Zoo](https://github.com/MJBeauty/open_model_zoo)** - A collection of optimized deep learning models and demos designed to facilitate the development of high-performance deep learning inference applications using pre-trained models. Offers integration and validation tools with automation scripts for rapid deployment. - **[Shell Command Executor](https://github.com/mkusaka/mcp-shell-server)** - Execute shell commands through AI agents with multi-shell support and detailed error handling. Integrates command execution directly into applications for enhanced workflow efficiency. - **[DependencyMCP Server](https://github.com/mkearl/dependency-mcp)** - Analyzes codebases to generate dependency graphs and architectural insights, providing an understanding of code structure, dependencies, and architectural patterns across multiple programming languages. - **[Claude API Integration](https://github.com/mlobo2012/Claude_Desktop_API_USE_VIA_MCP)** - Integrate Claude Desktop with the Claude API for enhanced interaction, allowing for longer context windows, custom system prompts, and effective conversation management. This server facilitates seamless switching between basic usage and advanced API features. - **[Azure DevOps Integration](https://github.com/mmruesch12/azdo-mcp)** - Integrate AI assistants with Azure DevOps for managing work items, pull requests, and wikis. Automate tasks and retrieve information to enhance collaboration and productivity within development workflows. - **[Conduwuit Server Installer](https://github.com/MNylif/auto-conduwuit)** - Automates the installation and secure configuration of a Conduwuit server using Docker, including SSL certificate setup and TURN server configuration for voice/video communication. Streamlines the deployment process with minimal manual intervention. - **[Google Search](https://github.com/modelcontextprotocol-servers/google-search-mcp)** - Perform real-time Google searches while bypassing anti-bot mechanisms and handling CAPTCHAs automatically. Extract structured search results in various languages and regions to support AI assistants. - **[Figma MCP Server](https://github.com/mohammeduvaiz/figma-mcp-server)** - Connects to Figma's API for extracting design components, styles, and text, while facilitating design system analysis and UI content management. Supports generating documentation for developers and allows AI integration for design workflow enhancement. - **[MCP Server](https://github.com/mokemoke0821/MCP)** - Execute shell commands across various platforms with full support for Japanese environments. The server supports PowerShell, CMD, and GitBash, allowing advanced file operations and handling of special characters. - **[Magic AI Agent](https://github.com/MohdSaleh/magic-mcp)** - Generates UI components through natural language descriptions, enabling developers to create and customize modern interfaces quickly. It integrates with various IDEs and offers real-time previews for type-safe development. - **[Vibe-Eyes](https://github.com/monteslu/vibe-eyes)** - Captures and visualizes browser game data in real-time using vectorized canvas outputs and detailed debug information. Integrates with AI models to enhance debugging and streamline development processes. - **[MongoDB MCP Server](https://github.com/mongodb-developer/mongodb-mcp-server)** - Access MongoDB databases to execute aggregation pipelines and inspect collection schemas for data insights. Provides read-only capabilities to enhance LLM applications with database functionalities. - **[Go Process Inspector](https://github.com/monsterxx03/gospy)** - Inspect and analyze running Go processes, providing detailed information about goroutines, memory usage, and binary data through an interactive terminal and an HTTP API. Features include programmatic access via a Server-Sent Events endpoint and tools for inspecting goroutine states and memory statistics. - **[Template Server](https://github.com/moonlabsai/enrich_b2b_mcp)** - Template Server implements the Model Context Protocol (MCP) to connect AI models such as OpenAI GPT-4 and Anthropic Claude, while integrating with EnrichB2B for LinkedIn data insights. It provides a structured project layout and development tools for building applications that leverage advanced text generation and data analysis. - **[Figma MCP Server](https://github.com/moonray/mcp-figma)** - Extracts node hierarchies from Figma files, enabling analysis of file structures. Supports both REST API and MCP protocol with configurable node tree depth. - **[BloodHound-MCP](https://github.com/MorDavid/BloodHound-MCP-AI)** - Analyze BloodHound data to uncover complex Active Directory attack paths using natural language, facilitating security assessments with a comprehensive suite of specialized tools for Active Directory analysis and reporting. - **[Apache Doris MCP Server](https://github.com/morningman/mcp-doris)** - Connect to Apache Doris for efficient data management and querying, enabling seamless interactions with data sources and enhanced application functionality. - **[Customized MCP Project](https://github.com/MorvanZhou/customized_mcp)** - Leverage OpenAI's API to interact with tools and data sources in real-time. Enables dynamic querying and action performance for enhanced application capabilities. - **[Mobile Automation Server](https://github.com/mobile-next/mobile-mcp)** - Automates mobile applications across iOS and Android platforms using structured accessibility data and coordinate-based actions. Enables interaction with native apps, facilitating testing and data-entry workflows via LLMs for complex user journeys. - **[OpenTelemetry Collector Configuration Server](https://github.com/mottibec/otelcol-mcp)** - Configures OpenTelemetry Collectors dynamically by managing components such as receivers, processors, and exporters. Facilitates the updating and retrieval of telemetry component information from specified resources. - **[Code Executor Server](https://github.com/mouadenna/mcp-code-executor-server)** - Enables secure execution of code in Java, Python, JavaScript, TypeScript, and C++ within isolated environments, providing detailed feedback on compilation and runtime errors. Manages resources and execution timeouts automatically for efficient code execution across multiple languages. - **[Awesome MCP FastAPI](https://github.com/MR-GREEN1337/awesome-mcp-fastapi)** - An implementation of the Model Context Protocol utilizing FastAPI, featuring an advanced tool registry for the creation, management, and documentation of AI tools for Large Language Models (LLMs). It enhances the standard MCP functionality, making it more efficient to integrate with various data sources and tools. - **[User Feedback](https://github.com/mrexodia/user-feedback-mcp)** - Facilitates a feedback loop in tools for desktop application development by collecting user insights during complex interactions. Enhances testing processes by prompting users for feedback before task completion. - **[Git Commit Aider](https://github.com/MrOrz/mcp-git-commit-aider)** - Commits staged changes in a Git repository with a custom message, while automatically appending '(aider)' to the committer's name. It reads committer details from environment variables or Git configuration settings. - **[spring-rs](https://github.com/mowei-git/spring-rs)** - A microservice framework written in Rust that enables the development of efficient applications with low memory usage. It features a plug-in system for integrating various tools and libraries within the Rust ecosystem. - **[Desktop Commander](https://github.com/MrGNSS/ClaudeDesktopCommander)** - Execute terminal commands and manage processes while offering file editing capabilities with real-time command output streaming. - **[Vapi Voice AI Tools](https://github.com/mrgeeko/vapi-mcp)** - Integrate voice AI capabilities into applications for managing voice assistants and conducting outbound calls. Provides advanced features for enhancing user interactions through voice conversations. - **[PocketBase Server](https://github.com/mrwyndham/pocketbase-mcp)** - Manage PocketBase databases with advanced capabilities for database operations, schema management, and data manipulation using the Model Context Protocol (MCP). Interact with PocketBase efficiently through a robust and tested interface. - **[Django Migrations Management Service](https://github.com/mrrobotke/django-migrations-mcp)** - Manage Django migrations in distributed environments through MCP endpoints, simplifying migration processes with validations and safety checks for CI/CD integration. - **[IDA Pro MCP](https://github.com/mrexodia/ida-pro-mcp)** - Enables reverse engineering in IDA Pro through a simple integration that allows interaction with various MCP tools. Provides functionality for checking connection status, retrieving metadata, and accessing functions by name or address. - **[Yellhorn](https://github.com/msnidal/yellhorn-mcp)** - Integrates with GitHub to generate detailed work plans and automate issue creation and code reviews based on the entire codebase context. Evaluates code diffs against original workplans, facilitating seamless software development tasks. - **[Code2Prompt](https://github.com/mufeedvh/code2prompt)** - Generates well-formatted LLM prompts from a codebase by converting its entire structure. Allows customization of output through templates to streamline code analysis and generation tasks. - **[Linux Comprehensive Testing Script](https://github.com/muaimingjun/LinuxCTS)** - A comprehensive testing script for Linux systems that evaluates system performance, configuration, and service status through various tests. It provides insights into system information, conducts performance and network tests, and checks the operational status of common services. - **[100ms Raydium Sniper](https://github.com/monostate/100ms-SPL-Token-Sniper-MCP)** - Utilizes natural language commands to snipe tokens on the Raydium DEX with rapid execution across multiple regions. Incorporates real-time monitoring of new pools and fast pool discovery through GraphQL integration. - **[DeepLucid3D UCPF Server](https://github.com/MushroomFleet/DeepLucid3D-MCP)** - Provides advanced cognitive analysis and problem-solving capabilities using structured cognitive tools, enabling users to assess cognitive states, generate novel perspectives, and decompose complex problems for effective solutions. - **[Ultimate React Course](https://github.com/mususi/ultimate-react-course)** - Provides starter files and final code for all projects in the Ultimate React Course, allowing users to compare their progress with completed examples. Includes FAQs and resources to assist users in troubleshooting and improving their React skills. - **[GitHub MCP Server](https://github.com/modelcontextprotocol/servers)** - Interact with GitHub repositories, manage file operations, conduct repository management tasks, and perform advanced searches for code, issues, and users. - **[IDA MCP Server](https://github.com/MxIris-Reverse-Engineering/ida-mcp-server)** - Interact with and automate IDA database operations using Large Language Models. Read and search IDA databases programmatically to enhance development workflows. - **[MCP Server Template for Cursor IDE](https://github.com/MyBlockcities/mcp-server-heroku)** - Create custom tools for Cursor IDE that connect using the Model Context Protocol (MCP) to enhance agent capabilities with real-world data and actions. Deploy and configure easily, allowing for testing agent responses in a user-friendly environment. - **[Mintlify Starter Kit](https://github.com/mybytecode/mintlify-docs)** - A customizable documentation platform for creating API references and guides. It facilitates automatic deployments from GitHub repositories, enabling seamless updates and local previews of documentation changes. - **[Code Research Server](https://github.com/nahmanmate/code-research-mcp-server)** - Search and access programming resources from platforms like Stack Overflow, MDN Web Docs, GitHub, and npm to find relevant code examples, documentation, and packages. - **[Bazel MCP Server](https://github.com/nacgarg/bazel-mcp-server)** - Expose Bazel build system functionality to AI agents, enabling seamless building, querying, and testing of Bazel targets. Enhances workflows by operating effectively in misconfigured environments without a traditional command-line tool. - **[OpenAI Server](https://github.com/mzxrai/mcp-openai)** - MCP server that facilitates integration with OpenAI's models through a simple message passing interface, enabling interactions with various chat models including gpt-4o and o1-mini. It includes basic error handling and requires an OpenAI API key for access. - **[Next.js AI Chatbot](https://github.com/nanameru/ai-chat-pitatto)** - An AI chatbot built with Next.js that supports advanced routing, server-side rendering, and multi-provider large language model (LLM) integration. It offers secure chat history and user data storage with customizable options using an AI SDK and modern UI components. - **[Next.js AI Chatbot](https://github.com/nanameru/ai-chat-pitatto)** - Build and deploy an AI chatbot using Next.js with advanced routing, server-side rendering, and support for multiple LLM providers. Features include chat history persistence and secure data handling with Postgres and Blob storage. - **[Text-to-Speech MCP Server](https://github.com/nakamurau1/tts-mcp)** - Integrates high-quality text-to-speech capabilities into applications, converting text to audio with customizable voice options and output formats. Provides a command-line tool for quick conversions and supports various parameters for audio customization. - **[Toast MCP Server](https://github.com/naru-sensei/-toast-mcp-server)** - Connects to MCP clients to display desktop notifications on Windows 10 and macOS using customizable parameters such as title, message content, and display time. Utilizes win10toast for Windows notifications and osascript for macOS notifications, supporting both synchronous and asynchronous requests. - **[GitLab MCP Server](https://github.com/modelcontextprotocol/servers)** - Enables project management and file operations through the GitLab API, including automatic branch creation and comprehensive error handling. Supports both single-file and multi-file operations while preserving Git history. - **[Sentry MCP server](https://github.com/modelcontextprotocol/servers)** - Interact with Sentry to retrieve and analyze error reports and debugging information. Inspect issues through their IDs or URLs, including details like status, timestamps, and stack traces. - **[README Updater](https://github.com/nCrom/readme-updater-mcp)** - Enhance your README.md files effortlessly by analyzing and resolving content conflicts with Ollama. Automatically update your documentation while ensuring consistency and clarity. Streamline your project documentation process with intelligent suggestions and conflict resolution. - **[User Prompt](https://github.com/nazar256/user-prompt-mcp)** - Enables interactive user input requests during AI model generation, facilitating a dynamic exchange with the user. Integrates with MCP-compatible clients to present input prompts via a simple GUI dialog box. - **[MCP Aggregator](https://github.com/nazar256/combine-mcp)** - Combines multiple MCP servers into a single interface, facilitating streamlined tool usage and compatibility management. It serves as a bridge between MCP clients and various backend MCP servers, offering a unified stdio interface and automatic tool name sanitization. - **[Nash MCP Server](https://github.com/nash-app/nash-mcp)** - Execute shell commands, run Python code, manage reusable tasks, and fetch web content while ensuring secure handling of credentials. Provides error handling for both command execution and Python execution. - **[Calc Tools](https://github.com/nbiish/mcp-calc-tools)** - Provides advanced mathematical and financial computation capabilities through a standardized interface, enabling AI assistants to perform symbolic calculus, numerical methods, and complex equation solving without manual algorithm implementation. - **[FreeCAD Integration](https://github.com/neka-nat/freecad-mcp)** - Control FreeCAD directly from the desktop, enabling integration with Claude Desktop for enhanced design workflows and automation. Supports various design tasks including creating flanges, toy cars, and converting 2D drawings into 3D models. - **[NPM Sentinel MCP](https://github.com/Nekzus/npm-sentinel-mcp)** - Provides real-time analysis and intelligence on NPM packages, focusing on security, dependencies, performance, and quality metrics. Delivers insights such as vulnerability scanning, download trends, and maintenance status for optimized package management decisions. - **[C.W.K. Pippa Memory Manager](https://github.com/neobundy/cwkCursorPippaMCP)** - Manage and enhance memory capabilities for AI assistants within Cursor IDE, enabling seamless storage, recall, and management of information across conversations for more personalized interactions. - **[MCP Server](https://github.com/Nekzus/npm-sentinel-mcp)** - Provides utility tools for development and testing with functionalities such as personalized greetings, random card draws, and current date/time retrieval. It can be easily extended with additional tools as needed. - **[GitHub API MCP Server](https://github.com/nermalcat69/zerops-mcp)** - Interact with GitHub repositories, manage files and issues, and perform advanced searches efficiently. Features include automatic branch creation, comprehensive error handling, and batch operations for multiple files. - **[Ollama MCP Server](https://github.com/NewAITees/ollama-MCP-server)** - Integrates with local Ollama LLM instances to manage tasks, evaluate results, and streamline workflows through standardized communication. Features advanced error handling, performance optimization, and distinct URI schemes for task access, result evaluation, and model management. - **[MacOS Clipboard Access](https://github.com/newbeb/clipboard-mcp)** - Access and retrieve content from the macOS clipboard in real-time, supporting text, images, and binary data. Enables integration with AI assistants for seamless interaction with clipboard contents. - **[RAT MCP Server](https://github.com/newideas99/Deepseek-Thinking-Claude-3.5-Sonnet-CLINE-MCP)** - Integrates DeepSeek's structured reasoning capabilities with Claude 3.5 Sonnet's response generation, facilitating a two-stage reasoning process that enhances the depth and quality of generated responses. - **[DeepSeek Thinking with Claude 3.5 Sonnet](https://github.com/newideas99/Deepseek-Thinking-Claude-3.5-Sonnet-CLINE-MCP)** - Combines DeepSeek's reasoning capabilities with Claude 3.5 Sonnet's advanced response generation for enhanced contextual understanding and output. Utilizes a two-stage processing approach to integrate structured reasoning into detailed responses. - **[Code Snippet](https://github.com/ngeojiajun/mcp-code-snippets)** - Manage and store code snippets across various programming languages with functionalities to create, list, and delete snippets using a standardized protocol. Supports filtering by language or tag and offers persistent local storage. - **[MyMCP Server](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol)** - Integrate various tools for enhanced development workflows, including managing emails, calendars, and research tasks. It provides functionalities for development tools, data fetching, and leveraging academic resources. - **[MyMCP Server](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol)** - Integrates various tools and services for AI-powered workflows, facilitating interaction with email, calendars, development tools, and research resources. - **[Gravity Global Figma](https://github.com/nguyenlegravityglobal/figma-mcp)** - Integrates Figma with Cursor to retrieve design data, optimize JSON size, and convert designs into organized CSS styles for improved development workflows. - **[Chrome DevTools](https://github.com/nicholmikey/chrome-tools-MCP)** - Control Chrome tabs, execute JavaScript, capture screenshots, and monitor network traffic. Enhance browser automation capabilities by integrating directly with Chrome's DevTools Protocol. - **[Flux Dev](https://github.com/nicekate/flux-dev-mcp)** - An MCP server implementation based on the Endbrain Cloud Flux model API, providing advanced AI capabilities for various applications. - **[A git MCP server](https://github.com/modelcontextprotocol/servers)** - Interacts with Git repositories, providing tools to read the status and changes of the working directory. Offers automation capabilities for managing repository interactions via AI models. - **[FastAPI MCP Server](https://github.com/nguyendinhsinh361/fastapi-mcp)** - Exposes FastAPI endpoints as Model Context Protocol (MCP) tools with zero configuration, allowing integration of FastAPI APIs with large language models while maintaining schemas and documentation. - **[Build a MCP Server](https://github.com/nicknochnack/BuildMCPServer)** - Serves a trained Random Forest model while integrating with the Bee Framework for enhanced interactivity. Facilitates easy implementation of machine learning models into applications. - **[MongoDB MCP Server](https://github.com/nickiiitu/MongoDB-Model-Context-Protocol-MCP-)** - Enables interaction with MongoDB databases using natural language commands for querying collections, managing data, and inspecting schemas. Supports a range of document operations including inserting, updating, and deleting records. - **[Tmux Session Controller](https://github.com/nickgnd/tmux-mcp)** - Interact with and control tmux terminal sessions, enabling navigation of windows and panes, execution of commands, and capturing terminal content. Manage and create tmux sessions directly from AI workflows. - **[Code Summarizer](https://github.com/nicobailon/code-summarizer)** - Summarizes code files in a directory while respecting `.gitignore` rules and skips irrelevant directories. Outputs detailed summaries to a text file and supports integration with LLM tools via an MCP server. - **[Moondream](https://github.com/NightTrek/moondream-mcp)** - Advanced image analysis capabilities including captioning, object detection, and visual question answering for applications requiring sophisticated computer vision tasks. - **[Ollama MCP Server](https://github.com/NightTrek/Ollama-mcp)** - Integrates Ollama's local language model capabilities with the Model Context Protocol, providing a clean interface for model management and execution. Enables local AI model operations while ensuring control and privacy. - **[Supabase MCP Server](https://github.com/NightTrek/Supabase-MCP)** - Interact with Supabase databases, executing complex queries and generating TypeScript types. Simplify database interactions and enhance type management through a seamless interface. - **[DeepSeek Thinking with Claude 3.5 Sonnet](https://github.com/niko91i/MCP-deepseek-V3-et-claude-desktop)** - Integrates DeepSeek's structured reasoning capabilities with Claude 3.5 Sonnet's advanced response generation through a two-stage processing approach. This server facilitates enhanced conversational interactions by combining deep reasoning with comprehensive output generation. - **[Nile MCP Server](https://github.com/niledatabase/nile-mcp-server)** - Interact with the Nile database platform through a standardized interface to manage databases, execute SQL queries, and handle credentials. - **[Gemini 2.0 Proxy](https://github.com/ningyu32504/gemini)** - Access the Google Gemini model for AI programming and integration with various AI clients. It offers a free proxy setup through Deno, compatible with multiple AI platforms and supports a high token limit context. - **[iOS Development Bridge Integration](https://github.com/noahlozevski/mcp-idb)** - Integrates MCP with Facebook's iOS Development Bridge for automated management of iOS devices and execution of tests, facilitating seamless interactions within iOS development workflows. - **[Cloud Run Template Microservice](https://github.com/noeatme/java-hello-world)** - A Java-based microservice designed for deployment on Google Cloud Run, utilizing Spring Boot for web server capabilities and Jib for containerization without Dockerfiles. The microservice supports structured logging and provides service metadata access at runtime. - **[Starwind UI Server](https://github.com/nookeshkarri7/starwind-ui-mcp2)** - Integrate documentation access, package management detection, and component installation/update commands for Starwind UI components. Enhance AI assistant capabilities with Starwind UI-specific functionalities through a modular tool-based architecture. - **[Google Cloud Platform Java Samples](https://github.com/noeatme/java-docs-samples)** - Provides Java code samples demonstrating the utilization of various Google Cloud Platform services. Facilitates the setup of Java development environments and assists in authentication with Google Cloud through ready-to-use code examples. - **[Harbor Container Registry Interface](https://github.com/nomagicln/mcp-harbor)** - Interact with Harbor container registry to manage projects, repositories, tags, and Helm charts. Provides tools for automation and integration of Harbor operations. - **[OmniParser AutoGUI](https://github.com/NON906/omniparser-autogui-mcp)** - Analyzes the screen using OmniParser to automatically operate graphical user interfaces. It provides capabilities for interpreting visual content and executing GUI actions based on analysis. - **[Interactive Feedback](https://github.com/noopstudios/interactive-feedback-mcp)** - Facilitates a human-in-the-loop workflow for AI-assisted development by executing commands, displaying their output, and allowing users to provide feedback directly to AI models. Supports integration with tools like Cursor, Cline, and Windsurf to enhance resource efficiency and performance in development environments. - **[Trivy Security Scanner](https://github.com/norbinsh/cursor-mcp-trivy)** - Scans project directories for security vulnerabilities using Trivy and automatically updates vulnerable dependencies to secure versions, supporting multiple package managers like Python, Node.js, Ruby, and Go. - **[Gemini Server](https://github.com/Novakiki/mcp-gemini-server)** - Integrate with Google's Gemini model through a standardized MCP interface to enhance applications with advanced capabilities for text generation and function calling. The server simplifies interactions by providing a tool-based approach to leverage the features of Gemini models. - **[Notte MCP Server](https://github.com/nottelabs/notte)** - Manage sessions and run agents for web observation, scraping, actions, and authentication on various websites. Control cloud browser sessions and execute tasks efficiently with Notte agents. - **[Hello World MCP Server for Warp Terminal](https://github.com/NoveltyEngine/python-hello-warp-mcp)** - A simple MCP server that provides a greeting tool and personalized greeting resources specifically for integration with Warp Terminal. It enables users to easily add conversational capabilities through a straightforward Python implementation. - **[Echo Map](https://github.com/ns-personal/echo-map)** - A customizable Model Context Protocol (MCP) server that supports building and extending MCP-compatible applications, with features for graceful shutdown handling and various build configurations suited for development and production environments. - **[Nx Console](https://github.com/nrwl/nx-console)** - Integrates command-line tools with a user-friendly interface to enhance development workflows while providing real-time insights within the editor for improved project management and AI interactions. - **[Browserbase Server](https://github.com/NullBlankError/mcp-server-browserbase)** - Automate and interact with web browsers in the cloud by navigating web pages, taking screenshots, executing JavaScript, and extracting structured data. - **[Edit File Lines](https://github.com/oakenai/mcp-edit-file-lines)** - Make precise line-based edits to text files using string or regex pattern matching, including the ability to replace entire lines, specific text matches, and handle multiple edits with a preview function for safety. - **[GitHub Tools](https://github.com/NZenitram/github-mcp)** - Interact with GitHub repositories, manage issues and pull requests, configure repository settings, and handle workflows and collaborators. - **[Terraform Model Context Protocol Tool](https://github.com/nwiizo/tfmcp)** - Manage and operate Terraform environments through command-line interactions, enabling reading Terraform configurations, analyzing plans, and applying changes. Integrates AI assistants for enhanced infrastructure management. - **[Resemble AI Voice Generation](https://github.com/obaid/resemble-mcp)** - Generate voice audio from text using AI voices, list available voice models, and return audio in various formats. Supports multiple connection methods including Server-Sent Events and direct process communication. - **[Pacman Package Index Server](https://github.com/oborchers/mcp-server-pacman)** - Provides querying capabilities for package repositories such as PyPI, npm, crates.io, Docker Hub, and Terraform Registry, enabling searches for packages, Docker images, and modules. Facilitates package discovery and inspection through a unified protocol interface. - **[Docy](https://github.com/oborchers/mcp-server-docy)** - Provides real-time access to technical documentation from various sources, enabling accurate coding assistance. Supports dynamic updates to documentation sources and employs caching to reduce latency while ensuring fresh content. - **[Synthesizer V Studio](https://github.com/ocadaruma/mcp-svstudio)** - Facilitates the creation and editing of vocal tracks using AI, allowing the integration of lyrics with melodies. Enhances music production through advanced vocal synthesis capabilities. - **[Shell Command Execution Server](https://github.com/odysseus0/mcp-server-shell)** - Connect AI models to execute shell commands in a secure and controlled environment, retrieving real-time outputs for task automation and system information gathering. - **[Code2Prompt MCP Server](https://github.com/ODAncona/code2prompt-mcp)** - Generates contextual prompts from codebases to enhance the interaction between AI assistants and code repositories. Utilizes the code2prompt-rs Rust library to analyze code and produce structured summaries optimized for AI consumption. - **[Gemini Context MCP Server](https://github.com/ogoldberg/gemini-context-mcp-server)** - Manage and cache large conversational contexts efficiently using Gemini's capabilities, with session-based support and automatic context tracking. Features include semantic search for relevant context retrieval and intelligent caching strategies for optimizing costs. - **[Next.js Project](https://github.com/oleggolimbievsky88/bmr-nextjs)** - A Next.js project that facilitates the development and deployment of modern web applications by providing a framework optimized for performance and user experience. It features hot reloading for rapid development and built-in support for dynamic and responsive page creation. - **[Octomind MCP Server](https://github.com/OctoMind-dev/octomind-mcp)** - Facilitates the creation, execution, and management of end-to-end tests using Octomind's testing framework and resources within a local development environment. Offers automated features and integrates seamlessly with existing workflows to enhance testing capabilities. - **[Custom Context Server](https://github.com/omer-ayhan/custom-context-mcp)** - Transforms and structures text into JSON formats by extracting key information from AI-generated text. Facilitates seamless data integration into applications by converting unstructured text into structured JSON data. - **[Remote MCP Server on Cloudflare](https://github.com/Omarzipan/remote-mcp-server)** - Host a remote MCP server on Cloudflare Workers that supports OAuth login and enables secure HTTP access to various tools and resources. It allows local and remote connections through the MCP Inspector for easy interaction with the server's APIs. - **[Olostep MCP Server](https://github.com/olostep/olostep-mcp-server)** - Integrates with Olostep for extracting web page content, structured Google search results, and mapping websites. Supports geo-targeted content retrieval and error handling for enhanced web interaction. - **[OmniMCP](https://github.com/OpenAdaptAI/OmniMCP)** - OmniMCP enhances AI models with structured responses and visual analysis to automate UI operations. It provides rich UI context and interaction capabilities through the Model Context Protocol, facilitating precise user interface interactions. - **[Binary Ninja Cline MCP Server](https://github.com/opensensor/bn_cline_mcp)** - Analyze binaries efficiently using Binary Ninja's powerful analysis capabilities through the MCP framework. Connect to Cline for enhanced functionality and seamless integration. - **[Zig Server](https://github.com/openSVM/zig-mcp-server)** - Provides Zig language tooling, enabling code analysis, optimization, and documentation access specific to Zig. Supports features like code optimization at various levels and estimation of computational resource usage for Zig programs. - **[Web QA Agent](https://github.com/Operative-Sh/web-eval-agent)** - An MCP server designed for debugging web applications by autonomously executing tasks and providing insights directly in the code editor, capturing network traffic and console errors for improved development efficiency. - **[WebEvalAgent](https://github.com/Operative-Sh/web-eval-agent)** - Automates the debugging of web applications by executing and analyzing code directly in the editor. Captures network traffic, collects console errors, and performs autonomous debugging to enhance web app performance and functionality. - **[Multichain MCP Server](https://github.com/oraichain/orai-mcp)** - Facilitates the interaction of AI agents with multiple blockchain networks, enabling asset management, transaction execution, and smart contract deployment. Provides tools for developing AI applications with integrated blockchain capabilities. - **[RAGFlow](https://github.com/oraichain/ragflow-mcp)** - Launch an MCP server designed for RAGFlow applications to facilitate dynamic integration and real-time data manipulation in development workflows. - **[Serena](https://github.com/oraios/serena)** - Integrate a coding agent that enhances development workflows by providing semantic code retrieval and editing tools directly within a codebase. It leverages relational structures and code entities for improved assistance tailored to coding tasks. - **[openapi-client-generator](https://github.com/orhanveli/openapi-client-generator-mcp)** - Generates API clients using TypeScript based on OpenAPI/Swagger specifications, enabling seamless interaction with APIs. Provides a simple interface for managing and summarizing notes. - **[Gitee MCP Server](https://github.com/oschina/mcp-gitee)** - Interact with Gitee's API to manage repositories, issues, and pull requests. Automate development workflows by creating issues and pull requests seamlessly. - **[Unsloth Server](https://github.com/OtotaO/unsloth-mcp-server)** - Connects AI models to efficiently fine-tune large language models with reduced memory usage and increased speed. Supports advanced features like extended context lengths and quantization for optimal performance on consumer GPUs. - **[Source Relation Server](https://github.com/owayo/mcp-source-relation)** - Analyzes source code dependencies across various programming languages by parsing import statements and identifying file interdependencies. It supports TypeScript, JavaScript, Python, Ruby, and Rust, allowing quick verification of project dependencies and related files. - **[GitLab Integration Server](https://github.com/owayo/gitlab-mcp-server)** - Fetches pipeline failure details and unresolved merge request comments from GitLab to provide real-time insights for AI assistants, enhancing development workflows based on GitLab data. - **[Source Tree Server](https://github.com/owayo/mcp-src-tree)** - Generates a file tree of the specified directory's 'src' folder while adhering to rules defined in `.gitignore` to exclude certain files and directories. Represents the directory structure hierarchically in JSON format. - **[ComfyUI Integration Server](https://github.com/Overseer66/comfyui-mcp-server)** - Integrates ComfyUI workflows with applications through the Model Context Protocol (MCP). Manages image generation workflows, downloads generated images, and extends functionality by adding custom workflows as tools. - **[Magic AI Agent](https://github.com/oyasimi1209/magic-mcp)** - Generates UI components based on natural language descriptions and provides real-time previews. Integrates with popular IDEs to enhance the UI development workflow. - **[MCP Servers](https://github.com/Owengundam/MCPservers)** - Integrates various tools and data sources with Large Language Models (LLMs) through the Model Context Protocol (MCP), enabling secure access and enhanced application capabilities. Implements reference servers using either the Typescript or Python MCP SDKs. - **[Structured Memory & Cognitive Framework](https://github.com/p-funk/fegis)** - Provides structured, persistent memory for AI models through customizable cognitive tools, enabling enhanced organization and retrieval of thoughts across conversations using a schema-driven approach. - **[MCP Code-snippets](https://github.com/pablof7z/tenex-tools)** - Facilitates access to a collaborative registry for publishing and discovering coding instructions and reusable code snippets, enhancing AI coding agents' performance while ensuring code quality through community verification. - **[OpenRouter Client for Cursor](https://github.com/palolxx/openroutermcptest4)** - Connects to multiple AI models using the Model Context Protocol, facilitating communication with various AI providers for seamless integration into applications. It supports both free and paid models, allowing for cached model information and multi-model completions. - **[Gemini Thinking 2.5 Pro](https://github.com/palolxx/GeminiMcpTest)** - Utilizes Google's Gemini model to facilitate analytical thinking and problem-solving by breaking down complex issues into manageable steps, providing insights and alternative approaches while maintaining session persistence for continuous analysis. - **[OpenRouter MCP Server](https://github.com/palolxx/openrouteraitest)** - Provides access to various AI models through a type-safe interface with integrated features like caching, rate limiting, and error handling. Enhances applications by enabling seamless interaction with the OpenRouter.ai model ecosystem. - **[FastAPI Server with MCP SSE](https://github.com/panz2018/fastapi_mcp_sse)** - Integrates real-time data streaming into applications using Server-Sent Events while connecting AI models with external tools and data sources through the Model Context Protocol. Offers customizable routes and robust functionality within the FastAPI framework. - **[Github MCP Server](https://github.com/ParasSolanki/github-mcp-server)** - Integrate with GitHub to interact with repositories, manage issues, and automate workflows through a simple interface. - **[OpenRouter MCP Server](https://github.com/palolxx/openrouteraitest)** - Provides access to various AI models through a unified, type-safe interface with built-in caching, rate limiting, and error handling. Integrates with OpenRouter.ai's model ecosystem to enhance application capabilities. - **[GDB Debugging Server](https://github.com/pansila/mcp_server_gdb)** - Manage and debug applications remotely using GDB, supporting breakpoints, stack information, and program execution control. Enables concurrent debugging sessions to enhance workflow efficiency. - **[Reasoner](https://github.com/parmarjh/mcp-reasoner)** - Systematic reasoning server implementing Beam Search and Monte Carlo Tree Search (MCTS) for decision-making tasks. It evaluates thought processes through statistical analysis and provides tree-based reasoning paths. - **[MCP Tools Documentation](https://github.com/patelnav/my-tools-mcp)** - Provides an integrated command-line tool documentation panel in VSCode, retrieving and displaying documentation for various command-line tools detected in the workspace. It features a built-in MCP server for real-time event streaming and tool discovery from local and global binaries. - **[Autodocument](https://github.com/PARS-DOE/autodocument)** - Generates comprehensive documentation, test plans, and code reviews by analyzing code repositories and directory structures. Utilizes AI to enhance development workflows with detailed insights into security and best practices. - **[n8n](https://github.com/passeth/n8n)** - Automate workflows with a platform that combines code flexibility and no-code speed, featuring 400+ integrations and AI capabilities for building agent workflows with custom data and models. - **[Model Context Protocol Manager](https://github.com/pathintegral-institute/mcpm.sh)** - Manages Model Context Protocol servers through a CLI tool, facilitating configuration, grouping, and discovery of multiple server instances behind a single endpoint. Supports shared sessions for streamlined server management. - **[AI Bootcamp](https://github.com/Paulinholeo/AI-Bootcamp)** - Supports practical training and project-based learning for AI engineering, focusing on building, deploying, and evaluating AI models through hands-on exercises and real-world applications. - **[Maya MCP Server](https://github.com/PatrickPalmer/MayaMCP)** - Control Autodesk Maya using natural language commands via the Model Context Protocol, enabling the creation, modification, and querying of Maya scenes without requiring installation inside Maya. - **[AIDaily](https://github.com/PawNzZi/aidaily)** - An automatic acquisition tool that provides the latest news and updates in the AI field by connecting to a remote tool. It exposes functions to list available resources and tools, and to utilize those tools effectively through the MCP protocol. - **[web3 developer](https://github.com/Pavel-Burov/Pavel-Burov)** - Integrate blockchain functionalities into applications, enabling decentralized features and advanced web3 capabilities. This server supports building innovative solutions leveraging web3 technology. - **[Kafka MCP Server](https://github.com/pavanjava/kafka_mcp_server)** - Integrate AI models with Apache Kafka for message publishing and consumption, enabling seamless interaction with Kafka topics through a standardized protocol. Supports both sending and receiving messages, enhancing communication between language models and applications. - **[AppleScript Executor](https://github.com/peakmojo/applescript-mcp)** - Execute AppleScript commands for seamless interaction with macOS applications, enabling automation of tasks such as managing Notes, Calendar, Contacts, and Messages. - **[Mermaid Diagram Generator](https://github.com/peng-shawn/mermaid-mcp-server)** - Converts Mermaid diagram descriptions into high-quality PNG images using the Mermaid markdown syntax. Supports customizable themes and backgrounds for visual representations of data and processes. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - RuoYi is a Java-based framework that facilitates rapid web application development using a separated front-end architecture with Vue3 and Element Plus. It features built-in capabilities for user management and role assignment, streamlining the development process. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - A Java framework designed for rapid development of modern web applications using a front-end stack of Vue3 and Element Plus, facilitating user and role management among other built-in features. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - A modern web application framework built on Spring Boot and Vue3, designed for rapid development with features for user management and role assignment. Supports a decoupled front-end and back-end architecture, providing a robust environment for creating interactive applications. - **[Playwright Visual Test](https://github.com/pengqiAngus/playwright-mcp)** - Automated visual regression testing tool that captures screenshots and generates comparison reports to identify discrepancies in UI across various viewport sizes. Integrates with MCP protocol for enhanced testing capabilities. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - Efficient management system framework utilizing SpringBoot and Vue3, designed for rapid development with features for user and role management, as well as system monitoring. - **[Remote MCP Server on Cloudflare](https://github.com/peteknowsai/remote-mcp-server)** - Host a remote MCP server on Cloudflare Workers with OAuth login to manage and expose tools for seamless LLM integration. Supports local and remote connections via the MCP Inspector or Claude Desktop, utilizing HTTP/SSE transport. - **[WhiskerRAG Toolkit](https://github.com/petercat-ai/whiskerrag_toolkit)** - Provides retrieval-augmented generation capabilities for applications, allowing integration of various data sources with advanced processing methods. Features a toolkit with type definitions and methods for effective RAG implementation. - **[vLLM](https://github.com/PeterXiaTian/vllm)** - Serve large language models rapidly and efficiently with high-throughput inference and flexible deployment options. Seamlessly integrates with popular models for enhanced AI applications. - **[SSE Calculator Server](https://github.com/phamtienduceng/calculator-mcp-remote-server)** - Provides real-time stateful calculator operations with history tracking through Server-Sent Events, enabling dynamic calculation sessions while integrating with AI assistants via the Model Context Protocol. - **[Playwright Browser Automation Server](https://github.com/PhamQuangVinh22022648/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for browser automation. Facilitates web navigation, form-filling, data extraction, and automated testing, all without relying on visual models. - **[Puppeteer Linux](https://github.com/PhialsBasement/MCP-Puppeteer-Linux)** - Provides browser automation capabilities using Puppeteer with support for Linux display servers, enabling interaction with web pages, taking screenshots, and executing JavaScript in a browser environment. - **[CMD Server](https://github.com/PhialsBasement/CMD-MCP-Server)** - Executes CMD commands on both Windows and Linux platforms and facilitates SSH connections. Built on the official MCP SDK, it enables command-line operations integration with MCP-compatible applications. - **[LLMLing Server](https://github.com/phil65/mcp-server-llmling)** - Set up custom LLM servers using YAML configurations, providing access to resources and structured prompts. It facilitates extending capabilities with callable tools while adhering to the Machine Chat Protocol. - **[NMAP Server](https://github.com/PhialsBasement/nmap-mcp-server)** - Perform network analysis and security assessments through NMAP by interacting with an AI assistant for network scanning operations. - **[Modal MCP Toolbox](https://github.com/philipp-eisen/modal-mcp-toolbox)** - A collection of tools that provides a sandboxed environment for executing Python code and generating images using the FLUX model. - **[Pica MCP Server](https://github.com/picahq/pica-mcp)** - Connect AI applications to external tools and data sources while maintaining user control. Integrate with local services and APIs, enabling enhanced functionality and user interaction. - **[Maya MCP Server](https://github.com/phuhao00/MayaMCP)** - Control Autodesk Maya using natural language commands to access and manipulate scenes, objects, and attributes without requiring installation inside Maya. The server simplifies integration with AI assistant clients through a minimal and extensible toolset. - **[Pica MCP Server](https://github.com/picahq/pica-mcp)** - Connect applications with powerful APIs to facilitate actions like sending emails, managing calendars, and accessing databases. Integrate real-world data and tools effortlessly to enhance workflows. - **[Pica MCP Server](https://github.com/picahq/pica-mcp)** - Connect applications with external tools and data sources through a powerful API, facilitating actions such as sending emails, managing calendars, and querying databases. - **[Archy Architectural Diagram Builder](https://github.com/phxdev1/archy-mcp)** - Generates architectural diagrams using Mermaid syntax from natural language descriptions or GitHub repositories, supporting a variety of diagram types including flowcharts and class diagrams. - **[Echo MCP Server for Testing](https://github.com/piebro/echo-mcp-server-for-testing)** - A simple echo tool designed to test Model Context Protocol (MCP) clients and serve as a template for developing new MCP servers. It facilitates integration and testing of MCP functionalities with minimal setup requirements. - **[OpenAI Server](https://github.com/pierrebrunelle/mcp-server-openai)** - Integrates OpenAI models using the MCP protocol, allowing direct queries to OpenAI's API from Claude. - **[Quandl API for Python](https://github.com/picopoco/Python)** - Access and manipulate financial datasets with ease, retrieving data as Pandas dataframes or numpy arrays for analysis and visualization. Seamlessly upload custom datasets to Quandl using minimal code. - **[Ant Design Mobile](https://github.com/Pingtouges/ant-design-mobile)** - Provides essential UI components and blocks designed for building mobile web applications, optimized for performance and customization. Enhances user experience through smooth gestures and animations. - **[Pinecone Developer Server](https://github.com/pinecone-io/pinecone-mcp)** - Connects AI tools with Pinecone projects for enhanced development productivity. Enables searching documentation, configuring indexes, generating code, and managing data operations within development environments. - **[Ant Design Mobile](https://github.com/Pingtouges/ant-design-mobile)** - Build mobile web applications using essential UI components designed for performance and customization, focusing on smooth user interactions and animations without complex configurations. - **[MindBridge](https://github.com/pinkpixel-dev/mindbridge-mcp)** - MindBridge connects various applications to multiple AI language models, facilitating efficient workflows and enabling communication between models to maximize their strengths for diverse tasks. It allows users to switch between different models as needed without vendor lock-in, optimizing for speed or complexity depending on the requirements. - **[Pipedream](https://github.com/PipedreamHQ/pipedream)** - Build event-driven automations using pre-built components or custom code in Node.js, Python, Golang, or Bash. Integrate over 1,000 applications and streamline workflows effortlessly. - **[mcp-tool](https://github.com/PiuQiuPiaQia/mcp-tool)** - Build and deploy a Model Context Protocol server with support for generating San components and integrating Cosmic UI. It features quick setup and real-time data processing capabilities. - **[Story SDK MCP Server](https://github.com/piplabs/story-mcp-hub)** - Manage intellectual property assets and licenses within the Story Protocol ecosystem using the Story Python SDK. - **[Story MCP Hub](https://github.com/piplabs/story-mcp-hub)** - Enables interaction with blockchain data and the Story Protocol's SDK, facilitating queries and management of IP assets. Provides a unified environment for multiple MCP services to enhance development workflows within the Story Protocol ecosystem. - **[Directus MCP Server](https://github.com/pixelsock/directus-mcp)** - Enables interaction with the Directus API through a standardized Model Context Protocol, facilitating data management and enhancing application capabilities by integrating AI functionality. - **[Agent8 MCP Server](https://github.com/planetarium/mcp-agent8)** - Connects to the Agent8 SDK for optimized development by retrieving prompts and code examples, as well as searching for game development resources through a structured API. - **[pkgx Tool Runner](https://github.com/pkgxdev/mcp)** - Run various open source tools through pkgx integration, enabling AI agents to execute commands and gather data securely in a sandboxed environment while managing file read access cautiously. - **[PHPocalypse](https://github.com/plapinski/PHPocalypse-MCP)** - Automate PHP testing and static analysis with predefined commands for code quality checks and unit tests. Streamlines the testing process, allowing developers to focus on coding without manual intervention. - **[PlayCanvas Editor MCP Server](https://github.com/playcanvas/editor-mcp-server)** - Automate the PlayCanvas Editor to enhance game development by managing entities, handling assets, and adjusting scene settings efficiently with AI-driven tools. - **[NuGet Context Server](https://github.com/plucked/nuget-context-server)** - Provides detailed information about .NET project dependencies and NuGet packages, analyzes project files, searches NuGet feeds, and retrieves package metadata programmatically. Integrates real-time NuGet context into applications to enhance development workflows. - **[Xcode MCP Server](https://github.com/PolarVista/Xcode-mcp-server)** - The Xcode MCP Server facilitates building and testing Xcode projects through a standardized Model Context Protocol interface. It enables real-time access to build progress, test results, and logs, while supporting granular control over testing and reporting. - **[Second Opinion](https://github.com/PoliTwit1984/second-opinion-mcp-server)** - Provides AI-powered assistance for coding problems by integrating insights from multiple sources, including AI models and community-driven solutions. Features include automatic language detection, code snippet extraction, and Markdown report generation. - **[C̷h̷u̷c̷k̷N̷o̷r̷r̷i̷s̷](https://github.com/pollinations/chucknorris)** - Fetches and provides unique enhancement prompts for language models, enabling creative interaction with AI assistants. The server supports dynamic schema adaptation tailored to specialized language model enhancements. - **[PowerShell Server](https://github.com/posidron/mcp-powershell)** - Execute PowerShell commands and scripts, retrieve system information, and manage PowerShell modules. Enhance automation and system management workflows by integrating PowerShell capabilities directly within an LLM environment. - **[Portainer MCP Server](https://github.com/portainer/portainer-mcp)** - Connect to Portainer environments for managing users and resources while executing Docker and Kubernetes commands through AI. Facilitates secure interaction with containerized infrastructure via the Model Context Protocol. - **[Prisma](https://github.com/prisma/prisma)** - Manage databases with Prisma's ORM tools, automate schema migrations, generate type-safe query builders, and interact visually with data through a GUI. The Prisma MCP server enables AI agents to control Prisma Postgres databases by spinning up instances and running migrations. - **[Lighthouse MCP Server](https://github.com/priyankark/lighthouse-mcp)** - Run comprehensive audits on web pages to measure performance metrics, simulate different device environments, and apply network conditions. Provides detailed insights and scores to help optimize website performance. - **[Test Runner](https://github.com/privsim/mcp-test-runner)** - Run and parse test results from various testing frameworks, providing a unified interface for executing tests and processing their outputs. - **[MCP RAG Server](https://github.com/ProbonoBonobo/sui-mcp-server)** - Enables AI agents to retrieve documents from a vector database using Retrieval-Augmented Generation (RAG) techniques. Integrates with GitHub to process Move files and incorporates a language model for generating responses based on retrieved information. - **[A11y MCP Server](https://github.com/priyankark/a11y-mcp)** - Perform accessibility audits on webpages and generate detailed reports and summaries that comply with WCAG standards. Integrate the findings into an AI-assisted workflow to fix accessibility issues efficiently. - **[Server Playground](https://github.com/psaboia/mcp-server-playground)** - An MCP Server built with TypeScript designed for experimentation and integration testing, particularly with Claude Desktop and Cursor IDE. Serves as a learning resource for building and enhancing MCP functionalities. - **[Gitingest MCP Server](https://github.com/puravparab/Gitingest-MCP)** - Extract information about GitHub repositories, including repository summaries, project directory structures, and file contents. - **[GemSuite](https://github.com/PV-Bhat/gemsuite-mcp)** - Integrates with the Gemini API for intelligent model selection and provides advanced file handling capabilities. Facilitates seamless processing and optimization of AI operations across various file types. - **[Cal Server](https://github.com/pwh-pwh/cal-mcp)** - Evaluate mathematical expressions using the `expr-eval` library, supporting built-in constants like E and PI for quick calculations. It interacts through standard input and output, providing an efficient lightweight service for mathematical evaluations. - **[Playwright (with stealth) MCP Server](https://github.com/pvinis/mcp-playwright-stealth)** - Automates browser interactions, enabling LLMs to navigate web pages, capture screenshots, generate test scripts, and execute JavaScript in real-time. - **[PydanticAI](https://github.com/pydantic/pydantic-ai)** - A type-safe, model-agnostic framework that integrates with Pydantic for structured responses and real-time debugging in generative AI applications. Provides tools and dependency injection to enhance AI-driven project development. - **[Auto-Approve Claude Desktop MCPs](https://github.com/PyneSys/claude_autoapprove_mcp)** - Automatically approves specified MCP tools in Claude Desktop by injecting JavaScript, enabling granular control of tool access without altering the app itself. Provides options for permanent approvals and per-chat tool decisions while maintaining security measures. - **[Playwright MCP Server](https://github.com/PykeW/playwright-mcp-server)** - Retrieve and interact with web page content, enabling navigation, content extraction, and user action simulation on webpages using a standardized protocol. - **[Apache JMeter Test Execution Server](https://github.com/QAInsights/jmeter-mcp-server)** - Execute JMeter tests in both GUI and non-GUI modes while capturing and returning execution outputs seamlessly through MCP-compatible clients. - **[Mcp Security Audit](https://github.com/qianniuspace/mcp-security-audit)** - Audits npm package dependencies for security vulnerabilities using remote npm registry integration for real-time checks. - **[vLLM](https://github.com/qijsi/vllm)** - Serve large language models with a focus on efficiency and cost-effectiveness, supporting high-throughput inference alongside features such as quantization and multi-modal capabilities. - **[system-api-server](https://github.com/qingtianyu/mcp-server)** - A microservice API server that integrates with the MCP protocol for tool extension and resource access. It supports dynamic API tool registration and offers TypeScript strong typing capabilities. - **[Locust Load Testing Server](https://github.com/QAInsights/locust-mcp-server)** - Integrates Locust load testing capabilities into AI development environments, enabling configurable load tests with real-time output in both headless and UI modes. Supports customizable test scenarios through an easy-to-use API. - **[Docker](https://github.com/QuantGeekDev/docker-mcp)** - Enables management of Docker containers and compose stacks, facilitating operations like container creation, deployment, log retrieval, and monitoring status. - **[Calculator](https://github.com/QuantGeekDev/mcp-add-sse)** - Provides functionality for executing mathematical operations and tools through the Model Context Protocol. - **[MongoDB MCP Server](https://github.com/QuantGeekDev/mongo-mcp)** - Enables LLMs to interact directly with MongoDB databases using natural language, facilitating schema inspection, document querying, and data management. - **[byted fe resources](https://github.com/qubaomingg/byted_fe_mcp)** - - **[mcp-framework-starter](https://github.com/QuantGeekDev/mcp-framework-starter)** - Manage and create Model Context Protocol (MCP) servers for custom tools and real-time data integration. Leverage a standardized interface to enhance capabilities of language models. - **[n8n](https://github.com/quantumKaz/n8n)** - n8n is a workflow automation platform that supports integrating over 400 different tools and services, enabling the creation of automated workflows using both no-code and code-based solutions. It features AI capabilities to build workflows leveraging custom AI models and data, allowing for flexible automation tailored to specific needs. - **[CSS Tutor](https://github.com/QuantumLeap-us/css-mcp-server)** - Provides updates on the latest CSS features and enhancements, allowing users to manage their knowledge and receive tailored guidance effectively. - **[Quarkus MCP Servers](https://github.com/quarkiverse/quarkus-mcp-servers)** - Java-based MCP servers that extend LLM applications' capabilities by enabling JDBC access, filesystem interactions, and JavaFX drawing functionalities. - **[Unity MCP Integration](https://github.com/quazaai/UnityMCPIntegration)** - Facilitates real-time interaction between AI assistants and Unity projects by allowing access to scene information, execution of C# code, and log monitoring within the Unity Editor. Enhances development workflows with additional file access functionalities for large language models (LLMs). - **[Quarkus MCP Server](https://github.com/quarkiverse/quarkus-mcp-server)** - Enables seamless integration between LLM applications and external data sources and tools using the Model Context Protocol (MCP). Provides both declarative and programmatic APIs for implementing various MCP server functionalities. - **[Supabase MCP](https://github.com/Quegenx/supabase-mcp-server)** - Manage a Supabase PostgreSQL database using natural language commands, enabling efficient database management through conversational interactions. Integrates with Cursor's Composer and Codeium's Cascade for enhanced productivity. - **[Quillopy MCP Server](https://github.com/quillopy/quillopy-mcp)** - Retrieve relevant package documentation for programming languages and libraries through the Quillopy API, enhancing the coding experience by providing up-to-date information directly into the user's context. - **[Vercel MCP Server](https://github.com/Quegenx/vercel-mcp-server)** - Manage Vercel deployments, including projects, domains, and environment variables through an intuitive interface. Provides administrative control via MCP integration with Cursor's Composer. - **[Foundry MCP Server](https://github.com/qwert666/mcp-server-foundry)** - Interact with datasets, ontology objects, and functions within a Foundry instance, enabling AI assistants to perform dynamic data interactions and intelligent processing. - **[Portfolio Website](https://github.com/quocdat22/portfolio-website)** - A personal portfolio website that showcases projects and skills, providing a platform to attract clients or employers. The site can be easily customized and deployed to highlight individual work effectively. - **[Xcode Server](https://github.com/r-huijts/xcode-mcp-server)** - Integrates with Xcode projects for intelligent code assistance and project management, enabling interactions with iOS simulators and various Xcode-related tasks. Offers capabilities for project management, file operations, and workspace parsing. - **[Unreal Server](https://github.com/radial-hks/MCP-Unreal-Server)** - Manage and execute Python code in Unreal Engine environments, with automatic discovery of Unreal instances and real-time monitoring of their status. Provides robust logging capabilities and support for remote execution in both attended and unattended modes. - **[RAD Security MCP Server](https://github.com/rad-security/mcp-server)** - Provides AI-powered security insights focused on Kubernetes and cloud environments, enabling monitoring, analysis, and securing of infrastructure with detailed visibility and actionable findings. - **[AWS MCP](https://github.com/RafalWilinski/aws-mcp)** - Enables natural language querying and management of AWS resources, supporting multiple AWS profiles and secure credential handling. Facilitates interactions within AWS environments using conversational AI. - **[Appium Mobile Automation Server](https://github.com/Rahulec08/appium-mcp)** - Integrate Appium capabilities for mobile app automation to perform element interactions, manage applications, control devices, and execute advanced gestures through standardized MCP calls. Streamline mobile testing workflows with comprehensive device support. - **[Azure DevOps Integration Server](https://github.com/RainyCodeWizard/azure-devops-mcp-server)** - Integrate with Azure DevOps to manage work items, repositories, and pipelines. Automate tasks and retrieve data directly from Azure DevOps services, streamlining development workflows. - **[LSP Tools](https://github.com/rajnaveen344/lsp-tools-mcp)** - Enhances text analysis by providing regex matching capabilities to find positions of regex matches in files and managing directory access for secure interaction with system files. - **[Command History Explorer](https://github.com/rajpdus/mcp-histfile)** - Access and manage shell command history through a powerful MCP interface, enabling users to search, retrieve, and explore previously executed commands. Integrates seamlessly with Cursor and other MCP-compatible tools for enhanced productivity. - **[Apache Jena SPARQL MCP Server](https://github.com/ramuzes/mcp-jena)** - Facilitates querying and updating RDF data in Apache Jena using SPARQL, enabling interaction with Jena Fuseki servers. Supports executing SPARQL queries and updates, listing named graphs, and integrates with AI agents through the Model Context Protocol. - **[Ramp Data Analysis Server](https://github.com/ramp-public/ramp_mcp)** - Retrieve and analyze Ramp financial data using an ETL pipeline and an ephemeral SQLite database. Facilitate database operations and data fetching through integrated tools. - **[Files-DB-MCP](https://github.com/randomm/files-db-mcp)** - Provides fast and efficient vector search capabilities for software projects, automatically indexing codebases and responding to search queries in real-time. Integrates seamlessly with LLM tools for enhanced coding agent performance without complex configurations. - **[Swarms Documentation Server](https://github.com/Ransom-Alpha/Swarms_MCPserver)** - Retrieve and interact with documentation databases using hybrid semantic and keyword search. Automatically index and reindex various file types while supporting live file watching and low-latency document querying through a FastMCP tools API. - **[PCM](https://github.com/rand-tech/pcm)** - PCM provides tools for analyzing and reverse engineering binaries through disassembly, decompilation, and memory analysis. It includes features like function renaming, type setting, and note management to enhance binary analysis workflows. - **[Ramp MCP Server](https://github.com/ramp-public/ramp_mcp)** - Retrieve and analyze data or run tasks using an in-memory SQLite database for efficient data processing. Supports data interaction through a Developer API with an ETL pipeline for handling data requests and queries. - **[MCPHub.nvim](https://github.com/ravitemer/mcphub.nvim)** - Integrate and manage MCP servers within Neovim, providing an intuitive UI for browsing, installing, and testing tools and resources. The plugin facilitates real-time status monitoring and automatic server management to enhance workflow with large language models. - **[Qase Test Management Server](https://github.com/RayYokoyama/qase-mcp-server)** - Integrate with the Qase test management platform to create, retrieve, and manage test cases, suites, and test runs. Automate test management workflows and streamline testing processes using Qase's API. - **[Ollama MCP Server](https://github.com/rawveg/ollama-mcp)** - Integrates Ollama's local LLM models with MCP-compatible applications, supporting functionalities like listing models, pulling new models, and chatting through an API. - **[Git Repository Browser](https://github.com/razorback16/mcp-git-repo-browser)** - Explore and interact with Git repositories by retrieving directory structures and reading important files with a straightforward interface. - **[OpenAPI MCP Server](https://github.com/ReAPI-com/mcp-openapi)** - Loads and serves multiple OpenAPI specifications to facilitate LLM-powered IDE integrations, allowing for better understanding and interaction with APIs in development tools. Maintains a catalog of available APIs and supports dereferenced schemas for enhanced context. - **[A2A Agent Bridge Server](https://github.com/regismesquita/MCP_A2A)** - Facilitates interaction between Claude Desktop and A2A protocol agents by managing server registration, listing agents, and sending prompts. Designed for development and experimentation, it provides tools specifically for agent communication and management. - **[GitHub Integration Server](https://github.com/renantrendt/mcp-github)** - Interact with GitHub repositories, manage issues, and automate workflows. Perform file operations, track commits, and handle pull requests effectively. - **[Neural Child Development System](https://github.com/renatokuipers/neural-child)** - Integrates psychological growth and emotional intelligence to develop AI systems through defined developmental stages, enhancing cognitive and emotional capabilities. - **[Talk with Your Database](https://github.com/rhabraken/mcp-python)** - Interact seamlessly with PostgreSQL, MySQL, MariaDB, and SQLite databases using Claude Desktop. This MCP server facilitates efficient database management and query execution through a unified interface. - **[Kontxt Server](https://github.com/ReyNeill/Kontxt)** - Facilitates deep context extraction from local code repositories by analyzing code files and generating insights based on user queries. Utilizes advanced analysis tools to support targeted context generation and track token usage for optimized API performance. - **[GitHub API MCP Server](https://github.com/renantrendt/reference-servers)** - Interact with GitHub repositories, manage files, issues, and pull requests, while preserving Git history and enabling advanced search functionalities. - **[Revit MCP](https://github.com/revit-mcp/revit-mcp)** - Interact with Revit projects to retrieve project data, modify elements, and execute AI-generated code within the Revit environment, facilitating intelligent automation and real-time collaboration. - **[Simple MCP](https://github.com/ribeirogab/simple-mcp)** - This server enables the creation of MCP servers using a straightforward API with full TypeScript support. It includes parameter validation and facilitates the implementation of tools for dynamic interactions by adhering to the Model Context Protocol. - **[Chatbot SQL Query Backend](https://github.com/rick-noya/mcp-chatbot)** - Generates and executes SQL queries on a Postgres database using OpenAI's GPT models, returning structured JSON responses optimized for chatbot user interfaces. Integrates with frontend applications via a FastAPI REST API, supporting deployment on AWS Lambda or local environments. - **[GitLab Server](https://github.com/rifqi96/mcp-gitlab)** - Manage GitLab projects, branches, merge requests, and CI/CD pipelines. Review code, add comments, and configure integrations through an AI assistant. - **[Terminal Execution Server](https://github.com/RinardNick/mcp-terminal)** - Execute shell commands securely with controlled access and resource limits, providing robust error handling and output capture. Features include command timeouts and maximum output size limits to ensure command safety and compliance. - **[iTerm Terminal Integration Server](https://github.com/rishabkoul/iTerm-MCP-Server)** - Integrate with iTerm2 terminal sessions to create, manage, and execute commands while also reading output and monitoring active sessions. Enhance terminal workflows on macOS via direct AI-assisted control. - **[Calculator Server](https://github.com/rishipradeep-think41/math-mcp)** - Provides a comprehensive set of mathematical calculation tools via the Model Context Protocol, enabling precise and diverse math operations. Supports basic arithmetic, trigonometry, logarithmic functions, and conversion between degrees and radians. - **[Omi Memories](https://github.com/Ritesh2351235/Omi-MCP)** - Fetch and manage personal Omi memories through a tool interface, providing personalized insights and accessible memory handling for users within the Omi App. - **[Riza MCP Server](https://github.com/riza-io/riza-mcp)** - Wraps Riza API endpoints as tools for LLM-enabled code execution and management, providing an isolated environment to run code generated by LLMs. - **[Chrome Debug Server](https://github.com/robertheadley/chrome-debug-mcp)** - Control Chrome with advanced debugging capabilities, automate page interactions, and manage userscripts seamlessly. Integrate powerful automation tools directly into web development workflows using Playwright with comprehensive Greasemonkey API support. - **[CouchDB MCP Server](https://github.com/robertoamoreno/couchdb-mcp-server)** - Manage CouchDB databases and documents through a straightforward interface, facilitating operations like creating, listing, and deleting databases. - **[MindManager MCP Server](https://github.com/robertZaufall/mindm-mcp)** - Interact programmatically with MindManager to retrieve and manipulate mindmap structures. Export mindmaps to various formats for enhanced productivity and creativity, integrating seamlessly with LLMs. - **[Scraper MCP Smithery](https://github.com/rockerritesh/scraper-mcp-smithery)** - Enhance web scraping capabilities with tools to efficiently extract and manipulate data. Automate data collection through asynchronous web search operations and integrate smoothly with existing applications using a FastMCP server foundation. - **[Kubectl MCP Tool](https://github.com/rohitg00/kubectl-mcp-server)** - Connect to Kubernetes clusters and manage resources using natural language commands. Enables AI assistants to interact with Kubernetes for efficient cluster management through intelligent command construction. - **[GIS Data Conversion Server](https://github.com/ronantakizawa/gis-dataconversion-mcp)** - Enables conversion between various geographic data formats including WKT, GeoJSON, TopoJSON, KML, and CSV, as well as performing reverse geocoding. Interfaces with GIS libraries to manage geographic data formats and coordinate systems efficiently. - **[A11y MCP](https://github.com/ronantakizawa/a11ymcp)** - Run WCAG compliance tests and accessibility assessments using the axe-core API. Users can test raw HTML or URLs for accessibility issues and color contrast evaluation. - **[MCP Framework](https://github.com/ronangrant/mcp-framework)** - Build Model Context Protocol servers using a TypeScript-first framework that supports automatic discovery of tools and prompts, multiple transports, and various authentication methods. Simplifies server development with a built-in CLI and flexible configuration options. - **[Proxy Provider Converter](https://github.com/Rootless-cmd/proxy-provider-converter)** - Converts Clash subscriptions into Proxy Provider and External Group formats, simplifying proxy management by consolidating proxy servers from multiple subscriptions into a single configuration file. - **[Gitee MCP Server](https://github.com/ropon/mcp-gitee)** - Interact with Gitee's API to manage repositories, issues, pull requests, and notifications. Automate workflows by using AI assistants to efficiently create and manage tasks within Gitee. - **[Root Signals Evaluator Server](https://github.com/root-signals/root-signals-mcp)** - Exposes Root Signals evaluators as tools for AI assistants and agents, enabling evaluations based on quality criteria. Facilitates automated feedback to enhance AI response quality through standard and RAG evaluations, supporting network deployment with SSE transport for diverse MCP client integration. - **[OBS Studio MCP Server](https://github.com/royshil/obs-mcp)** - Control OBS Studio with tools for scene management, source control, and streaming operations using the MCP protocol. Integrates with OBS WebSocket server to automate and enhance streaming workflows. - **[Binary Ninja Integration Server](https://github.com/rsprudencio/binja_mcp)** - Interact and automate tasks with Binary Ninja through Large Language Models, providing access to assembly code, decompiled code, and the ability to rename functions and add comments to binaries. - **[Mermaid Validator](https://github.com/rtuin/mcp-mermaid-validator)** - Validates and renders Mermaid diagrams, ensuring correctness and providing SVG output for visual representation. Integrates directly into workflows to enhance LLM capabilities with diagram generation. - **[GitHub Integration Server](https://github.com/rshivamrapid/github-mcp-server)** - Integrate with GitHub APIs to automate workflows, extract repository data, and analyze versions. Interact with projects, issues, and pull requests to streamline development processes. - **[Prompt Tester](https://github.com/rt96-hub/prompt-tester)** - Test and compare prompts across multiple LLM providers, specifically OpenAI and Anthropic. Manage multi-turn conversations, configure various parameters, and evaluate responses to optimize prompt strategies. - **[Deepseek Thinker](https://github.com/ruixingshi/deepseek-thinker-mcp)** - Leverage Deepseek's reasoning capabilities to access structured outputs from its thought processes for enhanced AI interactions. Supports integration with AI clients through both OpenAI API and local Ollama server modes. - **[Rodolfo Rodrigues Portfolio](https://github.com/rudwolf/rudwolf.github.io)** - Showcase skills and projects in web development with a focus on PHP, WordPress, Laravel, MySQL, and JavaScript frameworks. Provides assistance in full-stack development and keeps users updated on learning progress in ReactJS and Next.js. - **[Deepseek Thinker](https://github.com/ruixingshi/deepseek-thinker-mcp)** - Provides reasoning capabilities using Deepseek's thought processes, enabling MCP-enabled AI clients to access and utilize Deepseek's reasoning outputs either through an API service or a local Ollama server. - **[REST-to-Postman](https://github.com/runninghare/rest-to-postman)** - Converts REST API endpoints and environment variables to Postman collections, enabling automatic syncing of API configurations with Postman for enhanced development workflows. Supports various authentication methods and intelligently merges new endpoints with existing collections while managing sensitive data. - **[TypeScript Definition Finder](https://github.com/runninghare/ts-def-mcp)** - Locate original definitions of TypeScript symbols, including those from external packages, within a codebase. Return the definition location and associated code snippet to enhance code understanding. - **[TypeScript Definition Finder](https://github.com/runninghare/typescript-definition-finder-mcp)** - Locates original definitions of TypeScript symbols in a codebase, including classes, interfaces, and functions. Returns precise locations and code snippets to aid in development. - **[wcgw](https://github.com/rusiaaman/wcgw)** - Shell and coding agent that integrates shell and code editing tools for executing commands and building applications locally. - **[RunPod](https://github.com/runpod/runpod-mcp)** - Manage RunPod cloud resources through an MCP-compatible client, enabling operations such as creating, updating, and deleting pods, serverless endpoints, templates, network volumes, and container registry authentications. - **[GitHub Repo MCP Server](https://github.com/Ryan0204/github-repo-mcp)** - Browse and explore public GitHub repositories seamlessly, navigate directories, and view file contents. Interact with repository data effortlessly to enhance AI capabilities. - **[Azure DevOps Integration](https://github.com/RyanCardin15/AzureDevOps-MCP)** - Manage work items, repositories, boards, and sprints in Azure DevOps through a standardized API. This integration facilitates streamlined development workflows and team collaboration by providing easy access to Azure DevOps functionalities. - **[BatchIt](https://github.com/ryanjoachim/mcp-batchit)** - Batch multiple MCP tool calls into a single request to reduce overhead and token usage for AI agents, executing multiple tasks in parallel to streamline complex workflows. - **[Git Spice MCP Server](https://github.com/sach999/git-spice-help-mcp)** - Search git-spice documentation within Cursor IDE, providing seamless access to real-time coding resources and efficient documentation parsing. - **[STeLA](https://github.com/Sachin-Bhat/stela-mcp)** - Provides secure access to local system operations through a standardized API interface, enabling command execution, file management, and directory visualization. - **[ModuleFedPattern Workspace](https://github.com/sachin-walunj/module-fed-pattern)** - Manage a modern Nx monorepo workspace optimized for React and Next.js development, facilitating the running of development servers, building production bundles, and adding new projects through Nx plugins and generators. Streamlines CI pipeline integration for efficient builds and task distribution. - **[Everything](https://github.com/s2005/mcp-everything)** - A comprehensive test server that showcases the features of the Model Context Protocol (MCP), providing tools, resources, prompts, and sampling capabilities for developers. It includes implementations in TypeScript and Python for building and testing MCP clients. - **[imthere](https://github.com/sadrove/ciel_public)** - Provides a project template for Flutter application development, offering essential resources and documentation to kickstart building mobile apps. - **[Documentation Server](https://github.com/sagacious-satadru/Documentation-MCP)** - Search and access documentation from popular AI libraries such as LangChain and LlamaIndex. Enhance conversations with contextual knowledge by leveraging intelligent documentation extraction. - **[Code Analysis Server](https://github.com/saiprashanths/code-analysis-mcp)** - Enables natural language exploration and analysis of codebases, providing insights into system architecture, data flows, and specific code elements. Facilitates dynamic understanding of code through conversational queries. - **[AI Vision MCP Server](https://github.com/samihalawa/mcp-ai-vision-debug-ui-automation)** - Capture and analyze website screenshots with AI-powered visual analysis. Generate comprehensive UI/UX reports and maintain context across multiple analysis steps for enhanced debugging. Streamline your visual testing process with precise file operations and automated insights. - **[MCPHub](https://github.com/samanhappy/mcphub)** - MCPHub aggregates and manages multiple Model Context Protocol (MCP) servers through a unified HTTP interface, allowing for real-time status monitoring and configuration on the fly. It supports integration with various tools and implements group-based access control with built-in authentication and role management. - **[Salesforce DX MCP Server](https://github.com/salesforcecli/mcp)** - Official Salesforce DX MCP server enabling secure, natural language-driven interaction with Salesforce orgs through LLMs. Built with enhanced security using TypeScript libraries, encrypted authentication, and granular access control. Supports comprehensive Salesforce development workflows including metadata operations, data management, and org administration. - **[Revit Integration Server](https://github.com/SamllPigYanDong/revit_mcp)** - Enables real-time interaction with Autodesk Revit models through a WebSocket connection, facilitating query and management of Revit elements, views, and levels while providing robust error handling and fallback support. - **[GitHub Issue](https://github.com/sammcj/mcp-github-issue)** - Fetch GitHub issue details for use as task descriptions, facilitating integration of issue tracking with language model capabilities. - **[MCP Manager](https://github.com/samihalawa/2025-FINAL-mcpMaster)** - Manage multiple MCP servers from a unified interface, enabling seamless tool discovery and real-time communication with AI models. Operates in headless mode for API-first integration, enhancing workflow and server management capabilities. - **[Package Docs](https://github.com/sammcj/mcp-package-docs)** - Access package documentation from multiple programming languages including Go, Python, NPM, and Rust. It provides structured documentation parsing and language server protocol capabilities for efficient retrieval of information. - **[DaVinci Resolve MCP Server](https://github.com/samuelgursky/davinci-resolve-mcp)** - Connects AI coding assistants to DaVinci Resolve for managing video editing projects, timelines, and media through natural language queries. Enables seamless control and interaction within the DaVinci Resolve environment. - **[UniAuto](https://github.com/samuelvinay91/uniauto-mcp-server)** - Automates web and desktop applications with advanced self-healing capabilities and AI integration, enabling seamless test execution and case management. Incorporates a multi-layered recovery strategy to adapt to changes in applications during testing processes. - **[LLM Server](https://github.com/sammcj/mcp-llm)** - Generate code, write documentation, and answer questions using advanced language models. Utilize the LlamaIndexTS library to enhance coding tasks and improve documentation quality. - **[Atlassian Integration Server](https://github.com/samwang0723/mcp-atlassian)** - Interact with Atlassian products such as Confluence and Jira through a standardized interface for searching content, retrieving details, and managing projects and issues. - **[AutoSpectra](https://github.com/samuelvinay91/autospectra-mcp-server)** - Automate browser interactions and perform various testing capabilities, including accessibility checks and visual testing, through a comprehensive MCP server. Provides tools for API testing and debugging, integrating seamlessly with compatible AI systems. - **[MIDI Server](https://github.com/sandst1/mcp-server-midi)** - Connects AI models to MIDI-compatible software or hardware by sending MIDI sequences and control messages, while providing virtual MIDI output ports for integration with digital audio workstations and synthesizers. - **[Package Version](https://github.com/sammcj/mcp-package-version)** - Provides tools for checking the latest stable package versions across multiple registries, including npm, PyPI, Maven Central, Go Proxy, and others. Enables AI models to recommend up-to-date package versions for various programming languages and tools. - **[RAG Documentation Server](https://github.com/sanderkooger/mcp-server-ragdocs)** - Retrieve and process documentation using vector search to enhance AI responses. Enable the creation of documentation-aware AI assistants and context-aware tooling for developers. - **[Sanity Content AI Server](https://github.com/sanity-io/sanity-mcp-server)** - Facilitates AI-driven content operations and exploration within Sanity projects via natural language interactions. Supports automation of content creation, updates, and semantic searches, while adhering to content schemas and validation rules. - **[SourceSage](https://github.com/sarathsp06/sourcesage)** - Memorizes and manages key aspects of a codebase, enabling dynamic updates and fast retrieval while analyzing code across multiple languages. Utilizes a language-agnostic knowledge graph to enhance coding practices and insights. - **[Wongames MCP](https://github.com/saymondamasio/wongames-mcp)** - Integrate real-world data and tools to enhance user interactions in applications. Provide dynamic context adjustments to seamlessly connect AI models with various data sources. - **[APIKit](https://github.com/scarqin/mcp-apikit)** - Integrates with Eolink OpenAPI to retrieve and manage API specifications within the Windsurf IDE. Facilitates API discovery, testing, and standardized communication through the Model Context Protocol. - **[Letter Counter Server](https://github.com/scaryrawr/strawberry-mcp)** - Counts the occurrences of a specified letter within a given word, providing accurate letter frequency results for text analysis. - **[Data Engineering Tutor](https://github.com/scriptstar/de-mcp-server)** - Provides personalized updates and guidance on Data Engineering concepts, patterns, and technologies. Interactively tracks user knowledge and updates learning profiles while fetching recent news related to Data Engineering. - **[Coze Workflow](https://github.com/sdaaron/coze-workflow-mcp)** - Integrates workflow automation into applications, enabling streamlined processes through various tools and commands. Implements the Model Context Protocol to connect workflows seamlessly. - **[Coze Workflow](https://github.com/sdaaron/coze-workflow-mcp)** - Integrate workflow automation into applications, streamlining processes and enhancing productivity through customizable workflows that can be run directly from the development environment. - **[VCD MCP Server](https://github.com/SeanMcLoughlin/mcp-vcd)** - Handles value change dump (VCD) waveforms for AI models, providing specific signal changes within defined timestamp ranges to optimize context management for large waveform files. - **[Claude Code](https://github.com/SDGLBL/mcp-claude-code)** - Enhances coding workflows by directly executing commands to modify and analyze project files. Integrates with various clients for file access and targeted code modification, with robust command execution and error handling capabilities. - **[PyTorch Documentation Search](https://github.com/seanmichaelmcgee/pytorch-docs-refactored)** - Provides semantic search capabilities over PyTorch documentation to retrieve relevant APIs, code examples, and error messages efficiently. It uses vector embeddings and semantic similarity to enhance search results for developers. - **[Windows API Integration Server](https://github.com/SecretiveShell/mcp-windows)** - Control and interact with various Windows system features including media playback, notifications, window management, and clipboard operations through a standardized MCP interface. This server enables automation of complex Windows tasks with simple command executions. - **[Dingo MCP Server](https://github.com/seanpjlab/dataeval_dingo)** - Comprehensive data quality evaluation tool that facilitates interaction with rule-based and LLM-based evaluation capabilities. Capabilities include listing of data evaluation rules and prompts. - **[MCP System Monitor](https://github.com/seekrays/mcp-monitor)** - Exposes system metrics such as CPU, memory, disk, network, and host information through an MCP-compatible interface, enabling real-time retrieval of system data for LLMs. - **[Semgrep](https://github.com/semgrep/semgrep)** - Scans code for bugs and enforces coding standards across more than 30 programming languages. Integrates into development workflows for improved security and compliance through powerful static analysis. - **[Solana Agent Kit](https://github.com/sendaifun/solana-agent-kit)** - Manage and interact with the Solana blockchain through standardized operations, allowing seamless execution of blockchain actions and configuration with a Solana wallet and RPC URL. - **[Aider MCP Server](https://github.com/sengokudaikon/aider-mcp-server)** - Connects AI assistants to file editing capabilities for efficient project management, enabling users to edit, create, and manage files with integrated git status checks. - **[OpenSearch MCP Server](https://github.com/seohyunjun/opensearch-mcp-server)** - Interact with your OpenSearch cluster for document search, index analysis, and cluster management using natural language commands. Provides a comprehensive set of tools for simplifying data operations. - **[Solana Agent Kit Server](https://github.com/sendaifun/solana-mcp)** - Interact with the Solana blockchain to execute transactions, query account information, and manage wallets through a standardized interface for AI agents. - **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrate with the Perplexity API to query programming responses and manage chat history. Maintain conversations and list previous chats using a local data storage system. - **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrates with the Perplexity API to provide expert programming assistance and chat functionalities through a Python-based interface. It enables querying responses, maintaining chat history, and managing conversations while storing chat data locally. - **[Semgrep MCP Server](https://github.com/semgrep/mcp)** - Scan code for security vulnerabilities and create custom rules with Semgrep. It provides an interface for advanced code analysis and security enhancements. - **[Code with GitHub Copilot](https://github.com/seoneum/skills-copilot-codespaces-vscode)** - Provides AI-powered autocomplete-style code suggestions in Visual Studio Code and Codespaces, enhancing coding speed and efficiency with real-time assistance for lines and functions. - **[Developer Name](https://github.com/SeriaWei/MCP-Developer-Name)** - Returns the name of the current developer based on the provided environment variable. It serves as a simple tool to access developer-specific information. - **[GraphQL API Service](https://github.com/setyolegowo/mcp-server-graphql)** - Provides a flexible and efficient interface for querying and manipulating MCP data through a GraphQL API, enabling seamless data integration and interaction with MCP services. - **[Powertools Search Server](https://github.com/aws-powertools/powertools-mcp)** - Provides efficient search capabilities for AWS Lambda Powertools documentation across various runtimes, enabling rapid querying and retrieval of relevant documentation content. Supports version-specific searches to ensure results are current with the latest documentation available. - **[Joern MCP Server](https://github.com/sfncat/mcp-joern)** - Provides tools for code review and security analysis using Joern, facilitating efficient code inspection processes based on static code analysis. - **[Kali Linux Penetration Testing MCP Server](https://github.com/sfz009900/kalilinuxmcp)** - A Kali Linux environment tailored for penetration testing, enabling the execution of various security tools with a focus on command-based interactions. Simplifies security assessments through seamless integration of tools like Burp Suite and Metasploit, allowing direct execution without full command line interaction. - **[Medusa MCP Server](https://github.com/SGFGOV/medusa-mcp)** - Manage and interact with Medusa's data models through a scalable backend. Supports real-time service orchestration and standardized communication with external tools and systems. - **[SSH Server](https://github.com/shaike1/mcp-server-ssh)** - Enable secure remote command execution and file operations through the SSH protocol, supporting both password and key-based authentication with detailed logging and progress tracking for file transfers. - **[daily.dev](https://github.com/shalomeir/daily)** - Provides a personalized news feed for developers, connects them to communities, and enables search functionalities to facilitate learning and collaboration in the developer ecosystem. - **[OpenRPC MCP Server](https://github.com/shanejonas/openrpc-mpc-server)** - Provides JSON-RPC functionality for Model Context Protocol (MCP) interactions, enabling method calls and discovery of available JSON-RPC methods. - **[Vertex AI Server](https://github.com/shariqriazz/vertex-ai-mcp-server)** - Provides seamless access to Google Cloud's Vertex AI Gemini models for coding assistance and general query answering, with enhanced query responses grounded in web search and direct knowledge. - **[GitHub Repository Context](https://github.com/shanksxz/gh-mcp-server)** - Fetch and utilize contents from GitHub repositories to provide context for AI interactions. Enables access to file contents, repository structures, and allows for filtering and exclusion of specific paths. - **[Postman Runner](https://github.com/shannonlal/mcp-postman)** - Executes API tests by running Postman collections with detailed results using Newman. Provides support for environment files and global variables, along with a summary of test outcomes. - **[WordPress MCP](https://github.com/sharmashivanand/mcp-wordpress)** - Provides intelligent integration with WordPress for VS Code by detecting the WordPress environment, connecting to its database, and offering context-aware code completions and documentation support. - **[CityGML Server](https://github.com/shark-gill/citygml_mcp_server)** - Access and manipulate CityGML data with a robust implementation utilizing the Model Context Protocol, enabling seamless data interactions through various resources and tools. - **[Mac Control Server](https://github.com/Shayan5422/MCP_MAC_USE)** - Control a macOS environment through an AI interface, executing AppleScript commands, simulating keyboard input, and managing mouse actions. Integrate with natural language processing for intuitive Mac control. - **[xcodebuild](https://github.com/ShenghaiWang/xcodebuild)** - Build and test iOS projects using Xcode workspaces in Visual Studio Code. Provides automation tools for immediate error feedback and integrates with extensions like Cline or Roo Code. - **[Access Template](https://github.com/shin-t-o/mcp-access)** - Extract text from web pages and PDFs, and execute predefined commands. Facilitates the conversion of web content to Markdown format. - **[DeepSeek Server](https://github.com/Sheshiyer/deepseek-mcp-with-MoE)** - Provides code generation, completion, and optimization capabilities using the DeepSeek API. Supports intelligent tool chaining and includes built-in caching for cost efficiency, focusing on various programming languages. - **[Git MCP Server](https://github.com/Sheshiyer/git-mcp-v2)** - Provides enhanced Git operations through a standardized interface for AI assistants, enabling efficient management of repositories, branches, tags, and remote interactions. - **[Framer Plugin Server](https://github.com/Sheshiyer/framer-plugin-mcp)** - Create and manage Framer plugins with integrated web3 capabilities, enabling connections to wallets, interactions with smart contracts, and display of NFTs. Supports development and testing of plugins directly within the Framer environment. - **[ORAS Server](https://github.com/shizhMSFT/oras-mcp)** - Provides detailed information about container images and their signatures from registries using the ORAS CLI, enabling users to query image platforms, tags, and signature types for effective management of container artifacts. - **[Playwright](https://github.com/showfive/playwright-mcp-server)** - Control browsers for web interaction and automate tasks, including content retrieval and simulation of mouse operations on web pages. - **[AI Pull Request Generator](https://github.com/Shougakusei/plan_pr_mcp)** - Automates the creation of pull requests and code generation by leveraging AI for task planning and code synthesis. Integrates seamlessly with GitHub to enhance development workflows through AI-driven productivity enhancements. - **[Hugging Face MCP Server](https://github.com/shreyaskarnik/huggingface-mcp-server)** - Provides read-only access to Hugging Face Hub APIs, enabling interaction with models, datasets, papers, and other resources using a custom `hf://` URI scheme. - **[Terminal](https://github.com/sichang824/mcp-terminal)** - Integrate AI with terminal operations to execute commands and retrieve outputs directly from conversations. Supports various terminal controllers and multiple server modes for flexible interaction with the terminal across platforms. - **[Figma API Server](https://github.com/sichang824/mcp-figma)** - Interact with the Figma API through a WebSocket server to facilitate communication for Figma plugins and widget development. Offers tools for rich operation and integrates external services seamlessly. - **[CountDown.js](https://github.com/Sign312/CountDown)** - Create simple countdown timers for web pages, customizable with various options and callbacks for enhanced user experience. Suitable for events, promotions, or any time-sensitive activities. - **[React Lazy Bundle](https://github.com/Sign312/react-lazy-bundle)** - Facilitates lazy loading of React components, which optimizes application performance by loading necessary components only when they are needed. It simplifies the process of code splitting and enhances user experience by allowing placeholder content to display while components are loading. - **[systemd-coredump MCP Server](https://github.com/signal-slot/mcp-systemd-coredump)** - Access and manage system core dumps using systemd functionality, enabling the listing, extraction, and removal of core dumps for effective debugging. Analyze core dump data to enhance system diagnostics and troubleshooting capabilities. - **[Windows CLI Server](https://github.com/SimonB97/win-cli-mcp-server)** - Enables secure command-line interactions on Windows systems with controlled access to PowerShell, CMD, Git Bash, and remote systems using SSH. - **[GDB Debugging Server](https://github.com/signal-slot/mcp-gdb)** - Start and manage GDB debugging sessions, load programs for analysis, set breakpoints, and execute commands for effective code debugging. Provides real-time insights and control over applications during the debugging process. - **[Calculator Server Example](https://github.com/simonberner/mcp-server-calculator)** - Provides basic mathematical operations such as addition, subtraction, multiplication, and division to enhance AI models. - **[Swift Package Manager Automation Server](https://github.com/simpleswift/spm-mcp)** - Automates package management and build processes for Swift projects using Swift Package Manager. Integrates SPM functionalities to enhance development workflows and simplify package handling. - **[mcp-k8s](https://github.com/silenceper/mcp-k8s)** - Enables interaction with Kubernetes clusters through MCP tools, facilitating the integration and management of model deployments and resources within Kubernetes environments. - **[Next.js Blog Starter](https://github.com/sinbum/nextjs-obsidian-blog)** - Set up a Next.js blog using Obsidian as the content management system, allowing for easy content management and blog deployment. The project serves as a foundational template for creating and managing a personal blog with minimal configuration. - **[Grumpy Senior Developer](https://github.com/sinedied/grumpydev-mcp)** - Provides code reviews with a sarcastic tone, identifying issues and suggesting improvements while delivering feedback in a cynical manner. Suitable for developers of all experience levels who appreciate a humorous critique. - **[Storm MCP Server](https://github.com/sionic-ai/serverless-rag-mcp-server)** - Integrates LLM applications with RAG data sources and tools, enabling the creation of customized RAG solutions via powerful embedding models and vector databases. Facilitates interaction between LLMs and data sources through a standardized protocol. - **[ts-morph Refactoring Server](https://github.com/SiroSuzume/mcp-ts-morph)** - Provides refactoring capabilities for TypeScript and JavaScript codebases through AST analysis, enabling renaming of symbols, changing file or folder names with automatic import/export adjustments, and finding symbol references for project consistency. - **[Sefaria Jewish Library](https://github.com/Sivan22/mcp-sefaria-server)** - Access Jewish texts from the Sefaria library through a standardized interface for retrieval and referencing by AI models. - **[LLM Bridge](https://github.com/sjquant/llm-bridge-mcp)** - Provides a standardized interface for interacting with multiple large language models, allowing for easy switching between model providers and customizable interaction parameters. Supports usage tracking and metrics for integrated models. - **[Git Stuff Server](https://github.com/skurekjakub/GitStuffServer)** - Generate Git merge diffs by providing a merge commit hash and executing Git commands via a PowerShell script. Retrieve detailed diff content seamlessly through an MCP interface. - **[AiDD](https://github.com/skydeckai/skydeckai-code)** - Provides tools for AI-driven development workflows, including file system operations, code analysis across multiple programming languages, code execution, and web content fetching with HTML-to-markdown conversion. - **[Jinni](https://github.com/smat-dev/jinni)** - Consolidates relevant project files for Large Language Models in a single operation, optimizing context size and relevance with customizable inclusion and exclusion rules. Facilitates easy integration with MCP clients and allows for the generation of context dumps via CLI. - **[Deebo Debugging Agent](https://github.com/snagasuri/deebo-prototype)** - Enables autonomous debugging through structured investigations in parallel Git branches, returning structured reports and solutions. Improves development efficiency by offloading bug investigations to enhance coding agents' productivity. - **[Prolog Execution and Querying](https://github.com/snoglobe/prolog_mcp)** - Execute Prolog code and query predicates, facilitating integration of logic programming capabilities into applications. Simplify development processes by incorporating Prolog's reasoning abilities directly into workflows. - **[Model Context Protocol Servers](https://github.com/sndyding/servers)** - Integrates Large Language Models with various tools and data sources to enable secure, controlled access for AI applications, supporting both Typescript and Python SDKs. - **[Modal MCP Server](https://github.com/smehmood/modal-mcp-server)** - Interact with Modal volumes and deploy applications within a local development environment, managing files and directories efficiently. - **[Solana Development MCP](https://github.com/solana-foundation/solana-dev-mcp)** - Interact with Solana's blockchain to fetch account balances, retrieve transaction details, and provide essential tools for developers. It offers basic RPC methods tailored for Solana development. - **[Snyk Language Server](https://github.com/snyk/snyk-ls)** - Provides real-time security diagnostics and code analysis by integrating vulnerability scanning for open source dependencies, infrastructure as code, and code quality/security issues. It enhances development workflows with authentication, progress reporting, and trusted folder management for effective vulnerability management. - **[Greptile Codebase Query Server](https://github.com/sosacrazy126/greptile-mcp)** - Enables AI agents to understand and interact with codebases, facilitating code-related assistance and insights. - **[Sourcebot Code Search Server](https://github.com/sourcebot-dev/sourcebot)** - Enables regex-based code search across multiple code hosts such as GitHub, GitLab, and BitBucket to retrieve relevant code snippets and repository information. Provides LLM agents with enhanced context for improved reasoning and response quality without requiring local repository checkouts. - **[MCP Proxy](https://github.com/sparfenyuk/mcp-proxy)** - Enables connections to SSE-based MCP servers, facilitating data streaming and interaction between standard input/output and SSE/StreamableHTTP protocols. - **[Rust Documentation Manager](https://github.com/spacemeowx2/cargo-doc-mcp)** - Manage and interact with Rust documentation, performing tasks such as checking, building, and searching through project documentation. Access crate documentation and symbol listings to enhance development workflows. - **[Svelte Documentation Server](https://github.com/spences10/mcp-svelte-docs)** - Provides access to detailed documentation for Svelte 5, including migration patterns from Svelte 4, as well as information on features, common mistakes, and best practices. - **[Sequential Thinking Tools](https://github.com/spences10/mcp-sequentialthinking-tools)** - Guides the problem-solving process by breaking down complex problems into manageable steps and providing recommendations for the most effective MCP tools at each stage. Offers confidence-scored suggestions along with rationale for tool usage. - **[Markdown Sidecar Server](https://github.com/speakeasy-api/markdown-sidecar-mcp)** - Access and serve markdown documentation for NPM packages, Go Modules, and PyPi packages from a local environment, enhancing the code generation process. Default support for Python help documentation is included for packages lacking markdown documentation. - **[WSL Command Executor](https://github.com/spences10/mcp-wsl-exec)** - Execute commands securely in Windows Subsystem for Linux (WSL) with built-in safety features for command validation and output formatting. - **[AI Villagers](https://github.com/spirita1204/AI-Villgers)** - Create an interactive 2D world where players engage with NPCs through tasks and conversations. It utilizes advanced AI technologies for dynamic NPC behaviors and real-time interactions based on player choices. - **[Architect](https://github.com/squirrelogic/mcp-architect)** - Provides specialized architectural expertise through a suite of agents covering various architectural domains and offers resources like design templates and best practices. - **[Feature Discussion Server](https://github.com/squirrelogic/mcp-feature-discussion)** - Facilitates discussions regarding feature implementation and architecture, maintaining context and providing intelligent guidance throughout the development process. Offers persistent memory of discussions and context-aware recommendations based on project history. - **[Model Context Protocol Servers](https://github.com/sries74/MCP)** - Integrate AI agents with various tools and data sources securely and efficiently. The server provides controlled access to external resources, enabling interaction with Large Language Models through reference implementations and SDKs. - **[Memory Context Provider Server](https://github.com/Srish-ty/MCP-Testing-interface-for-LLMs)** - Manage user contexts for LLM interactions by storing and retrieving relevant prompts to ensure continuity in conversations. Provides a RESTful API for context management with support for in-memory storage and TypeScript integration. - **[Mintlify Starter Kit](https://github.com/srvdneat/docs)** - Provides a starter kit for creating and maintaining documentation, including guide pages, navigation, customizations, and API references. Supports local previews and automatic deployment of documentation updates via integration with a GitHub app. - **[Remote MCP Client](https://github.com/ssut/Remote-MCP)** - A package enabling bidirectional communication and centralized management of model contexts between local and remote MCP implementations. It supports type-safe remote interactions for AI models and data sources. - **[Remote MCP Server](https://github.com/ssut/Remote-MCP)** - Remote MCP Server facilitates remote access and centralized management of model contexts through a type-safe, bidirectional communication protocol. It supports the connection between AI models and various tools or data sources. - **[Chain of Draft](https://github.com/stat-guy/chain-of-draft)** - Enhances reasoning capabilities of LLMs by generating concise intermediate outputs, effectively reducing token usage and response time while maintaining accuracy across various reasoning tasks. Integrates with OpenAI's API for seamless workflows. - **[Retrieval-Augmented Thinking](https://github.com/stat-guy/retrieval-augmented-thinking)** - Enhances AI model reasoning and problem-solving capabilities by employing structured retrieval-augmented thinking processes. Provides features like adaptive thought chains, iterative hypothesis generation, and real-time context coherence for complex reasoning tasks. - **[Hyprland Server](https://github.com/stefanoamorelli/hyprmcp)** - Enable natural language control and querying of the Hyprland Wayland compositor through its command-line interface, allowing management of windows, workspaces, monitors, inputs, and compositor layers via conversational commands. - **[StarRocks MCP Server](https://github.com/StarRocks/mcp-server-starrocks)** - Connects AI assistants to StarRocks databases for executing SQL queries and exploring database schemas with ease. Provides capabilities for data visualization and detailed data overview retrieval without complex setups. - **[Semgrep Server](https://github.com/stefanskiasan/semgrep-mcp-server)** - Integrates static code analysis capabilities into development environments, allowing for the execution of Semgrep scans and management of Semgrep rules through the MCP protocol. - **[Starwind UI MCP Server](https://github.com/starwind-ui/starwind-ui-mcp)** - Provides tools for project initialization, component management, and documentation access in the Starwind UI ecosystem. Supports features like package manager detection and data fetching for language models, facilitating efficient development workflows. - **[MCP Server Starter](https://github.com/StevenStavrakis/mcp-starter-template)** - A production-ready template designed for building Model Context Protocol (MCP) servers using TypeScript. It includes tools for fast testing and development, automated version management, and a maintainable project structure. - **[Tavily MCP Server](https://github.com/StevenFengLi/tavily-mcp)** - Real-time web search and intelligent data extraction through advanced filtering and domain-specific capabilities. Seamlessly integrates up-to-date web information into AI workflows, enhancing data access and content extraction tasks. - **[Code Assistant](https://github.com/stippi/code-assistant)** - Assists with code-related tasks by exploring codebases, managing file contents, and providing insights through summarization. Facilitates interactive communication for effective code manipulation. - **[Figma to React Converter](https://github.com/StudentOfJS/mcp-figma-to-react)** - Converts Figma designs into React components by utilizing the Figma API to fetch designs and extract components, generating code in TypeScript with Tailwind CSS for enhanced styling and accessibility. - **[AI Commit Message Generator](https://github.com/suenot/aicommit-mcp)** - Generate AI-driven git commit messages based on repository changes to enhance version control workflows, with capabilities for executing commit operations and checking git status. - **[Apifox Integration Server](https://github.com/sujianqingfeng/mcp-apifox)** - Integrates Apifox API documentation with AI assistants to facilitate the extraction and utilization of API information during development. Simplifies API usage and enhances workflow directly within AI tools. - **[Docker Image Proxy](https://github.com/sundry1718/CF-Workers-docker.io)** - A proxy tool that enhances access to Docker official image repositories by routing requests through Cloudflare Workers, addressing access restrictions and improving download speeds for Docker images. - **[Aira MCP Server](https://github.com/Sunwood-ai-labs/aira-mcp-server)** - Creates commit messages from git staged files, retrieves git status information, and manages Gitflow operations. - **[DocuMind MCP Server](https://github.com/Sunwood-ai-labs/documind-mcp-server)** - Analyzes and enhances the quality of documentation, specifically README files, by providing insights and suggestions for improvement. Utilizes advanced neural processing techniques for thorough evaluation and visual analysis of documentation elements. - **[Command Executor](https://github.com/Sunwood-ai-labs/command-executor-mcp-server)** - Execute pre-approved commands securely and efficiently while customizing the command list. Stream real-time command output and ensure robust error handling. - **[Web Tools Server](https://github.com/surya-madhav/MCP)** - Interact with web content through standardized tools to fetch and summarize information from any website. - **[MCP Crash Course Server](https://github.com/suryanshp1/mcpcrashcourse)** - A demo server that showcases the capabilities of the MCP Python SDK, enabling users to run and test MCP servers locally and integrate with clients like Claude Desktop and Cursor. It provides practical examples and tools for learning and experimenting with MCP functionality. - **[一键快速搭建集成环境](https://github.com/surest-sky/docker-compose-baota)** - A server for quickly setting up and deploying integrated environments using Docker and Docker Compose. It simplifies the development process by allowing users to easily start and manage containers with simple commands. - **[Docker MCP Server](https://github.com/suvarchal/docker-mcp)** - Interact with Docker to manage containers and images through simple commands. Perform operations like listing, running, stopping, and removing containers, as well as pulling images from registries. - **[Supabase MCP Server](https://github.com/supabase-community/supabase-mcp)** - Connect Supabase projects with AI assistants for managing tables, fetching configurations, and querying data efficiently. Enables seamless integration of AI capabilities directly into application workflows. - **[UML Diagram Generation Tool](https://github.com/Swayingleaves/uml-mcp-server)** - Generate various types of UML diagrams using natural language descriptions or PlantUML code, with the ability to share and view diagrams via accessible URLs and local file paths. - **[QGIS Model Context Protocol Integration](https://github.com/syauqi-uqi/qgis_mcp_modify1)** - Integrate QGIS with Claude AI for managing GIS projects and manipulating layers through direct interaction. The server facilitates project creation, layer loading, execution of processing algorithms, and Python code execution. - **[IDA Pro MCP Documentation and Utilities](https://github.com/Sysc4lls/IDA-doc-hint-mcp)** - Provides documentation and utilities for automating tasks and developing plugins to enhance the IDA Pro experience. Integrates with MCP to streamline interactions with the IDA Pro environment. - **[MCP Solver](https://github.com/szeider/mcp-solver)** - Integrates SAT, SMT, and constraint solving capabilities with Large Language Models, enabling interactive creation, editing, and solving of constraint models in MiniZinc, SAT models in PySAT, and SMT formulas using Z3 Python. - **[MCP Server Semgrep](https://github.com/Szowesgad/mcp-server-semgrep)** - Integrates static code analysis and security vulnerability detection into development workflows, improving code quality and maintainability through an AI-assisted conversational interface. - **[Memory Bank](https://github.com/t3ta/memory-bank-mcp-server)** - Manage project documentation and context effectively across sessions with structured memory banks in JSON format. Facilitate consistent knowledge retention for AI agents and support multilingual documentation through a powerful API for document management and retrieval. - **[Knowledge Graph Memory Server](https://github.com/T1nker-1220/memories-with-lessons-mcp-server)** - This server enables the implementation of persistent memory in AI models through a local knowledge graph, allowing for information retention across chats and an error-learning mechanism via a lesson system. - **[SSH Rails Runner](https://github.com/tadasant/mcp-server-ssh-rails-runner)** - Enables secure remote execution of Rails console commands over SSH, facilitating read-only operations and controlled database mutations in a deployed Rails environment. - **[Stability AI](https://github.com/tadasant/mcp-server-stability-ai)** - Provides functionality for generating, editing, and upscaling images through Stability AI's API. - **[FastAPI-MCP](https://github.com/tadata-org/fastapi_mcp)** - Exposes FastAPI endpoints as tools for integration with AI models, facilitating real-time data access and action execution. Provides automatic discovery of API endpoints with support for authentication. - **[Unified MCP Server for Blender and Unreal Engine](https://github.com/tahooki/unreal-blender-mcp)** - Control and manipulate scenes, manage assets, and interface between Blender and Unreal Engine using AI agents. Integrate AI capabilities into creative workflows through a unified server architecture. - **[K8s Interactive](https://github.com/TaichiHo/k8s-interactive-mcp)** - Run Kubernetes commands using a specified kubeconfig path and provide interpretations of those commands. This server supports custom kubeconfig paths, automatic kubectl installation checks, and includes error handling features. - **[mcp-inception](https://github.com/tanevanwifferen/mcp-inception)** - TypeScript-based MCP server that enables calling another MCP client, allowing for task delegation and context window offloading. Supports parallel and map-reduce execution of tasks. - **[uuid-mcp](https://github.com/tanker327/uuid-mcp)** - Provides timestamp-based UUIDs using UUID v7 whenever requested, facilitating unique identifier generation for applications. - **[Prologue](https://github.com/tankz/younioffer.github.io)** - Prologue is a Jekyll theme designed for creating responsive, single-page websites with integrated blogging capabilities and a user-friendly setup. It features a minimalistic design, a sticky sidebar for navigation, and compatibility with Formspree for easy contact form integration. - **[Desktop Automation](https://github.com/tanob/mcp-desktop-automation)** - Control desktop environments through mouse movements, keyboard input simulation, and screenshot capture. Integrate these automation features with AI models to enhance user interactivity and functionality. - **[Diff Server](https://github.com/tatn/mcp-server-diff-python)** - Obtain text differences between two strings using Python's `difflib`, providing output in Unified diff format suitable for text comparison and version control. - **[Diff Generation Server](https://github.com/tatn/mcp-server-diff-typescript)** - Generates unified diffs between two text strings, allowing for text comparison and analysis of differences. Utilizes the `diff` package for accurate detection and outputs results in unified diff format. - **[mcp-server-gitlab](https://github.com/tay3223/mcp-server-gitlab)** - Connects to private GitLab instances and provides an API layer for accessing projects, files, commits, and merge requests, thereby streamlining development workflows. - **[Tavily MCP Server](https://github.com/tavily-ai/tavily-mcp)** - Enables real-time web search and data extraction capabilities by providing seamless integration with various data sources and tools through the Model Context Protocol. - **[Tecton Server](https://github.com/tecton-ai/tecton-mcp)** - Manage Tecton clusters and feature stores, execute Tecton CLI commands, and retrieve detailed configurations. Streamline data operations and enhance productivity with integrated tools. - **[3D Universal Plugin Interface](https://github.com/team-plask/3d-mcp)** - Creates a unified TypeScript interface for interacting with multiple 3D software applications such as Blender, Maya, and Unreal Engine through a single API. Facilitates operations like creating keyframes and managing 3D object properties with streamlined code generation. - **[Documentation Server](https://github.com/teddylee777/mcpdoc)** - Provides a user-defined list of llms.txt files and a tool to fetch and read URLs within those files, facilitating the auditing of tool calls and the context returned during LLM interactions. Integrates with various IDEs and applications to enhance the development experience. - **[Quick-start Auto MCP](https://github.com/teddynote-lab/mcp-usecase)** - Enables rapid integration of Anthropic's Model Context Protocol (MCP) into Claude Desktop and Cursor with easy setup and continuous updates to various tools, including document search and real-time web search. - **[Student MCP Server](https://github.com/tejpalvirk/contextmanager)** - Track courses, assignments, and exams while optimizing study sessions and monitoring progress through a structured knowledge graph. Manage deadlines and priorities effectively within an academic context. - **[Multi-Model RAG and LLM Platform](https://github.com/Teeksss/mcp)** - Integrates multiple AI models and implements retrieval-augmented generation (RAG) alongside large language models (LLMs). Supports PDF and OCR processing for enhanced data handling while providing a simplified setup for backend and frontend deployment. - **[Qualitative Researcher](https://github.com/tejpalvirk/contextmanager)** - Organize and analyze qualitative research data, manage participant information, and derive insights from interviews and observations. Facilitates tracking of research projects and maintains domain-specific context across sessions. - **[Developer MCP Server](https://github.com/tejpalvirk/contextmanager)** - Manages software development context by tracking project structure, dependencies, and progress across sessions, enabling continuity in development efforts through a knowledge graph. - **[Quantitative Researcher](https://github.com/tejpalvirk/contextmanager)** - Organize and analyze quantitative research data by tracking hypotheses, managing datasets, and documenting statistical analyses for insight generation. Facilitate context management across different research projects with a domain-specific knowledge graph. - **[Cursor Rust Tools](https://github.com/terhechte/cursor-rust-tools)** - Access real-time Rust type information and documentation, retrieve crate documentation, hover over types, and execute Cargo commands directly from an LLM. Provides up-to-date resources for improving Rust development workflows. - **[Binance MCP Server](https://github.com/TermiX-official/binance-mcp)** - Interact with the Binance exchange to manage portfolios, convert tokens, and execute trades. Provides real-time data retrieval and supports algorithmic trading strategies through structured transactions. - **[AI Humanize Server](https://github.com/Text2Go/ai-humanizer-mcp-server)** - Refines AI-generated content to improve its naturalness and human-like quality while incorporating advanced AI detection and text enhancement techniques. - **[Dynamic MCP Server Management](https://github.com/tesla0225/mcp-create)** - Dynamically creates and manages MCP servers, enabling efficient execution of server code and lifecycle management within a flexible MCP ecosystem. It currently supports TypeScript for tool execution and server management tasks. - **[CEDARScript](https://github.com/th3w1zard1/cedarscript-mcp)** - CEDARScript provides code manipulation using a SQL-like syntax for editing files, supporting various operations such as file creation, deletion, and transformation through a comprehensive set of grammar rules and pattern matching capabilities. - **[Bugsnag MCP Server](https://github.com/tgeselle/bugsnag-mcp)** - Interacts with Bugsnag to monitor and analyze errors, providing features for organization navigation, error filtering, and detailed stacktrace viewing. It also offers code intelligence capabilities to distinguish between project and library code and provides source code context for errors. - **[OpenAI MCP Server](https://github.com/thadius83/mcp-server-openai)** - Query OpenAI models directly using the MCP protocol for enhanced response integration. Supports o3-mini and gpt-4o-mini models with improved message handling for seamless interaction. - **[Tox Testing](https://github.com/that1guy15/tox-testing)** - Execute and manage Python tests with flexible execution modes using tox commands. Supports running all tests, specific files, cases, and tests by directory or group, facilitating efficient test coverage and debugging. - **[Clarity MCP - Generative MCPs based on your network!](https://github.com/theclarityproject/mcp-server)** - Transform browser traffic into Model Context Protocols, enabling real-time data access for AI by extracting web API functionalities from HAR files. Capture network requests and convert them into tools for AI assistants like Claude. - **[Perplexity Insight](https://github.com/TheoLawrence86/perplexity-insight-MCP)** - Integrate with the Perplexity AI API to access advanced question answering and search functionalities. Supports multiple models with customizable prompts and rate limiting for efficient responses. - **[Local AI Stack for VPS Deployment](https://github.com/ThijsdeZeeuw/avg-kwintes)** - Deploys a comprehensive self-hosted AI stack on VPS, supporting automation, monitoring, vector search, and speech-to-text capabilities. Integrates tools such as n8n, Ollama, Qdrant, Prometheus, and Grafana for efficient AI processing and maintenance. - **[Etherscan Tools](https://github.com/ThirdGuard/mcp-etherscan-server)** - Access Ethereum blockchain data, including checking balances, viewing transaction history, tracking token transfers, and fetching contract ABIs. Monitor real-time gas prices and resolve ENS names for enhanced Ethereum interactions. - **[Tool Chainer](https://github.com/thirdstrandstudio/mcp-tool-chainer)** - Chain multiple MCP tools in sequence to streamline workflows and transfer results seamlessly. It optimizes data processing by reducing token usage and minimizing latency through efficient task execution. - **[Figma MCP Server](https://github.com/thirdstrandstudio/mcp-figma)** - Interact seamlessly with the Figma API to manage files, comments, components, and more, enhancing design workflows and automating tasks within Figma. - **[Yeoman Server](https://github.com/thirdstrandstudio/mcp-yeoman)** - Integrate with Yeoman generators to programmatically search for and run templates, facilitating the automation of application creation with customizable options and arguments. - **[Barely Logical Agent Host](https://github.com/thomasdavis/blah)** - Facilitates interaction between AI agents and external tools or data sources, enabling dynamic capabilities and integration with real-world data. Supports various functionalities like local and hosted functions, providing tools for debugging, extension, and communication protocols. - **[Terraform Registry MCP Server](https://github.com/thrashr888/terraform-mcp-server)** - Connect to the Terraform Registry API for querying provider information, resource details, and module metadata to facilitate Terraform management. - **[MCP Server Demo](https://github.com/tian1ll1/mcp-server-demo)** - Enables real-time communication between AI models and external tools while managing conversation history and tool registries. Implements a WebSocket interface for interactive client-server communication and includes context management capabilities. - **[Sound Tool](https://github.com/tijs/py-sound-mcp)** - Plays customizable sound effects for coding events such as completions and errors, providing audio feedback in MCP-compatible environments. Integrates seamlessly with tools like Cursor to enhance the interactive development experience. - **[MCP Gateway](https://github.com/Timandes/mcp-gateway)** - Translates MCP tool calls into traditional HTTP API requests, enabling integration of existing APIs with the Model Context Protocol for enhanced data access and manipulation. Facilitates seamless communication between AI models and various HTTP services. - **[Figma Server](https://github.com/TimHolden/figma-mcp-server)** - Access and manipulate Figma resources, including files, components, and variables. Currently supports read-only operations for retrieving Figma files and listing available projects. - **[OpenManus](https://github.com/tinninhi/OpenManus)** - OpenManus facilitates the creation of custom AI agents through a user-friendly terminal interface, enabling users to input their concepts directly. It fosters collaboration and offers a platform for developers to enhance their projects without requiring an invite code. - **[Gumloop Automation Server](https://github.com/tiovikram/gumloop-mcp)** - Manage and execute automation workflows through a standardized interface, enabling flow management, workspace discovery, input schema retrieval, file operations, and context-aware execution. - **[Unix Manual Server](https://github.com/tizee/mcp-unix-manual)** - Retrieve Unix command documentation, including help pages and version information. List common commands and check command availability within conversations. - **[Chroma MCP Server](https://github.com/tjwells47/chroma-mcp)** - A vector database designed for integrating LLM applications, enabling seamless data retrieval and management through advanced search capabilities and document operations. Supports memory and context enhancement for AI models with efficient embedding functions. - **[Card News](https://github.com/todaygroup/cardnews)** - Create and share dynamic card news articles using templates, with tools for real-time editing, version management, and user interaction like comments and likes. Supports multi-language content delivery to engage audiences effectively. - **[server-nativewind](https://github.com/tokenizin-agency/mcp-nativewind)** - Transforms Tailwind components to NativeWind 4, enabling seamless migration between design systems. Analyzes Tailwind usage and allows for transformation of single components or entire directories. - **[MCP Server with Docker](https://github.com/TomasRodriguez2002/MCP)** - Integrates the Model Control Protocol (MCP) with OpenAI's API to enable access to external tools through a Dockerized server. Supports dynamic tool invocation and data retrieval based on user queries. - **[Memory MCP Server](https://github.com/tomschell/mcp-long-term-memory)** - Long-term memory storage for LLMs that maintains project context across sessions, enabling efficient retrieval and recall of past interactions and decisions via semantic search. Organizes memories by type, tags, and relationships for streamlined management. - **[ChatGPT MCP Server](https://github.com/Toowiredd/chatgpt-mcp-server)** - Manage Docker containers using natural language commands through a custom GPT interface, facilitating operations like container launching, stopping, and resource management. - **[DaVinci Resolve Control Server](https://github.com/Tooflex/davinci-resolve-mcp)** - Enables interaction with DaVinci Resolve Studio for editing, color grading, audio control, and project management. Facilitates management of timelines, media, Fusion compositions, playback, and execution of custom scripts. - **[Codebase Insight](https://github.com/tosin2013/mcp-codebase-insight)** - Analyzes codebases through semantic analysis and pattern detection, manages architecture decisions, and generates documentation. Enhances development workflows with intelligent insights and AI-assisted debugging. - **[Compiler Explorer MCP](https://github.com/torshepherd/compiler-explorer-mcp)** - Connects LLMs to the Compiler Explorer API to compile code, explore compiler features, and analyze optimizations across various compilers and languages. - **[Cognee](https://github.com/topoteretes/cognee)** - Enhances LLM capabilities by creating and searching knowledge graphs, allowing for improved data structuring and retrieval. - **[Remote MCP Server](https://github.com/totto2727-org/mcp)** - Set up a remote server to enable secure access and integration with various tools and data sources using the Model Context Protocol. Provides a streamlined way to facilitate interactions between applications and real-world data. - **[Memory Cache Server](https://github.com/tosin2013/mcp-memory-cache-server)** - Caches data between interactions with AI language models to reduce token consumption and enhance performance by automatically storing and retrieving frequently accessed data. - **[Hub Server for MCP](https://github.com/tpavelek/mcp-hub-mcp)** - Connects and manages multiple MCP servers, aggregates tools from them, and facilitates execution of those tools through a single interface. It helps navigate MCP tool limits and minimizes errors by streamlining tool visibility. - **[Dev Memory Server](https://github.com/TrackerXXX23/dev_memory_mcp)** - Captures and organizes development context, tracking code changes and user interactions across multiple projects. Provides persistent memory for a more effective coding experience. - **[Cursor Task Master](https://github.com/tradesdontlie/cursor-task-master)** - An AI task management system that integrates with Cursor IDE to automatically generate, analyze, and organize tasks, manage dependencies, and track statuses. It facilitates seamless task execution through MCP integration, allowing for automated command execution without manual input. - **[LSP MCP Server](https://github.com/Tritlo/lsp-mcp)** - Integrates Language Server Protocol capabilities for querying code suggestions, hover information, and diagnostics using a standardized interface. Facilitates LLMs in accessing real-time updates and accurate programming assistance through LSP. - **[Unity Bridge for AI Assistants](https://github.com/TSavo/Unity-MCP)** - Enable interaction between AI assistants and Unity game environments through a standardized interface for tasks such as executing C# code, inspecting game objects, analyzing scenes, running tests, and modifying game state at runtime. - **[Cinema4D MCP Server](https://github.com/ttiimmaacc/cinema4d-mcp)** - Connects Cinema 4D to Claude for prompt-assisted 3D manipulation, enabling users to create, modify, and render scenes through integrated scripting and object management tools. - **[MATLAB](https://github.com/Tsuchijo/matlab-mcp)** - Integrate with MATLAB to create and execute MATLAB scripts and functions via MCP clients. Supports automation of MATLAB programming tasks within various applications. - **[Interactive MCP Server](https://github.com/ttommyth/interactive-mcp)** - Enables interactive workflows for large language models by integrating local user prompts and chat features into the Model Context Protocol loop. - **[HAProxy Server Management](https://github.com/tuannvm/haproxy-mcp-server)** - Facilitates natural language interaction with HAProxy for operations such as administration, traffic analysis, and monitoring through a secure MCP interface. Provides access to HAProxy runtime API operations and statistics effortlessly, enhancing management capabilities. - **[Kafka Server](https://github.com/tuannvm/kafka-mcp-server)** - Interact with Apache Kafka clusters through a standardized interface, enabling the production and consumption of messages, management of topics and consumer groups, and monitoring of cluster health. Simplifies Kafka operations and diagnostics with pre-configured tools and prompts. - **[GitHub API MCP Server](https://github.com/tuanle96/mcp-github)** - Interact with GitHub repositories to manage files, issues, and pull requests while preserving Git history. Perform batch operations and utilize advanced search features for efficient project management. - **[Apple Notifier](https://github.com/turlockmike/apple-notifier-mcp)** - Sends native macOS notifications and interacts with system dialogs through any MCP-compatible client. Works seamlessly on macOS with Node.js. - **[Text Editor Server](https://github.com/tumf/mcp-text-editor)** - Provides line-oriented text file editing capabilities through a standardized API, optimized for efficient interaction with large language models, enabling partial file access to minimize token usage. - **[Swagger MCP Server](https://github.com/tuskermanshu/swagger-mcp-server)** - Parses Swagger/OpenAPI documents to generate TypeScript types and API client code, facilitating integration with large language models for API development tasks. - **[React Native Debugger](https://github.com/twodoorsdev/react-native-debugger-mcp)** - Connects to a React Native application debugger to retrieve console logs from Metro, facilitating real-time log access for debugging. Aids in identifying and resolving issues more efficiently during app development. - **[Puppeteer MCP Server](https://github.com/twolven/mcp-server-puppeteer-py)** - Automate browser interactions by navigating web pages, taking screenshots, executing JavaScript, and monitoring console logs in a real browser environment using Playwright. - **[Magic AI Agent](https://github.com/twmmason/magic-mcp)** - Generates UI components based on natural language descriptions, integrating with popular IDEs like VSCode, Cursor, and Windsurf. Supports real-time previews and offers a library of customizable components inspired by 21st.dev. - **[Rand](https://github.com/turlockmike/mcp-rand)** - Provides random generation utilities including UUIDs, numbers, strings, passwords, Gaussian distribution, dice rolling, and card drawing. - **[CodeSavant](https://github.com/twolven/mcp-codesavant)** - CodeSavant enables code manipulation and execution across various programming languages while maintaining version control and change history. It supports reading, writing, executing code, and searching within code files. - **[Local Development Environment Manager](https://github.com/txbm/mcp-local-dev)** - Automatically sets up and manages local development environments sourced from GitHub repositories or local paths. This tool facilitates dependency management and testing for development projects. - **[Chess Analysis Assistant](https://github.com/turlockmike/chess-mcp)** - Analyze chess positions using the Stockfish engine, providing professional evaluations and visual board representations. Users can also explore move variations and access a database of games played by high-rated players. - **[Workflow Learner](https://github.com/u3588064/WorkflowLearner)** - Records user workflows using PSR.exe on Windows to create MHT files, enabling large language models (LLMs) to learn and understand these workflows through parsed data. - **[GitHub Integration Server](https://github.com/ualUsham/mcp-github)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's API. Enhance API responses and streamline interactions between LLMs and GitHub features. - **[Basic MCP Server Example](https://github.com/ugundhar/mcp-server)** - Demonstrates core MCP server functionality with tools for basic arithmetic operations and personalized greetings. Users can add and subtract numbers or receive custom greetings through a simple implementation. - **[Civil Engineering Tools Server](https://github.com/tutumomo/MCP-civil-tools)** - Provides civil engineering calculation tools including coordinate conversions between latitude/longitude and UTM/TWD97, Manning's coefficient lookup, soil pressure coefficient calculations, and drainage flow computations. Integrates seamlessly with LLM applications and AI tools for streamlined civil engineering workflows. - **[Python SDK for Model Context Protocol](https://github.com/ujjalcal/mcp)** - Facilitates the creation and connection of LLM applications by providing a standardized method to expose tools, data, and prompts for interactions. It supports data management and relationship mappings within a graph database environment. - **[UI Flowchart Creator](https://github.com/umshere/uiflowchartcreator)** - Creates UI flowcharts to visualize user interfaces and their interactions, facilitating a better understanding of UI designs and workflows. - **[TypeScript MCP Servers](https://github.com/ukkz/claude-ts-mcps)** - Integrate tools for web search, file system operations, Git management, and shell command execution to facilitate software development using LLMs. Designed to work seamlessly with the Claude Desktop application, providing a cost-effective solution for developers. - **[UnifAI MCP Server](https://github.com/unifai-network/unifai-mcp-server)** - Integrate applications with external tools and data sources using standardized interfaces, facilitating interaction with real-world data for various projects. Supports both TypeScript and Python environments. - **[Context7](https://github.com/upstash/context7)** - Access up-to-date, version-specific documentation and code examples directly in prompts to provide accurate coding information and prevent hallucinations in API responses. Users can integrate the server by adding `use context7` to their queries for relevant answers. - **[Context7](https://github.com/upstash/context7)** - Fetches up-to-date, version-specific documentation and code examples directly from source libraries to enhance prompts. Integrates real-time documentation into AI coding workflows for improved code accuracy and productivity. - **[mcp-nixos](https://github.com/utensils/mcp-nixos)** - MCP-NixOS connects AI models to accurate NixOS documentation and package information, preventing misinformation and hallucinations about NixOS-related topics. It ensures reliable interactions with users seeking guidance on NixOS. - **[Speedy](https://github.com/utkarsh-dixit/speedy)** - A template for developing applications using Tauri, Next.js, and TypeScript, facilitating the creation of desktop applications with web technologies. - **[Generic MCP Server Template](https://github.com/v4lheru/generic-mcp-template)** - A customizable and extensible server framework for the Model Context Protocol that enables integration with various tools and services through a modular architecture. It provides robust error handling and type safety via TypeScript for a reliable development experience. - **[Notion MCP Server](https://github.com/v-3/notion-server)** - Integrate with Notion to perform operations such as searching, creating, reading, updating pages, and managing comments and blocks within your workspace. - **[GitHub Search API Server](https://github.com/vaebe/mcp)** - Leverage the GitHub search API to retrieve relevant data from GitHub repositories, enabling advanced search capabilities for applications. Efficiently integrate and utilize data from various GitHub resources. - **[Kubernetes Management Control Panel](https://github.com/vazylin1124/k8s-mcp)** - Manage Kubernetes clusters through a user-friendly interface, facilitating interactions like retrieving pod statuses and accessing logs. Supports HTTP/WebSocket and Smithery stdio JSON-RPC communication modes for flexible integration. - **[Tripo MCP Server](https://github.com/VAST-AI-Research/tripo-mcp)** - Generate 3D assets from natural language and import them directly into Blender using Tripo's API. Integrates with MCP-enabled AI assistants for enhanced creative workflows. - **[Kali MCP Servers](https://github.com/VERMAXVR/awsome_kali_MCPServers)** - Offers advanced capabilities for reverse engineering and security testing, enabling flexible network analysis, traffic monitoring, and automated workflows geared towards cybersecurity tasks. - **[Next.js MCP Server](https://github.com/vertile-ai/next-mcp-server)** - Analyze Next.js applications to extract information on API routes, including paths, methods, request parameters, status codes, and schemas. This server enhances understanding of project structure and facilitates API documentation. - **[MemGPT](https://github.com/Vic563/Memgpt-MCP-Server)** - Implements a memory system for large language models (LLMs) with capabilities for chatting, retrieving conversation history, and switching between multiple LLM providers. - **[Zhihu Article Posting Server](https://github.com/Victorzwx/zh_mcp_server)** - Automates article generation and posting on Zhihu using large language models. Integrates with MCP clients to facilitate content creation workflows through automated browser interactions and cookie management. - **[Docs MCP Server](https://github.com/vikramdse/docs-mcp-server)** - Fetch real-time documentation for libraries like Langchain, Llama-Index, MCP, and OpenAI using natural language queries, providing updated information directly from official sources. The server enhances LLM responses by ensuring access to current library updates and documentation. - **[MCP Server for Browser-Use](https://github.com/vinayak-mehta/mcp-browser-use)** - Connects MCP clients with web browsers seamlessly, utilizing existing language model setups without needing additional API keys. Enhances browser interactions through integrated language model capabilities. - **[Deepseek Integration Server](https://github.com/vincentf305/mcp-server-deepseek)** - Integrates Deepseek models with Claude Desktop, facilitating advanced AI functionalities through Docker. Simplifies deployment and configuration for enhanced application capabilities. - **[GitHub Repository Explorer](https://github.com/vinhphamai23/mcp-git-ingest)** - Provide tools to programmatically explore and read GitHub repository structures and important files. Generate directory trees and fetch file contents to help users understand repository layouts and codebases efficiently. Enable seamless integration with MCP clients for repository analysis workflows. - **[Playwright Browser Automation Server](https://github.com/vinhphamai23/mcp-playwright)** - Automate web browsers using Playwright, allowing interaction with web pages, the ability to take screenshots, generate test code, scrape content, and execute JavaScript in a real browser environment. - **[Calculator Server](https://github.com/vinhphamai23/mcp-server-calculator)** - Enable precise numerical calculations by evaluating mathematical expressions, simplifying complex computations seamlessly within applications. - **[Bankless Onchain Server](https://github.com/vinhphamai23/onchain-mcp)** - Provides structured access to blockchain data and smart contract interactions via the Bankless API, enabling querying of contract state, events, transactions, and proxy information across multiple blockchain networks. - **[FTP/SSH Remote File Manager](https://github.com/vini1994/mcp)** - Manage files on remote FTP, SFTP, and SSH servers, enabling browsing, uploading, downloading, and modifying files and directories seamlessly. Supports multiple simultaneous connections for efficient server management. - **[Calculator Server](https://github.com/vinhphamai23/mcp-server-calculator)** - Enables numerical calculations by evaluating mathematical expressions, providing precise results for a variety of computations. - **[Emacs MCP Server](https://github.com/vivekhaldar/emacs-mcp-server)** - Generate and execute elisp code within a running Emacs environment using the Model Context Protocol. Facilitate automation tasks and script execution directly from the server interface. - **[MongoDB MCP Server](https://github.com/vivek1612/mongodb-mcp)** - Enable interaction with MongoDB databases to query collections, inspect schemas, and manage data through natural language commands, facilitating database operations. - **[Voitta Gateway](https://github.com/voitta-ai/mcp-voitta-gateway)** - Integrates with the Voitta library via the Model Context Protocol for seamless model execution and testing. Supports both STDIO and HTTP transports for enhanced interaction with Voitta tools and resources. - **[Swagger MCP Server](https://github.com/Vizioz/Swagger-MCP)** - Connects to a Swagger specification to generate comprehensive MCP tool definitions, enabling efficient API integration workflows. Parses and stores local Swagger files, providing detailed endpoint and model information for AI assistants. - **[Kubernetes Monitor](https://github.com/vlttnv/k8s-mcp)** - Retrieve and diagnose issues in Kubernetes clusters through a comprehensive API, offering insights into resource utilization and pod statuses. Access real-time data for effective cluster management and troubleshooting. - **[Specif-ai MCP Server](https://github.com/vj-presidio/specif-ai-mcp-server-archive)** - Manage specification documents over stdio, integrating seamlessly with development environments to streamline access to business and product requirements. Provides tools for retrieving and managing project specifications efficiently. - **[Arduino CLI Server](https://github.com/Volt23/mcp-arduino-server)** - Expose Arduino CLI functionality to manage sketches, boards, libraries, and files. Generate AI-powered circuit diagrams from natural language to enhance hardware development workflows. - **[Jokes MCP Server](https://github.com/VoltScp/MCPMS)** - Delivers humor-focused responses by fetching jokes from popular APIs, adapting to user preferences for context-aware interactions. It provides concise and engaging jokes that maintain a witty tone suitable for various styles. - **[PyMOL MCP](https://github.com/vrtejus/pymol-mcp)** - Connects PyMOL to Claude AI for natural language interaction with molecular visualization and analysis, enabling intelligent command parsing and structural analysis. - **[Playwright Browser Automation Server](https://github.com/vinhphamai23/playwright-mcp)** - Enables interaction with web pages for web navigation, form-filling, data extraction, and testing using Playwright's accessibility snapshots. Offers both snapshot and vision modes for flexible automation without depending on visual models. - **[Azure DevOps Assistant](https://github.com/Vortiago/mcp-azure-devops)** - Interact with Azure DevOps services to manage work items, pipelines, and pull requests through natural language commands. Supports tasks such as querying, creating, updating work items, and managing comments. - **[Waifu Queue](https://github.com/waifuai/mcp-waifu-queue)** - Generate engaging conversations with a virtual waifu character using the Google Gemini API, leveraging GPU acceleration and a Redis queue for efficient text generation and job management. - **[Test Server](https://github.com/w4uvic/test)** - Connects AI models to various tools and data sources enabling seamless access to dynamic data and real-time processing. Facilitates interactions with real-world data to enhance decision-making and actions. - **[Model Context Protocol Servers](https://github.com/w-jeon/mcp-servers)** - Integrates Large Language Models with various tools and data sources, providing secure access to enhance application functionality. Offers implementations using Typescript and Python MCP SDKs to showcase versatility and extensibility. - **[MCP Agent TypeScript Port](https://github.com/waldzellai/mcp-agent-ts)** - Build intelligent context-aware agents with a focus on workflow management and execution capabilities, utilizing a modular and type-safe framework. Supports step-based workflow execution and concurrent task processing. - **[Analogical Reasoning Server](https://github.com/waldzellai/model-enhancement-servers)** - Enables models to perform structured analogical thinking by mapping and evaluating relationships between source and target domains. Supports problem-solving, explanation, and creative ideation through systematic analogy construction and inference generation. - **[Metacognitive Monitoring Server](https://github.com/waldzellai/model-enhancement-servers)** - Provides a structured framework for language models to evaluate and monitor their cognitive processes, improving their ability to track knowledge boundaries, classify claims, and assess reasoning quality. Supports visualization of metacognitive states for applications in technical advising, scientific analysis, decision support, and educational content. - **[Visual Reasoning Server](https://github.com/waldzellai/model-enhancement-servers)** - Enables language models to perform visual and spatial reasoning by creating and manipulating diagrammatic representations such as graphs and flowcharts. Supports multi-modal outputs and iterative refinement through a flexible visual element manipulation system. - **[Pipedream](https://github.com/WallaceObsidian01/pipedream)** - Create event-driven automations to connect various apps and services. Build workflows using pre-built components or custom code in languages like Node.js, Python, Golang, or Bash, and manage asynchronous event delivery to platforms like Amazon S3 and Snowflake. - **[AutoGen](https://github.com/wang316902972/AutoGenV04Test)** - Build and manage complex AI agent systems and applications that facilitate multi-agent collaboration, integrate with various language models, and connect to external tools for streamlined processes. Features low-code development, command-line interfaces, and support for human feedback and termination conditions. - **[Stochastic Thinking](https://github.com/waldzellai/waldzell-mcp)** - Enhance decision-making capabilities using advanced stochastic algorithms to navigate complex problem-solving and avoid repetitive local solutions. - **[MCP Hub Server](https://github.com/warpdev/mcp-hub-mcp)** - Connects and manages multiple MCP servers, allowing for seamless access to tools while bypassing tool limits. Facilitates the execution of tools from connected servers and provides a consolidated view of available resources. - **[Clear Thought MCP Server](https://github.com/waldzellai/waldzell-mcp)** - Provides systematic thinking and mental models for problem-solving, facilitating approaches like first principles thinking and opportunity cost analysis. It supports various design patterns for modular architecture, API integration, and scalability. - **[WSL Filesystem Server](https://github.com/webconsulting/mcp-server-wsl-filesystem)** - Facilitates efficient filesystem operations within Windows Subsystem for Linux (WSL) environments, enabling access, reading, writing, and management of files and directories across multiple WSL distributions. Optimizes file listing and search tasks, particularly in performance-sensitive applications. - **[Web Chat Application](https://github.com/WebChatAppAi/webchat)** - Build interactive chat experiences using a responsive web chat application powered by Next.js, enabling real-time updates as modifications are made. Customize and enhance chat functionalities easily with integrated tools and data sources. - **[Vite Plugin for Vue](https://github.com/webfansplz/vite-plugin-vue-mcp)** - Provides real-time insights into a Vue application's component tree, state, and routing, enhancing interactivity and debugging capabilities. - **[AI驱动的 Mini Kubernetes Dashboard](https://github.com/weibaohui/k8m)** - A lightweight control panel tool designed to simplify Kubernetes cluster management with an intuitive user interface. It provides AI-driven resource guidance and command recommendations, supports multi-cluster management, and enables integration with custom large models. - **[Crawl4AI MCP Server](https://github.com/weidwonder/crawl4ai-mcp-server)** - Provides powerful search capabilities optimized for LLMs to understand and extract valuable content from web pages using multiple search engines. Efficiently filters non-core content and formats outputs for AI processing. - **[Kubernetes Operations Manager](https://github.com/weibaohui/kom)** - Manage Kubernetes resources efficiently with capabilities for creating, updating, deleting, and querying resources across multiple clusters. Supports custom resource definitions and offers streamlined workflows for resource management and logging. - **[Terminal MCP Server](https://github.com/weidwonder/terminal-mcp-server)** - Execute system commands on local or remote hosts using SSH, manage sessions, and set environment variables with ease. Supports persistent sessions for reusing terminal environments efficiently. - **[Communicative Agents for AI Society Study](https://github.com/Wendong-Fan/camel)** - Facilitates the study of autonomous communicative agents by enabling cooperation among them to enhance task-solving abilities. Provides an open-source framework and library for research in AI societies. - **[Cursor A11y](https://github.com/westsideori/cursor-a11y-mcp)** - Run accessibility tests on web applications to identify compliance issues and enhance digital accessibility. Utilize axe-core and Puppeteer to generate detailed violation reports with information about impact levels and affected elements. - **[Nexus MCP Bridge](https://github.com/wesnermichel/nexus-mcp-claude-desktop-server)** - Connects Claude Desktop to VSCode, allowing file reading and writing within projects. It facilitates directory management and provides security controls for path accessibility. - **[Wanaku MCP Router](https://github.com/wanaku-ai/wanaku)** - Connects AI applications to various data sources and tools using standardized context for large language models (LLMs). Enables seamless integration and interaction management for AI-enabled applications. - **[MCP k8s eye](https://github.com/wenhuwang/mcp-k8s-eye)** - Manage Kubernetes clusters and analyze workload status. Perform core operations like resource management, diagnostics, and monitoring through various transport protocols. - **[MATLAB MCP Server](https://github.com/WilliamCloudQi/matlab-mcp-server)** - Integrates MATLAB with AI to execute MATLAB code, generate scripts from natural language descriptions, and access MATLAB documentation directly through your AI assistant. - **[Remote MCP Server on Cloudflare Workers](https://github.com/wilhelmklopp/remote-mcp-server-authless)** - Deploys a remote MCP server on Cloudflare Workers without authentication for easy integration with AI clients. Supports the addition of custom tools for versatile remote interactions. - **[WildFly MCP](https://github.com/wildfly-extras/wildfly-mcp)** - Integrate Generative AI capabilities for monitoring and managing WildFly servers using natural language interactions. Enables users to leverage AI chatbots for server management tasks and integrates smoothly with existing WildFly functionalities. - **[MCP CLI client](https://github.com/williamvd4/mcp-client-cli)** - Run LLM prompts and interact with MCP-compatible servers directly from the terminal, enabling access to various LLM providers and execution of commands with AI assistance. - **[WildFly MCP Server](https://github.com/wildfly-extras/wildfly-mcp)** - Integrate with WildFly servers using natural language to troubleshoot operational issues and retrieve log file contents. Facilitate interaction with the WildFly application server through AI chatbots by allowing users to query server status and analyze logs. - **[FastGPT](https://github.com/willsmith2099/FastGPT)** - FastGPT serves as an AI Agent building platform designed for streamlined data processing and model invocation. It features visual orchestration for complex workflow management and facilitates knowledge-based Q&A through LLM technology. - **[NetContextServer](https://github.com/willibrandon/NetContextServer)** - Provides deep understanding of .NET codebases for AI coding assistants, enabling semantic code search and intelligent navigation. Includes built-in security features and fast indexing suitable for large projects. - **[Crew AI Server](https://github.com/williamvd4/mcp-crew-ai)** - Lightweight Python-based server for managing and creating CrewAI workflows utilizing the Model Context Protocol (MCP) to communicate with Large Language Models and various tools. Supports automatic configuration of agents and tasks through YAML files and provides command line options for customization. - **[ShaderToy MCP Server](https://github.com/wilsonchenghy/ShaderToy-MCP)** - Connects to ShaderToy for querying and generating complex GLSL shaders based on existing works, while enabling intelligent assistance in shader development and information retrieval. - **[gpu.cpp](https://github.com/wiSCADA/gpu.cpp)** - A lightweight C++ library for portable GPU computation that uses the WebGPU specification, enabling seamless integration of GPU capabilities across a variety of hardware platforms. It supports multiple GPU backends, including Vulkan, Metal, and DirectX, facilitating efficient development and fast iterations. - **[nf-core MCP Server](https://github.com/wjlim/nf-core_mcp)** - Manage and navigate nf-core pipeline repositories, providing access to configurations, workflows, and modules while enabling the search through pipeline files to enhance bioinformatics project efficiency. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands, manage files, and perform diff editing. Facilitate coding, shell operations, and task automation. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands and manage system processes with real-time output streaming. Perform comprehensive filesystem operations including reading, writing, moving, and searching files, along with precise code editing through surgical text replacements and full file rewrites. - **[TensorFlow Models](https://github.com/woodamsim/models)** - Provides a collection of TensorFlow models, including examples and research implementations, facilitating access to various machine learning solutions and learning resources. Users can explore TensorFlow capabilities through well-maintained models and associated tutorials. - **[Make Functionality Server](https://github.com/wrale/mcp-server-make)** - Enables execution of make targets from Makefiles in a controlled environment, facilitating automation of development tasks and management of project dependencies. Provides immediate feedback to streamline build processes within development workflows. - **[Coolify Server Integration](https://github.com/wrediam/coolify-mcp-server)** - Manage Coolify instances by overseeing teams, servers, and services. Facilitate application lifecycle actions, deployment tracking, and private key management while also monitoring version and health status. - **[Tree-sitter Server](https://github.com/wrale/mcp-server-tree-sitter)** - Analyze and explore codebases with context-aware capabilities using tree-sitter for intelligent access to code structures. Offers advanced code analysis features across various programming languages to streamline development workflows and optimize performance. - **[Calculator](https://github.com/wrtnlabs/calculator-mcp)** - Provides basic calculator functionalities for performing arithmetic operations such as addition, subtraction, multiplication, division, modulus, and square root. Integrates with development environments like VS Code to enhance agent capabilities, useful for testing MCP connections or for simple computational tasks. - **[Query Table](https://github.com/wukan1986/mcp_query_table)** - Retrieve and analyze financial data from various websites, enabling seamless switching between sources to maintain continuous access. Utilize web scraping and large language models to enhance data queries and insights. - **[Dify DSL Workflows](https://github.com/wwwzhouhui/dify-for-dsl)** - A collection of DSL workflow scripts for the Dify platform, enabling users to import and utilize various scripts to enhance their Dify experience for personal use and learning. - **[Perplexity Server](https://github.com/wysh3/perplexity-mcp-zerver)** - Integrate AI research capabilities by performing web searches, retrieving documentation, and analyzing code through interaction with the Perplexity website. It provides persistent chat history and does not require an API key, relying on browser automation. - **[Perplexity MCP Zerver](https://github.com/wysh3/perplexity-mcp-zerver)** - Leverage AI-powered research capabilities by performing web searches, retrieving documentation, and analyzing code through a modular tool architecture. The server facilitates interactions with the Perplexity website without requiring an API key, utilizing browser automation for efficient data retrieval. - **[BurpSuite MCP Server](https://github.com/X3r0K/BurpSuite-MCP-Server)** - Programmatically access BurpSuite's core functionalities to intercept, scan, and log HTTP traffic. Enables real-time vulnerability detection and comprehensive traffic analysis for security testing. - **[GitHub Explorer](https://github.com/x51xxx/github-explorer-mcp)** - Access GitHub repository information, including file content and directory structure, while enhancing projects with metadata such as stars and forks. Clone repositories locally for efficient data processing and utilize a caching system to optimize performance. - **[MCP Builder](https://github.com/XD3an/mcp-builder)** - A Python-based server for the installation and configuration of MCP servers across platforms. It supports package repository installations and local directory installations while managing configuration settings automatically. - **[Ableton Copilot](https://github.com/xiaolaa2/ableton-copilot-mcp)** - Control and interact with Ableton Live in real-time, enabling management of tracks, clips, and audio operations to streamline music production workflows. - **[ToolBox](https://github.com/xiaoguomeiyitian/ToolBox)** - Automate workflows and manage complex tasks with an AI-driven tool development platform. Integrates with services like MongoDB and Redis for seamless operations and real-time updates. - **[Awesome CursorRules](https://github.com/xiaofeng1997/awesome-cursorrules)** - Enhance code generation in Cursor AI by defining project-specific rules with .cursorrules files, allowing for tailored AI behavior and increased consistency. Supports customization of coding standards and practices to improve team alignment and productivity. - **[MIDI File Parser](https://github.com/xiaolaa2/midi-file-mcp)** - Parse and manipulate MIDI files to read, analyze, and modify MIDI data with ease. The tool simplifies complex MIDI operations for music projects. - **[Docker Server](https://github.com/xiispace/docker-mcp)** - Interact with Docker containers and images through a set of RESTful API endpoints using the Model Context Protocol. Capabilities include managing container lifecycle, accessing logs, and pulling images. - **[Phalcon MCP Server](https://github.com/xindong888999/phalcon-mcp)** - Execute Phalcon framework commands to create and manage Phalcon projects, controllers, and models using AI assistance. Integrate powerful command-line tools directly into the development workflow. - **[Sequential Thinking Tools](https://github.com/xinzhongyouhai/mcp-sequentialthinking-tools)** - Guides problem-solving by breaking complex tasks into manageable steps while providing tailored tool recommendations based on confidence scores and rationales at each stage. Facilitates structured decision-making in tackling challenges. - **[osgEarth](https://github.com/xixilidao/osgearth)** - Add geospatially accurate 3D maps to C++ applications, enabling developers to integrate and display complex geographical data visually. - **[Model Context Protocol Servers](https://github.com/xiyuefox/servers)** - Facilitates integration between Large Language Models and external tools or data sources, enabling secure and controlled access to various resources. Demonstrates the versatility of the Model Context Protocol through multiple reference implementations. - **[Claude Documentation Assistant](https://github.com/XPE-7/MCP-Server)** - Facilitates intelligent search and retrieval of AI/ML library documentation using Claude's reasoning capabilities, supporting multiple sources and an extendable architecture for adding new documentation easily. - **[RisuAI](https://github.com/xphillyx/RisuAI)** - RisuAI is a cross-platform AI chat application that supports multiple AI APIs with customizable UI elements. It features advanced functionalities such as emotion images, group chats, automatic translation, text-to-speech, and embedded multimedia assets for enhanced user interactions. - **[Mythic MCP](https://github.com/xpn/mythic_mcp)** - Automated penetration testing tool that enables LLMs to emulate threat actors within a controlled environment. It integrates with Claude Desktop for real-time security assessments and task execution. - **[Learn Python Playground and Cheatsheet](https://github.com/xuhuatao/learn-python)** - Explore Python interactively by modifying and testing code examples across various topics, with built-in assertions and linting tools to enhance code quality and learning. - **[Docker Tar Builder](https://github.com/xxycooper/DockerTarBuilder)** - Build and manage Docker images for various architectures and platforms, storing them efficiently in Artifact or Release files. Streamline Docker workflows while handling large images effectively. - **[GPTLink](https://github.com/xuzy8008/gptlink)** - Quickly set up a commercial ChatGPT site with features like a ready-to-use console, mobile compatibility, customizable payment plans, and easy conversation export. Supports Docker deployment and integration with various API keys for enhanced user engagement. - **[Figma Design Automation](https://github.com/xxflux/figma_MCP)** - Create and modify Figma designs using natural language prompts by leveraging AI-powered capabilities. Automate design workflows and enhance creativity through communication between a Bun + TypeScript MCP server and a Figma plugin via WebSockets. - **[JVM Monitoring Server](https://github.com/xzq-xu/jvm-mcp-server)** - Monitor and analyze Java processes with real-time insights into JVM performance, memory usage, and thread information through a Python interface. Provides capabilities such as thread stack trace analysis, dynamic log adjustments, and AI-driven performance analysis. - **[FastMCP](https://github.com/yamato-snow/2025_McpLab_FastMCP)** - Built using TypeScript, this server facilitates client session management for MCP by defining tools, resources, and prompts, while supporting authentication, logging, and real-time updates through SSE. It provides features like error handling, CORS, and CLI tools for testing and debugging. - **[Conversation Agent Server](https://github.com/Yash-Kavaiya/mcp-server-conversation-agents)** - Integrates AI assistants with Dialogflow CX for real-time tool invocation and access to external resources, enhancing user interactions and streamlining workflows. - **[Documentation Context Provider](https://github.com/YassineTk/mcp-docs-provider)** - Enables AI models to access and query local markdown technical documentation, enhancing context-aware responses. Supports dynamic integration of documentation, allowing updates without server rebuilds. - **[GitHub MCP Server](https://github.com/Yash-Kavaiya/github-mcp-server)** - Integrate directly with GitHub APIs to automate workflows, extract repository data, and create AI-powered tools for interaction within the GitHub ecosystem. - **[Smithery MCP Server](https://github.com/Yaswanth-ampolu/smithery-mcp-server)** - Provides terminal access through a web interface for executing shell commands, browsing directories, and managing server tasks without requiring root access. Supports real-time updates of command outputs for immediate feedback. - **[Sample MCP Server](https://github.com/YashKushwaha/sample_mcp_server)** - Provides a basic implementation of the Model Context Protocol (MCP) using the official Python SDK, enabling developers to quickly set up and experiment with MCP server functionalities. - **[Excalidraw MCP Server](https://github.com/yctimlin/mcp_excalidraw)** - Enable interaction with Excalidraw diagrams and drawings through a structured API for creating, modifying, querying, and manipulating drawings. - **[Mem0 MCP Server](https://github.com/yellnuts/mcp-mem0)** - Manage long-term memory for AI agents by storing and retrieving memories efficiently with a lightweight Python-based solution. Customize and extend memory capabilities easily through a robust template designed for integration. - **[Multi-Cluster MCP Server](https://github.com/yanmxa/ocm-mcp-server)** - Manage multiple Kubernetes clusters, interact with them using `kubectl` commands, and gain insights through observability features. Streamline operations and manage Kubernetes resources across clusters seamlessly. - **[AI Development Assistant](https://github.com/yeakub108/mcp-server)** - Provides intelligent coding assistance by generating code plans, conducting code reviews, and analyzing UI designs. Offers functionalities such as single and multi-file reading for efficient data processing. - **[TypeScript MCP Server Starter](https://github.com/yhwancha/mcp-spotify)** - A TypeScript-based starter template for building Model Context Protocol (MCP) servers, offering a basic configuration, sample tool implementation, and a type-safe development environment for custom server solutions. - **[Dify](https://github.com/Yevanchen/difyapp_as_mcp_server)** - Expose Dify workflows as an MCP server for seamless integration with AI clients like Claude, enabling tool discovery and usage without workflow modifications. Supports JSON-RPC interface and secure session management. - **[AIClaude](https://github.com/ygboy1986/AIClaude)** - Integrates DeepSeek R1's advanced reasoning engine with Claude for complex multi-step reasoning tasks. Enhances language processing capabilities to deliver precise and efficient responses. - **[Nornir Network Automation Server](https://github.com/yhvh-chen/nornir_mcp)** - Provides network automation capabilities by exposing Nornir and NAPALM operations as MCP tools, enabling network device inventory management and concurrent task execution. Facilitates seamless information retrieval and command execution across multiple vendors in a network management context. - **[Repomix](https://github.com/yamadashy/repomix)** - Transforms codebases into AI-friendly formats to facilitate analysis by AI tools, improving code reviews and enabling refactoring suggestions. Consolidates repository information through a single command for better AI understanding. - **[mcp-server](https://github.com/yiGmMk/mcp-server)** - Create and run an MCP server using Python and the uv package manager, enabling dynamic integrations between large language models and real-world data sources. - **[GoDoc Package Search Server](https://github.com/yikakia/godoc-mcp-server)** - Search for Go packages and their documentation using an MCP server, providing detailed information to enhance coding assistance. Facilitates access to up-to-date Go documentation directly within language model interfaces. - **[MCP Server Implementation](https://github.com/yisu201506/mcp_server)** - A Flask-based server for implementing the Model Context Protocol (MCP), enabling Large Language Models to invoke external tools directly based on natural language responses. It supports maintaining conversation context and provides sample tools for tasks like weather queries and calculations. - **[shadcn/ui Component Reference Server](https://github.com/ymadd/shadcn-ui-mcp-server)** - Provides access to documentation, installation instructions, and usage examples for shadcn/ui components. Offers functionality for retrieving component details, examples, and performing keyword searches on available components. - **[Yunxiao DevOps Server](https://github.com/yjiace/alibabacloud-devops-mcp-server)** - Facilitates interaction with the Yunxiao platform for tasks such as code repository management, file operations, code reviews, and project management. Automates workflow processes to enhance team productivity and reduce repetitive tasks in software development environments. - **[FastMCP Server](https://github.com/ynu/mcp-ynu)** - Dynamically load tools, resources, and prompts from specified directories to enhance application capabilities. Offers automatic module discovery and logging features for efficient server management. - **[GitLab MCP Server](https://github.com/yoda-digital/mcp-gitlab-server)** - Interact seamlessly with GitLab to manage repositories, track activities, and automate workflows. Tools are available for creating issues, merge requests, and monitoring project events. - **[Mintlify Starter Kit](https://github.com/yoannarz/docs)** - Facilitates the creation and customization of documentation by providing templates for guide pages, API references, and navigation. Supports automatic deployments from GitHub repositories to streamline publishing changes. - **[GNURadio MCP Server](https://github.com/yoelbassin/gr-mcp)** - Automate and control GNURadio flowgraphs programmatically, enabling the generation, modification, and validation of SDR workflows using Large Language Models and automation frameworks. - **[protolint](https://github.com/yoheimuta/protolint)** - Lint and fix Protocol Buffer files efficiently with a utility that enforces the official style guide, integrates with various editors and CI/CD pipelines, and maintains consistent protobuf code quality. Customize lint rules and automatically fix style violations for projects using proto2 or proto3. - **[Pyodide Server](https://github.com/yonaka15/mcp-pyodide)** - Execute Python code through the Model Context Protocol interface, enabling Large Language Models to leverage Python capabilities within their responses. The server supports both stdio and SSE transport modes and is implemented in TypeScript. - **[Filesystem MCP Server](https://github.com/YothisisTroy/Filesys)** - Facilitates access to and management of local files through an AI agent using the Model Context Protocol, enabling seamless interactions with the filesystem via Python. Supports operations like reading and listing files from specified directories. - **[iOS Simulator Screenshot Capture Server](https://github.com/yorifuji/mcp-ios-simulator-screenshot)** - Captures screenshots from the iOS Simulator and saves them to a specified directory with customizable options for filename and image resizing. - **[Quantum Simulator](https://github.com/YuChenSSR/quantum-simulator-mcp)** - Simulates quantum circuits incorporating noise models and visualizes results. Supports OpenQASM 2.0 and various quantum algorithms with integration into MCP clients for streamlined use. - **[Cursor MCP Installer](https://github.com/yumia-pretty/cursor-mcp-installer)** - Automates the installation and configuration of MCP servers for Cursor, leveraging npm or PyPi to streamline setup. Supports both local and package-based MCP servers, enabling seamless integration and extension of AI capabilities. - **[Cursor MCP Installer](https://github.com/yumia-pretty/cursor-mcp-installer)** - Automates the installation and configuration of MCP servers for Cursor, using npm or PyPi. Supports both local and package-based server setups, streamlining the process for users. - **[Minecraft Bot](https://github.com/yuniko-software/minecraft-mcp-server)** - Control a Minecraft character using natural language commands to perform various actions in the game world such as building, moving, and chatting. The bot integrates with the Mineflayer API and is designed to work with advanced language models via the Model Context Protocol. - **[RT-Prompt](https://github.com/yuyao1999/rt-prompt-mcp)** - Provides specialized prompt engineering suggestions to enhance LLM outputs, focusing on backend and frontend development tasks. Integrates seamlessly with MCP-compatible clients to improve prompt quality and relevance. - **[Code Merge](https://github.com/yy1588133/code-merge-mcp)** - Streamline code analysis and merging processes by extracting, merging, and analyzing code files to enhance development workflows. Supports generating file trees, merging content from multiple files, analyzing code statistics, and implementing intelligent filtering based on .gitignore rules. - **[GDB MCP 服务器](https://github.com/yywz1999/gdb-mcp-server)** - Supports seamless interaction with GDB for efficient AI-assisted debugging, allowing for command execution, breakpoint management, and remote debugging across multiple architectures. - **[Python Interpreter](https://github.com/yzfly/mcp-python-interpreter)** - Seamlessly interact with Python environments to execute code, manage packages, and perform file operations. Includes templates for common tasks to streamline development workflows. - **[Typescribe](https://github.com/yWorks/mcp-typescribe)** - Provides real-time access to TypeScript API documentation for large language models (LLMs), enabling them to efficiently understand and utilize new APIs without retraining. Enhances developer productivity by allowing LLMs to query and adapt to unfamiliar APIs. - **[Nvidia Jetson MCP](https://github.com/Zalmotek/jetson-mcp)** - Enables monitoring and remote control of Nvidia Jetson boards through natural language commands via network clients. Accesses hardware and software information using SSE transport for efficient management. - **[Sequential Thinking Server](https://github.com/ZannyTornadoCoding/my-sequential-thinking-mcp-server)** - Facilitates structured sequential thinking by breaking down complex problems into logical steps, managing reasoning chains, and visualizing thinking pathways. Integrates with a Memory Bank for storing and retrieving thought processes, while providing tools for reasoning validation and analysis. - **[Docker MCP Server](https://github.com/zaycruz/docker_mcp)** - Executes code securely in isolated Docker containers, supporting various programming languages and complex scripts. Provides robust error handling, dependency management, and clear, color-coded feedback for output. - **[Transcripter MCP Server](https://github.com/zentala/zntl-mcp-server)** - Provides AI-powered transcription and analysis functionalities via a standardized Model Context Protocol interface, enabling efficient data searching, summarizing, and retrieval. Integrates with the Transcripter project to facilitate interaction with transcription and analysis data. - **[Revit Integration](https://github.com/ZedMoster/revit-mcp)** - Automate and interact with Autodesk Revit models, facilitating management of elements, structure creation, and command execution directly through AI assistants. - **[UniFi Network Control Server](https://github.com/zcking/mcp-server-unifi)** - Manage and control UniFi network devices using natural language through AI agents. Interact with your network by leveraging the UniFi Network API for intuitive device management. - **[Scientific Computing Resource Server](https://github.com/zchaffee1/mcp-server)** - Provides access to scientific computing resources, enabling HDF5 file operations, Slurm job management, and hardware information retrieval. Facilitates data compression and decompression using gzip or zlib. - **[MSBuild Build Automation Server](https://github.com/zenoengine/msbuild-mcp-server)** - Automates the building of MSBuild projects and solutions, providing dynamic detection of MSBuild executables and customizable build configurations. It offers clear error reporting and integrates seamlessly with various MCP clients to enhance build workflows. - **[ZenML MCP Server](https://github.com/zenml-io/mcp-zenml)** - Connects AI applications to ZenML's ML and AI pipeline management, allowing for live information access about users, pipelines, and artifacts. It supports triggering new pipeline runs and facilitates standardized data interactions. - **[AutoCAD Integration Server](https://github.com/zh19980811/Easy-MCP-AutoCad)** - Interact with AutoCAD using natural language to create and modify drawings, manage layers, and generate professional schematics. Integrates with a built-in SQLite database for efficient storage and querying of CAD elements. - **[Xorbits Inference](https://github.com/zhanghaiqiangshigezhu/inference)** - Serves large language, speech recognition, and multimodal models with simplified deployment processes. Provides flexible options for easily implementing and using state-of-the-art AI capabilities. - **[Minimal Addition Tool Server](https://github.com/zhangzhefang-github/mcp-add-server)** - Provides a tool for adding two numbers and returns their sum, compliant with the Model Context Protocol. Serves as a basic example of an MCP server implementation. - **[Desktop Commander](https://github.com/zhanyiwp/DesktopCommanderMCP)** - Execute terminal commands and manage processes on your computer while providing advanced file editing and real-time output streaming. It facilitates development tasks with effective command execution and file manipulation tools. - **[Ant Design Components](https://github.com/zhixiaoqiang/antd-components-mcp)** - Access comprehensive documentation, API details, code examples, and changelogs for Ant Design components directly through language models, facilitating an enhanced development workflow. - **[MCP server for my mac](https://github.com/zhongmingyuan/mcp-my-mac)** - Exposes Mac system information through a simple API, providing real-time data about hardware, software, and environmental setups. Designed for experimentation with AI and Deep Learning on Mac systems. - **[Jianshu](https://github.com/zhushengxiao/jianshu)** - A tool for building and deploying React applications with features like hot reloading and optimized production builds. It provides a streamlined development environment and utilizes various libraries to enhance performance and user experience. - **[Jianshu](https://github.com/zhushengxiao/jianshu)** - Manage writing projects with a user-friendly interface, offering features designed to enhance productivity for writers. It supports project organization and seamless editing tasks. - **[AI App Lab](https://github.com/zhuyali-yl/ai-app-lab)** - Facilitates the development of AI applications tailored to specific business scenarios, allowing integration of AI models with various tools and data sources. Provides a high-code SDK and prototype application code to support rapid deployment for small and medium enterprises. - **[Jianshu](https://github.com/zhushengxiao/jianshu)** - A development environment for React applications that includes features like hot reloading, testing, and optimized production builds. Facilitates building and deploying applications with minimal setup. - **[JADX MCP Server](https://github.com/zinja-coder/jadx-ai-mcp)** - Integrates local LLMs with reverse engineering capabilities for Android apps, facilitating real-time code decompilation, analysis, and vulnerability detection. Provides AI-assisted code reviews and enhancements for security assessments. - **[Apktool MCP Server](https://github.com/zinja-coder/apktool-mcp-server)** - Integrate Apktool with LLMs to enable real-time reverse engineering of Android APKs. Perform decompilation, code review, and AI-driven analysis while managing resources and vulnerabilities. - **[Laravel Framework](https://github.com/zlt002/two)** - Facilitates the development of web applications using expressive syntax and provides a suite of powerful tools and features to handle common web development tasks efficiently. - **[PANW AI Security Server Beta](https://github.com/zm1990s/panw)** - Integrate Palo Alto Networks AI security capabilities for real-time content risk analysis and compliance in AI interactions. Supports multiple input types and seamless integration with MCP-compatible clients for enhanced threat detection workflows. - **[Puppeteer](https://github.com/zmx8516104/puppeteer)** - Automates browser tasks by controlling Chrome or Firefox using a high-level JavaScript API, supporting web scraping, testing, and UI automation in headless or full browser modes. - **[MCP Installer](https://github.com/ZNCOU/mcp-installer)** - Manage the installation of various MCP servers hosted on npm or PyPi with simple commands. Streamline your development workflow by using a centralized process to install and maintain MCP servers. - **[ZoomEye MCP Server](https://github.com/zoomeye-ai/mcp_zoomeye)** - Query network asset information using ZoomEye dorks, while benefiting from a caching mechanism and advanced error handling to enhance data retrieval capabilities. - **[Docker MCP Server](https://github.com/zskycode/docker-mcp)** - Manage Docker containers and images using standard Docker commands and Docker Compose operations, ensuring compatibility with both new and legacy versions. It provides functions for container lifecycle management, image management, and Docker Compose service operations. - **[Browser Use Server](https://github.com/ztobs/cline-browser-use-mcp)** - Automate browser tasks using Python scripts for operations like capturing screenshots, retrieving HTML content, and executing JavaScript on webpages. - **[Unity MCP with Ollama](https://github.com/ZundamonnoVRChatkaisetu/unity-mcp-ollama)** - Facilitates communication between Unity and local Large Language Models through a Python MCP server, enabling automation of workflows and manipulation of assets within the Unity Editor without relying on cloud services. - **[Vercel API Integration](https://github.com/zueai/vercel-api-mcp)** - Manage deployments, DNS records, and environment variables through the Vercel API. Automate interactions with Vercel projects directly from your development environment. - **[错误监控系统](https://github.com/Zwe1/error-monitor-frontend)** - 构建一个错误监控系统，集中收集、存储和展示 B 端应用的远程错误信息，旨在提升错误处理效率和用户体验。该系统支持前端错误上报和展示处理后的错误信息。 - **[Web Development Tools Server](https://github.com/fefergrgrgrg/smileyCoinDev)** - Provides web development tools to capture screenshots and programmatically list available screens, helping to streamline development tasks and automate operations. - **[Framelink Figma MCP Server](https://github.com/Zwe1/Figma-Context-MCP)** - Connects AI models to Figma data, enabling the implementation of designs across various frameworks in a streamlined manner. Facilitates the integration of design and coding tools for efficient development. - **[Stook](https://github.com/Zwe1/stook)** - A state management library for React that simplifies state sharing across components using intuitive hooks. It facilitates the development of responsive and interactive UIs with a minimalist design. - **[代码索引器](https://github.com/zxfgds/mcp-code-indexer)** - A smart code search and analysis tool designed to enhance AI language models' capabilities in understanding and managing codebases through semantic code search and contextual processing. - **[Web Development Tools Server](https://github.com/zueai/webdev-mcp)** - Provides web development tools for capturing screenshots and listing available screens as base64 encoded strings for further processing or analysis. - **[Node.js Code Execution Server](https://github.com/zy445566/node-runtime-mcp)** - Run JavaScript code securely within a Node.js container to retrieve execution results. Supports dynamic code evaluation and interaction through a standardized protocol, enabling code runtime capabilities in applications. - **[Tuniao Server](https://github.com/zw459123678/tuniao-server)** - Provides access to TuNiao UI components documentation and listings via the Model Context Protocol. Features include retrieving component information and detailed documentation for specific components. - **[Distributed Machine Learning Studio](https://github.com/zxsimple/dmls)** - A drag-and-drop machine learning platform that utilizes Apache Spark for big data computation, enabling users to perform machine learning tasks without cloud services. It offers an intuitive interface for rapid setup and execution of data processing workflows. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure interaction with MySQL databases through natural language queries, allowing for the listing of tables, reading of data, and execution of SQL commands in a controlled manner. ## Data Analytics - **[Ethereum Tools for Claude](https://github.com/0xGval/evm-mcp-tools)** - Ethereum Tools for Claude allows users to analyze Ethereum smart contracts, wallets, and tokens within Claude AI. It provides tools for security checks, tracking profits, and accessing blockchain data easily. - **[Code Analysis](https://github.com/0xjcf/MCP_CodeAnalysis)** - The Code Analysis MCP server helps developers analyze and improve their code by using advanced AI tools. It processes codebases to identify metrics, dependencies, and offers real-time insights for better coding practices. - **[Nmap Integration](https://github.com/0xPratikPatil/NmapMCP)** - NmapMCP is a tool that allows users to perform various types of network scans, helping to identify open ports and discover associated subdomains. It is integrated with the Model Context Protocol for easy use in different applications. - **[AWS Lake Formation Integration](https://github.com/0xNacho/aws-lakeformation-mcp)** - This server allows AI models to connect with AWS Lake Formation, making it easier to manage and access data securely. It helps users query data and control permissions programmatically, simplifying interactions with data resources. - **[MySQL MCP Server](https://github.com/11bluetree/mysql-mcp)** - The MySQL MCP Server allows users to connect to MySQL databases safely and execute read-only queries. It retrieves database structure and data in JSON format, making it easier for applications to access live data without modifying it. - **[NexonCo MCP Server](https://github.com/1sustgmboab/nexonco-mcp)** - The NexonCo MCP Server is designed to help researchers and healthcare professionals analyze clinical evidence data for better treatment planning in precision medicine and oncology. It offers flexible search options and supports AI integration to enhance data insights. - **[A-Share Market Data Server](https://github.com/24mlight/a-share-mcp-is-just-i-need)** - The A-Share Market Data Server provides up-to-date information about China's A-share stock market, including stock details, historical data, financial reports, and economic indicators, making it easier for users to access and analyze financial data. - **[DART Financial Data Server](https://github.com/2geonhyup/dart-mcp)** - The DART Financial Data Server provides users with easy access to corporate financial information and disclosures from Korean companies, enabling detailed analysis and visualization of financial metrics using the DART API. - **[그저디버깅용](https://github.com/2geonhyup/dart-mcp-test)** - This server provides an easy way to analyze and visualize financial data of publicly listed companies using the DART API. It enables users to perform detailed financial analyses, compare companies, and assess financial risks with real-time data. - **[Fujitsu Social Digital Twin Server](https://github.com/3a3/fujitsu-sdt-mcp)** - The Fujitsu Social Digital Twin Server allows users to interact with a simulation of social and traffic scenarios through natural language commands. It enables running simulations, analyzing results, and retrieving simulation data easily. - **[Zotero MCP](https://github.com/54yyyu/zotero-mcp)** - Zotero MCP allows you to link your Zotero research library with AI assistants, enabling you to discuss academic papers, receive summaries, and analyze citations for better research productivity. - **[RubyGems Metadata Server](https://github.com/6/mcp-server-rubygems)** - This server allows users to easily access metadata about RubyGems, including details about specific gems and their version histories, by utilizing the RubyGems.org API. - **[Etherscan Tools](https://github.com/5ajaki/mcp-etherscan-server)** - The Etherscan Tools MCP server allows users to easily access and interact with Ethereum blockchain data. It provides functionalities like checking wallet balances, viewing transaction histories, tracking token transfers, and more. - **[ActivityWatch MCP Server](https://github.com/8bitgentleman/activitywatch-mcp-server)** - The ActivityWatch MCP Server allows AI models to access and analyze your time tracking data from ActivityWatch. This server makes it easy to manage and retrieve insights from your productivity information. - **[Grok AI MCP Server](https://github.com/8bitsats/GROK_MCP)** - Analyze Solana blockchain transactions and addresses, process images through vision capabilities, and answer general queries with contextual understanding. - **[Solana Trading Server](https://github.com/8bitsats/Solana-MCP-Trading-Server)** - A server for launching and managing Solana tokens with integrated AI features for token concept generation, image creation, and DNA sequence generation for unique identifiers. - **[Presto](https://github.com/a2888409/presto)** - Run distributed SQL queries on large datasets across various sources, enabling efficient data analysis and big data analytics. - **[Web3 Research](https://github.com/aaronjmars/web3-research-mcp)** - Conduct comprehensive research on cryptocurrency tokens by aggregating data from multiple trusted sources. Manage and store research content, track progress through research stages, and generate detailed reports. - **[AWS Cost Explorer](https://github.com/aarora79/aws-cost-explorer-mcp-server)** - Analyze AWS cloud spending data and visualize expenses through natural language queries. Get detailed breakdowns and reports on spending across various AWS services. - **[tdengine-mcp-server](https://github.com/Abeautifulsnow/tdengine-mcp)** - Enables read-only queries on TDengine databases, allowing AI assistants to execute SELECT, SHOW, and DESCRIBE queries to retrieve metadata without altering data. Facilitates integration of TDengine data access within AI tools for data exploration and analysis. - **[BioMCP](https://github.com/acashmoney/bio-mcp)** - Enhances biomedical research through advanced protein structure analysis, enabling the examination of protein active sites and the discovery of disease-related proteins. It integrates with established protein databases for reliable insights and data access. - **[GraphQL Policies API](https://github.com/Ad-Veritas/mcp-server-trueRAG)** - Implementation of a Model Context Protocol (MCP) server for accessing policies through a GraphQL API. Utilizes the python SDK for MCP and the GQL library for API interactions. - **[Shodan MCP Server](https://github.com/ADEOSec/mcp-shodan)** - Access Shodan and VirusTotal APIs to perform network intelligence tasks, including host lookups, vulnerability analysis, and network scanning. Utilize a collection of integrated tools and prompt templates aimed at enhancing cybersecurity operations. - **[Raindrop.io Bookmark Manager](https://github.com/adeze/raindrop-mcp)** - Manage and interact with Raindrop.io bookmarks, collections, tags, and highlights using the MCP server interface. Perform CRUD operations, advanced searches, tag management, and receive real-time updates. - **[LanceDB](https://github.com/adiom-data/lance-mcp)** - Interact with on-disk documents through retrieval-augmented generation (RAG) and hybrid search capabilities in LanceDB. - **[Scholarly Search](https://github.com/adityak74/mcp-scholarly)** - Search for academic articles in arXiv, providing access to a range of scholarly content and resources. - **[FileScopeMCP](https://github.com/admica/FileScopeMCP)** - Analyzes codebases to rank files by importance, track dependencies, and provide summaries to enhance understanding of code structure. It helps visualize relationships between critical files for improved development workflows. - **[Academic Paper Search Server](https://github.com/afrise/academic-search-mcp-server)** - Enables searching and retrieving academic paper information from multiple sources, providing access to paper metadata, abstracts, and full-text content when available. It returns structured data responses adhering to the MCP specification. - **[Stata China Provincial Map Data and Visualization](https://github.com/agan2021/stata-prov-map)** - Provides data and visualization tools for creating detailed Chinese provincial maps in Stata, including features for scale bars, north arrows, and various geographic lines. Supports plotting discrete and continuous variables, point plotting, and combined charts like pie charts on maps, along with geographic coordinate transformations and map customization. - **[browser-tools-mcp](https://github.com/AgentDeskAI/browser-tools-mcp)** - Monitors browser logs and analyzes browser data through a Chrome extension, enabling AI applications to enhance their interaction capabilities within a browsing context. - **[Tribal](https://github.com/agentience/tribal_mcp_server)** - Tribal tracks and retrieves programming errors with full context, facilitating the building of a personalized knowledge base that learns from user mistakes and suggests solutions. It integrates with language models for enhanced error management, utilizing a variety of storage and search functionalities. - **[IaC Memory Server](https://github.com/AgentWong/iac-memory-mcp-server-project)** - Provides persistent memory storage and version tracking for Infrastructure-as-Code components, focusing on Terraform and Ansible resources with relationship mapping. - **[Agentset MCP Server](https://github.com/agentset-ai/mcp-server)** - Build intelligent, document-based applications with integrated data retrieval capabilities, leveraging Retrieval-Augmented Generation (RAG) methodologies. - **[Optimized Memory Server](https://github.com/AgentWong/optimized-memory-mcp-server)** - Enables persistent memory capabilities for AI interactions, allowing the model to remember user information and enhance personalization through a local knowledge graph that manages entities, relations, and observations. - **[Iceberg Catalog](https://github.com/ahodroj/mcp-iceberg-service)** - Manage and query Apache Iceberg tables using a SQL interface. Facilitate data operations and management directly from Claude Desktop for seamless interaction with Iceberg data lakes. - **[Google Search Console](https://github.com/ahonn/mcp-server-gsc)** - Provides access to Google Search Console, enabling retrieval of search analytics data along with customizable reporting periods for rich data analysis. - **[Automated Medical Coding](https://github.com/ahmedjemaa-tech/medical-coding-reproducibility)** - Automates the process of assigning diagnosis and procedure codes from electronic health records. Utilizes advanced models to improve accuracy and efficiency in medical coding tasks, with tools and datasets from MIMIC-III and MIMIC-IV. - **[DeepView](https://github.com/ai-1st/deepview-mcp)** - Analyze large codebases effectively using Gemini's extensive context window while connecting with IDEs such as Cursor and Windsurf. Load the entire codebase from a single file and query it for insights effortlessly. - **[Toolbox for LLM Enhancement](https://github.com/ai-zerolab/mcp-toolbox)** - Integrates with external services and APIs to enhance LLM capabilities, facilitating command execution and interaction with Figma files. Provides a toolkit for developers to extend the functionality of language models seamlessly. - **[MCP Development Framework](https://github.com/aigo666/mcp-framework)** - Create custom tools to interact with large language models, facilitating web content fetching and processing of various document formats including PDF, Word, and Excel. Supports advanced features such as OCR for image content in documents and enhances workflow automation. - **[Knowledge Graph Server](https://github.com/aiuluna/knowledge-graph-mcp)** - Manage, analyze, and visualize knowledge graphs with support for various graph types, including ontologies and timelines. Integrate effectively with MCP-compatible AI assistants to query and manipulate knowledge graph data while tracking resource management and version status. - **[PokeAPI MCP Server](https://github.com/AkhrHysd/mcp-pokeapi-server)** - Retrieve detailed Pokémon information via the Model Context Protocol (MCP) using PokeAPI. It facilitates fetching data by Pokémon name or ID through a standardized JSON-RPC interface. - **[Trino Server](https://github.com/alaturqua/mcp-trino-python)** - Facilitates integration with Trino and Iceberg for data exploration and querying. Automates table maintenance and optimizes data workflows. - **[Solana](https://github.com/aldrin-labs/solana-mcp-server)** - Access Solana blockchain data using a variety of RPC methods, enabling retrieval of account balances, account information, and largest accounts within the network. - **[attAck MCP Server](https://github.com/alex-llm/attAck-mcp-server)** - Query and retrieve information on various adversarial tactics and techniques used in cyber attacks, accessing a comprehensive database to enhance understanding of security risks and adversary behaviors. Tools include querying ATT&CK techniques by their ID or performing fuzzy searches on technique names. - **[SWAPI Server](https://github.com/alexandrebagio/swapi-mcp)** - Integrate with the Star Wars API to fetch and manipulate data about the Star Wars universe, specifically focusing on listing planets and people. Provides structured information such as climate, terrain, and population of planets. - **[Everything Search](https://github.com/Alihkhawaher/everything-search-server)** - Integrates with the Everything Search Engine to provide advanced file search capabilities including full text search, case sensitivity, whole word matching, and regex support. Offers sorting options and formats results with human-readable file sizes and formatted dates. - **[Solr Integration](https://github.com/allenday/solr-mcp)** - Access Apache Solr indexes for executing hybrid search queries that combine keyword precision with vector semantic understanding, supporting both document content and vector embeddings in unified collections. - **[Qdrant Vector Search Server](https://github.com/amansingh0311/mcp-qdrant-openai)** - Enables semantic search capabilities over a Qdrant vector database, facilitating the retrieval and exploration of collections using OpenAI embeddings. - **[Ads Manager](https://github.com/amekala/adspirer-mcp-server)** - Integrate and manage Amazon Advertising data through conversational interactions, enabling performance analysis, campaign creation, and real-time adjustments. The server facilitates visualizations and optimizations for digital advertising campaigns within the Claude environment. - **[DeepResearch](https://github.com/ameeralns/DeepResearchMCP)** - Conducts iterative research on various topics through automated web searches and generates comprehensive reports that include executive summaries, analyses, and visualizations while ensuring content management and error resilience. - **[Google Search Console Integration](https://github.com/AminForou/mcp-gsc)** - Connects to Google Search Console for SEO data analysis through natural language interactions, enabling property management, search analytics, URL inspection, and sitemap management. - **[National Park Services Data Server](https://github.com/amysatterlee/nps_mcp)** - Retrieve and explore data related to the National Park Services, including lists of national parks by state and detailed information about specific parks. - **[NASA API Integration Server](https://github.com/AnCode666/nasa-mcp)** - Retrieve astronomical data, space weather information, and Earth imagery from NASA's APIs. Query various services such as Astronomy Picture of the Day and Near Earth Objects for real-time data retrieval. - **[Simple PubMed](https://github.com/andybrandt/mcp-simple-pubmed)** - Access and search PubMed articles through the Entrez API, retrieve article abstracts, and download full-text content for open access articles when available. - **[Logic](https://github.com/angrysky56/mcp-logic)** - Provides automated reasoning capabilities through Prover9 and Mace4, enabling logical theorem proving and model verification. Facilitates formal validation of knowledge representations and implications via a clean MCP interface. - **[Windows Website Downloader](https://github.com/angrysky56/mcp-windows-website-downloader)** - Downloads websites and their associated assets while maintaining a navigable structure. Prepares content for retrieval-augmented generation (RAG) indexing, creating organized folders and indexes for each site downloaded. - **[World Bank Data Server](https://github.com/anshumax/world_bank_mcp_server)** - Enables interaction with the open World Bank data API to provide access to various indicators and analysis for different countries. - **[Sitecore Server](https://github.com/Antonytm/mcp-sitecore-server)** - Integrate Sitecore content management capabilities into workflows to query, create, edit, and manage Sitecore items and schemas using a standardized protocol. Provides direct access to Sitecore's GraphQL and Item Service APIs. - **[Visualization Charts Server](https://github.com/antvis/mcp-server-chart)** - Generates various types of charts using AntV through the Model Context Protocol. It offers chart generation capabilities tailored for different data visualization needs. - **[XMind Server](https://github.com/apeyroux/mcp-xmind)** - Analyze and query XMind mind maps using features for searching, extracting, and managing content across multiple files. Supports task management, hierarchical navigation, and secure directory access. - **[IoTDB MCP Server](https://github.com/apache/iotdb-mcp-server)** - Enable secure interaction with IoTDB databases to run SQL queries and explore database schemas through a structured interface. - **[Superset Integration](https://github.com/aptro/superset-mcp)** - Connect and control Apache Superset through natural language requests to manage dashboards, charts, and databases programmatically. - **[Documentation MCP Server](https://github.com/arabold/docs-mcp-server)** - Fetches and indexes documentation for various software libraries, packages, and APIs. Provides powerful search capabilities to enable AI systems to access the latest official documentation from multiple sources. - **[AI-Powered Construction Document Assistant](https://github.com/Arborist-ai/ClaudeHopper)** - Interact with construction documents, drawings, and specifications. Analyze technical details and retrieve specific information through advanced retrieval-augmented generation and hybrid search. - **[Excel Reader](https://github.com/ArchimedesCrypto/excel-reader-mcp)** - Read Excel files with support for automatic chunking and pagination, enabling efficient data handling for large datasets. This server can process multiple sheet selections and provides proper handling of date formats. - **[Kagi Search](https://github.com/apridachin/kagi-search-mcp)** - Search the web using the Kagi API to retrieve answers and enrich the model context with web content and the latest news. - **[Kafka Simple Web Client](https://github.com/ares10/kafka-simple-web-client)** - Displays Kafka topic messages in a user-friendly web interface. Streamlines message monitoring and management with configurable settings to connect to a Kafka server. - **[Phoenix](https://github.com/Arize-ai/phoenix)** - Provides advanced observability and evaluation tools for AI applications, facilitating performance tracking, dataset management, and prompt engineering. Integrates with various frameworks and large language model providers for seamless operation. - **[BlazeSQL Natural Language Query Server](https://github.com/arjshiv/blaze-sql-mcp-server)** - Enables natural language querying of databases through the BlazeSQL API, transforming plain English queries into SQL and JSON results. Facilitates seamless integration with MCP-compatible clients for enhanced data interaction. - **[Search Engine with RAG and MCP](https://github.com/arkeodev/search-engine-with-rag-and-mcp)** - A search engine that integrates web search and content retrieval with Retrieval-Augmented Generation (RAG), facilitating standardized tool invocation through the Model Context Protocol (MCP). It supports both local and cloud-based language models and operates in multiple modes for enhanced versatility in information retrieval. - **[Kaggle MCP Server](https://github.com/arrismo/kaggle-mcp)** - Interact with Kaggle's extensive dataset repository by searching and downloading datasets, as well as generating exploratory data analysis notebooks using the Kaggle API. - **[GPT Researcher](https://github.com/assafelovic/gptr-mcp)** - Autonomously explores and validates numerous sources for relevant, trustworthy, and up-to-date information to enhance research capabilities. Optimizes context usage to provide comprehensive insights for research projects. - **[Document Management Server](https://github.com/askme765cs/open-docs-mcp)** - Crawl, index, and manage documentation while enabling full-text search across various document formats for efficient information retrieval. Integrates with AI to enhance document access and management capabilities. - **[OpenDota API Server](https://github.com/asusevski/opendota-mcp-server)** - Access real-time Dota 2 statistics, match data, and player profiles through a standard interface. Retrieve hero statistics and insights into professional players and teams effortlessly. - **[Wise Backend](https://github.com/atlas-comstock/hika-mcp-server)** - Provides real-time streaming of AI-generated knowledge and perspectives through the Server-Sent Events (SSE) protocol, enhancing user search experiences by offering diverse cognitive insights. - **[Atla Evaluation Server](https://github.com/atla-ai/atla-mcp-server)** - Provides a standardized interface for large language models to evaluate responses using advanced evaluation criteria through the Atla API, enabling automated scoring and feedback generation for model outputs. - **[Hika MCP Server](https://github.com/atlas-comstock/hika-mcp-server)** - Stream real-time AI-generated perspectives using Server-Sent Events (SSE) for enhanced knowledge exploration. Facilitate the exploration of multiple cognitive viewpoints on search queries, allowing users to deep dive into related knowledge domains. - **[Audiense Demand](https://github.com/AudienseCo/mcp-audiense-demand)** - Connect to Audiense Demand to create and analyze demand reports, track entity performance, and gain insights across various channels and countries. Integrate these capabilities directly into your workflow to enhance decision-making processes. - **[FastMCP Fashion Recommender](https://github.com/attarmau/StyleCLIP)** - Provides personalized fashion recommendations through the integration of a CLIP-based model, facilitating the upload of clothing images and generating clothing tag suggestions. Utilizes YOLO for clothing detection and a backend powered by FastAPI and MongoDB for efficient data management and real-time updates. - **[Atlan Model Context Protocol Server](https://github.com/atlanhq/agent-toolkit)** - Facilitates interaction with Atlan services through a standardized protocol, enabling efficient asset search and retrieval using DSL queries, as well as exploration of asset lineage. Integrates with Claude Desktop to streamline data management workflows. - **[TweetBinder](https://github.com/AudienseCo/mcp-tweetbinder)** - Access Twitter analytics and reporting data, enabling analysis of hashtags, users, and conversations. Generate detailed reports with engagement metrics and sentiment analysis in real-time. - **[LinkedIn Digital Intelligence Server](https://github.com/AudienseCo/mcp-audiense-di-linkedin)** - Interact with LinkedIn's Digital Intelligence services to create and analyze reports, gain insights, and receive typeahead suggestions for enhanced data analysis capabilities. - **[Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights)** - Extract marketing insights and audience analysis from Audiense reports, focusing on demographic, cultural, influencer, and content engagement analysis. - **[Plausible Analytics Server](https://github.com/AVIMBU/plausible-mcp-server)** - Query analytics data from Plausible Analytics, providing real-time insights and reports based on the user's account information. Supports integration with AI models for enhanced data-driven decision making. - **[AWS MCP Servers](https://github.com/awslabs/mcp)** - Access and explore Amazon Bedrock Knowledge Bases, allowing users to retrieve information through natural language queries while providing options to filter and rerank results based on data sources. - **[SEO Automation and Optimization](https://github.com/ayushsinghvi92/app-seo-ai)** - Automate SEO tasks and optimize digital marketing strategies using AI-generated insights. Provides functionalities for keyword research, SERP and competitor analysis, and offers SEO recommendations through integration with the Google Ads API. - **[Axiom MCP Server](https://github.com/axiomhq/mcp-server-axiom)** - Queries Axiom datasets using Axiom Processing Language (APL) and lists available datasets. - **[Steampipe Bridge](https://github.com/b0ttle-neck/mcp-steampipe)** - Bridge AI models with the Steampipe tool to enable seamless execution of SQL queries on various data sources. Retrieve structured results and simplify data access for AI-driven insights within workflows. - **[Front Code Summary](https://github.com/zcardb/front-code-sum)** - Summarize front-end learning materials and showcase small demo projects. Provides concise notes and practical examples for better understanding of front-end technologies. - **[Gemini Thinking Server](https://github.com/bartekke8it56w2/new-mcp)** - Leverage advanced analytical thinking capabilities to break down complex problems, generate thoughtful responses, and maintain session persistence for ongoing analysis. This server provides insights, confidence levels, and alternative approaches to enhance the problem-solving process. - **[Microservice Control Panel](https://github.com/battyht/AD_MCP)** - Integrates with the Ocean Engine advertising platform to manage and monitor advertising accounts, providing access to detailed performance reports and account information. Supports streamlined API management for querying and retrieving advertising data with flexible authentication mechanisms. - **[Agent Construct](https://github.com/batteryshark/agent_construct)** - Standardizes access to tools and data for AI applications, facilitating dynamic tool discovery and execution through a unified interface. It serves as a central hub for managing context and tool integration in AI models. - **[jsondiffpatch](https://github.com/benjamine/jsondiffpatch)** - Diffs and patches JavaScript objects and arrays, enabling change tracking and state reversion through a simple API. - **[Metabase Integration Server](https://github.com/berry-street/berrystreet-metabase-mcp)** - Integrate AI assistants with Metabase to access and interact with dashboards, cards, and databases, enabling seamless execution of queries and retrieval of structured data to enhance decision-making processes. - **[Metabase Integration Server](https://github.com/berry-street/berrystreet-metabase-mcp)** - Integrate AI assistants with Metabase to access dashboards, questions, and databases. Execute queries and retrieve structured data for enhanced data-driven decision-making. - **[Binary Reader](https://github.com/berlinbra/binary-reader-mcp)** - Read and analyze binary files, extracting metadata and structure from various binary formats, including Unreal Engine assets. The server features an extensible architecture for adding support for new binary formats as needed. - **[PolyMarket Predictions](https://github.com/berlinbra/polymarket-mcp)** - Fetches prediction market data from PolyMarket, providing access to current prices, probabilities, and detailed market information along with historical data. - **[Model Context Protocol Servers](https://github.com/beordle/servers)** - A collection of reference implementations for integrating Large Language Models (LLMs) with various tools and data sources, enabling secure and controlled access to enhance AI applications. Implemented using either the Typescript or Python MCP SDK, these servers demonstrate the extensibility of the Model Context Protocol. - **[RAG Document Tools](https://github.com/bettehub/laas-rag-mcp)** - Upload documents in PDF or CSV formats and perform natural language queries to retrieve relevant information. It features document segmentation and embedding storage using a Chroma vector store for efficient retrieval. - **[Speckle MCP Server](https://github.com/bimgeek/speckle-mcp)** - Connects AEC tools with Speckle's collaborative data hub, enabling users to list and search projects, retrieve detailed project information, access model versions, and query object properties efficiently. - **[PubChem Data Access Server](https://github.com/BioContext/PubChem-MCP)** - Provides access to PubChem chemical and bioassay data through a standardized MCP interface, allowing users to search for compounds, retrieve detailed chemical and bioassay information, and query molecular properties. - **[Adjust Reporting Server](https://github.com/bitscorp-mcp/mcp-adjust)** - Access Adjust data to query reports, metrics, and performance data on-demand, including specific campaign insights like install numbers. - **[Macrostrat API Server](https://github.com/blake365/macrostrat-mcp)** - Query and analyze comprehensive geologic data using the Macrostrat API, providing access to geologic units, minerals, timescales, and more. Create visualizations based on geological data to enhance understanding. - **[USGS Earthquake Data](https://github.com/blake365/usgs-quakes-mcp)** - Access real-time earthquake data from the USGS API, enabling users to query earthquake information based on various parameters and retrieve details about specific events. - **[ArXiv Server](https://github.com/blazickjp/arxiv-mcp-server)** - Provides access to arXiv research papers via a straightforward MCP interface, enabling AI models to search and retrieve academic articles. - **[Krep MCP Server](https://github.com/bmorphism/krep-mcp-server)** - Provides high-performance string search capabilities optimized for pattern matching in files and strings. Designed to integrate with the infinity-topos environment for enhanced functionality. - **[GraphQL MCP Server](https://github.com/blurrah/mcp-graphql)** - Interfacing with GraphQL APIs, enabling LLMs to execute queries and perform schema introspection dynamically. - **[Instagram Engagement Analysis](https://github.com/Bob-lance/instagram-engagement-mcp)** - Analyze Instagram engagement metrics, extract demographic insights, and identify potential leads from comments and accounts. Support features such as sentiment analysis and comparative engagement assessments across different Instagram accounts. - **[Knowledge Graph Memory Server](https://github.com/bneil/mcp-memory-pouchdb)** - Manage and enhance interactions with contextual information using a robust knowledge graph. It captures, stores, and retrieves data seamlessly with PouchDB for improved consistency and organization by project-specific paths. - **[box3-statistics-mcp](https://github.com/box3lab/statistics-mcp)** - Access user data and map information on the 神岛 platform, aiding in the retrieval of statistical insights and analysis of player behavior. Provides both public and authenticated APIs for data access, along with comprehensive map analysis features. - **[HexDocs MCP](https://github.com/bradleygolden/hexdocs-mcp)** - HexDocs MCP provides semantic search capabilities for Hex package documentation, enabling integration with AI applications to access and find relevant documentation efficiently. It includes an Elixir binary for processing documentation and a TypeScript server that implements the Model Context Protocol to facilitate searches. - **[File Context Server](https://github.com/bsmi021/mcp-file-context-server)** - Enables LLMs to read, search, and analyze code files while providing advanced caching and real-time file watching capabilities. Facilitates file operations and code analysis to improve development workflows and quality metrics. - **[Webscan](https://github.com/bsmi021/mcp-server-webscan)** - Scan and analyze web content, fetching pages in Markdown format, extracting links, and generating sitemaps for comprehensive site analysis. - **[Clickhouse MCP Server](https://github.com/burakdirin/clickhouse-mcp-server)** - Enables interaction with Clickhouse databases, allowing query execution and secure database connections in a read-only mode. Supports multi-query execution and provides JSON format results. - **[Cloudzero](https://github.com/burkestar/cloudzero-mcp)** - Interact with cloud cost data from a large language model to analyze billing, dimensions, and budgets. Provides tools for plotting and visualizing cloud expenses over time using the CloudZero v2 API. - **[Maigret](https://github.com/BurtTheCoder/mcp-maigret)** - MCP server for conducting OSINT username searches across various social networks and analyzing URLs to collect user account information from public sources. - **[Shodan Server](https://github.com/BurtTheCoder/mcp-shodan)** - Query the Shodan API and Shodan CVEDB for network intelligence, including IP reconnaissance, DNS operations, vulnerability tracking, and device discovery. Outputs are structured and formatted for easy analysis and integration. - **[IMF Data Integration](https://github.com/c-cf/imf-data-mcp)** - Integrates with the IMF data API for accessing and processing economic data, enabling users to query datasets, retrieve time series data, and list available indicators and countries. - **[Master Content Plan Generator](https://github.com/cabrit0/mcp_server_reuneMacacada)** - Generates structured learning paths by aggregating and organizing resources from the web based on specified topics, with support for web search and scraping. The server returns a standardized JSON structure for easy integration with client applications. - **[Prometheus MCP Server](https://github.com/CaesarYangs/prometheus_mcp_server)** - Retrieve and analyze metric data from Prometheus databases, execute advanced PromQL queries, and explore usage patterns with enhanced control over analysis tasks. - **[JSON Canvas Server](https://github.com/Cam10001110101/mcp-server-obsidian-jsoncanvas)** - Create, modify, and validate infinite canvas data structures using a comprehensive set of tools that manage nodes and edges while ensuring compliance with the official JSON Canvas specification. - **[Ollama Deep Researcher](https://github.com/Cam10001110101/mcp-server-ollama-deep-researcher)** - Conduct in-depth research on any topic by generating web search queries, gathering results, summarizing findings, and providing a comprehensive markdown summary of all sources used. - **[Search Intent Analysis Service](https://github.com/captainChaozi/search-intent-mcp)** - Analyzes user search keywords to reveal intent and provides insights for enhancing SEO strategies. Delivers possible categories, reasoning, and related references to improve search effectiveness. - **[Code Graph Server](https://github.com/CartographAI/mcp-server-codegraph)** - Generate and query a graph representation of codebases, identifying entities and their relationships across multiple programming languages for enhanced code analysis. Streamline development processes by visualizing function calls, inheritance, and implementations. - **[SEO Automation and Optimization](https://github.com/ccnn2509/app-seo-ai)** - Automates SEO tasks and optimizes content using insights from Google Ads Keyword Planner, including keyword research, SERP analysis, and competitor analysis. Provides tailored SEO recommendations based on data-driven insights. - **[Adobe Analytics MCP Server by CData](https://github.com/CDataSoftware/adobe-analytics-mcp-server-by-cdata)** - Enables natural language querying of live Adobe Analytics data, providing real-time insights without the need for SQL. Utilizes the CData JDBC Driver to expose Adobe Analytics data as relational SQL models for conversational queries. - **[Amazon Redshift MCP Server by CData](https://github.com/CDataSoftware/amazon-redshift-mcp-server-by-cdata)** - Enables natural language querying of live Amazon Redshift data without the need for SQL, facilitating seamless data retrieval from Redshift through a simple MCP interface. Connects LLM-powered clients to query and explore Redshift data with built-in tools for schemas and execution. - **[Databricks MCP Server by CData](https://github.com/CDataSoftware/databricks-mcp-server-by-cdata)** - Connects LLMs to live Databricks data through a read-only MCP interface, facilitating natural language querying without the need for SQL. It enables seamless retrieval of up-to-date information using exposed tables and columns from Databricks via the CData JDBC Driver. - **[Google Analytics MCP Server by CData](https://github.com/CDataSoftware/google-analytics-mcp-server-by-cdata)** - Provides a read-only interface to query live Google Analytics data using natural language, converting analytics information into relational models via the CData JDBC Driver. - **[Google BigQuery MCP Server by CData](https://github.com/CDataSoftware/google-bigquery-mcp-server-by-cdata)** - Enables natural language querying of live Google BigQuery data, facilitating access to datasets without requiring SQL knowledge. Integrates real-time data insights with AI clients through a simple interface. - **[Google Sheets MCP Server by CData](https://github.com/CDataSoftware/google-sheets-mcp-server-by-cdata)** - This read-only MCP server enables querying live Google Sheets data through a straightforward interface, allowing AI models to access and retrieve updated spreadsheet information using natural language queries without requiring SQL knowledge. - **[Snowflake MCP Server by CData](https://github.com/CDataSoftware/snowflake-mcp-server-by-cdata)** - Enables natural language querying of live Snowflake data through a read-only MCP interface, simplifying data exploration and analysis without the need for SQL. Integrates directly with LLMs to access and retrieve real-time data from Snowflake using a JDBC driver. - **[Workday MCP Server by CData](https://github.com/CDataSoftware/workday-mcp-server-by-cdata)** - Enables natural language querying of live Workday data through a read-only MCP interface, allowing LLMs to retrieve up-to-date information without needing SQL knowledge. Utilizes the CData JDBC Driver to connect and expose Workday data as relational SQL models. - **[Databricks MCP Server](https://github.com/characat0/databricks-mcp-server)** - Facilitates interaction with Databricks workspaces via a Model Context Protocol interface, enabling users to list catalogs, schemas, tables, and SQL warehouses, as well as execute SQL queries. - **[Metabase Analytics Integration Server](https://github.com/cheukyin175/metabase-mcp)** - Integrate with the Metabase analytics platform to access dashboards, cards, and databases. Execute queries and retrieve structured data through a conversational interface with comprehensive logging and error handling capabilities. - **[AI Customer Support Bot](https://github.com/ChiragPatankar/AI-Customer-Support-Bot--MCP-Server)** - Provides AI-powered customer support by processing queries in real-time and integrating with Glama.ai for context fetching and Cursor AI for response generation. - **[Naver DataLab MCP Server](https://github.com/choi20201101/ccfm_naver)** - Access Naver DataLab data through an MCP server interface, enabling queries and the use of analytics in AI applications. Supports retrieval and manipulation of Naver DataLab insights for data-driven decision making. - **[Chronulus AI Forecasting & Prediction Agents](https://github.com/ChronulusAI/chronulus-mcp)** - Provides advanced forecasting and prediction capabilities to enhance decision-making processes with real-time insights. Integrates seamlessly with existing workflows for efficient data utilization. - **[Web Research Server](https://github.com/chuanmingliu/mcp-webresearch)** - Integrates real-time web research capabilities into workflows by enabling Google search, webpage content extraction, research session tracking, and screenshot capture. - **[Proxy Oblivious Transfer](https://github.com/clarenous/proxyot)** - Facilitates secure data sharing while keeping the underlying data private. It allows users to share information confidently, ensuring privacy and control over their data during transfer. - **[Cline](https://github.com/cline/cline)** - Enable autonomous coding assistance within an IDE, facilitating file creation and editing, running terminal commands, and interactive debugging through a browser, all while managing user permissions. Extend functionality via custom tools using the Model Context Protocol (MCP) to automate and streamline software development tasks. - **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with Cline and Claude Desktop for intelligent search and documentation retrieval, facilitating API discovery and code modernization while maintaining context across interactions. Uses advanced query processing and rate management for efficient operation. - **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with intelligent search and documentation retrieval to assist coding by discovering APIs and modernizing code. Maintains context across queries using a database, while employing advanced query processing and intelligent rate management for effective responses. - **[Chaitin IP Intelligence](https://github.com/co0ontty/chaitin-ip-intelligence-search-tool)** - Check IP reputations and access comprehensive malicious IP databases. Integrates real-time data from a global honeypot network to improve threat detection abilities. - **[Codelogic MCP Server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server)** - Utilizes CodeLogic's software dependency data to provide impact assessments for code changes and analyze impacts between code and database entities. Integrates with development environments to improve coding insights and workflows. - **[ClimateTriage](https://github.com/Codeshark-NET/climate-triage-mcp)** - Integrates with the ClimateTriage API to facilitate searching for open source issues related to climate change and sustainability. Users can filter and sort these issues based on various criteria to find relevant projects for contribution. - **[Firecrawl Server](https://github.com/codyde/mcp-firecrawl-tool)** - Scrape websites to extract structured data using Firecrawl's APIs, with features for error tracking and performance monitoring. Supports gathering content in various formats and custom schema data extraction. - **[Google Ads Integration](https://github.com/cohnen/mcp-google-ads)** - Integrates Google Ads data with Claude AI for analysis and reporting through natural language queries. Provides insights into campaign performance, metrics tracking, and ad management. - **[Volume Wall Detector](https://github.com/Cognitive-Stack/volume-wall-detector-mcp)** - Provides real-time stock trading volume analysis, detects significant price levels, tracks trading imbalances, and analyzes after-hours trading. Utilizes MongoDB for secure data persistence and efficient access. - **[MCP Servers](https://github.com/colsonSung/mcp-servers)** - Showcases implementations of the Model Context Protocol to facilitate secure access for Large Language Models to various tools and data sources. It demonstrates the extensibility of MCP through its reference servers implemented using the Typescript or Python SDKs. - **[Advanced YouTube](https://github.com/coyaSONG/youtube-mcp-server)** - Interact with YouTube data to search for videos, channels, and comments, and analyze performance metrics. Retrieve transcripts and generate summaries of video content. - **[Metabase Analytics Integration Server](https://github.com/CPR43/metabase-mcp)** - Integrates AI assistants with the Metabase analytics platform for accessing dashboards, executing queries, and managing analytics resources through conversational interaction. Supports structured data access and provides various authentication methods for secure operations. - **[Elasticsearch/OpenSearch MCP Server](https://github.com/cr7258/elasticsearch-mcp-server)** - Connect to Elasticsearch or OpenSearch clusters for natural language interaction, enabling operations such as searching documents, managing indices, and monitoring cluster health. - **[CrateDB MCP Server](https://github.com/crate/cratedb-mcp)** - Enables LLMs to interact directly with CrateDB for optimized query handling and data insights, facilitating the ability to answer questions about data and assist with debugging and optimizing queries. - **[Expert Server](https://github.com/crazyrabbitLTC/mcp-expert-server)** - Provides intelligent query generation and documentation assistance using Claude AI by analyzing API documentation. Delivers tools for generating queries from natural language requests and retrieving relevant documentation information based on user questions. - **[Morpho API Server](https://github.com/crazyrabbitLTC/mcp-morpho-server)** - Query Morpho's GraphQL API to access market data, vaults, and positions. Supports historical data, pagination, ordering, filtering, and validation. - **[Tally API Server](https://github.com/crazyrabbitLTC/mpc-tally-api-server)** - Access and retrieve information about DAOs, including governance data, proposals, and comprehensive metadata such as social links. Supports pagination for large result sets and offers sorting options by popularity or exploration status. - **[Splunkbase MCP Server](https://github.com/cschmidt0121/splunkbase-mcp)** - Programmatic access to Splunkbase functionality, enabling users to search for, download, and manage Splunkbase apps through a standardized interface. - **[Discogs Music Catalog Server](https://github.com/cswkim/discogs-mcp-server)** - Facilitates interaction with the Discogs music database to perform catalog operations, execute searches, and manage music collections. Enables integration with clients for streamlined music data workflows. - **[Data Gouv MCP Server](https://github.com/csonigo/datagouv-mcp-server)** - Interact with Datagouv APIs to retrieve up-to-date company information in France, allowing searches by company name, CEO, or address through a simple API interface. - **[Strava MCP Server](https://github.com/ctvidic/strava-mcp-server)** - Access and analyze Strava data, including activities, athlete statistics, and social interactions through a language model interface, facilitating personalized insights and performance tracking. - **[BuiltWith API Integration Server](https://github.com/Cyreslab-AI/builtwith-mcp-server)** - Query website technology stacks to obtain detailed insights about the technologies used by specific domains while exploring categorized technology stacks. - **[ExploitDB Integration Server](https://github.com/Cyreslab-AI/exploitdb-mcp-server)** - Provides access to a comprehensive database of security exploits and vulnerabilities, enabling detailed queries about exploits, CVE lookups, and recent updates. It enhances cybersecurity research and threat intelligence by offering powerful search capabilities and detailed exploit information. - **[Elasticsearch Server](https://github.com/da1y/mcp-server-elasticsearch)** - Manage Elasticsearch clusters by executing queries, creating indices, and indexing documents. It facilitates data management and retrieval processes for large language models through seamless integration with Elasticsearch functionality. - **[YouTube Insights](https://github.com/dabidstudio/youtubeinsights-mcp-server)** - Extract insights from YouTube videos, analyze transcripts, and retrieve metadata and channel information. Enable keyword-based video discovery to support content strategy development. - **[Researcher](https://github.com/DaInfernalCoder/perplexity-mcp)** - A simple notes system designed to manage and summarize text notes, incorporating an intelligent research assistant with search capabilities for handling various queries efficiently. - **[Research Assistant](https://github.com/DaInfernalCoder/perplexity-mcp)** - Utilizes Perplexity's Sonar Pro API to provide an intelligent research assistant with automatic query complexity detection, optimizing requests to the most suitable model for effective results. It includes search capabilities for straightforward questions and basic information lookup. - **[Perplexity-researcher-mcp](https://github.com/DaInfernalCoder/perplexity-mcp)** - An intelligent research assistant that utilizes Perplexity's AI models for query handling, featuring automatic complexity detection to optimize routing to appropriate models for various tasks. It includes search capabilities for efficient information retrieval and basic query handling. - **[OSSInsight](https://github.com/damonxue/mcp-ossinsight)** - Analyze GitHub data to gain insights into repositories, developers, and organizations, enabling detailed understanding of the open-source ecosystem through natural language queries. - **[Forest Fire Visualization Server](https://github.com/daniel8824-del/forest-fire-mcp)** - Collect and analyze wildfire occurrence data, providing regional information and risk analysis, along with map visualizations to enhance awareness and response strategies. - **[Fillout.io](https://github.com/danielma-tic/fillout-mcp-server)** - Manage forms, handle responses, and perform analytics through the Fillout.io API. - **[Cyberlink Server](https://github.com/dasein108/mcp-cw-graph)** - Interact with the CW-Social smart contract on Cosmos-based blockchains to manage semantic relationships between entities. Perform full CRUD operations and execute rich queries with batch processing and transaction management. - **[Quick Chart Server](https://github.com/datafe/quick-chart-mcp)** - Facilitates interaction with Quick Chart for generating and retrieving chart images, streamlining data visualization for AI agents. Implements standardized charting capabilities through the Model Context Protocol. - **[Earthdata Server](https://github.com/datalayer/earthdata-mcp-server)** - Enables efficient discovery and retrieval of NASA Earth Data datasets and granules, facilitating geospatial analysis and data exploration. Integrates with workflows for AI-powered analysis of Earthdata datasets. - **[Trino MCP Server](https://github.com/Dataring-engineering/mcp-server-trino)** - Connect to Trino to list tables, read data, and execute SQL queries. Provides a controlled interface for big data analytics through seamless interaction with AI models. - **[Jupyter MCP Server](https://github.com/datalayer/jupyter-mcp-server)** - Interact with Jupyter notebooks in a local JupyterLab environment, enabling the addition and execution of code or markdown cells. - **[Jupyter Earth MCP Server](https://github.com/datalayer/jupyter-earth-mcp-server)** - Facilitates geospatial analysis within Jupyter notebooks by downloading and analyzing Earth data granules from NASA Earthdata. Enables integration with Claude Desktop for interactive data exploration and AI-powered geospatial workflows. - **[Git Forensics](https://github.com/davidorex/git-forensics-mcp)** - Analyze git repositories to uncover development patterns and branch relationships, providing insights into repository history and branch activities. - **[Git File Forensics](https://github.com/davidorex/git-file-forensics)** - Analyze individual file histories and changes in Git repositories, focusing on file-level forensics. Gain insights into file versions, diffs, and semantic patterns to understand file evolution. - **[ONOS Network Management Server](https://github.com/davidlin2k/onos-mcp-server)** - Manage and control network resources using ONOS's SDN capabilities, providing access to network devices, topology information, flow rules, and comprehensive analytics through a structured API interface. - **[Code Knowledge Tool](https://github.com/davidvc/code-knowledge-mcptool)** - Manage and query knowledge about code repositories using advanced embedding techniques. This tool facilitates the organization and retrieval of insights related to a codebase through vector embeddings. - **[dbt MCP Server](https://github.com/dbt-labs/dbt-mcp)** - Interact with dbt to execute CLI commands, query metrics from the semantic layer, and explore project models efficiently, streamlining data workflows. - **[Memory Server with Qdrant Persistence](https://github.com/delorenj/mcp-qdrant-memory)** - A knowledge graph implementation that supports semantic search with a Qdrant vector database, enabling effective graph-based representation of entities and their relations. It includes features for file-based persistence and utilizes OpenAI embeddings for enhanced semantic similarity. - **[XTQuantAI](https://github.com/dfkai/xtquantai)** - Integrates with the XTQuant quantitative trading platform to provide access to trading data and functionalities, enabling advanced data querying, market data retrieval, and visualization. It supports various operations related to stock details and historical market data, enhancing trading strategy development with AI assistance. - **[CockroachDB Integration Server](https://github.com/dhartunian/cockroachdb-mcp-server)** - Connects to a CockroachDB instance to execute SQL queries and access database schemas and cluster metadata for enhanced data analysis. Provides tools for query optimization and execution plan analysis. - **[Aranet4 CO2 Sensor Manager](https://github.com/diegobit/aranet4-mcp-server)** - Manage Aranet4 CO2 sensor data by scanning devices, collecting measurements, and storing them in a local database for historical querying and visualization. Provides assistance for configuration and automates data updates for ongoing monitoring. - **[Digma Code Observability Server](https://github.com/digma-ai/digma-mcp-server)** - Enables agents to perform observability-assisted code reviews and identify code inefficiencies through dynamic code analysis. Leverages runtime usage data from distributed tracing to detect issues and improve application performance. - **[SQLite](https://github.com/direkt/mcp-test)** - Create and interact with an SQLite database derived from compressed log files, enabling efficient analysis of log data through structured queries. Gain insights into application behavior and performance seamlessly using the Model Context Protocol. - **[Trieve](https://github.com/devflowinc/trieve)** - Enables agents to perform semantic searches across Trieve datasets and access detailed dataset information through a standardized interface. Built with TypeScript for enhanced type safety and offers configuration through environment variables and command-line arguments. - **[BirdNet-Pi Integration Server](https://github.com/DMontgomery40/mcp-local-server)** - Retrieve and analyze bird detection data with date and species filtering. Access audio recordings and generate detailed reports for enhanced birdwatching insights. - **[Bird Stats](https://github.com/DMontgomery40/mcp-server-birdstats)** - Analyze BirdNET-Pi data and eBird observations through a natural language interface while providing visual representations of the data. - **[FIWARE MCP Server](https://github.com/dncampo/FIWARE-MCP-Server)** - Bridge applications with the FIWARE Context Broker to perform CRUD operations on entities and manage context data. It supports context broker version checking, query capabilities, and entity publishing and updating. - **[Azure Log Analytics Server](https://github.com/DominicBut/mcp-azure-loganalytics)** - Retrieves Azure activity logs and executes Kusto Query Language queries on Log Analytics workspaces. Provides tools for error analysis and activity log summarization through predefined prompts. - **[Memory Service](https://github.com/doobidoo/mcp-memory-service)** - Provides semantic memory and persistent storage using ChromaDB for long-term memory retention and semantic search capabilities, enhancing context maintenance across conversations. - **[IACR Cryptology ePrint Archive](https://github.com/doomdagadiggiedahdah/iacr-mcp-server)** - Provides a programmatic interface to retrieve and search for cryptographic research papers from the IACR Cryptology ePrint Archive, along with access to paper metadata. - **[WithSeismic MCP](https://github.com/dougwithseismic/withseismic-mcp)** - Facilitates integration of AI models with various tools and prompts, allowing for rapid development and automated type safety in TypeScript without infrastructure management. - **[Mixpanel Integration](https://github.com/dragonkhoi/mixpanel-mcp)** - Interface with Mixpanel analytics data to query event information, user retention, and funnel performance. Conduct on-demand lookups for specific cohort analyses and other relevant metrics. - **[FamilySearch MCP Server](https://github.com/dulbrich/familysearch-mcp)** - Interact with FamilySearch's family history data seamlessly. Search for person records, view detailed information, and explore ancestors and descendants using AI tools. Authenticate securely and access historical records with ease. - **[Dumpling AI MCP Server](https://github.com/Dumpling-AI/mcp-server-dumplingai)** - Integrates data scraping, content processing, and AI capabilities, with features for document conversion, web scraping, and knowledge management. Supports real-time information access through various data APIs and secure code execution. - **[Dune Analytics Data Server](https://github.com/ekailabs/dune-mcp-server)** - Provides real-time access to DEX metrics, EigenLayer statistics, and token balances on Solana through structured JSON tools. Enables seamless querying of blockchain analytics data to support informed decision-making and insights. - **[RDF Explorer](https://github.com/emekaokoye/mcp-rdf-explorer)** - Explore and analyze RDF data with a conversational interface, enabling execution of SPARQL queries in both local and endpoint modes for insights from knowledge graphs. - **[Google Analytics Data API Server](https://github.com/eno-graph/mcp-server-google-analytics)** - Access Google Analytics Data API to retrieve reports and real-time data, simplifying data analysis with relevant metrics and dimensions. - **[BigQuery](https://github.com/ergut/mcp-bigquery-server)** - Provides secure, read-only access to BigQuery datasets, allowing for natural language querying of data without the need to write SQL queries manually. Facilitates direct communication between language models and BigQuery for efficient data retrieval. - **[OKX Server](https://github.com/esshka/okx-mcp)** - Fetch real-time cryptocurrency price data and historical candlestick information from the OKX exchange, providing access to market insights and trading data. - **[Prometheus MCP Server](https://github.com/etruong42/prometheus-mcp)** - Exposes Prometheus monitoring and visualization tools to language model agents for querying metrics and generating charts dynamically. Provides real-time observability data and graphical insights, facilitating integration with MCP-compatible clients like Claude. - **[Memory Server](https://github.com/evangstav/python-memory-mcp-server)** - Manage entities and their relationships within a knowledge graph with strict validation to ensure data consistency. Perform complex queries and maintain observations to enhance application functionality. - **[Personal Health Tracker](https://github.com/evangstav/personal-mcp)** - Track personal health, workouts, and nutrition with AI-assisted analysis and supportive features for performance optimization and rehabilitation. Provides tools for logging exercises, meals, and daily wellness insights. - **[NFTGo API](https://github.com/everimbaq/mcp-nftgo-api)** - Provides access to NFT data and insights through an API, enabling retrieval of metadata, statistics, and analytics for NFT collections and individual assets. Supports features such as market trends analysis and historical pricing data based on the Ethereum blockchain. - **[Explorium API](https://github.com/explorium-ai/mcp-explorium)** - Interact with the Explorium API to enhance data workflows and access business and prospect data lookup capabilities. - **[Gemini Data Analysis & Research](https://github.com/falahgs/Gemini-Data-Analysis-Research-MCP-Server)** - Analyze datasets, generate research papers, and automate email delivery using advanced AI capabilities. Provides detailed data analysis, insights, and reporting directly from data files. - **[CSV Analysis](https://github.com/falahgs/MCP-CSV-Analysis-with-Gemini-AI)** - Performs advanced analysis and visualization of CSV data using Gemini AI, enabling comprehensive data exploration and insights generation. Offers both basic and detailed analysis modes, including statistical evaluation, data quality assessment, correlation analysis, and pattern recognition. - **[Azure AI Search Integration](https://github.com/farzad528/mcp-server-azure-ai-agents)** - Connects Claude Desktop with Azure AI Search for performing keyword, vector, or hybrid searches. It utilizes both the Azure AI Agent Service for enhanced search results and direct Azure AI Search for accessing indexed content. - **[Azure AI Agent Service](https://github.com/farzad528/mcp-server-azure-ai-agents)** - Integrates Azure AI services with Claude Desktop for enhanced search capabilities, enabling intelligent searches across indexed documents and the web while providing source citations. Offers two implementations: one that utilizes the Azure AI Agent Service for document and web searches, and another for direct access to Azure AI Search. - **[Google Search Console Server](https://github.com/fandungptit/mcp-server-gsc)** - Provides access to Google Search Console data for advanced search analytics and customizable reporting. Enables retrieval of search performance metrics with support for multiple dimensions and flexible date ranges. - **[Steam Review](https://github.com/fenxer/steam-review-mcp)** - Retrieve and analyze Steam game reviews and information for detailed insights. Summarize pros and cons of games and access recent player feedback based on Steam's appid. - **[WSB Analyst](https://github.com/ferdousbhai/wsb-analyst-mcp)** - Provides real-time analysis of WallStreetBets data to identify trending stocks and extract detailed information from posts and comments. Offers tools for external resource collection and progress reporting during data gathering. - **[investor-agent: A Financial Analysis MCP Server](https://github.com/ferdousbhai/investor-agent)** - Provides comprehensive financial insights and analysis by leveraging real-time market data, including detailed ticker reports, options data, historical price trends, financial statements, and institutional ownership information. - **[Code Context Server](https://github.com/fkesheh/code-context-mcp)** - Clone local git repositories, process branches and files, generate embeddings for code chunks, and perform semantic searches over code. Utilize local repositories for efficient code context retrieval and improve development workflows. - **[Focus Data](https://github.com/FocusSearch/focus_mcp_data)** - Enables AI assistants to query data results using natural language through direct connections to data tables in DataFocus. Supports initialization of data table dialogues for natural language data acquisition. - **[Focus Data SQL Server](https://github.com/FocusSearch/focus_mcp_sql)** - Converts natural language into SQL statements using a two-step generation process to minimize inaccuracies and ensure reliability for non-technical users. - **[Headline Vibes Analysis](https://github.com/fred-em/headline-vibes)** - Analyzes sentiment in news headlines from major US publications, providing sentiment scoring on a 0-10 scale and distributing headlines evenly across major sources. Includes features for date-based querying and natural language date parsing for user convenience. - **[BigGo MCP Server](https://github.com/Funmula-Corp/BigGo-MCP-Server)** - Enables product search across multiple e-commerce platforms, tracks product price histories, and performs specifications comparison (disabled in certain versions). Utilizes APIs from BigGo for data retrieval. - **[Fused MCP Agents](https://github.com/fusedio/fused-mcp)** - Connects large language models (LLMs) to APIs and executable Python code, facilitating local data science workflows. Provides a user-friendly notebook guide to create agents and functions efficiently. - **[🍃🔎 MongoDB Lens](https://github.com/furey/mongodb-lens)** - Provides access to MongoDB databases using natural language, enabling users to perform queries, run aggregations, and optimize database performance. - **[Futuur API Integration](https://github.com/futuur/Futuur-MCP)** - Integrates real-time market data and manages user profiles while facilitating betting operations and market tools through a TypeScript-based server implementing the Model Context Protocol (MCP). Provides a robust interface for handling market data, categories, and user information. - **[Yanyue Cigarette Data](https://github.com/gandli/yanyue-mcp)** - Fetch cigarette data from Yanyue by searching for information based on keywords. The server integrates cigarette data retrieval into workflow applications, providing up-to-date insights from Yanyue.cn. - **[Embedding MCP Server](https://github.com/Geeksfino/kb-mcp-server)** - Provides semantic search capabilities, builds and queries knowledge graphs, and facilitates AI-driven text processing through a standardized interface. Integrates vector databases with relational databases for enhanced data utilization. - **[txtai Embedding MCP Server](https://github.com/Geeksfino/kb-mcp-server)** - Leverage semantic search and knowledge graph capabilities to enhance applications, allowing efficient management of knowledge bases and AI-driven text processing. Integrates vector indexes and relational databases for comprehensive data utilization. - **[Datadog MCP Server](https://github.com/GeLi2001/datadog-mcp-server)** - Interacts with the Datadog API to monitor systems, access monitor data, retrieve dashboards, query metrics, and manage incidents. Provides comprehensive error handling and advanced log searching capabilities. - **[TFT MCP Server](https://github.com/GeLi2001/tft-mcp-server)** - Access Team Fight Tactics game data, including match history and detailed match information. Integrate with a Riot Games account for seamless retrieval of TFT-related data. - **[BioMCP](https://github.com/genomoncology/biomcp)** - Connects AI models to authoritative biomedical databases for structured queries, enabling access to information from PubMed, ClinicalTrials.gov, and MyVariant.info. Facilitates precise responses about clinical trials, scientific literature, and genomic variants. - **[Qdrant Retrieve](https://github.com/gergelyszerovay/mcp-server-qdrant-retrieve)** - Enable semantic search capabilities across multiple collections in a Qdrant vector database, efficiently retrieving semantically similar documents and tracking collection sources for improved context. - **[Vinted Scraper](https://github.com/Gertje823/Vinted-Scraper)** - Scrapes data and downloads images from Vinted and Depop, storing the information in a SQLite database. Provides a command-line interface for easy data collection from user accounts on these platforms. - **[Graphiti Knowledge Graph Server](https://github.com/getzep/graphiti)** - Enables the construction and querying of real-time, temporally-aware knowledge graphs, managing entities, relationships, and episodes. Facilitates semantic and hybrid searches to enhance memory and reasoning in AI agents. - **[Sentry MCP Server](https://github.com/getsentry/sentry-mcp-stdio)** - Interact with Sentry's API to retrieve and analyze error data, manage projects, and monitor application performance. Integrate Sentry's capabilities directly into applications for enhanced error tracking and project management. - **[Loki MCP Server](https://github.com/ghrud92/simple-loki-mcp)** - Query and analyze Grafana Loki logs with full LogQL support to access log data directly from AI assistants. Simplifies log management by providing formatted results in various output formats and supporting metadata retrieval. - **[Loki MCP Server](https://github.com/ghrud92/simple-loki-mcp)** - Query and analyze Grafana Loki logs using LogQL, enabling access to log data for analysis and insights. Supports authentication/configuration through environment variables or config files and provides formatted results in various output formats. - **[Grafana Server Integration](https://github.com/GetSherlog/mcp-grafana)** - Provides access to Grafana instances and their ecosystem, enabling dashboard search, datasource querying, and incident management. Integrates Prometheus and Loki functionalities, including log and metric queries, along with alert rules and metadata fetching. - **[Audius MCP Server](https://github.com/glassBead-tc/audius-mcp-atris)** - Access user, track, and playlist data from the Audius music platform, allowing for content creation, social interaction, and analytics. Enable functionalities like uploading tracks, following users, and tracking listener insights. - **[Atris](https://github.com/glassBead-tc/audius-mcp-atris)** - Access the Audius music platform for discovering tracks, managing playlists, and engaging with artists through natural language queries. The server supports content creation, monetization, and analytics for music-related data. - **[SBOM Server](https://github.com/gkhays/mcp-sbom-server)** - Performs scans and generates Software Bill of Materials (SBOM) in CycloneDX format, while identifying vulnerabilities in software dependencies. Facilitates integration with MCP clients for efficient scanning and reporting. - **[MCP Server](https://github.com/GobinFan/python-mcp-server-client)** - Connects AI models to external data sources and APIs via a standardized interface, providing a unified protocol for function calls and tool management to enhance AI application capabilities. - **[R Econometrics](https://github.com/finite-sample/rmcp)** - Perform advanced econometric analyses using R, including linear regression, panel data modeling, and various diagnostic tests. Facilitate data-driven decision-making through sophisticated statistical analyses. - **[JSON MCP Server](https://github.com/GongRzhe/JSON-MCP-Server)** - Query and manipulate JSON data using standardized tools and JSONPath syntax with extended operations. - **[Document Q&A Server](https://github.com/GongRzhe/Langflow-DOC-QA-SERVER)** - Query documents using a Q&A system to retrieve precise answers efficiently. The server leverages a Langflow backend for enhanced document management and interaction. - **[QuickChart Server](https://github.com/GongRzhe/Quickchart-MCP-Server)** - Generate and download charts using QuickChart.io. Provides various chart generation capabilities through MCP tools. - **[BigQuery Analysis Server](https://github.com/gotalab/bigquery-analysis-mcp-server)** - Execute SQL queries against Google BigQuery with validation, ensuring that queries are safe, valid, and constrained to specific processing limits. Retrieve structured JSON results for analytics needs without modifying data. - **[物理模拟实验室小程序](https://github.com/gp-zhong/Physics)** - A high-fidelity prototype for learning physics concepts through interactive 3D simulations and AI-assisted learning. It offers a data visualization feature to help students understand physical experiments more intuitively. - **[Grafana](https://github.com/grafana/mcp-grafana)** - Access and manage Grafana dashboards and data sources, including querying Prometheus and querying logs and metrics from Loki. Fetch and update dashboard details, including panel information and datasource metadata. - **[Graphistry Graph Visualization Server](https://github.com/graphistry/graphistry-mcp)** - Provides GPU-accelerated graph visualization and advanced network analytics for complex network data, facilitating pattern discovery and community detection through a standardized API. - **[GreptimeDB](https://github.com/GreptimeTeam/greptimedb)** - GreptimeDB is an observability database designed for storing and querying metrics, logs, and events with real-time insights across edge and cloud environments. It supports powerful SQL and PromQL capabilities, enabling efficient data retrieval and analysis at scale. - **[Brasil API](https://github.com/guilhermelirio/brasil-api-mcp)** - Facilitates access to various Brazilian public data services, providing vital information such as postal codes, company registrations, currency exchange rates, and more through the Model Context Protocol. - **[Brazilian Postal Code Server](https://github.com/guilhermelirio/brazilian-cep-mcp)** - Retrieve comprehensive address details in Brazil using postal codes (CEPs) to obtain complete street, neighborhood, city, and state information. - **[YouTube Repository](https://github.com/guven03/youtube-repository)** - Manage YouTube projects, automate workflows, handle video metadata, and analyze YouTube data effectively. - **[Transistor](https://github.com/gxjansen/Transistor-MCP)** - Interact with the Transistor.fm API to manage podcasts and episodes, retrieve user account details, and view analytics. - **[Hackle API Server](https://github.com/hackle-io/hackle-mcp)** - Provides tools for querying A/B test data via the Hackle API, facilitating data retrieval and manipulation for experimentation workflows. Enables access to paginated lists of experiments with search functionality. - **[Data Mining Plugins](https://github.com/HamyFuri/Data-Mining-Plugins)** - Provides powerful plugins for efficient data mining, enabling users to analyze and uncover insights from raw data. It streamlines data workflows and transforms information into actionable intelligence. - **[GraphQL Schema](https://github.com/hannesj/mcp-graphql-schema)** - Explore and interact with GraphQL schemas, retrieving detailed type definitions and simplifying field information including types and arguments. Search for types and fields using pattern matching, and filter out internal GraphQL types for cleaner results. - **[SQLite Explorer](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server)** - Provides read-only access to SQLite databases through the Model Context Protocol (MCP), allowing for querying and data exploration with built-in safety features and query validation. - **[RAG Documentation](https://github.com/hannesrudolph/mcp-ragdocs)** - Retrieve and process documentation through vector search, enabling AI models to integrate relevant context into their responses. Supports multiple sources and offers semantic search capabilities for enhanced information retrieval. - **[DataX Admin](https://github.com/happyhope/datax-admin)** - Manage and monitor data synchronization tasks through a user-friendly interface, enabling the configuration of DataX jobs, scheduling executions, and real-time monitoring of task statuses across multiple data sources. - **[HANA Cloud Server](https://github.com/HatriGt/hana-mcp-server)** - Integrates machine learning operations with SAP HANA Cloud by managing model metadata, execution contexts, and providing communication protocols. Supports a standardized interface for efficient interaction with the HANA Cloud database and Cursor IDE. - **[Azure Resource Graph Server](https://github.com/hardik-id/azure-resource-graph-mcp-server)** - Retrieve detailed information about Azure resources across subscriptions using Resource Graph queries. Query Azure resources efficiently to enhance productivity in development environments. - **[Excel MCP Server](https://github.com/haris-musa/excel-mcp-server)** - Manipulate Excel files programmatically without Microsoft Excel installed. Create, read, modify workbooks, apply formatting, generate charts, and manage data ranges. - **[PapersWithCode Client](https://github.com/hbg/mcp-paperswithcode)** - Interface with the PapersWithCode API to retrieve information about research papers, authors, conferences, and methods. Utilize helper tools for enhancing the information processing and searching academic papers. - **[Linear Regression](https://github.com/HeetVekariya/Linear-Regression-MCP)** - Train a linear regression model by uploading a CSV dataset, with a complete machine learning workflow that includes data preprocessing, model training, and evaluation using RMSE. - **[RagDocs](https://github.com/heltonteixeira/ragdocs)** - Manage and search documentation using advanced semantic search and retrieval-augmented generation capabilities. Supports document management tasks such as adding, listing, and deleting documents with automatic text chunking and vector storage through Qdrant. - **[PostgreSQL Database Management Server](https://github.com/HenkDz/postgresql-mcp-server)** - Manage and optimize PostgreSQL databases by analyzing configurations, monitoring performance metrics, assessing security, and providing recommendations for improvements. Streamline database operations with tools for schema management and data migration. - **[Yuque MCP Server](https://github.com/HenryHaoson/Yuque-MCP-Server)** - Integrate with the Yuque API for managing documents and user information. Supports creating, reading, updating, and deleting documents while providing access to analytics and statistics for knowledge bases. - **[Python Code Explorer](https://github.com/hesiod-au/python-mcp)** - Analyze and extract Python code structures with a focus on import relationships between files, while providing relevant code sections and project documentation for enhanced development workflows. - **[GitHub Trending](https://github.com/hetaoBackend/mcp-github-trending)** - Access trending repositories and developers data from GitHub with options to filter by programming language, time period, and spoken language. - **[GitHub Trending](https://github.com/hetaoBackend/mcp-github-trending)** - Access trending repositories and developers on GitHub with filtering options for programming language, time period, and spoken language, returning data in JSON format. - **[Bilibili Follower Count Query Service](https://github.com/HEXING19/bilibii-mcp-server)** - Query Bilibili user follower counts by providing their user ID, with support for error handling and detailed logging. The server can be integrated with AI models like Claude and GPT using the MCP protocol. - **[CoinMarketCap Universal Server](https://github.com/heyzgj/mcp-feargreedindex)** - Provides access to a range of cryptocurrency data from CoinMarketCap, including listings, quotes, and market pairs. Supports smart caching and type-safe querying to enhance performance and usability. - **[OSINT Server](https://github.com/himanshusanecha/mcp-osint-server)** - Provides tools for open source intelligence investigations, enabling WHOIS lookups, Nmap scans, DNS reconnaissance, and domain permutation checks. Supports executing multiple OSINT tasks in parallel for a comprehensive data analysis. - **[Honeycomb MCP Server](https://github.com/honeycombio/honeycomb-mcp)** - Interact with Honeycomb observability data for analysis and complex queries across multiple environments using the MCP protocol. - **[Honeycomb MCP Server](https://github.com/honeycombio/honeycomb-mcp)** - Interact with Honeycomb observability data to analyze and query datasets for insights across multiple environments. - **[pymcp MySQL Integration Server](https://github.com/hoonzinope/pymcp-mysql)** - Enable seamless interaction with MySQL databases, allowing the execution of SQL queries and retrieval of results in real-time. Integrate MySQL tools into MCP workflows for data querying and analysis. - **[Metabase MCP](https://github.com/hyeongjun-dev/metabase-mcp-server)** - Integrate AI assistants with the Metabase analytics platform to access dashboards, execute queries, and retrieve structured data through conversational interfaces. It provides navigation of Metabase resources and supports multiple authentication methods for secure access. - **[OpenSearch MCP Server](https://github.com/ibrooksSDX/mcp-server-opensearch)** - Create a semantic memory layer on top of OpenSearch to facilitate LLM applications by integrating external data sources and tools. - **[InfluxDB MCP Server](https://github.com/idoru/influxdb-mcp-server)** - Access and manage InfluxDB time-series data, execute queries, write data, and utilize templates for common operations. Provides resources for organization, bucket, and measurement data management. - **[Elasticsearch 7.x MCP Server](https://github.com/imlewc/elasticsearch7-mcp-server)** - Interact with Elasticsearch 7.x using a standardized MCP protocol to perform basic operations and advanced search functionalities. Access features like aggregation queries, highlighting, and sorting without the complexity of direct API calls. - **[Metabase Integration Server](https://github.com/imlewc/metabase-server)** - Interact with Metabase to access dashboards, execute queries, and retrieve data directly from a Metabase instance. Provides structured data access through resources like cards/questions and databases. - **[Teams Messenger Integration Server](https://github.com/imoon/mcp-teams)** - Integrates Microsoft Teams messaging with MCP-compatible clients, providing advanced search capabilities and persistent storage for chat history. Enables live event streaming and rich interaction through a CLI and MCP tools without relying on REST APIs. - **[Inkeep MCP Server](https://github.com/inkeep/mcp-server-python)** - Integrates documentation with a powerful API for efficient management and access. Facilitates the development of intelligent applications that seamlessly interact with documentation. - **[Textin OCR Server](https://github.com/intsig-textin/textin-mcp)** - Extract text from images, PDFs, and Word documents while performing OCR and document conversion tasks. Convert documents to Markdown format, and retrieve key information from files intelligently. - **[AI Query Enhancement Engine](https://github.com/iRahulPandey/PromptLab)** - Transforms basic user queries into optimized prompts for AI systems by dynamically matching requests to appropriate templates and applying extracted parameters. Ensures high-quality responses through structured input while maintaining the original intent of the query. - **[MLflow Natural Language Interface Server](https://github.com/iRahulPandey/mlflowMCPServer)** - Provides a natural language interface to query and manage MLflow tracking servers, enabling users to explore machine learning experiments and registered models using plain English. Facilitates interactions with system status and experiment data through a conversational AI interface. - **[Snowflake Server](https://github.com/isaacwasserman/mcp-snowflake-server)** - Provides database interaction with Snowflake, enabling SQL queries and aggregating data insights. Exposes schema context as resources for enhanced data accessibility. - **[Vega-Lite Data Visualization Server](https://github.com/isaacwasserman/mcp-vegalite-server)** - Provides an interface for visualizing data using Vega-Lite syntax and allows the storage of data tables for later visualization. - **[Snowflake Cube Server](https://github.com/isaacwasserman/mcp_cube_server)** - Interact with Cube semantic layers to retrieve and describe data from a Cube deployment. Provide data in JSON format for further processing and detailed descriptions of the available data. - **[ClickHouse MCP Server](https://github.com/iskakaushik/mcp-clickhouse)** - Execute SQL queries on a ClickHouse cluster, list all databases, and retrieve tables within a specified database. - **[Naver Search](https://github.com/isnow890/naver-search-mcp)** - Connects to the Naver Search API for searching diverse content types such as news, blogs, and shopping. Analyzes search and shopping trends using the DataLab API, offering insights into consumer behavior patterns by category, device, gender, and age group. - **[Persistent Knowledge Graph](https://github.com/itseasy21/mcp-knowledge-graph)** - Enables AI tools to retain and utilize user-specific information across multiple conversations by leveraging a local knowledge graph for persistent memory management. - **[Expression Evaluation Server](https://github.com/ivan-saorin/mcp-expr-lang)** - Evaluate complex expressions and manipulate data directly within conversations, enabling operations such as mathematical calculations, data transformation, sorting, and string manipulation. - **[New Relic Logs MCP Server](https://github.com/Ivlad003/mcp_newrelic)** - Query New Relic logs and metrics using NRQL queries for insights and monitoring. Provides detailed error logging and outputs that are formatted for readability. - **[PyTorch HUD API](https://github.com/izaitsevfb/claude-pytorch-treehugger)** - Access and analyze CI/CD data and job logs, providing tools for log analysis and resource utilization metrics within PyTorch workflows. Integrates with ClickHouse for advanced analytics capabilities. - **[ORTools Constraint Solver](https://github.com/Jacck/mcp-ortools)** - Integrates Google's OR-Tools constraint programming solver with Large Language Models to enable constraint model submission, validation, parameter setting, and solution retrieval and analysis. - **[mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer)** - Provides SQL analysis, linting, and dialect conversion using SQLGlot, validating SQL syntax and facilitating conversion between different SQL dialects. - **[ChEMBL Server](https://github.com/JackKuo666/ChEMBL-MCP-Server)** - Access the ChEMBL database with a fast API for retrieving chemical data and performing computations asynchronously. The server supports both HTTP and stdio transport methods with built-in error handling. - **[bioRxiv MCP Server](https://github.com/JackKuo666/bioRxiv-MCP-Server)** - Search for bioRxiv papers, retrieve detailed metadata, and download papers to support biological sciences research and analysis. - **[ClinicalTrials MCP Server](https://github.com/JackKuo666/ClinicalTrials-MCP-Server)** - Connects to ClinicalTrials.gov to search for and access detailed clinical trial information programmatically, facilitating efficient data retrieval for health sciences research and analysis. - **[Crossref MCP Server](https://github.com/JackKuo666/Crossref-MCP-Server)** - Connect to Crossref's database to search and access academic paper metadata, including metadata retrieval for specific papers, journals, and funding organizations using various queries. - **[Google Scholar MCP Server](https://github.com/JackKuo666/Google-Scholar-MCP-Server)** - Enables AI assistants to perform searches on Google Scholar to access academic papers, retrieve paper metadata, and gather detailed author information. Facilitates efficient academic research through a seamless programmatic interface. - **[medRxiv MCP Server](https://github.com/JackKuo666/medRxiv-MCP-Server)** - Integrate with medRxiv's preprint repository to search for and access health sciences research papers and their metadata via a standardized interface. Enables efficient querying and retrieval of paper details based on custom search parameters and DOI. - **[PubMed MCP Server](https://github.com/JackKuo666/PubMed-MCP-Server)** - Connects AI models to PubMed for searching, accessing, and analyzing biomedical articles, allowing retrieval of detailed metadata and deep analysis of research papers. Facilitates access to full-text PDFs and supports specialized prompts for comprehensive paper examination. - **[Semantic Scholar Server](https://github.com/JackKuo666/semanticscholar-MCP-Server)** - Search for academic papers, retrieve detailed information about specific papers and authors, and access citations and references through the Semantic Scholar API. - **[Sci-Hub MCP Server](https://github.com/JackKuo666/Sci-Hub-MCP-Server)** - Connects to Sci-Hub for searching, accessing, and analyzing academic papers. Supports retrieving metadata and downloading full-text PDFs programmatically. - **[PubChem MCP Server](https://github.com/JackKuo666/PubChem-MCP-Server)** - Access and retrieve information about chemical compounds from PubChem, including detailed property data and molecular structures through a simple interface. Supports queries by name, SMILES, or CID to streamline research and analysis in chemistry. - **[PubTator Server](https://github.com/JackKuo666/PubTator-MCP-Server)** - Access and analyze biomedical literature with advanced annotation and relationship mining capabilities. Programmatically search and export literature data through a user-friendly interface. - **[SQLite MCP Server](https://github.com/jacksteamdev/mcp-sqlite-bun-server)** - Facilitates interaction with SQLite databases for running SQL queries and performing data analysis. Automatically generates business insight memos to streamline business analysis tasks. - **[Climatiq MCP Server](https://github.com/jagan-shanmugam/climatiq-mcp-server)** - Calculate carbon emissions in real-time and provide climate impact insights by integrating with the Climatiq API to perform various emission calculations for AI assistants. - **[OpenStreetMap Server](https://github.com/jagan-shanmugam/open-streetmap-mcp)** - Provides access to location-based services and geospatial data from OpenStreetMap, enabling geocoding of addresses, search for points of interest, and neighborhood analysis for real estate insights. - **[SolarWinds Logs](https://github.com/jakenuts/mcp-solarwinds)** - Access and visualize SolarWinds Observability logs with advanced filtering capabilities and generate insights through real-time log analysis and reporting. Supports timestamped log entry retrieval, including advanced filtering options by group and entity. - **[Umami Analytics Server](https://github.com/jakeyShakey/umami_mcp_server)** - Connects Claude to Umami analytics data to analyze user behavior and track website performance. Provides tools for monitoring real-time visitor activity, capturing webpage content, and generating insights from historical data. - **[FRED API Integration](https://github.com/Jaldekoa/mcp-fredapi)** - Access economic data from the Federal Reserve Bank of St. Louis to retrieve and analyze economic time series data in applications. Provides real-time economic insights to support data-driven decision-making. - **[Statsource MCP Server](https://github.com/jamie7893/statsource-mcp)** - Analyze data from PostgreSQL databases or CSV files to calculate statistics and generate machine learning predictions based on user-defined parameters. - **[Crypto Whale Tracker](https://github.com/jamsturg/crypto-whale-tracker)** - Monitor whale movements and wallet activities across multiple blockchain networks with real-time transaction insights and advanced analytics capabilities. Supports multiple blockchains and offers a REST API for data interaction. - **[GitHub Repository Analyzer](https://github.com/jar285/github_mcp_analyzer)** - Enable real-time analysis of GitHub repositories by retrieving metadata, analyzing issues, accessing documentation, and visualizing activity metrics. - **[Sentry Issue Analyzer](https://github.com/javaDer/mcp-sentry-custom)** - Retrieve and analyze issues from Sentry accounts, enabling inspection of error reports, stack traces, and debugging information to enhance application reliability. - **[Old School RuneScape Wiki and Data Server](https://github.com/JayArrowz/mcp-osrs)** - Seamless access to Old School RuneScape Wiki content and game data through a standardized protocol. Enables searching wiki pages, retrieving detailed page information, and querying various game data files to enhance applications with OSRS context. - **[NIH RePORTER](https://github.com/jbdamask/mcp-nih-reporter)** - Search for NIH-funded research projects and publications using various criteria such as fiscal years, investigator names, organization details, and funding information. Retrieve detailed project information, including abstracts, in a conversational format. - **[OpenSearch Server](https://github.com/cyberbalsa/mcp-opensearch-js)** - Query and analyze Wazuh security logs stored in OpenSearch, providing detailed information on alerts and generating statistics. Visualize trends over time and enhance security monitoring with structured error handling and progress reporting. - **[MLC Bakery MCP Server](https://github.com/jettyio/mlcbakery)** - Provides access to MLC Bakery functionalities through an MCP-compatible interface, enabling clients to search datasets, retrieve previews, and validate metadata efficiently. Facilitates interaction with MLC Bakery API tools for data exploration and management. - **[Python MCP Tutorial Server](https://github.com/jhj0517/mcp-python-tutorial)** - Set up a local MCP server to interact with a simple database and mock data. Manage resources such as users and posts while utilizing reusable prompts for efficient LLM interactions. - **[EPSS Vulnerability Scoring Server](https://github.com/jgamblin/EPSS-MCP)** - Retrieves comprehensive vulnerability data, including CVE details, CWEs, CVSS scores, and EPSS scores to evaluate exploitation likelihood. Facilitates integration with developer tools for enhanced cybersecurity workflows. - **[App Market Intelligence](https://github.com/JiantaoFu/AppInsightMCP)** - Analyzes data from the Apple App Store and Google Play Store to provide insights on apps, market trends, and user feedback. Offers detailed information, app listings, and search capabilities for mobile applications in major app marketplaces. - **[JigsawStack AI Web Scraper](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Scrape any website to obtain consistent, structured data quickly without the need for writing CSS selector code. Supports API integration for data extraction through a straightforward interface. - **[RootData MCP Server](https://github.com/jincai/rootdata-mcp-server)** - Integrate cryptocurrency and blockchain project data through an MCP interface, providing access to project details, organization information, and search functionalities. - **[Qdrant Vector Database Server](https://github.com/Jimmy974/mcp-server-qdrant)** - Store and retrieve text information with associated metadata using a Qdrant vector database. Supports semantic search capabilities and integrates with FastEmbed for enhanced text embeddings, all configurable via environment variables. - **[LeetCode](https://github.com/jinzcdev/leetcode-mcp-server)** - Enables automation and interaction with LeetCode problems, contests, solutions, and user data through an API. Supports authenticated requests for comprehensive access to LeetCode features. - **[JupyterMCP - Jupyter Notebook Model Context Protocol Integration](https://github.com/jjsantos01/jupyter-notebook-mcp)** - Connects Jupyter Notebook to Claude AI through the Model Context Protocol, facilitating direct interaction to execute code, analyze data, and create visualizations within the notebook interface. - **[Splunk MCP Server](https://github.com/jkosik/mcp-server-splunk)** - Implements MCP Tools for managing Splunk resources including saved searches, alerts, and fired alerts. Supports STDIO and SSE transports for flexible deployment and interaction with Splunk data. - **[Q-Anon Posts/Drops Server](https://github.com/jkingsman/qanon-mcp-server)** - Provides access to a dataset of Q-Anon posts for research purposes, enabling users to search, filter, and analyze the content for sociological insights. - **[St MCP](https://github.com/JN-P-U/st_mcp)** - Integrates applications with real-world data for stock analysis, providing technical analysis, financial metrics, and AI-based comprehensive insights. Offers visualization of analysis results through charts. - **[Salesforce Integration Server](https://github.com/jogcruz/mcp_salesforce)** - Enable interaction with Salesforce data by executing SOQL queries, retrieving metadata, and managing Salesforce records through a standardized MCP interface. - **[Persistent Memory System](https://github.com/joleyline/mcp-memory-libsql)** - Leverage high-performance vector search and efficient knowledge storage to manage entities and relations. Provides semantic search capabilities and secure token-based authentication for connecting to remote libSQL databases. - **[PBIXRay MCP Server](https://github.com/jonaolden/pbixray-mcp-server)** - Load and analyze Power BI (.pbix) files, explore data models, and access metadata and query languages to enhance data analysis workflows. - **[MongoDB Server](https://github.com/jonfreeland/mongodb-mcp)** - Query and analyze MongoDB databases with read-only access, enabling exploration of data while ensuring safety. Utilize powerful querying and aggregation capabilities to gain insights and suggest visualizations. - **[mcp4gql](https://github.com/jorgeraad/mcp4gql)** - Facilitates seamless interaction between MCP clients and GraphQL APIs by providing tools for schema introspection and query execution. Supports secure connections using bearer token authentication when required. - **[Databricks MCP Server](https://github.com/JordiNeil/mcp-databricks-server)** - Connects to the Databricks API to run SQL queries, list jobs, and check job statuses within a Databricks environment. Enables natural language interaction for data management and analysis. - **[WebSearch](https://github.com/josemartinrodriguezmortaloni/webSearch-Tools)** - Perform intelligent web searches and extract specific information from web pages using natural language prompts. Utilize advanced web scraping and crawling capabilities for enhanced content analysis and retrieval tasks. - **[JSON Resume MCP Server](https://github.com/jsonresume/mcp)** - Automates resume updates by analyzing coding projects and extracting relevant skills and project details. Enhances JSON Resume by integrating data directly from codebases with AI assistance. - **[DataEase Documentation](https://github.com/jspamd/docs)** - Comprehensive documentation for DataEase, focusing on data management, system architecture, and user functionalities. Provides structured resources for installation and deployment, along with user manuals for various features. - **[Pump.fun Data Fetch Tool](https://github.com/jun85664396/pump-fun-data-mcp)** - Retrieve and manage data for Pump.fun coins, including fetching featured coins, sorting and ordering lists of coins, and obtaining detailed information about specific coins. - **[Qlik Cloud API Server](https://github.com/jwaxman19/qlik-mcp)** - Interacts with Qlik applications to extract data from visualizations and manage application components. Provides functionalities for listing applications, sheets, and charts within Qlik environments. - **[Biomart MCP](https://github.com/jzinno/biomart-mcp)** - Interfaces with Biomart databases to discover marts, datasets, and retrieve biological data efficiently, while providing tools for attribute exploration and ID translation. - **[Salesforce Server](https://github.com/kablewy/salesforce-mcp-server)** - Interacts with Salesforce through its REST API to manage records and execute queries. Facilitates real-time data access and handles secure authentication for streamlined interactions with Salesforce resources. - **[GraphQL MCP Toolkit](https://github.com/kailashAppDev/graphql-mcp-toolkit)** - Enables LLMs to interact with GraphQL APIs, providing schema introspection and query execution capabilities for dynamic data access. Secure management features ensure safe operations in production environments. - **[Prometheus MCP Server](https://github.com/kakao-yanoo-kim/prometheus-mcp-server-py)** - Access and query Prometheus monitoring data through a Model Context Protocol server, enabling secure retrieval of metrics with authentication support and multi-tenant configurations. Streamlines the integration of Prometheus data into LLM-based applications and workflows. - **[Honeycomb MCP Server](https://github.com/kajirita2002/honeycomb-mcp-server)** - Enable seamless interaction between Claude AI and Honeycomb for observability and monitoring, allowing operations such as retrieving, creating, and updating datasets, queries, events, boards, markers, SLOs, and triggers. - **[RAG Server for Documents](https://github.com/kazuph/mcp-docs-rag)** - Manage and query documents in a local directory using retrieval-augmented generation techniques, integrating context from text files and Git repositories. Supports listing documents and generating responses based on queries with context from the stored content. - **[Zaturn: Data Analysis Copilot With SQL, CSV And More](https://github.com/kdqed/zaturn)** - Connect to various data sources for AI-powered data analysis and execute SQL queries to generate insights and visualizations. Provide textual and tabular summaries, allowing natural language questions to explore and analyze data without coding knowledge. - **[Keboola](https://github.com/keboola/mcp-server)** - Explore and manage Keboola Connection projects, including browsing buckets, tables, and components. Query tables directly, manage configurations, and trigger jobs through integration with AI tools. - **[Keboola Explorer Server](https://github.com/keboola/mcp-server)** - Seamlessly access Keboola Connection data, manage table descriptions, and integrate SQL transformations. Query and export data efficiently to enhance analytics workflows with various AI tools. - **[Playwright-Lighthouse](https://github.com/kbyk004-diy/playwright-lighthouse-mcp)** - Analyze website performance and capture screenshots using Playwright and Lighthouse. Gain insights into web application performance metrics with real-time analysis and visual feedback. - **[GraphDB Server](https://github.com/keonchennl/mcp-graphdb)** - Explore RDF graphs and execute SPARQL queries on an Ontotext GraphDB instance for data retrieval and insights. It provides read-only access and enables interaction with various graphs in the repository. - **[Mantis Bug Tracker Integration](https://github.com/kfnzero/mantis-mcp-server)** - Integrate with the Mantis Bug Tracker system to query and analyze issues, users, and projects. Utilize statistical analysis tools and features such as pagination and automatic data compression for optimized performance. - **[QGIS Model Context Protocol Integration](https://github.com/kicker315/deepseek_qgis_mcp)** - Connects Claude AI to QGIS for project management and layer manipulation, enabling the creation, loading, and saving of projects as well as executing processing algorithms and running Python code directly from Claude. - **[Glide API MCP Server](https://github.com/knmurphy/glide-api-mcp-server)** - Interact with the Glide API, manage app information, and perform CRUD operations on tables and rows. Supports both Glide API versions for seamless integration. - **[Klavis ReportGen Server](https://github.com/Klavis-AI/klavis)** - Generates visually appealing web reports based on simple search queries, integrating live web search results and storing reports in a database for easy access. Utilizes AI to synthesize information into interactive HTML formats. - **[CO2 Sensor Server](https://github.com/kmwebnet/MCP-Server-for-sensor-device)** - Simulates and interacts with a CO2 sensor device, providing real-time monitoring of CO2 levels and device connectivity management. Supports both simulation and real modes, with JSON-RPC for device interaction and data publishing. - **[Kong Konnect MCP Server](https://github.com/Kong/mcp-konnect)** - Facilitates interaction with Kong Konnect APIs to query and analyze API Gateway configurations, traffic, and analytics. Enables natural language conversations for streamlined API management and insights generation. - **[Chroma Docker RAG](https://github.com/krimoi45/chroma-docker-rag)** - Enables semantic similarity search and vector collection management using ChromaDB in a Dockerized environment. Supports customized document collections and search queries through a Python script. - **[ChromaDB RAG System](https://github.com/krimoi45/chroma-rag-project)** - Implement a Retrieval-Augmented Generation system using ChromaDB to facilitate semantic similarity search and document retrieval through embedding generation. Enables users to create and query document collections for effective RAG workflows in Python. - **[DevRev](https://github.com/kpsunil97/devrev-mcp-server)** - Search and retrieve information using the DevRev APIs, focusing on accessing details about objects and conducting searches within a specified namespace. - **[Firecrawl Web Scraping Server](https://github.com/Krieg2065/firecrawl-mcp-server)** - Enables advanced web scraping and content extraction, supporting JavaScript rendering and batch processing for deep research. It includes features for automatic retries and efficient data integration while monitoring credit usage and handling rate limits. - **[BnF API Server](https://github.com/Kryzo/mcp-bibliotheque_nationale_de_France)** - Access the Gallica digital library to search for documents, images, maps, and other resources, and generate structured research reports that include organized bibliographies and relevant visual content. - **[Google Cloud Services Integration](https://github.com/krzko/google-cloud-mcp)** - Connect to Google Cloud services for querying logs, executing SQL queries, and retrieving metrics. Support for natural language interactions enhances debugging and monitoring capabilities across cloud resources. - **[DuckDB Server](https://github.com/ktanaka101/mcp-server-duckdb)** - Interact with DuckDB databases, enabling data analysis and manipulation through the Model Context Protocol (MCP). Provides functions for querying and managing database interactions effectively. - **[Crypto Fear & Greed Index](https://github.com/kukapay/crypto-feargreed-mcp)** - Provides access to real-time and historical Crypto Fear & Greed Index data for market sentiment analysis and trend evaluation. Users can retrieve the latest index values and analyze historical trends over specified periods. - **[Crypto Portfolio](https://github.com/kukapay/crypto-portfolio-mcp)** - Track and manage cryptocurrency portfolios with real-time price updates, generate visual charts of portfolio value, and perform analysis on diversification and risk strategies. - **[Crypto Whitepapers Knowledge Base](https://github.com/kukapay/crypto-whitepapers-mcp)** - Provides structured access to cryptocurrency whitepapers for searching, loading, and querying detailed content, enabling efficient analysis of tokenomics and project-specific insights. - **[Trending Model Tracker](https://github.com/kukapay/hf-trending-mcp)** - Tracks and analyzes trending models, datasets, and spaces on Hugging Face, providing tools to fetch and search for content. Enables trend analysis to help users stay informed about the latest developments in AI resources. - **[PancakeSwap PoolSpy](https://github.com/kukapay/pancakeswap-poolspy-mcp)** - Track newly created liquidity pools on PancakeSwap in real-time, fetching detailed metrics and enabling customizable queries for DeFi analysis and trading strategies. - **[Crypto Sentiment Analysis Server](https://github.com/kukapay/crypto-sentiment-mcp)** - Provides cryptocurrency sentiment analysis by aggregating social media and news data to assess market mood and detect trends. It offers insights into sentiment balance, social media mentions, and trending discussions surrounding various cryptocurrencies. - **[Dune Analytics](https://github.com/kukapay/dune-analytics-mcp)** - Bridge Dune Analytics data to AI agents by fetching and executing Dune queries, returning results in a user-friendly CSV format for easy processing. - **[Uniswap PoolSpy](https://github.com/kukapay/uniswap-poolspy-mcp)** - Tracks newly created liquidity pools on Uniswap across nine blockchain networks in real-time, providing data for DeFi analysis and trading decisions. Enables querying and sorting of pools by various metrics such as timestamp, transaction count, volume, or TVL. - **[Google Patents MCP Server](https://github.com/KunihiroS/google-patents-mcp)** - Search Google Patents information using the SerpApi, providing access to comprehensive patent data for streamlined research. Facilitates quick querying and retrieval of patent-related information. - **[Flexible Key-Value Extraction Server](https://github.com/KunihiroS/kv-extractor-mcp-server)** - Extracts key-value pairs from noisy or unstructured text in multiple languages, ensuring type-safe outputs in JSON, YAML, or TOML formats. Utilizes advanced LLMs and pydantic for data structuring and validation, supporting languages like Japanese, English, and Chinese. - **[Code2Flow Server](https://github.com/kursk-ye/code2flow-mcp-server)** - Transforms source code into flowcharts for better visualization of complex logic by generating call graphs from various programming languages. Offers image outputs in PNG format and includes features for version checking and code complexity analysis. - **[Scrapezy Structured Data Extractor](https://github.com/kxkaloo/mcp)** - Extract structured data from websites by providing a URL and a clear prompt describing the data to extract. Retrieve detailed product information, pricing, descriptions, and more from web pages seamlessly. - **[HRFCO Service](https://github.com/kwenhwang/hrfco-service)** - Retrieve real-time hydrological data such as water levels, rainfall, and dam discharge. Access detailed observation station information and filter time series data for statistics and location details. - **[Rust Docs Server](https://github.com/laptou/rust-docs-mcp-server)** - Access comprehensive Rust documentation, enabling searches for crates, type information, and source code retrieval directly from docs.rs. - **[GhidraMCP](https://github.com/LaurieWired/GhidraMCP)** - Enables autonomous reverse engineering of applications using Ghidra's analysis tools, facilitating decompilation, binary analysis, and method renaming automation. Integrates with various MCP clients to improve reverse engineering processes. - **[GraphQL API Integration](https://github.com/launchthatbrand/mcp-graphql)** - Interact with GraphQL APIs by performing schema introspection and executing queries. Enhance applications through dynamic discovery and utilization of GraphQL capabilities. - **[E2B Cookbook](https://github.com/lawrenciumLr103/e2b-cookbook)** - Provides example code and guides for building applications using the E2B SDK, facilitating the development of interactive data analysis tools and UI-driven applications. - **[PubMed Enhanced Search Server](https://github.com/leescot/pubmed-mcp-smithery)** - Search and retrieve academic papers from the PubMed database using enhanced tools such as MeSH term lookup, publication statistics, and structured PICO-based evidence searches. - **[Yahoo Finance Server](https://github.com/lekt9/yahoo-finance-mcp)** - Retrieve comprehensive financial data including historical prices, company information, financial statements, options data, and the latest market news from Yahoo Finance. - **[College Football Data Server](https://github.com/lenwood/cfbd-mcp-server)** - Access and query comprehensive college football statistics and data from the College Football Data API V2. Provide detailed stats and insights for college football teams and games. - **[TheGraph MCP Server](https://github.com/lekt9/thegraph-mcp)** - Fetch indexed blockchain data using GraphQL queries from The Graph's subgraphs, enabling structured access to blockchain information for AI agents. - **[Yahoo Finance Data and Visualization Server](https://github.com/leoncuhk/mcp-yahoo-finance)** - Provides real-time and historical financial data along with advanced visual analytics for stocks and portfolios, enabling the generation of market sentiment dashboards and technical analysis charts. - **[YGO Chinese Card Database - 百鸽(ygocdb.com)](https://github.com/lieyanqzu/ygocdb-mcp)** - Provides access to Chinese Yu-Gi-Oh! card information and images via keyword searches and ID queries, allowing for detailed retrieval of card data and visuals from the game. - **[MTG Chinese Card Database - 大学院废墟(sbwsz.com)](https://github.com/lieyanqzu/sbwsz-mcp)** - Access Magic: The Gathering Chinese card data through powerful query tools. Search cards by complex criteria, retrieve specific card sets, and obtain detailed card information for integration into various applications or workflows. - **[OpenDota API Server](https://github.com/lieyanqzu/opendota-mcp-server)** - Provides real-time access to Dota 2 statistics, match data, player profiles, and professional player information through a standardized interface. Enables retrieval of detailed game data and player insights seamlessly. - **[Files Vector Store](https://github.com/lishenxydlgzs/simple-files-vectorstore)** - Creates a vector store from local directories and files, enabling semantic search across document contents. Monitors specified directories for file changes and generates vector embeddings to facilitate search functionality. - **[AWS Athena Query Server](https://github.com/lishenxydlgzs/aws-athena-mcp)** - Execute SQL queries against AWS Athena databases and retrieve the results for analysis and reporting. - **[Superset MCP Server](https://github.com/LiusCraft/superset-mcp-server)** - Provides basic database querying capabilities through the Apache Superset REST API, enabling execution of SQL commands and retrieval of data from various database sources. - **[DeepSeek-R1](https://github.com/liusheding/DeepSeek-R1)** - Provides advanced reasoning capabilities utilizing distilled models for enhanced performance in mathematical, coding, and reasoning tasks. Designed to assist in a variety of applications requiring sophisticated model interactions. - **[Unstructured API Server](https://github.com/liuchongchong1995/UNS-MCP)** - Interact with the Unstructured API to manage sources, destinations, workflows, and jobs. Provides tools to list, create, update, and delete connectors and workflows, facilitating efficient data processing tasks. - **[Splunk Tool](https://github.com/livehybrid/splunk-mcp)** - Interact with Splunk Enterprise/Cloud using natural language to perform searches, manage users, and handle KV store operations. Supports real-time communication and provides RESTful API endpoints for versatile integration. - **[SecGPT](https://github.com/liuzongmin/SecGPT)** - A platform for conducting advanced network security tasks, including vulnerability analysis, traffic inspection, and attack investigation, through interactive dialogues with a specialized AI model. Designed for security professionals, it offers intelligent assistance for understanding and mitigating cybersecurity threats. - **[Enhanced Sequential Thinking Server](https://github.com/lnehc/mcp-sequential-thinking)** - Facilitates structured problem-solving and decision-making by breaking down complex issues into manageable stages, while tracking progress and categorizing thoughts for better organization. Dynamically adapts the thinking process as new insights emerge and generates comprehensive summaries of the problem-solving journey. - **[Multi Fetch MCP Server](https://github.com/lmcc-dev/mult-fetch-mcp-server)** - Fetch web content in various formats such as HTML and JSON using intelligent scraping techniques while providing bilingual support for English and Chinese. - **[Prometheus Server](https://github.com/loglmhq/mcp-server-prometheus)** - Connects to Prometheus metrics and data through the Model Context Protocol (MCP), providing access to metric schemas and detailed metadata, along with statistical information. - **[LSD MCP server](https://github.com/lsd-so/lsd-mcp)** - Connects Claude to the internet to gather high-quality information from websites using LSD SQL. Enables complex queries and actions while allowing Claude to self-correct SQL commands and interact with cloud browsers. - **[BigQuery Server](https://github.com/LucasHild/mcp-server-bigquery)** - Provides access to BigQuery for inspecting database schemas and executing SQL queries against datasets. - **[Playlist Transcript Server](https://github.com/luebken/playlist-mcp)** - Provides access to transcripts of YouTube playlists, enabling retrieval and querying of video transcripts for enhanced application functionalities. It can preload specific playlists or be customized by specifying a different playlist URL. - **[Comexstat Data Server](https://github.com/luizzzvictor/mcp-comexstat)** - Provides direct access to Brazilian foreign trade statistics, including detailed export and import data, municipal statistics, historical records, and auxiliary tables. Enables seamless interaction with up-to-date trade data for analysis and decision-making. - **[Bright Data](https://github.com/brightdata/brightdata-mcp)** - Access and extract structured data from public web sources without captcha challenges, enabling real-time market information retrieval and web searches. Supports ethical web scraping techniques for various applications like weather forecasting and decision-making. - **[Local Code Indexing Server](https://github.com/LuotoCompany/cursor-local-indexing)** - Provides semantic code search capabilities by locally indexing codebases using ChromaDB. Enables efficient and context-aware code exploration for development tools. - **[Yuque MCP Server](https://github.com/lvshiyu21/Yuque-MCP-Server)** - Integrates with the Yuque knowledge base platform for document management and user information retrieval, enabling operations such as creating, reading, updating, and deleting documents while utilizing AI capabilities for enhanced workflow and analytics. - **[InfluxDB MCP Server](https://github.com/m4tyn0/influx_mcp)** - Query time-series data from InfluxDB using a standardized interface with secure read-only access through JWT authentication. Simplifies data retrieval by allowing users to list databases and execute queries easily. - **[Fathom Analytics](https://github.com/mackenly/mcp-fathom-analytics)** - Access Fathom Analytics data through an AI assistant, enabling the retrieval of account details, site management, and report generation with real-time visitor tracking. - **[Formula One Racing Data Server](https://github.com/Machine-To-Machine/f1-mcp-server)** - Provides comprehensive Formula One racing data including event schedules, driver details, telemetry, race results, and performance analysis for querying and analyzing F1 data. - **[QuickChart Server](https://github.com/Magic-Sauce/Quickchart-MCP-Server)** - Generates various types of charts based on provided data and styling parameters using QuickChart.io, enabling easy integration and customization for data visualization. - **[GeoServer MCP Server](https://github.com/mahdin75/geoserver-mcp)** - Connects Large Language Models to the GeoServer REST API, facilitating interaction with geospatial data. Enables querying and manipulation of workspaces, layers, and styles, as well as executing spatial queries and generating map visualizations. - **[Mallory - Cyber Threat Intelligence](https://github.com/malloryai/mallory-mcp-server)** - Provides real-time cyber threat intelligence and detailed information about vulnerabilities, threat actors, malware, and techniques. Connects agents to a comprehensive source of cyber-relevant entities and content. - **[DBT CLI MCP Server](https://github.com/MammothGrowth/dbt-cli-mcp)** - Wraps the dbt CLI tool to enable interaction with dbt projects for executing data transformation commands like run, test, and compile. Facilitates environment variable management and configurable paths for dbt execution. - **[NTOPNG Model Context Protocol Server](https://github.com/marcoeg/mcp-server-ntopng)** - Enables AI agents to access and query network monitoring data stored in the NTOPNG database, facilitating traffic analysis and reporting through seamless integration. Utilizes ClickHouse for historical flows and alerts within the NTOPNG framework. - **[Data Visualization Server](https://github.com/markomitranic/mcp-vegalite-server)** - Visualize data using Vega-Lite syntax and save data tables for later use. It facilitates data aggregation and visualization through defined tools such as saving data tables and generating visual representations based on those tables. - **[DBT Docs MCP Server](https://github.com/mattijsdp/dbt-docs-mcp)** - Interact with dbt project metadata to explore and query node details, lineage, and compiled SQL code. Perform searches within node names and columns, and retrieve detailed attributes and upstream/downstream dependencies. - **[BrasilAPI MCP Server](https://github.com/mauricio-cantu/brasil-api-mcp-server)** - Access a variety of Brazilian data resources, including postal codes, area codes, banks, holidays, and taxes, through a unified API interface. Provides tools for querying all available endpoints from BrasilAPI. - **[Vizro](https://github.com/mckinsey/vizro)** - A low-code Python toolkit for creating and deploying data visualization applications efficiently. It emphasizes customization and quick prototyping with built-in design best practices. - **[LLM.txt MCP Server](https://github.com/mcp-get/community-servers)** - Processes llm.txt files to facilitate understanding of file structures, dependencies, and code relationships within development environments. It provides directory listing, content retrieval, and advanced multi-query search functionalities, along with local caching and OS-specific cache locations. - **[Logstash Input Plugin](https://github.com/mdwooky/logstash-input-pluginname)** - Streamlines data ingestion into Logstash pipelines by integrating various input sources, facilitating enhanced data processing capabilities. - **[YouTube Video Search and Analysis Tool](https://github.com/meicanhong/video-search)** - Search for YouTube videos and analyze their content by generating summaries, retrieving subtitles, and pinpointing specific video segments. The tool supports keyword-based searches and provides detailed video metadata, intelligent subtitle selection, and content analysis powered by GPT. - **[Data.gov MCP Server](https://github.com/melaodoidao/datagov-mcp-server)** - Access and retrieve government datasets from Data.gov, enabling interactions with a wide variety of public data resources in real-time. - **[SEO Inspector](https://github.com/mgsrevolver/seo-inspector-mcp)** - Analyzes HTML files and web pages to identify SEO issues and validate structured data schemas. Provides actionable recommendations for improving SEO quality directly through integrated tools without the need for a browser extension. - **[Balldontlie Sports Data Server](https://github.com/mikechao/balldontlie-mcp)** - Provides up-to-date information about players, teams, and games for the NBA, NFL, and MLB. Queries detailed sports data dynamically to enhance applications or agents with real-time sports insights. - **[Fedspeak Server](https://github.com/milind-kulshrestha/fedspeak_mcp_server)** - Provides semantic search and analysis of Federal Reserve statements, enabling access to metadata, trend analysis of language usage, and retrieval of full statement content through a clean interface. - **[Binance Bitcoin Price Tool](https://github.com/MilesCool/binance-mcp)** - Provides real-time and historical Bitcoin market data from Binance, enabling access to ticker data, order book prices, recent trades, and price history through a standardized interface. Streams short-duration real-time Bitcoin price updates for market insights. - **[AIStor Object Store Server](https://github.com/minio/mcp-server-aistor)** - Interact with AIStor object stores to manage data, including listing buckets, uploading files, and retrieving metadata. Supports AI-driven operations for describing object contents. - **[Alpha Vantage Financial Data Server](https://github.com/MissionSquad/mcp-avantage)** - Access comprehensive financial data from Alpha Vantage, including stocks, forex, crypto, commodities, and economic indicators. Manage multiple user API keys and utilize various API functionalities for real-time and historical financial insights. - **[Japanese Text Analyzer](https://github.com/Mistizz/mcp-JapaneseTextAnalyzer)** - Analyzes Japanese and English texts by counting characters and words and evaluating linguistic features such as average sentence length and lexical diversity. Supports input via file paths or direct text input, accommodating both absolute and relative paths. - **[Google Search Server](https://github.com/mixelpixx/Google-Search-MCP-Server)** - Integrates Google Custom Search to retrieve search results and perform detailed analysis of webpage content. Supports multiple output formats and provides features for categorization, summarization, and optimized responses. - **[Unstructured Document Processor](https://github.com/MKhalusova/unstructured-mcp)** - Enable extraction and utilization of content from various unstructured document formats, supporting seamless storage and retrieval via AWS S3. Process documents directly in applications to enhance data extraction capabilities for LLMs. - **[Google Sheets Connector](https://github.com/mkummer225/google-sheets-mcp)** - Interact with Google Sheets to create, read, and edit spreadsheets. Automate spreadsheet tasks to improve data management workflows. - **[DependencyMCP Server](https://github.com/mkearl/dependency-mcp)** - Analyzes codebases to generate dependency graphs and architectural insights, providing an understanding of code structure, dependencies, and architectural patterns across multiple programming languages. - **[Vibe-Eyes](https://github.com/monteslu/vibe-eyes)** - Captures and visualizes browser game data in real-time using vectorized canvas outputs and detailed debug information. Integrates with AI models to enhance debugging and streamline development processes. - **[Mixpanel Analytics Integration Server](https://github.com/moonbirdai/mixpanel-mcp-server)** - Integrate Mixpanel analytics into AI workflows to track events, page views, user signups, and update user profiles directly within AI assistants. Supports seamless interaction between AI models and the Mixpanel analytics platform. - **[BloodHound-MCP](https://github.com/MorDavid/BloodHound-MCP-AI)** - Analyze BloodHound data to uncover complex Active Directory attack paths using natural language, facilitating security assessments with a comprehensive suite of specialized tools for Active Directory analysis and reporting. - **[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Connect and query local DuckDB and cloud-based MotherDuck databases. Provides SQL analytics capabilities and integrates with cloud storage for data access and sharing. - **[DeepSeek MCP Server](https://github.com/moyu6027/deepseek-MCP-server)** - Integrates the DeepSeek R1 model to enhance reasoning capabilities by allowing advanced logical analysis and structured cognitive frameworks. Evaluates confidence and uncertainty while monitoring reasoning quality and detecting biases in user interactions. - **[Ledger Service](https://github.com/mprokopov/ledger-mcp-server)** - Manage ledger files by accessing account balances, transaction histories, and account listings. Facilitate financial tracking and reporting through efficient ledger management tools. - **[MLB Stats API Wrapper](https://github.com/mpizza/mcp_mlb_statsapi)** - Access and process MLB data, including game schedules, results, and team information. Enhance applications with real-time sports data from the MLB Stats API. - **[Firecrawl Server](https://github.com/Msparihar/mcp-server-firecrawl)** - Provides capabilities for web scraping, intelligent content searching, and site crawling using the Firecrawl API, facilitating customizable data extraction and structured output. - **[Airtable Integration Tool](https://github.com/mufonix/airtable-mcp)** - Connects AI tools to Airtable for querying, creating, updating, and deleting records using natural language. It facilitates base management, table operations, schema manipulation, record filtering, and data migration through a standardized interface. - **[Sitemap MCP](https://github.com/mugoosse/sitemap-mcp-server)** - Fetch and analyze website sitemaps to provide insights into site structure, uncover hidden pages, and extract organized hierarchies. Supports standard sitemap formats and includes prompt templates for tasks like health checks and content gap identification. - **[Transcription Tools](https://github.com/MushroomFleet/TranscriptionTools-MCP)** - Enhances transcription workflows by automatically repairing errors, formatting transcripts naturally, and generating concise summaries. Utilizes advanced language models for intelligent processing of audio transcripts. - **[TigerGraph MCP Interface](https://github.com/Muzain187/TG_MCP)** - Expose TigerGraph graph database operations as structured tools and URI-based resources for MCP agents, facilitating schema introspection, query execution, and vertex/edge upsert through a Python interface. - **[Malware Bazaar Threat Intel Server](https://github.com/mytechnotalent/MalwareBazaar_MCP)** - Provides real-time threat intelligence and detailed metadata about malware samples from Malware Bazaar for cybersecurity research. Enables retrieval and analysis of up-to-date malware sample data through various interaction tools. - **[Text Classifier](https://github.com/MymInsomnia/textClassifier)** - Multiple common text classification models based on CNN, RNN, and pre-trained NLP architectures for sentiment analysis and text classification. Supports data preprocessing, training word embeddings, and implementing advanced models like Bi-LSTM, Transformer, ELMo, and BERT for improved classification accuracy. - **[PostgreSQL MCP Server](https://github.com/nahmanmate/postgresql-mcp-server)** - Analyzes PostgreSQL database configurations, assesses performance metrics, and provides security evaluations along with optimization recommendations. - **[Gitingest Server](https://github.com/narumiruna/gitingest-mcp)** - Analyze and ingest Git repositories to produce structured text digests of their codebases, providing summaries, file structures, and content. Customize file filtering and branch selection for tailored analysis. - **[YouTube Subtitles to Markdown Server](https://github.com/nattyraz/youtube-mcp)** - Extracts video metadata and captions from YouTube videos, converting them into customizable markdown formats. Supports multiple languages and offers search functionality within captions. - **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Search for usernames across various social networks and analyze URLs to gather publicly available information. Supports responsible and ethical OSINT research by integrating with MCP-compatible applications. - **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Search usernames across social networks and analyze URLs to gather public information using powerful OSINT capabilities. - **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Collect user account information from various social networks and analyze URLs to gather public data, enhancing research capabilities for OSINT investigations. - **[AACT Clinical Trials Server](https://github.com/navisbio/AACT_MCP)** - Provides access to clinical trial data from the ClinicalTrials.gov database, allowing for SQL queries to analyze and gain insights from clinical trial information. - **[Cryptocurrency Market Data Server](https://github.com/Nayshins/mcp-server-ccxt)** - Provides real-time and historical cryptocurrency market data by integrating with major exchanges, facilitating price tracking and trend analysis. - **[AACT Clinical Trials Server](https://github.com/navisbio/AACT_MCP)** - Provides access to the AACT database for analyzing clinical trial data and generating reports on therapeutic landscapes. Facilitates querying and understanding of clinical trial data structures through a series of tools that enable direct interaction with the database. - **[The Sports DB MCP Server](https://github.com/nazimboudeffa/mcp-server-thesportsdb)** - Access sports data from The Sports DB to retrieve real-time and historical sports information, enhancing conversational agents and workflows with dynamic sports-related content. - **[SQLite MCP Server](https://github.com/modelcontextprotocol/servers)** - Facilitates database interaction and business intelligence analysis through SQLite, enabling SQL queries and the generation of business insight memos. Continuously updates insights based on data analysis. - **[NebulaGraph Server](https://github.com/nebula-contrib/nebulagraph-mcp-server)** - Provides access to NebulaGraph 3.x for graph exploration, including schema management, query execution, and shortcut algorithms, compliant with the Model Context Protocol. - **[Neo4j MCP Server](https://github.com/neo4j-contrib/mcp-neo4j)** - Interact with a Neo4j database to run Cypher queries, explore complex data relationships, and generate insights. Enhance data analysis with additional capabilities for business insights generation. - **[JSON-based Knowledge Graph Memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Manage and query a Neo4j knowledge graph using JSON-based memory, enabling natural language interactions for data retrieval and manipulation. - **[Mercado Livre Product Scraper](https://github.com/newerton/mcp-mercado-livre)** - Scrapes product data, including prices and availability, directly from Mercado Livre. Integrates with Mercado Livre's API to provide reliable and up-to-date marketplace information. - **[RAT MCP Server](https://github.com/newideas99/Deepseek-Thinking-Claude-3.5-Sonnet-CLINE-MCP)** - Integrates DeepSeek's structured reasoning capabilities with Claude 3.5 Sonnet's response generation, facilitating a two-stage reasoning process that enhances the depth and quality of generated responses. - **[DeepSeek Thinking with Claude 3.5 Sonnet](https://github.com/newideas99/Deepseek-Thinking-Claude-3.5-Sonnet-CLINE-MCP)** - Combines DeepSeek's reasoning capabilities with Claude 3.5 Sonnet's advanced response generation for enhanced contextual understanding and output. Utilizes a two-stage processing approach to integrate structured reasoning into detailed responses. - **[Netwrix Access Analyzer](https://github.com/netwrix/mcp-server-naa)** - Connects to SQL Server databases for efficient access data analysis, enabling execution of SQL queries and dynamic exploration of database schemas. Facilitates identification of sensitive data and management of user permissions within the environment. - **[Invoice Processing Server](https://github.com/nfshanq/mcp-invoice)** - Advanced OCR capabilities for invoice and receipt management, enabling data extraction from various formats and document merging for efficient handling. - **[NFTGo API Server](https://github.com/NFTGo/mcp-nftgo-api)** - Access comprehensive data and analytics for NFTs through the NFTGo API, providing detailed collection and asset information, market trends, and wallet holdings for Ethereum-based NFTs. Supports advanced search, filtering, and webhook notifications for real-time insights in the NFT ecosystem. - **[MyMCP Server](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol)** - Integrate various tools for enhanced development workflows, including managing emails, calendars, and research tasks. It provides functionalities for development tools, data fetching, and leveraging academic resources. - **[OpenStreetMap Integration](https://github.com/ngoiyaeric/osm-mcp)** - Query and visualize map data using a web interface with real-time map interactions. Integrates PostgreSQL/PostGIS for OpenStreetMap data management and supports server-to-client communication. - **[Build a MCP Server](https://github.com/nicknochnack/BuildMCPServer)** - Serves a trained Random Forest model while integrating with the Bee Framework for enhanced interactivity. Facilitates easy implementation of machine learning models into applications. - **[Release Notes Server](https://github.com/nickbaumann98/release-notes-server)** - Generates release notes from GitHub repositories by fetching and organizing commits while presenting them in a well-structured markdown format. - **[Censys Reconnaissance Server](https://github.com/nickpending/mcp-censys)** - Transforms natural language prompts into real-time domain, IP, and FQDN reconnaissance queries, accessing Censys data for enhanced cybersecurity investigations. - **[Serper Google Search Server](https://github.com/NightTrek/Serper-search-mcp)** - Integrates Google search capabilities through the Serper API, offering rich search data and an AI-powered Deep Research tool for thorough topic exploration and information synthesis. - **[Nile MCP Server](https://github.com/niledatabase/nile-mcp-server)** - Interact with the Nile database platform through a standardized interface to manage databases, execute SQL queries, and handle credentials. - **[MCP Test Server](https://github.com/nuon8185/mcp-test)** - Test various functionalities of the Model Context Protocol. Experiment with tools and resources in a controlled environment to enhance your LLM applications. - **[NBA MCP Server](https://github.com/obinopaul/nba-mcp-server)** - Access real-time NBA statistics and live game data, including player stats, team standings, and game results for integration into sports applications. - **[Soccer Data Server](https://github.com/obinopaul/soccer-mcp-server)** - Access live match data and comprehensive football statistics for leagues, teams, and players. Retrieve real-time information and historical data to enhance applications with up-to-date football insights. - **[Pacman Package Index Server](https://github.com/oborchers/mcp-server-pacman)** - Provides querying capabilities for package repositories such as PyPI, npm, crates.io, Docker Hub, and Terraform Registry, enabling searches for packages, Docker images, and modules. Facilitates package discovery and inspection through a unified protocol interface. - **[SeaTunnel MCP Server](https://github.com/ocean-zhc/seatunnel-mcp)** - Manage and monitor SeaTunnel jobs and system status through an intuitive LLM interface, allowing for dynamic job submission, stopping, and tracking while configuring connections on-the-fly. Provides comprehensive insights into the SeaTunnel cluster along with built-in monitoring tools. - **[Octagon VC Agents](https://github.com/OctagonAI/octagon-vc-agents)** - Simulates AI-driven investor personas inspired by notable venture capitalists, providing investment analysis and decision-making support. Integrates private market data for enhanced realism, facilitating feedback on pitches, diligence simulations, and term sheet negotiations. - **[Octagon MCP Server](https://github.com/OctagonAI/octagon-mcp-server)** - Facilitates in-depth investment research by integrating with the Octagon Market Intelligence API, enabling detailed analysis of SEC filings, earnings calls, financial metrics, and real-time stock market data. - **[Custom Context Server](https://github.com/omer-ayhan/custom-context-mcp)** - Transforms and structures text into JSON formats by extracting key information from AI-generated text. Facilitates seamless data integration into applications by converting unstructured text into structured JSON data. - **[Unity Catalog Server](https://github.com/ognis1205/mcp-server-unitycatalog)** - Leverage Unity Catalog functions within LLM applications to execute, manage, and automate tasks directly from agents. Integrate data workflows with powerful catalog capabilities. - **[OpenBudget Data Server](https://github.com/OpenBudget/budgetkey-mcp)** - Provides access to Israel's governmental budget data through a standardized MCP interface, enabling real-time querying, searching, and analysis of budget, contracts, and support payment datasets. - **[OmniMCP](https://github.com/OpenAdaptAI/OmniMCP)** - OmniMCP enhances AI models with structured responses and visual analysis to automate UI operations. It provides rich UI context and interaction capabilities through the Model Context Protocol, facilitating precise user interface interactions. - **[Paper Search](https://github.com/openags/paper-search-mcp)** - Search and download academic papers from various sources such as arXiv, PubMed, bioRxiv, and Sci-Hub. Integrates with large language models to streamline access to scholarly articles and enhance research workflows. - **[Web QA Agent](https://github.com/Operative-Sh/web-eval-agent)** - An MCP server designed for debugging web applications by autonomously executing tasks and providing insights directly in the code editor, capturing network traffic and console errors for improved development efficiency. - **[OP.GG](https://github.com/opgginc/opgg-mcp)** - Connects AI agents to comprehensive gaming data, including rankings, match schedules, champion analysis for League of Legends, meta compositions for Teamfight Tactics, and player statistics for Valorant. Provides tools for retrieving insights on gameplay and strategies across popular gaming titles. - **[Unsloth Server](https://github.com/OtotaO/unsloth-mcp-server)** - Connects AI models to efficiently fine-tune large language models with reduced memory usage and increased speed. Supports advanced features like extended context lengths and quantization for optimal performance on consumer GPUs. - **[Source Relation Server](https://github.com/owayo/mcp-source-relation)** - Analyzes source code dependencies across various programming languages by parsing import statements and identifying file interdependencies. It supports TypeScript, JavaScript, Python, Ruby, and Rust, allowing quick verification of project dependencies and related files. - **[Open Deep Research](https://github.com/Ozamatash/deep-research-mcp)** - Performs deep research on various topics by integrating search engines, web scraping, and language models to create comprehensive reports and follow-up questions. - **[Structured Memory & Cognitive Framework](https://github.com/p-funk/fegis)** - Provides structured, persistent memory for AI models through customizable cognitive tools, enabling enhanced organization and retrieval of thoughts across conversations using a schema-driven approach. - **[Azure Data Explorer Integration](https://github.com/pab1it0/adx-mcp-server)** - Access Azure Data Explorer clusters and databases through standardized MCP interfaces to execute KQL queries and explore data resources. Features include querying capabilities, resource discovery, and support for authentication. - **[Chess.com API Server](https://github.com/pab1it0/chess-mcp)** - Access and analyze chess data through a standardized interface, including player profiles, game records, and club information. Supports searching for games by date and player, checking online status, and retrieving information about clubs and titled players. - **[Prometheus MCP Server](https://github.com/pab1it0/prometheus-mcp-server)** - Access Prometheus metrics and execute PromQL queries through standardized interfaces to analyze metrics data. Simplifies monitoring and data exploration by enabling the listing of metrics and retrieving instant or range query results. - **[Gemini Thinking 2.5 Pro](https://github.com/palolxx/GeminiMcpTest)** - Utilizes Google's Gemini model to facilitate analytical thinking and problem-solving by breaking down complex issues into manageable steps, providing insights and alternative approaches while maintaining session persistence for continuous analysis. - **[Formula1 MCP Server](https://github.com/Panth1823/formula1-mcp)** - Provides real-time and historical Formula 1 racing data, including telemetry, session statuses, standings, race results, weather updates, and circuit information via a standardized protocol. - **[Reasoner](https://github.com/parmarjh/mcp-reasoner)** - Systematic reasoning server implementing Beam Search and Monte Carlo Tree Search (MCTS) for decision-making tasks. It evaluates thought processes through statistical analysis and provides tree-based reasoning paths. - **[SourceSync.ai MCP Server](https://github.com/pbteja1998/sourcesyncai-mcp)** - Integrates with a knowledge management platform to manage and organize documents, ingest content from various sources, and perform semantic and hybrid searches. Facilitates connections to external services for enhanced data retrieval and document management. - **[Countries Data Server](https://github.com/Pedrohmlara/countries-mcp)** - Provides detailed country-related data using the REST Countries API, enabling access to geographic and demographic information through a standardized protocol. - **[WhiskerRAG Toolkit](https://github.com/petercat-ai/whiskerrag_toolkit)** - Provides retrieval-augmented generation capabilities for applications, allowing integration of various data sources with advanced processing methods. Features a toolkit with type definitions and methods for effective RAG implementation. - **[SEO Automation and Optimization](https://github.com/permanzh/app-seo-ai)** - Automate SEO tasks and optimize content using AI insights, integrated with Google Ads Keyword Planner for keyword research and competitor analysis. Provides actionable recommendations and SERP analysis to enhance SEO strategies. - **[Naver MCP Server](https://github.com/pfldy2850/py-mcp-naver)** - Interact with various Naver services to search for blogs, news, books, and more using the Naver OpenAPI. Facilitate powerful search capabilities and content validation for applications. - **[Quandl API for Python](https://github.com/picopoco/Python)** - Access and manipulate financial datasets with ease, retrieving data as Pandas dataframes or numpy arrays for analysis and visualization. Seamlessly upload custom datasets to Quandl using minimal code. - **[Pinecone Developer Server](https://github.com/pinecone-io/pinecone-mcp)** - Connects AI tools with Pinecone projects for enhanced development productivity. Enables searching documentation, configuring indexes, generating code, and managing data operations within development environments. - **[KoreaSeoul](https://github.com/pinnaclesoft-ko/seoul_data_mcp)** - Access public data from Seoul, including subway ridership statistics and cultural event information through the Seoul Public Data API. Integrate this data into applications for real-time insights on transportation and cultural events. - **[NASA Earthdata Search](https://github.com/podaac/cmr-mcp)** - Integrate AI with NASA's Catalog of datasets through Earthdata, enabling seamless searches for Earthdata metadata. Enhance data discovery with intelligent search capabilities by accessing the common metadata repository (CMR). - **[PostHog MCP Server](https://github.com/PostHog/posthog-mcp)** - Manage your PostHog projects and create annotations seamlessly. Interact with your data directly through Claude Desktop for enhanced project management and insights. - **[SuzieQ MCP Server](https://github.com/PovedaAqui/suzieq-mcp)** - Interact with SuzieQ network observability instances via a REST API to query detailed network state tables and retrieve aggregated statistics. - **[Powerdrill MCP Server](https://github.com/powerdrillai/powerdrill-mcp)** - Authenticate and interact with Powerdrill datasets, list datasets, retrieve detailed information, and create jobs using natural language queries. Integrates seamlessly into existing tools for enhanced data analysis capabilities. - **[Web Crawl Integration](https://github.com/pragmar/mcp-server-webcrawl)** - Integrate web crawl data with AI language models for content filtering and analysis. Offers a full-text search interface and supports multiple crawlers for enhanced data insights. - **[YouTube MCP](https://github.com/Prajwal-ak-0/youtube-mcp)** - Extract transcripts from YouTube videos, summarize content using Gemini AI, and facilitate natural language queries about video content. Provides tools for YouTube video search and comment analysis. - **[arXiv MCP Server](https://github.com/prashalruchiranga/arxiv-mcp-server)** - Interact with the arXiv API to retrieve scholarly article metadata, download PDFs, and search for articles using natural language queries. Enhance research workflows by directly accessing arXiv content within a large language model environment. - **[Sentinel Queries](https://github.com/prezbo-wire/Sentinel-Queries)** - Leverage Kusto Query Language (KQL) to analyze and visualize data in Microsoft Sentinel, enabling precise queries to identify threats, patterns, and anomalies. Enhance security operations with insights derived from log analysis. - **[PRIDE Archive Search Server](https://github.com/PRIDE-Archive/mcp_pride_archive_search)** - Search and explore proteomics datasets from the PRIDE Archive using structured queries. It facilitates the integration of AI models with biomedical research data for efficient data retrieval and analysis. - **[Amadeus Flight Search Server](https://github.com/privilegemendes/amadeus-mcp-server-standalone)** - Connect to the Amadeus API for comprehensive flight search, booking, and price analysis. Access information on flights, airports, and economical travel dates to enhance travel planning. - **[Chroma](https://github.com/privetin/chroma)** - Provides vector database capabilities for semantic search and document management, enabling storage and retrieval of documents along with their metadata. - **[Lighthouse MCP Server](https://github.com/priyankark/lighthouse-mcp)** - Run comprehensive audits on web pages to measure performance metrics, simulate different device environments, and apply network conditions. Provides detailed insights and scores to help optimize website performance. - **[Dataset Viewer](https://github.com/privetin/dataset-viewer)** - Interact with Hugging Face datasets by browsing and analyzing their contents, including configurations and splits. Supports searching, filtering, and retrieving dataset statistics, along with authentication for private datasets. - **[NASA MCP Server](https://github.com/ProgramComputer/NASA-MCP-server)** - Connects AI models to over 20 NASA APIs, providing a standardized interface for data retrieval and interaction. Supports automatic parameter validation and error handling for optimized data consumption. - **[MCP RAG Server](https://github.com/ProbonoBonobo/sui-mcp-server)** - Enables AI agents to retrieve documents from a vector database using Retrieval-Augmented Generation (RAG) techniques. Integrates with GitHub to process Move files and incorporates a language model for generating responses based on retrieved information. - **[OpenFEC Server](https://github.com/psalzman/mcp-openfec)** - Access Federal Election Commission campaign finance data through the OpenFEC API, enabling detailed searches for candidates, committees, and financial contributions. - **[GemForge](https://github.com/PV-Bhat/GemForge-MCP)** - Provides tools for interacting with Google's Gemini AI models, enabling intelligent model selection and advanced file handling. Facilitates AI tasks such as search, reasoning, code analysis, and file operations through a standardized MCP server interface. - **[Logfire MCP Server](https://github.com/pydantic/logfire-mcp)** - Analyzes telemetry data and distributed traces using OpenTelemetry. Queries metrics and performs SQL queries for insights into application exceptions and errors in real-time. - **[Qdrant Server](https://github.com/qdrant/mcp-server-qdrant)** - Stores and retrieves information using the Qdrant vector search engine, enabling semantic search for relevant data. It functions as a memory layer for AI applications accessing external tools and information. - **[Word Counter](https://github.com/qpd-v/mcp-wordcounter)** - Analyzes text documents by providing word and character counting capabilities. It processes files directly without exposing content to language models, offering statistics on total words, characters including spaces, and characters excluding spaces. - **[RAGDocs](https://github.com/qpd-v/mcp-ragdocs)** - Fetches and stores documentation in a vector database for semantic search and retrieval, enhancing LLM capabilities with relevant documentation context. Supports adding documentation from URLs or local files and querying with natural language. - **[Vector Sync Service](https://github.com/qtoexdj/mcp_vector_sync)** - Automates synchronization of multi-tenant search vectors with Supabase using a fully event-driven system. Generates embeddings with OpenAI in response to real-time notifications and maintains efficient vector searches for each tenant. - **[Fiscal Data Server](https://github.com/QuantGeekDev/fiscal-data-mcp)** - Fetch and generate treasury data by accessing daily treasury statements and historical financial data. Create formatted reports using the US Treasury's Fiscal Data API with seamless integration. - **[Calculator](https://github.com/QuantGeekDev/mcp-add-sse)** - Provides functionality for executing mathematical operations and tools through the Model Context Protocol. - **[Foundry MCP Server](https://github.com/qwert666/mcp-server-foundry)** - Interact with datasets, ontology objects, and functions within a Foundry instance, enabling AI assistants to perform dynamic data interactions and intelligent processing. - **[FirstCycling MCP Server](https://github.com/r-huijts/firstcycling-mcp)** - Retrieve comprehensive professional cycling data including detailed statistics on riders, race results, and historical performance. Analyze rider performance and explore information about cycling teams and competitions. - **[Movies Dataset Viewer](https://github.com/qxuan512/movies-dataset)** - Display and explore comprehensive movie metadata sourced from The Movie Database (TMDB) using an interactive Streamlit application. Analyze and visualize movie datasets for insights. - **[OpenTK Dutch Parliamentary Data Server](https://github.com/r-huijts/opentk-mcp)** - Provides access to Dutch parliamentary documents, debates, and member information through a standardized interface for natural language queries, facilitating research and analysis of legislative activities. - **[Strava MCP Server](https://github.com/r-huijts/strava-mcp)** - Access and manage Strava data, including recent activities, profile stats, and detailed activity streams. Supports exploration of segments, management of routes, and exporting route files in GPX or TCX format. - **[Raccoon AI MCP Server](https://github.com/raccoonaihq/raccoonai-mcp-server)** - Enables web browsing, data extraction, and automation of complex web tasks using the LAM API. Automates interactions with websites by performing actions like filling out forms and navigating UI elements. - **[Databricks MCP Server](https://github.com/RafaelCartenet/mcp-databricks-server)** - Execute SQL queries against Databricks, retrieve data, list available schemas, and describe table structures to enhance data operations. Integrates effectively with Agent mode for performing complex task automation. - **[GoatCounter MCP Server](https://github.com/rafaljanicki/goatcounter-mcp-server)** - Provides web analytics data through a Model Context Protocol server, enabling seamless querying and analysis of website traffic metrics. Facilitates integration of real-time analytics into AI workflows through standardized MCP methods. - **[Video Digest](https://github.com/R-lz/mcp-video-digest)** - Extract audio from various video platforms like YouTube and TikTok, and convert the audio to text using multiple transcription services. Supports asynchronous processing and speaker separation for enhanced video content analysis. - **[Ragie Model Context Protocol Server](https://github.com/ragieai/ragie-mcp-server)** - Access and retrieve information from the Ragie knowledge base using the `retrieve` tool for efficient querying of relevant content. - **[Browser Automation Agent](https://github.com/Raghu6798/Browser_scrape_mcp)** - Automates web browsing and scraping tasks, leveraging AI to intelligently search and extract content from various online sources such as Google, GitHub, and Stack Overflow. Offers capabilities like saving screenshots and processing text for efficient data collection. - **[Ramp Data Analysis Server](https://github.com/ramp-public/ramp_mcp)** - Retrieve and analyze Ramp financial data using an ETL pipeline and an ephemeral SQLite database. Facilitate database operations and data fetching through integrated tools. - **[Files-DB-MCP](https://github.com/randomm/files-db-mcp)** - Provides fast and efficient vector search capabilities for software projects, automatically indexing codebases and responding to search queries in real-time. Integrates seamlessly with LLM tools for enhanced coding agent performance without complex configurations. - **[Swarms Documentation Server](https://github.com/Ransom-Alpha/Swarms_MCPserver)** - Retrieve and interact with documentation databases using hybrid semantic and keyword search. Automatically index and reindex various file types while supporting live file watching and low-latency document querying through a FastMCP tools API. - **[PCM](https://github.com/rand-tech/pcm)** - PCM provides tools for analyzing and reverse engineering binaries through disassembly, decompilation, and memory analysis. It includes features like function renaming, type setting, and note management to enhance binary analysis workflows. - **[Ramp MCP Server](https://github.com/ramp-public/ramp_mcp)** - Retrieve and analyze data or run tasks using an in-memory SQLite database for efficient data processing. Supports data interaction through a Developer API with an ETL pipeline for handling data requests and queries. - **[Strava Integration](https://github.com/rbctmz/mcp-server-strava)** - Analyzes training sessions and provides personalized recommendations based on data from Strava, leveraging the Model Context Protocol SDK. Supports automatic token updates and implements rate limiting for API requests. - **[Deep Research Server](https://github.com/reading-plus-ai/mcp-server-deep-research)** - Conduct comprehensive research on complex topics by generating structured research reports and synthesizing information from diverse sources. This tool enables in-depth exploration of questions and identification of relevant sources. - **[Legifrance Legal Data Server](https://github.com/pylegifrance/mcp-server-legifrance)** - Access French legal databases, including laws, codes, and judicial jurisprudence, through an integrated interface for advanced legal research and analysis using real-time data from Legifrance. - **[Data Exploration Server](https://github.com/reading-plus-ai/mcp-server-data-exploration)** - This server facilitates interactive data exploration, converting complex datasets into actionable insights for users. It provides tools for analyzing and visualizing data in a user-friendly manner. - **[Chat Analysis](https://github.com/rebots-online/mcp-chat-analysis-server)** - Semantic analysis of chat conversations using vector embeddings and knowledge graphs, enabling the extraction of concepts and analysis of conversation patterns. - **[Deepwiki Fetch Server](https://github.com/regenrek/deepwiki-mcp)** - Crawls Deepwiki.com documentation, converting it into Markdown format by removing unnecessary HTML elements and adjusting links for better readability. Supports fetching multiple pages and offers structured output formats for knowledge retrieval. - **[Ancestry GEDCOM Server](https://github.com/reeeeemo/ancestry-mcp)** - This server enables interaction with GEDCOM files, facilitating genealogical data management and retrieval commonly utilized on Ancestry.com. - **[Kontxt Server](https://github.com/ReyNeill/Kontxt)** - Facilitates deep context extraction from local code repositories by analyzing code files and generating insights based on user queries. Utilizes advanced analysis tools to support targeted context generation and track token usage for optimized API performance. - **[Wolfram Alpha Integration Server](https://github.com/akalaric/mcp-wolframalpha)** - Integrates Wolfram Alpha into chat applications to perform computational queries and retrieve structured knowledge, enhancing conversational capabilities with large language models. Supports a modular architecture for easy extension and multiple client interactions. - **[GraphRAG](https://github.com/rileylemm/graphrag_mcp)** - Integrates semantic and graph-based document retrieval using a hybrid system of Neo4j and Qdrant, enabling enhanced search capabilities. Supports semantic search via document embeddings and graph context expansion based on relationships. - **[Fantasy Premier League Server](https://github.com/rishijatia/fantasy-pl-mcp)** - Retrieve Fantasy Premier League data, including player statistics, team information, and gameweek details. Offers comparisons between players and tailored advice for team optimization. - **[TxtAI Assistant](https://github.com/rmtech1/txtai-assistant-mcp)** - Provides semantic memory and search capabilities for AI assistants, enabling the storage, retrieval, and management of text-based memories. Enhances context awareness during conversations through advanced features like tagging and health monitoring. - **[CVE-Search Server](https://github.com/roadwy/cve-search_mcp)** - Query the CVE-Search API to access detailed vulnerability data, including information on vendors, products, and individual CVEs. Streamline vulnerability management by retrieving the latest updates and comprehensive CVE information. - **[GIS Data Conversion Server](https://github.com/ronantakizawa/gis-dataconversion-mcp)** - Enables conversion between various geographic data formats including WKT, GeoJSON, TopoJSON, KML, and CSV, as well as performing reverse geocoding. Interfaces with GIS libraries to manage geographic data formats and coordinate systems efficiently. - **[Crypto Price & Market Analysis 123](https://github.com/roman0211/mcp-crypto-price)** - Provides real-time cryptocurrency data and market analysis by accessing current prices, historical trends, and detailed market insights through the CoinCap API. - **[Google Analytics Server](https://github.com/ruchernchong/mcp-server-google-analytics)** - Access Google Analytics 4 data to retrieve metrics on page views, user tracking, event analysis, and user behavior metrics such as session duration and bounce rate. - **[LlamaCloud](https://github.com/run-llama/mcp-server-llamacloud)** - Connect to multiple managed indexes on LlamaCloud to retrieve information. Each tool corresponds to a specific index and allows for targeted querying through command-line parameters. - **[Korean School Meal Server](https://github.com/Runbuilder/mcpkupsik)** - Access Korean school meal information, including detailed meal menus, nutritional data, and ingredient origins for any school in Korea through the NEIS Open API. Supports specific date queries to simplify meal planning with real-time data. - **[Alchemy](https://github.com/runekaagaard/mcp-alchemy)** - Connects Claude to databases for querying and analysis, facilitating SQL query writing, visualization of table relationships, and report generation. - **[GitHub Trending Fetcher](https://github.com/RusianHu/GitHubDailyTrendingFetcher-mcp)** - Fetches daily trending GitHub repositories with detailed information such as name, link, description, and README content. Supports customization of the number of repositories, proxy settings, and automatic saving of results as Markdown files. - **[Reddit Content Fetcher](https://github.com/ruradium/mcp-reddit)** - Fetch and analyze Reddit content, including hot threads and detailed posts with comments from any subreddit. Supports various post types such as text, link, and gallery to provide comprehensive insights. - **[双色球数据爬虫服务](https://github.com/RusianHu/F0ckssq-mcp)** - Historical data query and analysis for the Double Chromosphere lottery, including retrieval of recent or specific issue data, analysis of number frequency and missing periods, and management of proxy configurations. - **[UNHCR Population Data Server](https://github.com/rvibek/mcp_unhcr)** - Access and query UNHCR refugee statistics, enabling insights into forcibly displaced population trends. Filter data by country of origin, country of asylum, and year, while retrieving Refugee Status Determination application and decision data. - **[LanceDB MCP Server](https://github.com/RyanLisse/lancedb_mcp)** - Manage and search vector embeddings efficiently with capabilities for creating vector tables, adding data, and performing similarity searches. Supports the storage of embeddings along with associated metadata. - **[NOAA Tides and Currents](https://github.com/RyanCardin15/NOAA-TidesAndCurrents-MCP)** - Access real-time and historical data for water levels, tides, and currents, as well as meteorological and moon phase information from NOAA's Tides and Currents API. - **[Tavily MCP Server](https://github.com/Rz017/tavily-mcp)** - Integrates real-time web search and intelligent data extraction to enhance AI assistants with up-to-date information and sophisticated filtering capabilities. Supports domain-specific data retrieval and processing features for improved AI workflows. - **[Code Analysis Server](https://github.com/saiprashanths/code-analysis-mcp)** - Enables natural language exploration and analysis of codebases, providing insights into system architecture, data flows, and specific code elements. Facilitates dynamic understanding of code through conversational queries. - **[DeepSeek Chat RAG](https://github.com/samaraxmmar/Deepseek_chat_rag)** - Utilizes advanced retrieval-augmented generation models to answer queries based on indexed documents extracted from various file formats. Engages users by providing relevant answers from a Chroma database that stores extracted text from PDF, DOCX, TXT, and CSV files. - **[Data Extractor](https://github.com/sammcj/mcp-data-extractor)** - Extracts embedded data such as i18n translations and configurations from TypeScript and JavaScript source code, converting them into structured JSON files while preserving the hierarchical structure and template variables. - **[AWS Knowledge Base Retrieval](https://github.com/sammcj/mcp-aws-kb)** - Retrieve context from the AWS Knowledge Base based on specific queries while utilizing retrieval-augmented generation techniques to access structured information. - **[Sumo Logic Log Search](https://github.com/samwang0723/mcp-sumologic)** - Search and retrieve logs from Sumo Logic using customized queries within specified time ranges, while supporting error handling and detailed logging. - **[Package Version](https://github.com/sammcj/mcp-package-version)** - Provides tools for checking the latest stable package versions across multiple registries, including npm, PyPI, Maven Central, Go Proxy, and others. Enables AI models to recommend up-to-date package versions for various programming languages and tools. - **[RAG Documentation Server](https://github.com/sanderkooger/mcp-server-ragdocs)** - Retrieve and process documentation using vector search to enhance AI responses. Enable the creation of documentation-aware AI assistants and context-aware tooling for developers. - **[Financial Analyzer](https://github.com/santiagoinfantinom/FinanceAnalyst)** - Analyze and generate insights from financial data to support decision-making, enhancing the accuracy and efficiency of financial analysis. Automate the financial analysis process with data-driven recommendations for improved financial strategies. - **[SourceSage](https://github.com/sarathsp06/sourcesage)** - Memorizes and manages key aspects of a codebase, enabling dynamic updates and fast retrieval while analyzing code across multiple languages. Utilizes a language-agnostic knowledge graph to enhance coding practices and insights. - **[Excel MCP Server](https://github.com/sarayd/excel-mcp-server)** - Manipulates Excel files without requiring Microsoft Excel. Supports creating, reading, and modifying workbooks, along with advanced features like formatting, charting, and generating pivot tables. - **[Metabase Server Connector](https://github.com/sazboxai/MCP_MetaBase)** - Enable seamless interaction with Metabase databases by allowing exploration of database schemas, visualization of table relationships, and execution of Metabase actions through a secure API. - **[SourceSync.ai MCP Server](https://github.com/scmdr/sourcesyncai-mcp)** - Integrate and manage knowledge from various data sources using a standardized interface to retrieve and update documents. Perform semantic searches and manage connections to external services within a knowledge management platform. - **[ScrapeGraph MCP Server](https://github.com/ScrapeGraphAI/scrapegraph-mcp)** - A scraping API for structured data extraction from websites that includes features for specific webpage data extraction, web search integration, and content filtering. It also converts webpages into markdown format. - **[Scrapezy MCP Server](https://github.com/Scrapezy/mcp)** - Extract structured data from websites using AI models by providing a URL and a clear prompt. It simplifies data extraction tasks and integrates with AI workflows for enhanced application capabilities. - **[Wolfram Alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha)** - Connect to the Wolfram Alpha API for computational knowledge and query processing. This server enables users to obtain answers to mathematical, scientific, and general knowledge queries through an API interface. - **[SeekChat](https://github.com/seekrays/seekchat)** - An AI desktop assistant that automates tasks such as file management, data analysis, and code development while providing a modern interface with multi-language support. - **[Entscheidsuche Swiss Legal Decision Search](https://github.com/self-tech-labs/entscheidsuche-MCP-server)** - Standardized access to Swiss court decisions for legal research, enabling search, retrieval, and analysis of legal documents from the entscheidsuche.ch database. Provides tools and templates to enhance legal workflows and streamline document handling. - **[OpenSearch MCP Server](https://github.com/seohyunjun/opensearch-mcp-server)** - Interact with your OpenSearch cluster for document search, index analysis, and cluster management using natural language commands. Provides a comprehensive set of tools for simplifying data operations. - **[Elasticsearch MCP Server](https://github.com/setyolegowo/mcp-server-elasticsearch)** - Connect to Elasticsearch for efficient management and retrieval of MCP data through a RESTful API, enabling powerful searching and indexing capabilities. - **[GitHub PR Comments Server](https://github.com/shaileshahuja/github-pr-mcp)** - Fetches comments from GitHub Pull Requests, including details about file paths and replies, utilizing the GitHub API for structured data access. - **[Deep Thinking Assistant](https://github.com/shark-bot-0118/dive-deep-mcp)** - Provides deep analysis and insights for problem-solving by integrating critical and creative thinking. Offers practical suggestions tailored to the user's context while leveraging existing knowledge and new perspectives. - **[Data Wrangling](https://github.com/shibuiwilliam/mcp-server-data-wrangler)** - Streamline data preprocessing, transformation, and analysis tasks with a standardized interface for integrating data wrangling operations. Enhance workflows by enabling data aggregation and descriptive statistics within the MCP ecosystem. - **[Jina AI MCP Server](https://github.com/Sheshiyer/jina-ai-mcp-multimodal-search)** - Seamless integration with Jina AI's neural search capabilities enables semantic, image, and cross-modal searches through a simple interface. Perform searches based on natural language queries, visual similarities, and text-to-image or image-to-text conversions. - **[OpenSearch MCP Server](https://github.com/showjason/opensearch-mcp-server)** - Manage and interact with an OpenSearch cluster by utilizing tools for index management, cluster health monitoring, and document searching. Streamline the management of indices and clusters while seamlessly integrating into applications. - **[Hugging Face MCP Server](https://github.com/shreyaskarnik/huggingface-mcp-server)** - Provides read-only access to Hugging Face Hub APIs, enabling interaction with models, datasets, papers, and other resources using a custom `hf://` URI scheme. - **[Liquidium PostHog Analytics Server](https://github.com/Shudufhadzo/liquidium-mcp)** - Interact with PostHog analytics to view projects, create annotations, and search for insights. Access detailed information about specific insights through the server integration with Liquidium. - **[Smart Photo Journal](https://github.com/Siddhant-K-code/memory-journal-mcp-server)** - Search and analyze photos in a library using various intuitive tools, including location-based searches to easily find images taken in specific places. - **[Monad Magic Eden NFT Data Server](https://github.com/Sifu213/monad-mcp-magiceden)** - Provides real-time NFT data tools for the Monad testnet, including holder addresses, total NFT values, user collections, and trending collections by sales and volume. Facilitates access to comprehensive NFT insights through a simple interface. - **[YouTube Transcript Server](https://github.com/sinco-lab/mcp-youtube-transcript)** - Retrieve transcripts and subtitles from YouTube videos across multiple languages with enhanced metadata support for content analysis. Provides a simple interface for direct access to video transcripts. - **[Storm MCP Server](https://github.com/sionic-ai/serverless-rag-mcp-server)** - Integrates LLM applications with RAG data sources and tools, enabling the creation of customized RAG solutions via powerful embedding models and vector databases. Facilitates interaction between LLMs and data sources through a standardized protocol. - **[Jewish Library](https://github.com/Sivan22/mcp-otzaria-server)** - Provides powerful search capabilities for Jewish texts and literature through a standardized interface, enabling complex queries and relevance-based scoring for rich search results. - **[DataForSEO API Server](https://github.com/Skobyn/mcp-dataforseo)** - Integrate SEO data capabilities by accessing SERP results, keyword analysis, backlink information, and on-page analysis through a JSON interface. This server facilitates real-time data retrieval to enhance SEO strategies. - **[Excel Reader Server](https://github.com/softgridinc-pte-ltd/mcp-excel-reader-server)** - Extract data from Excel files in structured JSON format, allowing access to all sheets or specific sheets by name or index. Handles data type conversions and manages empty cells efficiently. - **[Greptile Codebase Query Server](https://github.com/sosacrazy126/greptile-mcp)** - Enables AI agents to understand and interact with codebases, facilitating code-related assistance and insights. - **[OpenCTI Server](https://github.com/Spathodea-Network/opencti-mcp)** - Integrate with OpenCTI to access cyber threat intelligence data, enabling queries for threat intelligence reports, malware information, and indicators of compromise. - **[Jina.ai Reader](https://github.com/spences10/mcp-jinaai-reader)** - Integrates Jina.ai's Reader API for efficient web content extraction, enabling analysis and processing of documentation and web content. - **[Markdown Sidecar Server](https://github.com/speakeasy-api/markdown-sidecar-mcp)** - Access and serve markdown documentation for NPM packages, Go Modules, and PyPi packages from a local environment, enhancing the code generation process. Default support for Python help documentation is included for packages lacking markdown documentation. - **[Kayzen Analytics Server](https://github.com/springwq/kayzen-mcp)** - Interacts with Kayzen advertising campaign data through a standardized interface, facilitating data analysis and report management. It includes automated authentication, comprehensive error handling, and supports TypeScript with environment-based configuration. - **[OpenGov Data Access Server](https://github.com/srobbin/opengov-mcp-server)** - Enable access to public government datasets from Socrata-powered portals, allowing search, retrieval, and analysis of open data from various government sources without the need for API keys. - **[Chain of Draft](https://github.com/stat-guy/chain-of-draft)** - Enhances reasoning capabilities of LLMs by generating concise intermediate outputs, effectively reducing token usage and response time while maintaining accuracy across various reasoning tasks. Integrates with OpenAI's API for seamless workflows. - **[Beancount Server](https://github.com/StdioA/beancount-mcp)** - Execute Beancount queries and submit transactions to a ledger. Provides real-time data processing and integration for financial management and accounting tasks. - **[StarRocks MCP Server](https://github.com/StarRocks/mcp-server-starrocks)** - Connects AI assistants to StarRocks databases for executing SQL queries and exploring database schemas with ease. Provides capabilities for data visualization and detailed data overview retrieval without complex setups. - **[Supabase MCP Server](https://github.com/stefanraath3/mcp-supabase)** - Connects to a Supabase PostgreSQL database, exposing table schemas as resources and enabling data analysis through read-only SQL query tools and predefined prompts. - **[Runescape MCP server (rs + osrs)](https://github.com/stjepko-xyz/mcp-server-runescape)** - Provides real-time and historical data for RuneScape and Old School RuneScape, including item prices, player hiscores, and top rankings. Enables access to comprehensive details about items and player statistics from official sources. - **[SEC EDGAR MCP](https://github.com/stefanoamorelli/sec-edgar-mcp)** - Access and retrieve real-time financial data and corporate filings from the SEC's EDGAR database for research and analysis. This server facilitates connections between AI models and the extensive dataset of SEC filings. - **[BloodHound](https://github.com/stevenyu113228/BloodHound-MCP)** - Enables natural language queries to analyze Active Directory and Azure Active Directory environments, allowing users to retrieve insights through conversational commands. Leverages Large Language Models to simplify complex query executions without writing Cypher queries manually. - **[Trino MCP Server](https://github.com/stinkgen/trino_mcp)** - Provides structured access to Trino's distributed SQL query engine, enabling AI models to query and analyze data efficiently. Supports API initialization through Docker and Python, allowing integration with large language models for data insights. - **[QuantML-Agent](https://github.com/SuchAFool123/quant-agent)** - Provides AI-driven analysis and insights for the A-share stock market, integrating large language models with quantitative analysis techniques. Offers real-time index monitoring, market sentiment evaluation, trend predictions, and in-depth stock analysis tools. - **[Typesense MCP Server](https://github.com/suhail-ak-s/mcp-typesense-server)** - Connects AI models to Typesense collections for efficient data discovery, search, and analysis using advanced search capabilities. - **[DocuMind MCP Server](https://github.com/Sunwood-ai-labs/documind-mcp-server)** - Analyzes and enhances the quality of documentation, specifically README files, by providing insights and suggestions for improvement. Utilizes advanced neural processing techniques for thorough evaluation and visual analysis of documentation elements. - **[Supavec Server](https://github.com/supavec/mcp-server)** - Fetches relevant content and embeddings from Supavec to enhance applications. Can be integrated with Claude for Desktop or run standalone for data retrieval capabilities. - **[Supavec](https://github.com/supavec/mcp-server)** - Fetch relevant content and embeddings from Supavec, enhancing applications with powerful data retrieval capabilities. Integrates with Claude for Desktop or operates standalone using the Supavec API. - **[SurveyMars MCP Server](https://github.com/surveymars/surveymars-mcp)** - Facilitates the creation, distribution, and analysis of surveys using SurveyMars APIs. Provides tools for managing unlimited surveys, questions, and responses while offering advanced analytics for insights. - **[Redash Integration Server](https://github.com/suthio/redash-mcp)** - Facilitates data interaction with Redash by connecting AI assistants to execute queries, manage dashboards, and retrieve insights via the Redash API. - **[Brave Deep Research](https://github.com/suthio/brave-deep-research-mcp)** - Connects to Brave Search for web searches and uses Puppeteer for extracting full content from webpages, enabling in-depth research beyond basic search results. Retrieves detailed insights and processes linked information for comprehensive analysis. - **[SVM Learn](https://github.com/svmlearn/-)** - Supports training, testing, and deploying support vector machine models for classification tasks. Facilitates advanced algorithm utilization to improve predictive performance within machine learning projects. - **[Zotero MCP Server](https://github.com/swairshah/zotero-mcp-server)** - Access and manage your Zotero library programmatically, enabling the search of papers, management of notes, and the ability to request summaries through MCP clients. Facilitates seamless integration into research workflows with existing tools. - **[Neo4j Knowledge Graph Memory Server](https://github.com/sylweriusz/mcp-neo4j-memory-server)** - Utilizes a knowledge graph for dynamic information retrieval and storage, enhancing AI interactions by remembering user preferences and context. Integrates seamlessly with Neo4j for efficient data management. - **[CoinMarketCap MCP Server](https://github.com/szcharlesji/crypto-mcp)** - Access real-time cryptocurrency data, including market listings, quotes, detailed cryptocurrency information, and exchange data. Provides metrics on global cryptocurrency markets for enhanced data insights. - **[MCP Solver](https://github.com/szeider/mcp-solver)** - Integrates SAT, SMT, and constraint solving capabilities with Large Language Models, enabling interactive creation, editing, and solving of constraint models in MiniZinc, SAT models in PySAT, and SMT formulas using Z3 Python. - **[DBLP Access Server](https://github.com/szeider/mcp-dblp)** - Search and retrieve academic publications from the DBLP database, generating accurate BibTeX entries and performing advanced citation processing. - **[Lightdash MCP Server](https://github.com/syucream/lightdash-mcp-server)** - Access Lightdash data through a standardized MCP interface, facilitating interaction with Lightdash's API for AI assistants. - **[PubMed Server](https://github.com/t0mst0ne/pubmed-mcp-easy)** - Search and retrieve biomedical literature and research papers from PubMed. Supports advanced searches, batch querying, and retrieval of abstracts and full texts of open access articles. - **[SSH Rails Runner](https://github.com/tadasant/mcp-server-ssh-rails-runner)** - Enables secure remote execution of Rails console commands over SSH, facilitating read-only operations and controlled database mutations in a deployed Rails environment. - **[OpsNow Cost MCP Server](https://github.com/taejulee/opsnow-mcp-cost-server-no-server)** - Provides cost exploration capabilities by supplying OpsNow's cost data in MCP format to compatible clients. Facilitates efficient communication between MCP clients and OpsNow resources for real-time cost data access. - **[NBA Stats Server](https://github.com/Taidgh-Robinson/nba-mcp-server)** - Provides up-to-date NBA game scores and player statistics, enabling retrieval of game summaries, player performance metrics, and advanced analytics. Keeps AI models informed with accurate and timely NBA data. - **[arxiv-latex MCP Server](https://github.com/takashiishida/arxiv-latex-mcp)** - Fetches and processes LaTeX sources of arXiv papers, enabling AI models to accurately interpret mathematical content and equations without the limitations of PDF files. - **[UniProt MCP Server](https://github.com/TakumiY235/uniprot-mcp-server)** - Fetch protein information from UniProt, enabling access to detailed data about protein functions and sequences. Supports both individual and batch retrieval of protein information, including name, function description, full sequence, and organism details. - **[BigQuery MCP Server](https://github.com/takuya0206/bigquery-mcp-server)** - Access Google BigQuery datasets and execute SQL queries using a simple interface that incorporates Large Language Models. The server manages authentication, handles connection settings, and provides tools for querying and listing datasets and tables. - **[Grants Search Server](https://github.com/Tar-ive/grants-mcp)** - Search for government grants using keywords and retrieve detailed information about eligibility and funding. Includes pagination and comprehensive filtering options for streamlining the grant search process. - **[Fetch TypeScript Server](https://github.com/tatn/mcp-server-fetch-typescript)** - Retrieves and converts web content using various formats and rendering methods, suitable for both data extraction and web scraping tasks. It allows access to text-based resources and provides raw text content from specified URLs without additional processing. - **[TapData Server](https://github.com/tapdata/mcp-tap-server)** - Access and manage database connections and schemas. Execute CRUD operations and inspect tables directly from LLMs for enhanced data interaction. - **[Fetch Python](https://github.com/tatn/mcp-server-fetch-python)** - Fetch and transform web content into various formats, supporting both raw text extraction from various URLs and JavaScript-rendered content. The server facilitates extracting content from web pages, including media files, in a structured manner. - **[Obsidian Index](https://github.com/tcsavage/mcp-obsidian-index)** - Provides semantic search over an Obsidian vault and exposes recently modified notes as resources. Notes can be accessed using a specific URL scheme and have markdown media type. - **[IP Geolocation Server](https://github.com/tedlikeskix/mcp-ip-geolocator)** - Provides detailed geolocation information for any IP address, including network data, ISP, and timezone details. No API key or registration is required for access. - **[Multi-Model RAG and LLM Platform](https://github.com/Teeksss/mcp)** - Integrates multiple AI models and implements retrieval-augmented generation (RAG) alongside large language models (LLMs). Supports PDF and OCR processing for enhanced data handling while providing a simplified setup for backend and frontend deployment. - **[Quantitative Researcher](https://github.com/tejpalvirk/contextmanager)** - Organize and analyze quantitative research data by tracking hypotheses, managing datasets, and documenting statistical analyses for insight generation. Facilitate context management across different research projects with a domain-specific knowledge graph. - **[Teradata MCP Server](https://github.com/Teradata/teradata-mcp-server)** - Enables integration with Teradata databases, facilitating execution of SQL queries, database management, and interactive exploration of database objects. Supports standard input/output and server-sent events for communication with AI agents and tools. - **[Pinterest MCP Server](https://github.com/terryso/mcp-pinterest)** - Search for images on Pinterest using keywords and retrieve detailed information about those images. - **[Axiom MCP Server](https://github.com/ThetaBird/mcp-server-axiom-js)** - Query data using Axiom Processing Language (APL) in a Node.js environment. The implementation provides the same functionality as the original Go version packaged as an npm module. - **[Legion Database Access](https://github.com/TheRaLabs/legion-mcp)** - Access and query multiple databases using the Legion Query Runner, allowing seamless execution of SQL queries, schema retrieval, and query optimization via a unified API. - **[XPath Server](https://github.com/thirdstrandstudio/mcp-xpath)** - Execute XPath queries on XML and HTML content, fetching and querying data from URLs or local files. Return structured results to enhance applications with powerful XML data manipulation capabilities. - **[ClickHouse MCP Server](https://github.com/ThomAub/clickhouse_mcp_server)** - Integrate ClickHouse databases with Large Language Models and AI applications, enabling users to list databases, retrieve table schemas, and execute SQL queries efficiently. - **[YaraFlux MCP Server](https://github.com/ThreatFlux/YaraFlux)** - Enables seamless YARA rule-based threat analysis and management for AI assistants, focusing on file analysis and standardized interactions for enhanced security in threat detection. - **[Tinybird Analytics](https://github.com/tinybirdco/mcp-tinybird)** - Connect to Tinybird's real-time analytics platform to search and analyze data using the Tinybird Query API and existing API endpoints. - **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Extract structured data from web pages using specified prompts to identify the desired fields from a given URL. This server enables integration of real-time data insights into applications. - **[Pinecone Model Context Protocol Server](https://github.com/tjwells47/mcp-pinecone)** - Read and write to a Pinecone index, enabling seamless semantic search and document management. Integrates with applications to leverage advanced indexing features for enhanced data handling. - **[Video Analysis and Mind Map Generation Service](https://github.com/tjh19971228/mcp_video_analysis)** - Analyzes video content to extract keywords, summaries, and key timepoints, and generates structured mind maps in various formats such as JSON, PNG, and interactive HTML. Provides tools for enhanced video understanding and visualization of key insights. - **[Kibana Server Integration](https://github.com/TocharianOU/mcp-server-kibana)** - Facilitates natural language and programmatic access to Kibana instances using the Kibana API. Supports secure authentication, SSL/TLS, and integrates various Kibana API functionalities into MCP-compatible clients. - **[DBT Semantic Layer Server](https://github.com/TommyBez/dbt-semantic-layer-mcp-server)** - Query the dbt Semantic Layer API to seamlessly access and utilize defined business metrics across various data tools. Provides a unified approach to metric definitions and simplifies data querying for team members. - **[Compiler Explorer MCP](https://github.com/torshepherd/compiler-explorer-mcp)** - Connects LLMs to the Compiler Explorer API to compile code, explore compiler features, and analyze optimizations across various compilers and languages. - **[OpenDeepSearch](https://github.com/tositon/OpenDeepSearch)** - Performs comprehensive, in-depth research on complex topics by breaking down questions into manageable sub-questions and synthesizing findings into detailed reports with citations. Integrates seamlessly with various MCP clients for enhanced research capabilities. - **[Variance Log](https://github.com/truaxki/mcp-variance-log)** - Logs unusual events in conversations and analyzes statistical variations, storing the results in a SQLite database. Designed for use with MCP-compatible clients like Claude Desktop, it enhances interaction by monitoring conversation structure. - **[Crypto Price & Market Analysis Server](https://github.com/truss44/mcp-crypto-price)** - Real-time cryptocurrency price data and market analysis are provided through an easy-to-use interface, leveraging the CoinCap API for comprehensive analysis and historical trends. - **[Odoo Integration Server](https://github.com/tuanle96/mcp-odoo)** - Enable AI assistants to access and interact with Odoo ERP systems by utilizing models, records, and methods through a standardized protocol. Execute custom Odoo methods, retrieve employee and holiday data, and simplify integration with flexible configurations and effective error handling. - **[Trino MCP Server](https://github.com/tuannvm/mcp-trino)** - Enables interaction with Trino's distributed SQL query engine for executing complex SQL queries and discovering data catalogs. Facilitates data analytics capabilities through a high-performance MCP server built in Go. - **[Youtube Summarizer](https://github.com/trilogy-group/youtube-summarizer-mcp)** - Integrates Youtube summarization capabilities into AI applications, providing access to APIs that summarize videos directly from YouTube. - **[Tavily MCP Server with Proxy Support](https://github.com/tulong66/mcp-tavily-proxy)** - Enables AI-powered web searches through proxy servers, providing direct answers and access to recent news articles with AI-extracted relevant content. It supports HTTP/HTTPS proxy configurations and offers robust logging and error handling for proxy issues. - **[OptionsFlow](https://github.com/twolven/mcp-optionsflow)** - Provides advanced options analysis and strategy evaluation using options chain data, including Greeks calculations and risk metrics. Supports various trading strategies and offers insights into risk management. - **[Gralio SaaS Database](https://github.com/tymonTe/gralio-mcp)** - Access a vast SaaS database that provides detailed information on software products, including millions of user reviews, pricing data, competitor alternatives, and company funding insights. Utilize sentiment analysis and feature data to enhance software research and market trend scouting. - **[StockScreen](https://github.com/twolven/mcp-stockscreen)** - Provides comprehensive stock screening capabilities with filters for technical analysis, fundamental data, and options metrics using Yahoo Finance data. - **[Same-Entity Verification](https://github.com/u3588064/Entity-Resolution)** - Compares two sets of data to determine if they originate from the same entity using text normalization and semantic analysis. It evaluates both exact and semantic equality of values, ensuring accurate data validation. - **[Cortellis MCP Server](https://github.com/uh-joan/cortellis-mcp-server)** - Access the Cortellis drug database to search for drugs, retrieve detailed information, and analyze drug development statuses. Provides tools for ontology exploration and financial insights. - **[Salesforce Server](https://github.com/uday210/salesforce-mcp-server)** - Interact with Salesforce by executing SOQL queries, managing records, and retrieving object metadata. Provides secure authentication handling and real-time data access for streamlined Salesforce integration. - **[Vertex AI Search](https://github.com/ubie-oss/mcp-vertexai-search)** - Search documents using private data while enhancing result quality through grounding. Integrates multiple Vertex AI data stores to improve search capabilities with the support of Gemini. - **[Civil Engineering Tools Server](https://github.com/tutumomo/MCP-civil-tools)** - Provides civil engineering calculation tools including coordinate conversions between latitude/longitude and UTM/TWD97, Manning's coefficient lookup, soil pressure coefficient calculations, and drainage flow computations. Integrates seamlessly with LLM applications and AI tools for streamlined civil engineering workflows. - **[Unstructured API Server](https://github.com/Unstructured-IO/UNS-MCP)** - Interact with the Unstructured API to manage sources, destinations, and workflows. Provides tools for listing sources, and retrieving detailed information about specific source connectors. - **[IMDb Server](https://github.com/uzaysozen/imdb-mcp-server)** - Access detailed movie and TV show information from the IMDb API, including data about films, actors, and upcoming releases. Enhance applications with rich media content and insights. - **[JSON MCP Server](https://github.com/VadimNastoyashchy/json-mcp)** - Efficiently interacts with JSON files by splitting, merging, and validating data based on specified conditions. Designed for seamless integration with language models to automate JSON data manipulation within development environments. - **[Vantage Cloud Cost Explorer](https://github.com/vantage-sh/vantage-mcp-server)** - Explore and analyze cloud costs using natural language queries, focusing on current and past spending, cost tagging, and provider integrations. Acts as an interface to Vantage's existing APIs for streamlined cost management. - **[Vectorize MCP Server](https://github.com/vectorize-io/vectorize-mcp-server)** - Integrates advanced vector retrieval and text extraction capabilities, enabling document searches and Markdown text extraction from various file types. Supports deep research generation from custom data pipelines. - **[Kali MCP Servers](https://github.com/VERMAXVR/awsome_kali_MCPServers)** - Offers advanced capabilities for reverse engineering and security testing, enabling flexible network analysis, traffic monitoring, and automated workflows geared towards cybersecurity tasks. - **[IoTDB Database Interaction Server](https://github.com/vinhphamai23/iotdb-mcp-server)** - Enable secure interaction with IoTDB databases by executing SQL queries and exploring database schemas. Functionality includes listing tables, describing table schemas, and executing SELECT or metadata queries. - **[DocMCP](https://github.com/visheshd/docmcp)** - Index and query technical documentation using AI-powered semantic search. It crawls, processes, and embeds documentation for efficient retrieval through AI IDEs with built-in MCP tools for seamless integration. - **[UniProt Server](https://github.com/vitamin3615/uniprot-mcp-server)** - Fetch protein information seamlessly from the UniProt database, including detailed data, sequences, functions, and structures. Supports integration with MCP-compatible AI applications for enhanced protein analysis. - **[Medical Calculation Server](https://github.com/vitaldb/medcalc)** - Perform a variety of medical calculations related to kidney function and pediatric health metrics. This server provides access to tools for calculating eGFR and blood pressure percentiles. - **[LanceDB Node.js Vector Search](https://github.com/vurtnec/mcp-LanceDB-node)** - Connects to a LanceDB database to perform vector similarity searches using custom embedding functions, facilitating enhanced search capabilities and result processing. - **[MCP开发框架](https://github.com/w-jeon/mcp-framework)** - This framework enables the creation of custom tools for interaction with large language models, facilitating web content retrieval and various file handling capabilities. It automates the processing of PDF, Word, and Excel documents for enhanced productivity. - **[Decision Framework Server](https://github.com/waldzellai/model-enhancement-servers)** - Provides structured decision support by externalizing complex decision-making processes, enabling models to analyze options, criteria, probabilities, and uncertainties for personalized recommendations. - **[Pipedream](https://github.com/WallaceObsidian01/pipedream)** - Create event-driven automations to connect various apps and services. Build workflows using pre-built components or custom code in languages like Node.js, Python, Golang, or Bash, and manage asynchronous event delivery to platforms like Amazon S3 and Snowflake. - **[WatchBase Data Feed Server](https://github.com/watchdealer-pavel/watchbase-mcp-server)** - Provides structured and standardized access to a comprehensive database of watch metadata, including brands, families, models, and technical details. Enables seamless querying of watch information through various tools that interface with the WatchBase Data Feed API. - **[Crypto Price & Market Analysis Server](https://github.com/wazzan/mcp-coincap-jj)** - Provides real-time cryptocurrency price data and market analysis, including historical trends and insights into market dynamics using the CoinCap API. - **[Weaviate MCP Server](https://github.com/weaviate/mcp-server-weaviate)** - Integrate Weaviate with language learning models for improved data querying and manipulation processes. Enhances capabilities of AI models in handling unstructured data and retrieving relevant information from Weaviate's database. - **[WebScraping.AI MCP Server](https://github.com/webscraping-ai/webscraping-ai-mcp-server)** - Advanced web data extraction capabilities that support question answering about web content, structured data extraction, and HTML retrieval with JavaScript rendering. Manages concurrent requests effectively and offers features like device emulation and proxy rotation for efficient scraping of dynamic web pages. - **[Greenwhales-based AI Tool](https://github.com/weda-tech/GW-AI4SM)** - Facilitates intelligent automation and data-driven insights for smart manufacturing processes. Optimizes operations and enhances efficiency by integrating advanced AI capabilities. - **[MySQL MCP Server](https://github.com/wenb1n-dev/mysql_mcp_server_pro)** - Execute SQL commands, manage MySQL databases, analyze execution plans, and convert Chinese fields to pinyin. Perform database anomaly analysis and provide robust permission control. - **[CEP Lookup Server](https://github.com/wendellbigato/mcp-cep)** - Provides postal code (CEP) address lookups using the ViaCEP API. Integrates with command-line tools for efficient address retrieval tasks. - **[Eunomia MCP Server](https://github.com/whataboutyou-ai/eunomia-mcp-server)** - Enforces data governance on top of LLM or other text-based pipelines, integrating Eunomia instruments with the Model Context Protocol. - **[OpenStreetMap Integration](https://github.com/wiseman/osm-mcp)** - Query and visualize OpenStreetMap data through a web-based interface, utilizing PostgreSQL/PostGIS for backend data management. Features include dynamic map interactions such as adding markers and polygons as well as adjustable view settings. - **[nf-core MCP Server](https://github.com/wjlim/nf-core_mcp)** - Manage and navigate nf-core pipeline repositories, providing access to configurations, workflows, and modules while enabling the search through pipeline files to enhance bioinformatics project efficiency. - **[Docs Fetch](https://github.com/wolfyy970/docs-fetch-mcp)** - Fetch and explore web content autonomously by navigating through documentation and web pages to extract relevant information. It supports recursive exploration and filters navigation links for content-rich pages. - **[TensorFlow Models](https://github.com/woodamsim/models)** - Provides a collection of TensorFlow models, including examples and research implementations, facilitating access to various machine learning solutions and learning resources. Users can explore TensorFlow capabilities through well-maintained models and associated tutorials. - **[Scrapbox Cosense](https://github.com/worldnine/scrapbox-cosense-mcp)** - Access and interact with Scrapbox project pages, facilitating content retrieval, page listing, and full-text searching across project content. - **[MCP Trader Server](https://github.com/wshobson/mcp-trader)** - Provides tools for stock analysis and trading, including technical analysis, momentum indicators, volatility metrics, and relative strength calculations against benchmarks. - **[Food Tracker](https://github.com/WTTeneger/food-tracker-mcp)** - Track food consumption, analyze nutrition, and manage dietary restrictions by searching for products, logging meals, and creating personalized meal plans. Evaluate product compatibility with dietary restrictions and view detailed nutrition summaries. - **[Finance News Analysis](https://github.com/wushouzhuan1/finance_news_analysis)** - Scrapes financial data, performs NLP algorithm analysis, and facilitates quantitative strategy backtesting. Integrates various components for automated financial data processing and insights extraction. - **[Query Table](https://github.com/wukan1986/mcp_query_table)** - Extracts and queries data from various financial websites while allowing seamless switching between sources in case of outages. Utilizes browser automation for accurate data retrieval without needing manual logins or complex request handling. - **[COVID Activity Tracker](https://github.com/wwwiena/covid_activity)** - Monitor and analyze COVID-19 activity trends in specific areas, providing real-time updates and insights for informed decision-making regarding health and safety. - **[Trakt](https://github.com/wwiens/trakt_mcpserver)** - Access real-time entertainment data and personal viewing history through the Trakt API, enabling users to discover trending shows and movies, track viewing habits, and receive personalized recommendations. - **[GitHub Explorer](https://github.com/x51xxx/github-explorer-mcp)** - Access GitHub repository information, including file content and directory structure, while enhancing projects with metadata such as stars and forks. Clone repositories locally for efficient data processing and utilize a caching system to optimize performance. - **[Shodan Internet Scanner](https://github.com/X3r0K/Shodan-MCP-Server-Inspector)** - Provides standardized access to Shodan's internet scanning and reconnaissance capabilities, allowing users to query devices, services, DNS records, and vulnerabilities. Facilitates secure management of API keys and handles errors for reliable data retrieval. - **[Big Data Service Management Platform](https://github.com/xiaoxiangxu/bmp)** - Manage and orchestrate big data services, facilitating the deployment, monitoring, and scaling of big data applications. Provide streamlined tools and interfaces for enhanced data infrastructure management. - **[WeGene Assistant](https://github.com/xraywu/mcp-wegene-assistant)** - Analyze genetic testing reports by accessing user-specific data through a custom URI scheme and utilizing LLM capabilities to interpret the findings. - **[JVM Monitoring Server](https://github.com/xzq-xu/jvm-mcp-server)** - Monitor and analyze Java processes with real-time insights into JVM performance, memory usage, and thread information through a Python interface. Provides capabilities such as thread stack trace analysis, dynamic log adjustments, and AI-driven performance analysis. - **[OpenMetadata MCP Server](https://github.com/yangkyeongmo/mcp-server-openmetadata)** - Integrate OpenMetadata with MCP clients using a standardized interface to interact with OpenMetadata's REST API. Facilitates access to data assets and related metadata through the Model Context Protocol. - **[Soccerdata MCP Server](https://github.com/yeonupark/mcp-soccer-data)** - Provides real-time football match information through natural language queries, including live scores, match events, team lineups, betting odds, and league metadata for ongoing, upcoming, and recently finished matches worldwide. - **[Finder Server](https://github.com/yiye/MCP-Finder-Server)** - Enables searching for MCP server implementations through the filtering of results by name, description, or tags. Facilitates streamlined exploration of available MCP servers by allowing users to limit search results. - **[Recherche d'entreprises](https://github.com/yoanbernabeu/mcp-recherche-entreprises)** - Search for French companies using text and geographic criteria, accessing essential information such as name, SIREN, SIRET, and activity codes. Perform searches within a specified radius and paginate through results. - **[OneSearch](https://github.com/yokingma/one-search-mcp)** - Enables web search, scraping, and content extraction from various websites using multiple search engines and scrapers. It supports local browser searches and integrates with tools like SearXNG, DuckDuckGo, and Bing for enhanced data retrieval. - **[Scientific Computing Server](https://github.com/YuChenSSR/symbolica-mcp)** - Facilitates symbolic computing, mathematical analysis, and data visualization for scientific and engineering applications using libraries like NumPy, SciPy, and Matplotlib in a containerized setup. Supports complex matrix calculations, statistical analysis, and machine learning tasks. - **[Multi-Model Advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp)** - Queries multiple AI models simultaneously to provide diverse perspectives on questions, synthesizing insights for enhanced decision-making. Integrates with Claude for a comprehensive advisory experience by combining various AI viewpoints. - **[Clickzetta Server](https://github.com/yunqiqiliang/mcp-clickzetta-server)** - Enable seamless database interactions and insights analysis with SQL queries. Run complex queries and manage data efficiently while gaining valuable insights through a dynamic memo resource. Enhance your data-driven applications with powerful tools for querying and analysis. - **[Dune Analytics](https://github.com/yuri-xyz/dune-analytics-mcp)** - Bridge Dune Analytics data to AI agents by fetching and running Dune queries. Retrieve query results as CSV-formatted strings for easy processing and integration. - **[Universal Source Management System](https://github.com/zongmin-yu/sqlite-literature-management-fastmcp-mcp-server)** - Manages various types of sources such as papers, books, and webpages while integrating them with knowledge graphs. Tracks relationships between sources and entities, supports multiple identifiers, and maintains structured note-taking and status tracking. - **[Excel MCP Server](https://github.com/yzfly/mcp-excel-server)** - Manage and analyze Excel files, including reading, writing, and visualizing data. Perform statistical analysis and data quality assessments to enhance data manipulation and insights. - **[Cryo MCP](https://github.com/z80dev/cryo-mcp)** - Access and query Ethereum blockchain data with flexible options and multiple output formats using a powerful blockchain data extraction API server. Extract real-time insights from blockchain data easily through MCP-compatible clients. - **[Scientific Computing Resource Server](https://github.com/zchaffee1/mcp-server)** - Provides access to scientific computing resources, enabling HDF5 file operations, Slurm job management, and hardware information retrieval. Facilitates data compression and decompression using gzip or zlib. - **[PPROF Analyzer](https://github.com/ZephyrDeng/pprof-analyzer-mcp)** - Analyze Go pprof performance profiles to identify bottlenecks and optimize applications by generating flame graphs and detailed reports for CPU and memory usage visualization. - **[SafetyCulture MCP Server](https://github.com/zerubroberts/safetyculture-mcp-server)** - Query SafetyCulture data using natural language to analyze inspection trends and compare safety metrics across time periods and categories. Visualize inspection trends effectively for enhanced decision-making. - **[PDF RAG System](https://github.com/zeyangxu/local-rag)** - Access and query information from large PDF files using a powerful retrieval-augmented generation (RAG) system that integrates with Claude. Utilize advanced document processing and vector storage to enhance data retrieval capabilities. - **[3D Slicer Integration](https://github.com/zhaoyouj/mcp-slicer)** - Connect and control 3D Slicer through natural language for medical image processing and scene manipulation. Execute Python code directly in the Slicer environment to enhance workflow and automate tasks. - **[Tushare数据查询服务器](https://github.com/zhewenzhang/tushare_MCP)** - Provides stock market data retrieval and analysis, enabling queries for stock basics, financial reports, and intelligent searches based on stock codes and names. - **[Excel File Processing Server](https://github.com/zhiwei5576/excel-mcp-server)** - Read, write, and analyze Excel files while seamlessly managing data through various functionalities, including accessing multiple worksheets and exporting structure information. - **[Metabase Analytics Integration Server](https://github.com/zsh52013148087/metabase-mcp)** - Integrate AI assistants with the Metabase analytics platform for direct interaction with analytics data. Access dashboards, execute queries, and manage resources through conversational AI utilizing structured JSON responses. - **[代码索引器](https://github.com/zxfgds/mcp-code-indexer)** - A smart code search and analysis tool designed to enhance AI language models' capabilities in understanding and managing codebases through semantic code search and contextual processing. - **[Distributed Machine Learning Studio](https://github.com/zxsimple/dmls)** - A drag-and-drop machine learning platform that utilizes Apache Spark for big data computation, enabling users to perform machine learning tasks without cloud services. It offers an intuitive interface for rapid setup and execution of data processing workflows. - **[Wikidata MCP Server](https://github.com/zzaebok/mcp-wikidata)** - Interact with Wikidata to search for entities, extract metadata, and execute SPARQL queries for enhanced data insights. - **[Kusto MCP Server](https://github.com/ZZZHDW/mcp-server-kusto)** - Access Azure Data Explorer clusters to execute queries, list tables, and retrieve schemas. Provide seamless exploration of internal and external data sources. - **[R Playground](https://github.com/zygi/r-playground-mcp)** - Executes R code, visualizes plots, and interacts with scientific data within stateful sessions. Supports multimodal outputs to enhance conversations around scientific topics. ## Databases - **[MySQL MCP Server](https://github.com/11bluetree/mysql-mcp)** - The MySQL MCP Server allows users to connect to MySQL databases safely and execute read-only queries. It retrieves database structure and data in JSON format, making it easier for applications to access live data without modifying it. - **[达梦8数据库 MCP 服务](https://github.com/1092705638/dameng-mcp-server)** - This server provides a connection to the Dameng 8 database using the Model Context Protocol (MCP), allowing users to easily access and integrate database content for more efficient data utilization. - **[Supabase MCP Server](https://github.com/0xTrxz/supabase-mcp)** - The Supabase MCP Server connects your Supabase projects with AI assistants, allowing them to manage databases, query data, and handle project configurations easily. - **[MongoDB MCP Server](https://github.com/1RB/mongo-mcp)** - The MongoDB MCP Server connects AI models to MongoDB databases, allowing users to query data, view database structures, and manage information using natural language commands. - **[PostgreSQL Server](https://github.com/a21071/mcp-postgres)** - Perform seamless CRUD operations on a PostgreSQL database with type safety, allowing efficient management of user data and post entities. Utilize a robust MCP-compatible tool interface for reliable database interactions. - **[Presto](https://github.com/a2888409/presto)** - Run distributed SQL queries on large datasets across various sources, enabling efficient data analysis and big data analytics. - **[tdengine-mcp-server](https://github.com/Abeautifulsnow/tdengine-mcp)** - Enables read-only queries on TDengine databases, allowing AI assistants to execute SELECT, SHOW, and DESCRIBE queries to retrieve metadata without altering data. Facilitates integration of TDengine data access within AI tools for data exploration and analysis. - **[MariaDB Data Retrieval Server](https://github.com/abel9851/mcp-server-mariadb)** - Retrieve and manage database schemas from a MariaDB instance while executing read-only queries. Simplifies database interactions with a standardized protocol for seamless data access. - **[Supabase MCP Server](https://github.com/adiletD/feature-request-collection-mcp)** - Connect to Supabase to efficiently query and manage feature suggestions. Retrieve user feedback and feature requests directly from a Supabase database in real-time. - **[Iceberg Catalog](https://github.com/ahodroj/mcp-iceberg-service)** - Manage and query Apache Iceberg tables using a SQL interface. Facilitate data operations and management directly from Claude Desktop for seamless interaction with Iceberg data lakes. - **[Aiven MCP Server](https://github.com/Aiven-Open/mcp-aiven)** - Provides access to Aiven services such as PostgreSQL, Kafka, ClickHouse, and OpenSearch, enabling integration with LLMs for building full stack solutions. Facilitates management and interaction with Aiven projects and services. - **[Bear MCP Server](https://github.com/akseyh/bear-mcp-server)** - Access and manage Bear Notes through a Model Context Protocol (MCP) server. Retrieve, search, and list notes and tags stored in a SQLite database. - **[Trino Server](https://github.com/alaturqua/mcp-trino-python)** - Facilitates integration with Trino and Iceberg for data exploration and querying. Automates table maintenance and optimizes data workflows. - **[Supabase MCP Server](https://github.com/alexander-zuev/supabase-mcp-server)** - Manage Supabase databases, execute SQL queries, handle schema changes, and utilize the Supabase Management API and Auth Admin SDK with built-in safety controls. - **[Adb MySQL MCP Server](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server)** - Facilitates communication between AI Agents and Adb MySQL databases, enabling retrieval of database metadata and execution of SQL operations for enhanced data access. Supports real-time interactions with AnalyticDB for MySQL databases via a universal interface. - **[Alibaba Cloud RDS OpenAPI Server](https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server)** - Integrate with Alibaba Cloud RDS services to manage and query relational database instances, enabling operations like instance creation, performance data retrieval, and configuration modification through a standardized MCP interface. - **[Hologres MCP Server](https://github.com/aliyun/alibabacloud-hologres-mcp-server)** - Facilitates communication between AI Agents and Hologres databases, enabling retrieval of database metadata and execution of SQL operations. - **[Solr Integration](https://github.com/allenday/solr-mcp)** - Access Apache Solr indexes for executing hybrid search queries that combine keyword precision with vector semantic understanding, supporting both document content and vector embeddings in unified collections. - **[Python MSSQL Server](https://github.com/amornpan/py-mcp-mssql)** - Provides access to Microsoft SQL Server databases through a standardized Model Context Protocol interface, enabling inspection of table schemas and execution of SQL queries. - **[CentralMind Gateway](https://github.com/andreagroferreira/gateway)** - Creates secure APIs for structured data using the Model Context Protocol, allowing seamless integration with AI agents and ensuring compliance and performance. Automates the generation of APIs and enhances AI applications with built-in security features. - **[PostgreSQL Server](https://github.com/andreagroferreira/servers)** - Enables interaction with PostgreSQL databases through executing read-only SQL queries and inspecting database schemas. Provides structured data access while maintaining data integrity with read-only transactions. - **[Couchbase MCP Server](https://github.com/Aniket310101/MCP-Server-Couchbase)** - Facilitates interaction with Couchbase databases on Capella clusters through natural language, enabling CRUD operations, N1QL query execution, and data management. - **[SkySQL Integration](https://github.com/anishksk/MCP-Server)** - Manage serverless databases via a REST API, enabling the creation, listing, and execution of queries. Integrate with GitHub for version control and utilize Smithery.ai for deployment management. - **[Oracle Database Access Server](https://github.com/anpy-j/mcp-oracle)** - Facilitates access to Oracle databases through a Model Context Protocol server, enabling efficient and secure querying and interaction with Oracle data for AI applications. Simplifies integration of Oracle data into AI workflows with minimal configuration. - **[Supabase MCP Server](https://github.com/Anthony9906/supabase-mcp-server)** - Handles SQL query execution, database management, API access, and user authentication with integrated safety controls. - **[PostgreSQL Database Operations Server](https://github.com/antonorlov/mcp-postgres-server)** - Interact with PostgreSQL databases, execute queries, manage connections, and retrieve data through a standardized interface for AI model integration. - **[database-updater](https://github.com/AnuragRai017/database-updater-MCP-Server)** - Update databases by importing data from CSV and Excel files, with capabilities for managing documentation through built-in note-taking features. Supports PostgreSQL, MySQL, MongoDB, and SQLite for flexible database type management. - **[IoTDB MCP Server](https://github.com/apache/iotdb-mcp-server)** - Enable secure interaction with IoTDB databases to run SQL queries and explore database schemas through a structured interface. - **[Appwrite MCP Server](https://github.com/appwrite/mcp)** - Interact with Appwrite's API to manage databases, users, functions, teams, and other project resources efficiently. - **[Appwrite MCP Server](https://github.com/appwrite/mcp)** - Manage Appwrite projects through a streamlined API interface, enabling interactions with databases, users, functions, and teams. Facilitates project management and development through integrated tools. - **[MySQL Connector Server](https://github.com/aqaranewbiz/mcp-mysql)** - Connect to MySQL databases for secure read-only queries and database exploration. Perform operations like listing databases and tables, retrieving schemas, and executing read-only SQL commands while ensuring built-in validation to prevent unsafe actions. - **[MySQL Database Server](https://github.com/aqaranewbiz/mysql-aqara)** - Directly interact with MySQL databases through a standardized MCP interface to perform operations such as connecting, querying, modifying tables, and listing schema details. Streamlines database management and integration within LLM applications. - **[MySQL Connector Server](https://github.com/aqaranewbiz/mcp-mysql-server)** - Connect securely to MySQL databases and perform read-only queries. Retrieve detailed schema information and list databases and tables with built-in validation for safe operations. - **[MySQL Database Interaction Server](https://github.com/aqara-docs/mysql-mcp-server)** - Enables secure interaction with MySQL databases by listing available tables, reading data, and executing SQL queries through a structured interface. Provides mechanisms for safe database access, comprehensive logging, and error handling. - **[MySQL Server](https://github.com/aqaranewbiz/mysql-aqaranewbiz)** - Connect and execute queries on a MySQL database using the MCP protocol for efficient interaction. Provides a standardized API for seamless database operations. - **[BlazeSQL Natural Language Query Server](https://github.com/arjshiv/blaze-sql-mcp-server)** - Enables natural language querying of databases through the BlazeSQL API, transforming plain English queries into SQL and JSON results. Facilitates seamless integration with MCP-compatible clients for enhanced data interaction. - **[Elasticsearch/OpenSearch Server](https://github.com/arjunkmrm/elasticsearch-mcp-server)** - Enables natural language interaction with Elasticsearch and OpenSearch clusters for managing indices, documents, aliases, and cluster health. Facilitates searches, document creation or deletion, and retrieval of cluster statistics through natural language commands. - **[Redis Server](https://github.com/arjunkmrm/mcp-redis)** - Manage and search data in Redis using natural language queries, enabling efficient data operations like caching, indexing, and real-time event processing for AI applications. - **[Law Office Database Server](https://github.com/asirulnik/mcp-law-office-db)** - Manage legal client records, case files, time tracking, and invoicing with specialized tools tailored for law firms. Streamline legal billing workflows and enforce business rules for accurate invoice generation. Enhance your law office operations with a dedicated SQLite database interface. - **[MySQL Database Server](https://github.com/Atomzzm/mcp-mysql-server)** - Facilitates interaction with MySQL databases through a standardized interface, enabling operations such as querying, inserting, updating, and deleting data. - **[Elasticsearch MCP Server](https://github.com/awesimon/elasticsearch-mcp)** - Connects to Elasticsearch data, enabling users to manage indices, conduct searches, and handle mappings through natural language interactions. - **[Personel İzin Yönetim Sistemi](https://github.com/azalin/mcp-test)** - Manage personnel leave requests, view leave history, and check remaining leave days through an API. Facilitates the creation of new leave requests and integrates with an SQLite database for efficient tracking. - **[Personel İzin Yönetim Sistemi](https://github.com/azalin/mcp-test)** - Manage personnel leave requests with functionalities for viewing leave history, submitting new leave requests, and calculating remaining leave days, all integrated with an SQLite database. - **[Steampipe Bridge](https://github.com/b0ttle-neck/mcp-steampipe)** - Bridge AI models with the Steampipe tool to enable seamless execution of SQL queries on various data sources. Retrieve structured results and simplify data access for AI-driven insights within workflows. - **[Azure MCP Server](https://github.com/Azure/azure-mcp)** - Integrate seamlessly with Azure services for querying, exploring, and managing resources using natural language commands. Offers intelligent parameter suggestions and consistent error handling to streamline Azure operations. - **[Metabase Integration Server](https://github.com/berry-street/berrystreet-metabase-mcp)** - Integrate AI assistants with Metabase to access and interact with dashboards, cards, and databases, enabling seamless execution of queries and retrieval of structured data to enhance decision-making processes. - **[Metabase Integration Server](https://github.com/berry-street/berrystreet-metabase-mcp)** - Integrate AI assistants with Metabase to access dashboards, questions, and databases. Execute queries and retrieve structured data for enhanced data-driven decision-making. - **[MySQL Server](https://github.com/benborla/mcp-server-mysql)** - Provides read-only access to MySQL databases, enabling inspection of database schemas and execution of read-only SQL queries. - **[Ontology MCP Server](https://github.com/bigdata-coss/agent_mcp)** - Enables querying and manipulation of ontology data through GraphDB's SPARQL endpoint while integrating various AI models like Ollama, OpenAI, and Google Gemini. Facilitates executing SPARQL queries, completing AI model tasks, and performing HTTP requests via a unified interface. - **[MySQL MCP Server](https://github.com/birdy22/mysql_mcp_server)** - Facilitates secure interaction with MySQL databases for AI applications, enabling structured communication for tasks such as listing tables, reading data, and executing SQL queries. Enhances database exploration and analysis through a controlled interface. - **[Clickhouse MCP Server](https://github.com/burakdirin/clickhouse-mcp-server)** - Enables interaction with Clickhouse databases, allowing query execution and secure database connections in a read-only mode. Supports multi-query execution and provides JSON format results. - **[MySQL MCP Server](https://github.com/burakdirin/mysqldb-mcp-server)** - Enables interaction with MySQL databases, allowing secure connections, execution of queries, and support for read-only mode and multiple queries. - **[Universal Database Gateway](https://github.com/bytebase/dbhub)** - Connects to various databases and executes read-only SQL queries with safety checks, providing a unified interface for database management. - **[MSSQL MCP Server](https://github.com/c0h1b4/mssql-mcp-server)** - Connects to Microsoft SQL Server databases and executes SQL queries, providing management tools for database connections. - **[TiDB Database MCP Server](https://github.com/c4pt0r/mcp-server-tidb)** - Effortlessly connect applications to a serverless TiDB database, enabling management and querying of data through a streamlined interface. Focus on enhancing data-driven projects and simplifying database interactions. - **[MySQL Server](https://github.com/caicongyang/mcp-demo)** - Enable database interactions through the execution of SQL queries, the creation of tables, and exploration of schema information for efficient data management. - **[Email Processing Server](https://github.com/Cam10001110101/mcp-server-outlook-email)** - Process and manage Outlook emails with capabilities for storage, search, and analysis. Features include date range filtering, semantic search through vector embeddings, and support for summarization and automatic categorization. - **[Supabase MCP Server](https://github.com/Cappahccino/SB-MCP)** - Seamlessly interact with Supabase to perform CRUD operations on Postgres tables, optimizing database management tasks and enabling real-time data access for applications. - **[InterSystems IRIS MCP Server](https://github.com/caretdev/mcp-server-iris)** - Automate and interact with InterSystems IRIS databases, streamlining data manipulation and retrieval processes. Enhance application development by leveraging the Model Context Protocol for efficient database interactions. - **[ADP MCP Server by CData](https://github.com/CDataSoftware/adp-mcp-server-by-cdata)** - Enables natural language querying of live ADP data via a read-only MCP interface, integrating ADP data into AI clients for real-time insights and data retrieval. Utilizes CData's JDBC driver technology to provide access to complex data sources without requiring SQL knowledge. - **[Amazon Redshift MCP Server by CData](https://github.com/CDataSoftware/amazon-redshift-mcp-server-by-cdata)** - Enables natural language querying of live Amazon Redshift data without the need for SQL, facilitating seamless data retrieval from Redshift through a simple MCP interface. Connects LLM-powered clients to query and explore Redshift data with built-in tools for schemas and execution. - **[CData Connect Cloud MCP Server](https://github.com/CDataSoftware/connectcloud-mcp-server)** - Query and manage cloud-connected data sources using SQL, perform metadata introspection, and execute stored procedures. Integrates with AI workflows to support data-driven decision making. - **[Dynamics 365 MCP Server by CData](https://github.com/CDataSoftware/dynamics-365-mcp-server-by-cdata)** - Enables natural language querying of live Dynamics 365 data through an MCP interface, facilitating read-only access to data without requiring SQL knowledge. Utilizes the CData JDBC Driver to provide a simple way for LLMs to retrieve up-to-date insights from Dynamics 365. - **[CData JDBC MCP Server](https://github.com/CDataSoftware/cdata-jdbc-mcp-server)** - Queries live data from over 300 sources using CData JDBC Drivers through a Model Context Protocol interface, enabling natural language access without requiring SQL knowledge. It facilitates integration with AI clients to retrieve real-time information from various data sources. - **[Databricks MCP Server by CData](https://github.com/CDataSoftware/databricks-mcp-server-by-cdata)** - Connects LLMs to live Databricks data through a read-only MCP interface, facilitating natural language querying without the need for SQL. It enables seamless retrieval of up-to-date information using exposed tables and columns from Databricks via the CData JDBC Driver. - **[Excel Online MCP Server by CData](https://github.com/CDataSoftware/excel-online-mcp-server-by-cdata)** - Enables natural language querying of live data from Excel Online through a Model Context Protocol (MCP) interface, facilitating integration of Excel data into AI workflows. Provides read-only access to Excel Online data via a JDBC driver without requiring SQL knowledge. - **[Google BigQuery MCP Server by CData](https://github.com/CDataSoftware/google-bigquery-mcp-server-by-cdata)** - Enables natural language querying of live Google BigQuery data, facilitating access to datasets without requiring SQL knowledge. Integrates real-time data insights with AI clients through a simple interface. - **[HubSpot MCP Server by CData](https://github.com/CDataSoftware/hubspot-mcp-server-by-cdata)** - Enables natural language querying of live HubSpot data via a read-only MCP interface without requiring SQL knowledge. Utilizes the CData JDBC Driver to access and retrieve real-time HubSpot information for LLMs. - **[Sage Intacct MCP Server by CData](https://github.com/CDataSoftware/intacct-mcp-server-by-cdata)** - Provides a read-only interface for querying live Intacct data using natural language, enabling seamless integration with large language models (LLMs) to access up-to-date financial and operational information. - **[Jira MCP Server by CData](https://github.com/CDataSoftware/jira-mcp-server-by-cdata)** - Connects to live Jira data using a read-only Model Context Protocol interface, enabling natural language queries to retrieve current information without SQL knowledge. - **[Microsoft SQL Server MCP Server by CData](https://github.com/CDataSoftware/microsoft-sql-server-mcp-server-by-cdata)** - Facilitates natural language querying of live Microsoft SQL Server data without requiring SQL code. It provides a read-only MCP interface for AI clients to access and integrate Microsoft SQL Server data using language models like Claude Desktop. - **[MySQL MCP Server by CData](https://github.com/CDataSoftware/mysql-mcp-server-by-cdata)** - Connect to MySQL databases to perform natural language queries, retrieve table and column metadata, and execute SQL SELECT queries through a simple MCP interface. Designed for LLM clients to access live MySQL data seamlessly. - **[PostgreSQL MCP Server by CData](https://github.com/CDataSoftware/postgresql-mcp-server-by-cdata)** - Connects LLMs to PostgreSQL databases for natural language querying of live data without requiring SQL. Provides a read-only interface for retrieving insights from PostgreSQL databases using the CData JDBC Driver. - **[NetSuite MCP Server by CData](https://github.com/CDataSoftware/netsuite-mcp-server-by-cdata)** - Enables natural language querying of live NetSuite data via a read-only MCP interface, utilizing the CData JDBC Driver to expose NetSuite data as relational SQL models. - **[Snowflake MCP Server by CData](https://github.com/CDataSoftware/snowflake-mcp-server-by-cdata)** - Enables natural language querying of live Snowflake data through a read-only MCP interface, simplifying data exploration and analysis without the need for SQL. Integrates directly with LLMs to access and retrieve real-time data from Snowflake using a JDBC driver. - **[QuickBooks Online MCP Server by CData](https://github.com/CDataSoftware/quickbooks-online-mcp-server-by-cdata)** - Provides a read-only interface for querying live QuickBooks Online data using natural language, facilitating seamless integration with AI clients for real-time financial insights. - **[Veeva MCP Server by CData](https://github.com/CDataSoftware/veeva-mcp-server-by-cdata)** - Enables natural language querying of live Veeva data through a straightforward MCP interface, allowing real-time information retrieval without requiring SQL knowledge. Interfaces with the CData JDBC Driver for easy access to Veeva data models. - **[Workday MCP Server by CData](https://github.com/CDataSoftware/workday-mcp-server-by-cdata)** - Enables natural language querying of live Workday data through a read-only MCP interface, allowing LLMs to retrieve up-to-date information without needing SQL knowledge. Utilizes the CData JDBC Driver to connect and expose Workday data as relational SQL models. - **[CentralMind Gateway](https://github.com/centralmind/gateway)** - Universal MCP server tailored for databases, facilitating secure and compliant interactions optimized for large language models and AI agents. It supports a variety of database systems including PostgreSQL, MySQL, and ElasticSearch among others. - **[Chakra MCP Server](https://github.com/Chakra-Network/mcp-server)** - Interact with databases using natural language queries, enabling the creation, updating, and deletion of tables. Manage real-time data insights through subscribed data shares. - **[YDB](https://github.com/chenxiaohui/ydb)** - Distributed SQL database offering high availability and scalability with support for ACID transactions and strict consistency. Suitable for building interactive web services with automatic disaster recovery and horizontal scalability to accommodate varying workloads. - **[Gel Database Server](https://github.com/christian561/gel-mcp-server)** - Automate schema learning, query validation, and execution for Gel databases using natural language interactions. Integrates with EdgeQL for efficient database management and facilitates seamless connections with LLMs to enhance user interactions. - **[MCP Forge](https://github.com/chromewillow/mcp-forge)** - MCP Forge generates new MCP servers from customizable templates, facilitating integration with Cursor IDE and deployment instructions through Smithery. Users can create servers with various functionalities, such as web search or database interactions. - **[Chroma MCP Server](https://github.com/chroma-core/chroma-mcp)** - Integrates vector database capabilities for managing collections, performing semantic searches, and retrieving data with advanced filtering. Enhances AI models with powerful data retrieval features to improve context and performance. - **[CnosDB Server](https://github.com/cnosdb/cnosdb-mcp-server)** - Execute SQL queries, manage CnosDB databases, and inspect table schemas through an MCP interface. Streamline database interactions with tools for listing databases and tables. - **[Codelogic MCP Server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server)** - Utilizes CodeLogic's software dependency data to provide impact assessments for code changes and analyze impacts between code and database entities. Integrates with development environments to improve coding insights and workflows. - **[Volume Wall Detector](https://github.com/Cognitive-Stack/volume-wall-detector-mcp)** - Provides real-time stock trading volume analysis, detects significant price levels, tracks trading imbalances, and analyzes after-hours trading. Utilizes MongoDB for secure data persistence and efficient access. - **[Couchbase Server Integration](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Enables natural language querying and CRUD operations on Couchbase clusters. Supports SQL++ queries, document retrieval, updates, and deletions in specified scopes and collections. - **[Elasticsearch/OpenSearch MCP Server](https://github.com/cr7258/elasticsearch-mcp-server)** - Connect to Elasticsearch or OpenSearch clusters for natural language interaction, enabling operations such as searching documents, managing indices, and monitoring cluster health. - **[CrateDB MCP Server](https://github.com/crate/cratedb-mcp)** - Enables LLMs to interact directly with CrateDB for optimized query handling and data insights, facilitating the ability to answer questions about data and assist with debugging and optimizing queries. - **[Postgres MCP Pro](https://github.com/crystaldba/postgres-mcp)** - Postgres MCP Pro provides database health checks, index tuning, and safe SQL execution, facilitating robust software development. It offers tools like explain plans for query optimization and monitoring for overall database performance. - **[Lark Function Call AI Agent](https://github.com/cv-cat/LarkAgentX)** - Enables function calls and message handling within the Lark ecosystem, utilizing a user's Lark account as an AI assistant. It automatically analyzes user input to invoke relevant functions and stores messages in a MySQL database for chat management. - **[Database Server](https://github.com/cuongtl1992/mcp-dbs)** - Connect to various database systems to execute queries, explore schemas, and manage data through a simple interface. - **[Node.js SQL Server MCP Server](https://github.com/cwilby/mcp-node-mssql)** - Integrate SQL Server databases with AI assistants by facilitating secure and efficient database querying capabilities through the Model Context Protocol. Enable LLM applications to easily access and manipulate Microsoft SQL Server data. - **[Neo4j Server](https://github.com/da-okazaki/mcp-neo4j-server)** - Integrates with Neo4j graph database to perform graph database operations through natural language interactions. - **[Elasticsearch Server](https://github.com/da1y/mcp-server-elasticsearch)** - Manage Elasticsearch clusters by executing queries, creating indices, and indexing documents. It facilitates data management and retrieval processes for large language models through seamless integration with Elasticsearch functionality. - **[Omnispindle Todo Server](https://github.com/MadnessEngineering/Omnispindle)** - Manage todo requests with efficient integration between FastMCP and MongoDB, supporting task processing through agent-based workers and real-time updates. Ideal for enhancing task management workflows with AI model integration. - **[Todo Server](https://github.com/MadnessEngineering/Omnispindle)** - Receive and manage todo requests with efficient storage and processing using MongoDB integration. Designed for compatibility with the Swarmonomicon project, this server utilizes FastMCP for seamless task management. - **[Quickbase Connector](https://github.com/danielbushman/MCP-Quickbase)** - Interact with Quickbase data using natural language, facilitating the management of apps, tables, and records. Leverages AI for efficient data access and manipulation through the Quickbase JSON RESTful API. - **[PostgreSQL](https://github.com/DanielRSnell/postgres-mcp)** - Interact with PostgreSQL databases, execute read-only SQL queries, and inspect database schemas to facilitate data-driven applications. - **[MSSQL MCP Server](https://github.com/daobataotie/mssql-mcp)** - Provides capabilities for database interaction, allowing execution of SQL queries, data analysis, and automatic generation of business insight memos. - **[Trino MCP Server](https://github.com/Dataring-engineering/mcp-server-trino)** - Connect to Trino to list tables, read data, and execute SQL queries. Provides a controlled interface for big data analytics through seamless interaction with AI models. - **[MySQL Read-Only Database Access Server](https://github.com/dave-wind/mysql-mcp-server)** - Enables AI models to securely access and inspect MySQL database schemas while executing read-only SQL queries. Ensures data integrity through validation and read-only transactions, facilitating database exploration without modification risks. - **[Snowflake Database Access Server](https://github.com/datawiz168/mcp-snowflake-service)** - Controls database access rights using database users, enabling seamless execution of SQL queries on Snowflake databases. Manages database connections and handles query results and errors securely, ensuring robust error handling and automatic connection management. - **[Supabase MCP Server](https://github.com/davesbits/supabase-mcp-server)** - Connects to SQL databases for executing queries, managing data, and accessing user management APIs with built-in safety controls. - **[Snowflake MCP Service](https://github.com/davidamom/snowflake-mcp)** - Connect and execute SQL queries on Snowflake databases while managing database connections and securely handling query results for AI applications. - **[Astra DB MCP Server](https://github.com/datastax/astra-db-mcp)** - Interact with Astra DB to perform operations such as creating, updating, and deleting collections and records directly from Large Language Models. Enables seamless data interaction and enhances applications with database capabilities. - **[DBCode - Database Management](https://github.com/dbcodeio/public)** - Connect to over 20 different databases for data management tasks. Query, visualize, and edit data without writing SQL, utilizing AI-powered features for enhanced productivity. - **[Gravitino Metadata Server](https://github.com/datastrato/mcp-server-gravitino)** - Integrates with Apache Gravitino services to manage metadata including catalogs, schemas, tables, tags, and user roles through an intuitive interface. Facilitates optimized metadata retrieval and management, enhancing data governance workflows. - **[dbt MCP Server](https://github.com/dbt-labs/dbt-mcp)** - Interact with dbt to execute CLI commands, query metrics from the semantic layer, and explore project models efficiently, streamlining data workflows. - **[Memory Server with Qdrant Persistence](https://github.com/delorenj/mcp-qdrant-memory)** - A knowledge graph implementation that supports semantic search with a Qdrant vector database, enabling effective graph-based representation of entities and their relations. It includes features for file-based persistence and utilizes OpenAI embeddings for enhanced semantic similarity. - **[SQL Server Interaction Tool](https://github.com/dennismartis/sql_mcp_server)** - Interact with SQL databases using natural language for executing queries, managing tables, and retrieving information seamlessly through a conversational interface. - **[TDX Prover](https://github.com/denniswon/intel-tdx-zk-prover)** - Provides Intel TDX DCAP attestation verification capabilities via a REST API, managing agents, requests, and attestations while leveraging zero knowledge proofs for enhanced security. Facilitates cryptographic proofs of attestation verification in applications. - **[Supabase MCP Server (used by Deploya.dev)](https://github.com/deploya-labs/mcp-supabase)** - Manage Supabase databases and execute SQL queries autonomously and securely while utilizing safety controls. Provides an interface for efficient database management and interaction through Cursor and Windsurf. - **[MySQL Server](https://github.com/designcomputer/mysql_mcp_server)** - Facilitates secure interaction with MySQL databases, enabling AI assistants to list tables, read data, and execute SQL queries through a controlled interface. - **[Meilisearch MCP Server](https://github.com/devlimelabs/meilisearch-ts-mcp)** - Enables interaction with Meilisearch through a standardized interface for managing indexes, documents, search capabilities, and system operations. - **[CockroachDB Integration Server](https://github.com/dhartunian/cockroachdb-mcp-server)** - Connects to a CockroachDB instance to execute SQL queries and access database schemas and cluster metadata for enhanced data analysis. Provides tools for query optimization and execution plan analysis. - **[Firestore Advanced MCP](https://github.com/diez7lm/firestore-advanced-mcp)** - Interact with Firebase Firestore databases using advanced features such as CRUD operations, complex queries, and transaction management. Supports special data types, TTL management, and intelligent index optimization for efficient data handling. - **[SQLite](https://github.com/direkt/mcp-test)** - Create and interact with an SQLite database derived from compressed log files, enabling efficient analysis of log data through structured queries. Gain insights into application behavior and performance seamlessly using the Model Context Protocol. - **[Azure Table Storage MCP Server](https://github.com/dkmaker/mcp-azure-tablestorage)** - Enables interaction with Azure Table Storage for querying and managing data directly through Cline. It supports OData filters, provides access to table schemas, and lists available tables in the storage account. - **[Chroma MCP Server](https://github.com/djm81/chroma_mcp_server)** - Provides a persistent, searchable working memory for AI-assisted development, enabling automated recall of context from previous sessions while managing insights effectively. Integrates with ChromaDB to enhance workflow continuity across complex tasks. - **[Airtable Server](https://github.com/domdomegg/airtable-mcp-server)** - Provides read and write access to Airtable databases, enabling interaction with database schemas and record manipulation. - **[MCP Database Utilities](https://github.com/donghao1393/mcp-dbutils)** - DButils provides a unified interface for data analysis across multiple database types, including sqlite, mysql, and postgres, with secure connection options. It simplifies connection management and data handling for AI applications. - **[MS SQL Server Integration](https://github.com/dperussina/mssql-mcp-server)** - Query and explore Microsoft SQL Server databases using natural language, enabling users to view table structures and execute read-only SQL queries effortlessly. Provides a safe and user-friendly interface for AI assistants to interact with databases without coding experience. - **[MySQL Database Access](https://github.com/dpflucas/mysql-mcp-server)** - Provides read-only access to MySQL databases, enabling users to list databases, tables, and execute read-only SQL queries while ensuring no data modifications are possible. - **[Memory MCP](https://github.com/drdee/memory-mcp)** - Store and retrieve memories using a command-line interface with a backend powered by SQLite. Manage important information efficiently in applications with memory functionalities. - **[OceanBase MCP Server](https://github.com/dreamme7/mcp-oceanbase)** - Enable secure and structured interactions with OceanBase databases, facilitating listing of tables, reading data, and executing SQL queries through a controlled interface. - **[Advanced PocketBase Server](https://github.com/DynamicEndpoints/advanced-pocketbase-mcp-server)** - Manage PocketBase databases with advanced operations for schema management and data manipulation. Provides tools for collection management, index management, and schema validation. - **[Advanced PocketBase Server V2](https://github.com/DynamicEndpoints/advanced-pocketbase-mcp-server)** - Interact with PocketBase databases, enabling advanced database operations and schema management, including custom collection handling and index management. - **[Supabase Server](https://github.com/DynamicEndpoints/supabase-mcp)** - Connects to Supabase databases, enabling database operations, storage management for files and assets, and invocation of edge functions. - **[OSV Database API Server](https://github.com/EdenYavin/OSV-MCP)** - Fetch and manage vulnerability data for software packages, providing detailed information on CVEs, affected versions, and fixes to improve security measures. - **[Nocodb MCP Server](https://github.com/edwinbernadus/nocodb-mcp-server)** - Seamlessly interact with a Nocodb database to perform CRUD operations on its tables using the Model Context Protocol. Manage data efficiently with functionalities for adding, updating, deleting, and retrieving records. - **[Database Tools](https://github.com/elber-code/database-tools)** - Query MySQL databases directly using Claude AI, executing SQL queries and retrieving formatted results for user-friendly reading. Access metadata about tables, including their size and structure. - **[Elasticsearch MCP Server](https://github.com/elastic/mcp-server-elasticsearch)** - Connect to Elasticsearch data and interact with indices through natural language queries for intuitive data retrieval. - **[RDF Explorer](https://github.com/emekaokoye/mcp-rdf-explorer)** - Explore and analyze RDF data with a conversational interface, enabling execution of SPARQL queries in both local and endpoint modes for insights from knowledge graphs. - **[MySQL Database Server](https://github.com/enemyrr/mcp-mysql-server)** - Enable interaction with MySQL databases through a standardized interface, facilitating operations such as querying, inserting, updating, and deleting records. - **[Postgres MCP](https://github.com/endaoment/endaoment-postgres-mcp)** - Connects AI models to a PostgreSQL database, executing SQL queries and retrieving schema information through a standardized protocol. Enables real-time data access and handles connection errors gracefully. - **[OpenFGA MCP Server](https://github.com/evansims/openfga-mcp)** - Enables Large Language Models to interact with OpenFGA stores, facilitating reading, searching, and manipulation tasks. Supports fine-grained authorization through agentic AI and vibe coding. - **[MySQL Server](https://github.com/f4ww4z/mcp-mysql-server)** - Provides operations for interacting with MySQL databases through a standardized interface for AI models. - **[FalkorDB MCP Server](https://github.com/FalkorDB/FalkorDB-MCPServer)** - Connects AI models with FalkorDB graph databases to facilitate querying and interaction through the Model Context Protocol. Translates and routes requests to FalkorDB while formatting responses per MCP standards. - **[Redis Server](https://github.com/farhankaz/redis-mcp)** - Provides access to Redis database operations, enabling interaction with various data types and commands within Redis environments. - **[Airtable Server](https://github.com/felores/airtable-mcp)** - Interact programmatically with Airtable's API for managing bases, tables, fields, and records, facilitating structured data management and creation processes. - **[Focus Data](https://github.com/FocusSearch/focus_mcp_data)** - Enables AI assistants to query data results using natural language through direct connections to data tables in DataFocus. Supports initialization of data table dialogues for natural language data acquisition. - **[Focus Data SQL Server](https://github.com/FocusSearch/focus_mcp_sql)** - Converts natural language into SQL statements using a two-step generation process to minimize inaccuracies and ensure reliability for non-technical users. - **[Snowflake Reader](https://github.com/fnf-deepHeading/mcp-snowflake-reader)** - Provides secure, read-only access to Snowflake databases for streamlined data retrieval processes, ideal for analytics and reporting without modifying data. - **[Multi Database MCP Server](https://github.com/FreePeak/db-mcp-server)** - Connect and interact with multiple databases to execute SQL queries, manage transactions, and analyze performance through a unified interface for AI applications. - **[🍃🔎 MongoDB Lens](https://github.com/furey/mongodb-lens)** - Provides access to MongoDB databases using natural language, enabling users to perform queries, run aggregations, and optimize database performance. - **[Car Database Query System](https://github.com/Gabriel-Maxsy/MCP-Car)** - Interact with a SQLite database to search for cars based on various criteria such as make, model, year, color, and price. This system facilitates efficient database queries to help users find the desired vehicle information. - **[ArcanoCipher Core](https://github.com/genXstark/ArcanoCipher-Core)** - Provides a containerized backend infrastructure for application deployment with integrated services like Docker, MongoDB, GitHub Enterprise, and Azure. Facilitates scalability, security, and efficient development operations. - **[Database MCP Server](https://github.com/georgi-terziyski/database_mcp_server)** - Connect and interact with various database systems by executing SQL queries, managing schemas, and handling transactions through a unified interface. Provides support for multiple databases including SQLite, PostgreSQL, MySQL/MariaDB, and SQL Server. - **[Convex](https://github.com/get-convex/convex-backend)** - A reactive database that facilitates dynamic, live-updating applications by managing data and business logic using TypeScript. It offers a cloud platform and self-hosting options for developers to focus on application development without infrastructure concerns. - **[Ultimate Self-Evolving Cursor](https://github.com/giorgos3215/ultimate-cursor-mcp)** - Integrates advanced web, code, and file operations with Supabase for database management, providing tools for web scraping, code analysis, and file handling alongside AI-powered functionalities for intelligent analysis and self-improvement based on usage patterns. - **[Firestore MCP Server](https://github.com/gitskyflux/firestore-mcp)** - Interact with Google Firestore to manage documents efficiently. Supports creating, reading, updating, deleting, and querying documents with configurable filters and ordering. - **[PostgreSQL MCP Server](https://github.com/gldc/mcp-postgres)** - Interact with PostgreSQL databases through a standardized interface, enabling the execution of SQL queries, schema listing, and table structure descriptions. Provides capabilities for detailing table constraints and foreign key information to effectively leverage database data. - **[Homestay Management System](https://github.com/goaltang/homestay3)** - A comprehensive solution for managing homestay bookings, including guest check-ins, reservation tracking, and a user-friendly interface for both guests and administrators. - **[MCP Server](https://github.com/GobinFan/python-mcp-server-client)** - Connects AI models to external data sources and APIs via a standardized interface, providing a unified protocol for function calls and tool management to enhance AI application capabilities. - **[Redis MCP Server](https://github.com/GongRzhe/REDIS-MCP-Server)** - Interact with Redis databases through standardized tools to facilitate communication between LLMs and Redis key-value stores. - **[Toolbox for Databases](https://github.com/googleapis/genai-toolbox)** - Facilitates the development of AI tools that interact with databases, handling complexities like connection pooling and authentication. Includes observability features to enhance performance and security during data access. - **[BigQuery Analysis Server](https://github.com/gotalab/bigquery-analysis-mcp-server)** - Execute SQL queries against Google BigQuery with validation, ensuring that queries are safe, valid, and constrained to specific processing limits. Retrieve structured JSON results for analytics needs without modifying data. - **[Grey Swan LLM Safety Challenge](https://github.com/GravityPhone/SwanzMCP)** - Document and analyze safety challenges related to LLMs, track vulnerabilities, and facilitate structured analysis of interactions with AI systems. - **[GreptimeDB MCP Server](https://github.com/GreptimeTeam/greptimedb-mcp-server)** - Enable secure exploration and analysis of GreptimeDB databases by listing tables, reading data, and executing SQL queries through a controlled interface. - **[Neo4j MCP Clients & Servers](https://github.com/Guanxinyuan/neo4j)** - Leverage natural language to interact with Neo4j databases and manage knowledge graphs effortlessly. Transform natural language queries into Cypher commands and store knowledge graph memory in Neo4j or a file. - **[Postgres MCP Server](https://github.com/guoling2008/go-mcp-postgres)** - Perform CRUD operations on Postgres databases with a focus on automation and safety. Features include a read-only mode and query plan checks using the `EXPLAIN` statement before execution. - **[WisdomForge](https://github.com/hadv/wisdomforge)** - Manage and retrieve knowledge efficiently using a vector database. Capable of intelligent storage and retrieval of various knowledge types, including best practices, lessons learned, and insights. - **[StarRocks MCP Server](https://github.com/hagsmand/mcp-server-starrocks)** - Integrate with StarRocks databases to execute queries, manipulate data, and manage database schemas through a standardized interface. Provides functionality for reading and writing operations including SELECT, INSERT, UPDATE, and DELETE. - **[MyBatis XML Fast Develop](https://github.com/halavah/mybatis-xml-fast-develop)** - Facilitates the rapid development of MyBatis XML and Spring Boot applications by enabling automatic generation of XML mappings and SQL based on entity classes and annotations, thus simplifying the development process for various databases. - **[Data Mining Plugins](https://github.com/HamyFuri/Data-Mining-Plugins)** - Provides powerful plugins for efficient data mining, enabling users to analyze and uncover insights from raw data. It streamlines data workflows and transforms information into actionable intelligence. - **[SQLite Explorer](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server)** - Provides read-only access to SQLite databases through the Model Context Protocol (MCP), allowing for querying and data exploration with built-in safety features and query validation. - **[SQL Server Express MCP Server](https://github.com/hanweg/mcp-sqlexpress)** - Interact with Microsoft SQL Server Express to execute queries, manage databases, and create tables. Supports both Windows and SQL Server authentication for seamless database operations. - **[PostgreSQL Multi-Schema Server](https://github.com/HarjjotSinghh/mcp-server-postgres-multi-schema)** - Enables interaction with PostgreSQL databases by providing read-only access to user-defined tables across multiple schemas with strict schema isolation. Facilitates cross-schema discovery and enhanced metadata management while ensuring security through access controls. - **[Self-Hosted Supabase MCP Server](https://github.com/HenkDz/selfhosted-supabase-mcp)** - Facilitates interaction with self-hosted Supabase instances by enabling database management, schema introspection, user authentication, and real-time data handling from development environments. - **[PostgreSQL Database Management Server](https://github.com/HenkDz/postgresql-mcp-server)** - Manage and optimize PostgreSQL databases by analyzing configurations, monitoring performance metrics, assessing security, and providing recommendations for improvements. Streamline database operations with tools for schema management and data migration. - **[Windsurf Supabase Server](https://github.com/hertzfelt/windsurf-supabase-mcp)** - Integrate a Supabase database with the Windsurf Editor, providing real-time query validation and optimized response formatting for UI components. The server improves error handling and SQL query processing for better interaction experiences. - **[MySQL Database Access Server](https://github.com/hkk101/mcp-server-mysql)** - Enables LLMs to execute read-only SQL queries against MySQL databases and inspect database schemas. Retrieves schema information including column names and data types for each table. - **[pymcp MySQL Integration Server](https://github.com/hoonzinope/pymcp-mysql)** - Enable seamless interaction with MySQL databases, allowing the execution of SQL queries and retrieval of results in real-time. Integrate MySQL tools into MCP workflows for data querying and analysis. - **[PostgreSQL MCP Server](https://github.com/hsinyuyen/my-postgres-mcp)** - Facilitates interaction with PostgreSQL databases by enabling read-only execution of SQL queries and inspection of database schemas. Provides structured data access while maintaining data integrity through read-only transactions. - **[PostgreSQL Server](https://github.com/hthuong09/postgres-mcp)** - Interact with PostgreSQL databases through a secure, read-only interface to query data and inspect database schemas. - **[Couchbase MCP Server](https://github.com/hummusonrails/couchbase-mcp-server)** - Execute natural language queries on Couchbase Capella clusters by transforming plain English requests into SQL++ queries and retrieving results in a user-friendly format. - **[InfluxDB MCP Server](https://github.com/idoru/influxdb-mcp-server)** - Access and manage InfluxDB time-series data, execute queries, write data, and utilize templates for common operations. Provides resources for organization, bucket, and measurement data management. - **[DynamoDB Server](https://github.com/imankamyabi/dynamodb-mcp-server)** - Manage Amazon DynamoDB resources with functionalities for table creation, indexing, and data operations. Features include table management, capacity management, and data manipulation through CRUD operations. - **[PocketBase MCP Server](https://github.com/imatrixme/pocketbase-mcp-server)** - Manage PocketBase databases with tools for advanced operations, including schema management and data manipulation. Perform tasks such as collection creation, migration, and index management with a focus on schema validation and type safety. - **[Elasticsearch 7.x MCP Server](https://github.com/imlewc/elasticsearch7-mcp-server)** - Interact with Elasticsearch 7.x using a standardized MCP protocol to perform basic operations and advanced search functionalities. Access features like aggregation queries, highlighting, and sorting without the complexity of direct API calls. - **[Teams Messenger Integration Server](https://github.com/imoon/mcp-teams)** - Integrates Microsoft Teams messaging with MCP-compatible clients, providing advanced search capabilities and persistent storage for chat history. Enables live event streaming and rich interaction through a CLI and MCP tools without relying on REST APIs. - **[SQLite Database Server](https://github.com/isaacgounton/sqlite-mcp-server)** - Provides standardized SQLite database operations through an MCP interface, enabling efficient execution of SQL commands, table management, and business insights memo tracking. Supports both in-memory and file-based storage configurations. - **[Snowflake Server](https://github.com/isaacwasserman/mcp-snowflake-server)** - Provides database interaction with Snowflake, enabling SQL queries and aggregating data insights. Exposes schema context as resources for enhanced data accessibility. - **[ClickHouse MCP Server](https://github.com/iskakaushik/mcp-clickhouse)** - Execute SQL queries on a ClickHouse cluster, list all databases, and retrieve tables within a specified database. - **[DuckDB Knowledge Graph Memory Server](https://github.com/IzumiSy/mcp-duckdb-memory-server)** - Enhance conversational agents by providing a memory system that retrieves and updates user information using DuckDB for efficient querying of knowledge graphs. Maintain context regarding user preferences and relationships over interactions. - **[Knowledge Graph Memory](https://github.com/j3k0/mcp-brain-tools)** - Utilizes a scalable knowledge graph built on Elasticsearch to manage and query large datasets, providing persistent memory for AI systems. Supports complete CRUD operations and offers advanced search capabilities for improved data handling in Model Context Protocol applications. - **[mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer)** - Provides SQL analysis, linting, and dialect conversion using SQLGlot, validating SQL syntax and facilitating conversion between different SQL dialects. - **[SQLite MCP Server](https://github.com/jacksteamdev/mcp-sqlite-bun-server)** - Facilitates interaction with SQLite databases for running SQL queries and performing data analysis. Automatically generates business insight memos to streamline business analysis tasks. - **[Statsource MCP Server](https://github.com/jamie7893/statsource-mcp)** - Analyze data from PostgreSQL databases or CSV files to calculate statistics and generate machine learning predictions based on user-defined parameters. - **[ConnectWise API Gateway](https://github.com/jasondsmith72/CWM-API-Gateway-MCP)** - Provides a streamlined interface for interacting with the ConnectWise Manage API, enabling easy discovery and execution of API calls with natural language search and categorized navigation. Enhances efficiency through a fast memory system for frequently used queries and raw API access for custom requests. - **[Cursor DB MCP Server](https://github.com/jbdamask/cursor-db-mcp)** - Access and interact with SQLite databases from Cursor IDE. Retrieve project data, chat history, and composer information for enhanced data analysis and querying. - **[JDBCX MCP Server](https://github.com/jdbcx/pydbcx-mcp)** - Python-based MCP server that facilitates communication with various data sources such as databases and web services through a JDBCX server interface. - **[MSSQL MCP Server](https://github.com/JexinSam/mssql_mcp_server)** - Enables secure and structured interaction with Microsoft SQL Server databases, allowing users to list tables, read table contents, and execute SQL queries with controlled access. - **[Qdrant Vector Database Server](https://github.com/Jimmy974/mcp-server-qdrant)** - Store and retrieve text information with associated metadata using a Qdrant vector database. Supports semantic search capabilities and integrates with FastEmbed for enhanced text embeddings, all configurable via environment variables. - **[JSON Document Collection Server](https://github.com/jimpick/mcp-json-db-collection-server)** - Manage multiple JSON document databases with capabilities for creating, reading, updating, and deleting documents. Sync databases to the cloud for easy access and enable collaboration on structured data. - **[DynamoDB Read-Only Server](https://github.com/jjikky/dynamo-readonly-mcp)** - Query AWS DynamoDB databases using natural language requests, facilitating data retrieval and management through a straightforward interface. Integrate easily with LLMs to enhance data interactions. - **[SQLite Server](https://github.com/johnnyoshika/mcp-server-sqlite-npx)** - Node.js implementation of the Model Context Protocol SQLite server offering an npx-based alternative for environments without Python's UVX runner. This server connects AI models to SQLite databases, facilitating data storage and retrieval operations. - **[Persistent Memory System](https://github.com/joleyline/mcp-memory-libsql)** - Leverage high-performance vector search and efficient knowledge storage to manage entities and relations. Provides semantic search capabilities and secure token-based authentication for connecting to remote libSQL databases. - **[MongoDB Server](https://github.com/jonfreeland/mongodb-mcp)** - Query and analyze MongoDB databases with read-only access, enabling exploration of data while ensuring safety. Utilize powerful querying and aggregation capabilities to gain insights and suggest visualizations. - **[Neo4j Knowledge Graph Memory Server](https://github.com/JovanHsu/mcp-neo4j-memory-server)** - Store and retrieve information from AI interactions using a Neo4j backend, facilitating advanced graph querying and memory management. Enhances performance and scalability for complex knowledge graph applications. - **[Timeplus MCP Server](https://github.com/timeplus-io/mcp-timeplus)** - Execute SQL queries and manage databases, including interaction with Kafka topics and Iceberg tables. Offers a user-friendly interface and robust backend capabilities for efficient data workflows. - **[VikingDB](https://github.com/KashiwaByte/vikingdb-mcp-server)** - Store and retrieve vector embeddings in VikingDB, a high-performance vector database. Supports vector similarity searching and information upserting for later retrieval. - **[Post Management API](https://github.com/Kekniskd/cursor-IDE-API)** - Manage posts with functionalities for creating, reading, updating, and deleting entries while enforcing user authentication and maintaining detailed logs. Implements paginated responses and integrates with an SQLite database for robust content management. - **[Keboola](https://github.com/keboola/mcp-server)** - Explore and manage Keboola Connection projects, including browsing buckets, tables, and components. Query tables directly, manage configurations, and trigger jobs through integration with AI tools. - **[Insecure MCP Demo Server](https://github.com/kenhuangus/mcp-vulnerable-server-demo)** - Demonstrates security vulnerabilities in MCP servers by exposing insecure tools for educational purposes. Showcases common attack vectors like SQL injection and arbitrary SQL execution, facilitating an understanding of risks and mitigation strategies. - **[GraphDB Server](https://github.com/keonchennl/mcp-graphdb)** - Explore RDF graphs and execute SPARQL queries on an Ontotext GraphDB instance for data retrieval and insights. It provides read-only access and enables interaction with various graphs in the repository. - **[MySQL Database Server](https://github.com/kevinbin/mcp-mysql-server)** - Interact with MySQL databases through a standardized interface to perform operations such as querying, executing commands, and managing schemas securely. Provides comprehensive error handling and easy-to-use tools for database interactions. - **[MySQL Database Access Server](https://github.com/kevindwei/mcp-server-mysql)** - Provides access to MySQL databases, enabling inspection of database schemas and execution of SQL queries securely. Supports read-only and configurable write operations with transaction handling and prepared statements, along with comprehensive database metadata. - **[MySQL MCP Server](https://github.com/kevinwatt/mysql-mcp)** - Integrate MySQL databases with language models to facilitate secure database access and operations. Supports both read and write operations including transaction management and parameterized queries for data safety. - **[GigGatek](https://github.com/KhryptorGraphics/giggatek)** - GigGatek is an ecommerce platform focused on refurbished computer hardware, offering functionalities for direct sales and rent-to-own services. It supports user interactions through a web interface with backend operations in Python and a MySQL database for data management. - **[MCP MongoDB Server](https://github.com/kiliczsh/mcp-mongo-server)** - Provides access to MongoDB databases for large language models, enabling inspection of collection schemas and execution of read-only queries. - **[MSSQL Database Connector](https://github.com/knight0zh/mssql-mcp-server)** - Connect to Microsoft SQL Server databases to execute SQL queries and manage database connections. Enhance data handling through direct query execution and connection management within applications. - **[Glide API MCP Server](https://github.com/knmurphy/glide-api-mcp-server)** - Interact with the Glide API, manage app information, and perform CRUD operations on tables and rows. Supports both Glide API versions for seamless integration. - **[Klavis ReportGen Server](https://github.com/Klavis-AI/klavis)** - Generates visually appealing web reports based on simple search queries, integrating live web search results and storing reports in a database for easy access. Utilizes AI to synthesize information into interactive HTML formats. - **[Chroma Docker RAG](https://github.com/krimoi45/chroma-docker-rag)** - Enables semantic similarity search and vector collection management using ChromaDB in a Dockerized environment. Supports customized document collections and search queries through a Python script. - **[DuckDB Server](https://github.com/ktanaka101/mcp-server-duckdb)** - Interact with DuckDB databases, enabling data analysis and manipulation through the Model Context Protocol (MCP). Provides functions for querying and managing database interactions effectively. - **[TheGraph MCP Server](https://github.com/kukapay/thegraph-mcp)** - Powers AI agents with indexed blockchain data, enabling them to fetch subgraph schemas and execute GraphQL queries against specified subgraphs. - **[TiDB Server](https://github.com/l1806858547/tidb-server)** - Execute SELECT queries on TiDB databases securely and efficiently through a Model Context Protocol server, facilitating integration of TiDB query capabilities into applications with minimal setup. - **[Strapi MCP Server](https://github.com/l33tdawg/strapi-mcp)** - Manage Strapi CMS content through the Model Context Protocol, including the ability to create, read, update, and delete content entries and types seamlessly. Integrate with an existing Strapi instance to enhance content management workflows. - **[MySQL Server](https://github.com/LeonMelamud/mysql-mcp)** - Interact with MySQL databases by executing SQL queries, managing notes, and exploring database structures. Create, list, and search database content seamlessly within AI workflows. - **[Microsoft SQL Server MCP Server](https://github.com/leopeng1995/mssql-mcp-server)** - Connect to Microsoft SQL Server to manage and retrieve data efficiently within applications using a standardized protocol. Facilitate database interactions and streamline data-driven workflows. - **[AWS Athena Query Server](https://github.com/lishenxydlgzs/aws-athena-mcp)** - Execute SQL queries against AWS Athena databases and retrieve the results for analysis and reporting. - **[Superset MCP Server](https://github.com/LiusCraft/superset-mcp-server)** - Provides basic database querying capabilities through the Apache Superset REST API, enabling execution of SQL commands and retrieval of data from various database sources. - **[FastPostgresMCP](https://github.com/llm-graph/postgres-mcp)** - Connects AI agents to multiple PostgreSQL databases for secure read and write operations, schema inspection, and transaction management with detailed logging and progress reporting. - **[MySQL数据库服务](https://github.com/log6262635/mcp-mysql)** - Interact with MySQL databases through the MCP protocol, enabling operations such as creating, reading, updating, and deleting database tables alongside executing custom SQL queries. - **[Xano MCP Server](https://github.com/lowcodelocky2/xano-mcp)** - Manage Xano databases by creating, modifying, and deleting tables while facilitating comprehensive schema editing. Provides tools for database management and API documentation extraction in JSON or Markdown format. - **[ArangoDB MCP Server](https://github.com/lucas-deangelis/arango-mcp-server)** - Connect and interact with ArangoDB databases, executing queries, managing collections, and retrieving data efficiently through a standardized protocol. - **[BigQuery Server](https://github.com/LucasHild/mcp-server-bigquery)** - Provides access to BigQuery for inspecting database schemas and executing SQL queries against datasets. - **[InfluxDB MCP Server](https://github.com/m4tyn0/influx_mcp)** - Query time-series data from InfluxDB using a standardized interface with secure read-only access through JWT authentication. Simplifies data retrieval by allowing users to list databases and execute queries easily. - **[PocketBase MCP Server](https://github.com/mabeldata/pocketbase-mcp)** - Manage PocketBase collections by fetching, creating, updating, and deleting records. Handle file uploads and downloads to streamline database operations. - **[Postgres Server](https://github.com/MadeByNando/mcp-postgres-server)** - Leverage PostgreSQL databases for executing read-only SQL queries and exploring database schemas. Integrate powerful database capabilities directly into workflows for enhanced application functionality. - **[SingleStore MCP Server](https://github.com/madhukarkumar/singlestore-mcp-server)** - Interact with SingleStore databases to execute queries, describe schemas, and generate ER diagrams. It supports SSL connections and includes error handling with TypeScript type safety. - **[MySQL查询服务器](https://github.com/mangooer/mysql-mcp-server-sse)** - Offers real-time querying capabilities for MySQL databases with support for data transmission via SSE, designed for seamless high-concurrency database operations and includes robust security measures. - **[Database Server](https://github.com/manpreet2000/mcp-database-server)** - Enable interaction with databases via natural language, supporting operations like querying, inserting, and deleting documents. Currently integrates with MongoDB and plans to extend support to additional databases such as PostgreSQL, CockroachDB, and Redis. - **[Azure MCP Server](https://github.com/mashriram/azure_mcp_server)** - Interact with Azure services to manage resources and perform operations, including support for Azure Blob Storage and Azure Cosmos DB (NoSQL API). Operations are logged and accessible through an audit resource endpoint. - **[DBT Docs MCP Server](https://github.com/mattijsdp/dbt-docs-mcp)** - Interact with dbt project metadata to explore and query node details, lineage, and compiled SQL code. Perform searches within node names and columns, and retrieve detailed attributes and upstream/downstream dependencies. - **[PostgreSQL Server](https://github.com/Maxim2324/mcp-server-test)** - Connect to PostgreSQL databases to execute read-only SQL queries, explore schemas, and visualize data relationships for analysis. Utilize pre-built prompts for common data analysis tasks. - **[SQL Server for Claude Desktop](https://github.com/meanands/mysql-mcp)** - Interact with local MySQL databases using natural language, executing SQL queries and managing transactions for data consistency. Supports multiple database connections and all types of SQL commands. - **[MySQL Navigator](https://github.com/Medsaad/mcp-db-navigator)** - Facilitate navigation and management of MySQL and MariaDB databases via a secure and type-safe MCP server. Execute SQL queries, retrieve schema information, and manage connections efficiently. - **[Meilisearch MCP](https://github.com/meilisearch/meilisearch-mcp)** - Interact with Meilisearch to manage indices and documents, configure settings, monitor tasks, and handle API keys. It supports dynamic connections to multiple Meilisearch instances and offers smart search capabilities across indices. - **[ServiceNow MCP Server](https://github.com/mexicanamerican/servicenow-mcp)** - Interact with ServiceNow data through a secure API, enabling natural language queries to search, update, and manage records efficiently. Access various resources, including incident reports and user information, directly from the ServiceNow platform. - **[MySQL Database Access Server](https://github.com/michael7736/mysql-mcp-server)** - Provides access to a MySQL database for executing SQL queries. Facilitates data retrieval, creation, updating, and deletion, with results returned in JSON format. - **[PowerPlatform MCP Server](https://github.com/michsob/powerplatform-mcp)** - Provides intelligent access to PowerPlatform/Dataverse entities, enabling metadata exploration, advanced OData query support, and relationship visualization. Facilitates AI-assisted query building and data modeling, enhancing the development experience with context-aware prompts and insights. - **[MySQL Server](https://github.com/Mineru98/mysql-mcp-server)** - Interact with MySQL databases to perform operations such as creating tables and executing queries. Integrate database functionalities directly into workflows seamlessly. - **[Habibi Dashboard](https://github.com/Mirxa27/habibi-dashboard-85)** - A complete property management system that facilitates the management of properties, bookings, financial reporting, and owner-tenant communication through a FastAPI backend and a React frontend. - **[Neo4j Knowledge Graph Server](https://github.com/mjftw/mcp_neo4j_knowledge_graph)** - Manage and interact with knowledge graphs using Neo4j. This server provides an stdio-based interface for creating, updating, and searching entities and relationships in a graph database format. - **[Cross-System Agent Communication Server](https://github.com/mkc909/agent-communication-mcp-server)** - Facilitates communication and collaboration among specialized LLM agents across systems, enabling context sharing, task management, and asynchronous coordination. Integrates with GitHub for issue tracking and PlanetScale for scalable data management. - **[Momento Cache](https://github.com/momentohq/mcp-momento)** - Leverages a caching solution to efficiently store and retrieve data, enabling quick access to frequently used values. Simplifies data management with straightforward commands for setting and getting cache values. - **[MongoDB Atlas Project Manager](https://github.com/mongodb-developer/mcp-mongodb-atlas)** - Manage MongoDB Atlas projects, clusters, users, and network access through a standardized MCP interface for integration into AI workflows. Control Atlas resources seamlessly within your LLM environment. - **[MongoDB MCP Server](https://github.com/mongodb-developer/mongodb-mcp-server)** - Access MongoDB databases to execute aggregation pipelines and inspect collection schemas for data insights. Provides read-only capabilities to enhance LLM applications with database functionalities. - **[MongoDB MCP Server](https://github.com/mongodb-js/mongodb-mcp-server)** - Connects to MongoDB databases and MongoDB Atlas for admin tasks and data operations using natural language. Supports over 30 tools for cluster management and database querying with safety controls like read-only mode and tool disabling. - **[Redshift MCP Server](https://github.com/Moonlight-CL/redshift-mcp-server)** - Enable interaction with Amazon Redshift databases by listing schemas and tables, executing SQL queries, analyzing tables, and obtaining execution plans. Retrieve table DDL scripts and statistics for efficient data management. - **[Apache Doris MCP Server](https://github.com/morningman/mcp-doris)** - Connect to Apache Doris for efficient data management and querying, enabling seamless interactions with data sources and enhanced application functionality. - **[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Connect and query local DuckDB and cloud-based MotherDuck databases. Provides SQL analytics capabilities and integrates with cloud storage for data access and sharing. - **[PocketBase Server](https://github.com/mrwyndham/pocketbase-mcp)** - Manage PocketBase databases with advanced capabilities for database operations, schema management, and data manipulation using the Model Context Protocol (MCP). Interact with PocketBase efficiently through a robust and tested interface. - **[MySQL Database Server](https://github.com/msathiyakeerthi/mysql_mcp_server)** - Enable secure and structured interaction with MySQL databases through AI applications, facilitating the listing of tables, reading data, and executing SQL queries in a controlled manner. - **[TigerGraph MCP Interface](https://github.com/Muzain187/TG_MCP)** - Expose TigerGraph graph database operations as structured tools and URI-based resources for MCP agents, facilitating schema introspection, query execution, and vertex/edge upsert through a Python interface. - **[PostgreSQL MCP Server](https://github.com/nahmanmate/postgresql-mcp-server)** - Analyzes PostgreSQL database configurations, assesses performance metrics, and provides security evaluations along with optimization recommendations. - **[AACT Clinical Trials Server](https://github.com/navisbio/AACT_MCP)** - Provides access to clinical trial data from the ClinicalTrials.gov database, allowing for SQL queries to analyze and gain insights from clinical trial information. - **[AACT Clinical Trials Server](https://github.com/navisbio/AACT_MCP)** - Provides access to the AACT database for analyzing clinical trial data and generating reports on therapeutic landscapes. Facilitates querying and understanding of clinical trial data structures through a series of tools that enable direct interaction with the database. - **[SQLite MCP Server](https://github.com/modelcontextprotocol/servers)** - Facilitates database interaction and business intelligence analysis through SQLite, enabling SQL queries and the generation of business insight memos. Continuously updates insights based on data analysis. - **[Turso Database Server](https://github.com/nbbaier/mcp-turso)** - Access and manage Turso-hosted LibSQL databases, including retrieving table lists, database schemas, and executing SQL queries. Enhance data interaction capabilities through efficient database management. - **[NebulaGraph Server](https://github.com/nebula-contrib/nebulagraph-mcp-server)** - Provides access to NebulaGraph 3.x for graph exploration, including schema management, query execution, and shortcut algorithms, compliant with the Model Context Protocol. - **[Neo4j Aura Database Manager](https://github.com/neo4j-contrib/mcp-neo4j)** - Manage Neo4j Aura database instances through the Neo4j Aura API, enabling the creation, monitoring, and maintenance of graph database infrastructure. - **[Neo4j MCP Server](https://github.com/neo4j-contrib/mcp-neo4j)** - Interact with a Neo4j database to run Cypher queries, explore complex data relationships, and generate insights. Enhance data analysis with additional capabilities for business insights generation. - **[JSON-based Knowledge Graph Memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Manage and query a Neo4j knowledge graph using JSON-based memory, enabling natural language interactions for data retrieval and manipulation. - **[mcp-neo4j-memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Integrates with the Neo4j graph database to maintain complex relationships between memory nodes, enabling long-term retention and querying of knowledge across multiple conversations. Facilitates the construction of an interconnected knowledge base that acts as an external memory system. - **[Neo4j Graph Memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Facilitates interaction with Neo4j databases by enabling users to issue natural language commands that are translated into Cypher queries. Allows users to manage graph instances, analyze data, and store contextual information directly in Neo4j. - **[PostgreSQL Server](https://github.com/NetanelBollag/simple-psql-mcp)** - Run SQL queries and manage data within a PostgreSQL database. Connect AI for advanced data manipulation and analysis through simple command execution. - **[PostgreSQL](https://github.com/modelcontextprotocol/servers)** - Provides read-only access to PostgreSQL databases, enabling the inspection of database schemas and the execution of read-only SQL queries. - **[Clickhouse and PostgreSQL with Neurelo Connect](https://github.com/neurelo-connect/neurelo-connect-mcp)** - Interact with ClickHouse and PostgreSQL databases through Neurelo Connect, enabling natural language queries and data manipulation. - **[Netwrix Access Analyzer](https://github.com/netwrix/mcp-server-naa)** - Connects to SQL Server databases for efficient access data analysis, enabling execution of SQL queries and dynamic exploration of database schemas. Facilitates identification of sensitive data and management of user permissions within the environment. - **[Neon Database](https://github.com/neondatabase-labs/mcp-server-neon)** - Interact with Neon serverless Postgres databases using natural language for tasks such as database creation and management, running SQL queries, handling migrations, and managing projects. - **[MongoDB MCP Server](https://github.com/nickiiitu/MongoDB-Model-Context-Protocol-MCP-)** - Enables interaction with MongoDB databases using natural language commands for querying collections, managing data, and inspecting schemas. Supports a range of document operations including inserting, updating, and deleting records. - **[Supabase MCP Server](https://github.com/NightTrek/Supabase-MCP)** - Interact with Supabase databases, executing complex queries and generating TypeScript types. Simplify database interactions and enhance type management through a seamless interface. - **[SurrealDB MCP Server](https://github.com/nsxdavid/surrealdb-mcp-server)** - Enables interaction with SurrealDB databases for querying, manipulating, and managing data through a standardized interface. Facilitates real-time database interactions within AI applications. - **[OceanBase MCP Server](https://github.com/oceanbase/mcp-oceanbase)** - Facilitates secure interaction with OceanBase databases, allowing users to list tables, read data, and execute SQL queries through a controlled interface. - **[Unity Catalog Server](https://github.com/ognis1205/mcp-server-unitycatalog)** - Leverage Unity Catalog functions within LLM applications to execute, manage, and automate tasks directly from agents. Integrate data workflows with powerful catalog capabilities. - **[ODBC Server](https://github.com/OpenLinkSoftware/mcp-odbc-server)** - Provides access to ODBC data sources for executing SQL queries and interacting with databases through a standardized interface. Facilitates seamless database management and data retrieval for AI models using ODBC-compatible drivers. - **[ODBC SQLAlchemy Server](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server)** - Connect to various databases using ODBC and SQLAlchemy, facilitating data management tasks such as retrieving schemas, tables, and executing queries. It enhances database interactions through a lightweight server built with FastAPI. - **[ODBC Server](https://github.com/OpenLinkSoftware/mcp-pyodbc-server)** - Connect to databases using ODBC, enabling real-time data fetching, schema exploration, and query execution. Provides functionalities for managing schemas, tables, and stored procedures across various database management systems. - **[Car Database Server](https://github.com/oshion/python-mcp-carsearch-demo)** - Access a comprehensive car database to search for cars based on specific criteria, retrieve detailed information about individual vehicles, and receive tailored recommendations based on user preferences. - **[Azure Data Explorer Integration](https://github.com/pab1it0/adx-mcp-server)** - Access Azure Data Explorer clusters and databases through standardized MCP interfaces to execute KQL queries and explore data resources. Features include querying capabilities, resource discovery, and support for authentication. - **[Azure Cosmos DB Client & Server](https://github.com/patrice-truong/cosmosdb-mcp)** - Connects to Azure Cosmos DB and provides access to product and order data, facilitating navigation and management via an AI Assistant. The server integrates with a frontend application to enhance user experience through seamless database interactions. - **[Snowflake MCP Server](https://github.com/peterdonaghey/snowflake-mcp)** - Execute SQL queries on Snowflake databases using natural language through seamless integration with AI assistants. Handle query results and manage database connections securely and efficiently. - **[BigQuery Server](https://github.com/kitae-kim-Edwin/mcp-bigquery-server)** - Facilitates natural language querying of BigQuery datasets, enabling users to access data insights without writing SQL. Securely connects AI assistants to BigQuery, allowing for easy exploration of dataset schemas and query execution within defined limits. - **[BigQuery Server](https://github.com/kitae-kim-Edwin/mcp-bigquery-server)** - Enable natural language querying of BigQuery datasets to retrieve data and explore schemas without writing SQL. Provides secure read-only access and query limits for efficient data interaction. - **[Redis Integration Server](https://github.com/prajwalnayak7/mcp-server-redis)** - Interact with Redis for caching and key-value storage operations, including basic operations on keys, lists, hashes, and sets. - **[Prisma](https://github.com/prisma/prisma)** - Manage databases with Prisma's ORM tools, automate schema migrations, generate type-safe query builders, and interact visually with data through a GUI. The Prisma MCP server enables AI agents to control Prisma Postgres databases by spinning up instances and running migrations. - **[Chroma](https://github.com/privetin/chroma)** - Provides vector database capabilities for semantic search and document management, enabling storage and retrieval of documents along with their metadata. - **[Bytebase](https://github.com/pu-re/bytebase)** - Streamlines the database development lifecycle by managing schema changes, enforcing policies, and ensuring data security within a unified CI/CD solution. - **[MCP Firebird](https://github.com/PuroDelphi/mcpFirebird)** - Connect and manipulate Firebird databases using AI, allowing for data analysis and optimization through natural language and SQL commands. - **[Qdrant Server](https://github.com/qdrant/mcp-server-qdrant)** - Stores and retrieves information using the Qdrant vector search engine, enabling semantic search for relevant data. It functions as a memory layer for AI applications accessing external tools and information. - **[MongoDB MCP Server](https://github.com/QuantGeekDev/mongo-mcp)** - Enables LLMs to interact directly with MongoDB databases using natural language, facilitating schema inspection, document querying, and data management. - **[Supabase MCP](https://github.com/Quegenx/supabase-mcp-server)** - Manage a Supabase PostgreSQL database using natural language commands, enabling efficient database management through conversational interactions. Integrates with Cursor's Composer and Codeium's Cascade for enhanced productivity. - **[Foundry MCP Server](https://github.com/qwert666/mcp-server-foundry)** - Interact with datasets, ontology objects, and functions within a Foundry instance, enabling AI assistants to perform dynamic data interactions and intelligent processing. - **[Databricks MCP Server](https://github.com/RafaelCartenet/mcp-databricks-server)** - Execute SQL queries against Databricks, retrieve data, list available schemas, and describe table structures to enhance data operations. Integrates effectively with Agent mode for performing complex task automation. - **[OracleDB MCP Server](https://github.com/rahgadda/oracledb_mcp_server)** - Enables interaction with Oracle Database through the generation of SQL statements and the retrieval of results using Language Model prompts, facilitating efficient data management within applications. - **[ERPNext Integration Server](https://github.com/rakeshgangwar/erpnext-mcp-server)** - Integrates AI assistants with ERPNext data, enabling access to documents, reports, and management functionalities through standard URIs. Facilitates streamlined interactions with ERPNext via authentication and programmatic document handling. - **[ERPNext Integration Server](https://github.com/rakeshgangwar/erpnext-mcp-server)** - Enable interaction with ERPNext data and functionality, facilitating authentication and document management through a standardized protocol. Allows AI assistants to access, create, update, and retrieve ERPNext documents efficiently. - **[Apache Jena SPARQL MCP Server](https://github.com/ramuzes/mcp-jena)** - Facilitates querying and updating RDF data in Apache Jena using SPARQL, enabling interaction with Jena Fuseki servers. Supports executing SPARQL queries and updates, listing named graphs, and integrates with AI agents through the Model Context Protocol. - **[Ramp Data Analysis Server](https://github.com/ramp-public/ramp_mcp)** - Retrieve and analyze Ramp financial data using an ETL pipeline and an ephemeral SQLite database. Facilitate database operations and data fetching through integrated tools. - **[Airtable MCP](https://github.com/rashidazarang/airtable-mcp)** - Connect to Airtable to perform operations such as querying, creating, updating, and deleting records using natural language. Supports base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface. - **[Ramp MCP Server](https://github.com/ramp-public/ramp_mcp)** - Retrieve and analyze data or run tasks using an in-memory SQLite database for efficient data processing. Supports data interaction through a Developer API with an ETL pipeline for handling data requests and queries. - **[Rapidapp](https://github.com/rapidappio/rapidapp-mcp)** - Connect to a PostgreSQL database through the Rapidapp API, enabling AI assistants to perform operations such as creating databases, listing databases, and retrieving database details. - **[Postgres Query Server](https://github.com/RathodDarshil/mcp-postgres-query-server)** - Provides a secure, read-only interface for executing validated SQL SELECT queries on a PostgreSQL database and returns structured JSON responses. Ensures safe data access with query timeout protection and seamless integration with MCP clients like Claude Desktop. - **[ArangoDB](https://github.com/ravenwits/mcp-server-arangodb)** - Provides database interaction capabilities through ArangoDB, enabling execution of AQL queries and insertion of documents into collections while supporting parameterized queries. - **[Neo4j MCP Server](https://github.com/rebots-online/mcp-neo4j)** - Manage and manipulate knowledge graphs with Neo4j, supporting operations for creating, reading, and modifying entities and relationships in graph databases. - **[Redis](https://github.com/redis/mcp-redis)** - Manage and search data in Redis using natural language queries. It enables interaction with Redis data structures like hashes, lists, sets, and streams for efficient data operations and insights. - **[Talk with Your Database](https://github.com/rhabraken/mcp-python)** - Interact seamlessly with PostgreSQL, MySQL, MariaDB, and SQLite databases using Claude Desktop. This MCP server facilitates efficient database management and query execution through a unified interface. - **[Microsoft SQL Server MCP Server](https://github.com/RichardHan/mssql_mcp_server)** - Enables secure interaction with Microsoft SQL Server databases, allowing users to list tables, read data, and execute SQL queries through a controlled interface. Provides structured access for database exploration and analysis. - **[Chatbot SQL Query Backend](https://github.com/rick-noya/mcp-chatbot)** - Generates and executes SQL queries on a Postgres database using OpenAI's GPT models, returning structured JSON responses optimized for chatbot user interfaces. Integrates with frontend applications via a FastAPI REST API, supporting deployment on AWS Lambda or local environments. - **[GraphRAG](https://github.com/rileylemm/graphrag_mcp)** - Integrates semantic and graph-based document retrieval using a hybrid system of Neo4j and Qdrant, enabling enhanced search capabilities. Supports semantic search via document embeddings and graph context expansion based on relationships. - **[AGE-MCP-Server](https://github.com/rioriost/homebrew-age-mcp-server)** - Connect applications to a powerful graph database using Apache AGE, enabling relationship and pattern analysis in data. Support for dynamic data manipulation is provided through write operations. - **[AWS MCP Server](https://github.com/rishikavikondala/mcp-server-aws)** - A Model Context Protocol server for managing AWS resources, specifically focused on S3 and DynamoDB operations. It automatically logs all interactions for audit purposes. - **[CouchDB MCP Server](https://github.com/robertoamoreno/couchdb-mcp-server)** - Manage CouchDB databases and documents through a straightforward interface, facilitating operations like creating, listing, and deleting databases. - **[Azure Cosmos DB Server](https://github.com/robinong79/mcp-cosmos)** - Enables querying of Azure Cosmos DB data using natural language through a conversational interface. Facilitates secure and efficient interactions between AI models and the database by translating user queries into database requests. - **[Xano MCP Server](https://github.com/roboulos/simple-xano-mcp)** - Integrate with Xano databases through a simple API for querying and manipulating database structures and records. Supports local deployment for AI assistants and features comprehensive logging for troubleshooting. - **[MongoDB MCP Server](https://github.com/rock913/mongo-mcp)** - Enables interaction with MongoDB databases, facilitating collection schema inspection, document querying, and basic data management through natural language commands. Streamlines operations like document insertion, updating, and deletion. - **[MongoDB Query Server](https://github.com/rtcface/first_mcp)** - Enable structured querying and management of MongoDB collections through a standardized protocol interface, allowing users to list collections, retrieve documents with filtering and projections, and manage data operations securely with logging and error handling. - **[Alchemy](https://github.com/runekaagaard/mcp-alchemy)** - Connects Claude to databases for querying and analysis, facilitating SQL query writing, visualization of table relationships, and report generation. - **[UNHCR Population Data Server](https://github.com/rvibek/mcp_unhcr)** - Access and query UNHCR refugee statistics, enabling insights into forcibly displaced population trends. Filter data by country of origin, country of asylum, and year, while retrieving Refugee Status Determination application and decision data. - **[LanceDB MCP Server](https://github.com/RyanLisse/lancedb_mcp)** - Manage and search vector embeddings efficiently with capabilities for creating vector tables, adding data, and performing similarity searches. Supports the storage of embeddings along with associated metadata. - **[Notion Integration Server](https://github.com/SAhmadUmass/notion-mcp-server)** - Integrate with Notion workspaces to manage content through LLMs, enabling functionality such as searching, creating, and updating pages and databases. Query and update database entries to streamline workflow and enhance productivity. - **[SQLite Server](https://github.com/santos-404/mcp-server.sqlite)** - Execute SQL queries, manage database schemas, and synthesize business insights from an SQLite database. Integrate with AI tools through a standardized protocol for enhanced data interaction. - **[Xano MCP Server](https://github.com/SarimSiddd/xano_mcp)** - Interacts with the Xano API to manage database operations, providing tools for secure authentication, workspace management, and table content operations. Supports type-safe API interactions using TypeScript and offers improved error handling with detailed messages. - **[Metabase Server Connector](https://github.com/sazboxai/MCP_MetaBase)** - Enable seamless interaction with Metabase databases by allowing exploration of database schemas, visualization of table relationships, and execution of Metabase actions through a secure API. - **[Elasticsearch MCP Server](https://github.com/setyolegowo/mcp-server-elasticsearch)** - Connect to Elasticsearch for efficient management and retrieval of MCP data through a RESTful API, enabling powerful searching and indexing capabilities. - **[OpenSearch MCP Server](https://github.com/showjason/opensearch-mcp-server)** - Manage and interact with an OpenSearch cluster by utilizing tools for index management, cluster health monitoring, and document searching. Streamline the management of indices and clusters while seamlessly integrating into applications. - **[MySQL MCP Server](https://github.com/shreyansh-ghl/mysql-mcp-server)** - Provides read-only access to MySQL databases, enabling execution of SQL queries and inspection of database schemas securely. Facilitates streamlined data access for enhanced application insights. - **[SingleStore MCP Server](https://github.com/singlestore-labs/mcp-server-singlestore)** - Integrate natural language processing with SingleStore to manage data and execute SQL queries via a user-friendly interface. It simplifies workflows by providing seamless access to database resources. - **[Pinecone MCP Server](https://github.com/sirmews/mcp-pinecone)** - Read and write to a Pinecone index from a compatible MCP client like Claude Desktop, facilitating data interaction and retrieval. - **[Serverless MariaDB MySQL MCP Server ](https://github.com/skysqlinc/skysql-mcp)** - Manage serverless MySQL database instances and interact with AI-powered database agents. Execute SQL queries, handle database credentials, and monitor services effectively. - **[SkySQL MCP Server](https://github.com/skysqlinc/skysql-mcp)** - Manages SkySQL (MySQL/MariaDB) database instances, executes SQL queries, and interacts with AI-powered database agents. Provides features for managing credentials and monitoring database services. - **[LibSQL Memory](https://github.com/spences10/mcp-memory-libsql)** - High-performance vector search and persistent memory system using libSQL, offering efficient knowledge storage and semantic search capabilities. Supports knowledge graph management and secure token-based authentication for accessing local and remote databases. - **[StarRocks MCP Server](https://github.com/StarRocks/mcp-server-starrocks)** - Connects AI assistants to StarRocks databases for executing SQL queries and exploring database schemas with ease. Provides capabilities for data visualization and detailed data overview retrieval without complex setups. - **[Supabase MCP Server](https://github.com/stefanraath3/mcp-supabase)** - Connects to a Supabase PostgreSQL database, exposing table schemas as resources and enabling data analysis through read-only SQL query tools and predefined prompts. - **[OceanBase MCP Server](https://github.com/StevenFengLi/mcp-oceanbase)** - Facilitate secure interaction with OceanBase databases via a Model Context Protocol server, enabling listing of tables, reading data, and executing SQL queries in a structured manner. - **[Trino MCP Server](https://github.com/stinkgen/trino_mcp)** - Provides structured access to Trino's distributed SQL query engine, enabling AI models to query and analyze data efficiently. Supports API initialization through Docker and Python, allowing integration with large language models for data insights. - **[PostgreSQL Model Context Protocol Server](https://github.com/stuzero/pg-mcp)** - Connect to and query PostgreSQL databases, enabling schema discovery, query analysis, and contextual extensions for enhanced AI interactions. Facilitates seamless database integration through a robust API. - **[Typesense MCP Server](https://github.com/suhail-ak-s/mcp-typesense-server)** - Connects AI models to Typesense collections for efficient data discovery, search, and analysis using advanced search capabilities. - **[MySQL MCP Server](https://github.com/sussa3007/mysql-mcp)** - Connect and interact with MySQL databases, execute SQL queries, manage database connections, and retrieve data directly through AI models. - **[Supabase MCP Server](https://github.com/supabase-community/supabase-mcp)** - Connect Supabase projects with AI assistants for managing tables, fetching configurations, and querying data efficiently. Enables seamless integration of AI capabilities directly into application workflows. - **[CockroachDB MCP Server](https://github.com/Swayingleaves/cockroachdb-mcp-server)** - Connects directly to a CockroachDB database to execute SQL queries and retrieve table structures, while managing connections for stability and providing detailed logging for troubleshooting. - **[PostgreSQL Full Access Server](https://github.com/syahiidkamil/mcp-postgres-full-access)** - Interact with PostgreSQL databases by performing safe read and write operations with enhanced schema metadata and transaction management. Leverage the advanced capabilities of PostgreSQL while maintaining strict safety controls. - **[Neo4j Knowledge Graph Memory Server](https://github.com/sylweriusz/mcp-neo4j-memory-server)** - Utilizes a knowledge graph for dynamic information retrieval and storage, enhancing AI interactions by remembering user preferences and context. Integrates seamlessly with Neo4j for efficient data management. - **[AWS PostgreSQL Query Server](https://github.com/T1nker-1220/aws-postgress-mcp-server)** - Provides secure, read-only SQL query access to an AWS PostgreSQL database through an MCP interface. Facilitates retrieving data safely while preventing modifications to the database. - **[SQL MCP Server](https://github.com/t3ta/sql-mcp-server)** - Enables interaction with PostgreSQL databases through secure SSH tunnels, facilitating efficient querying and maintaining data integrity. Designed for local, containerized, or AI-driven applications with support for AWS RDS in read-only mode. - **[BigQuery MCP Server](https://github.com/takuya0206/bigquery-mcp-server)** - Access Google BigQuery datasets and execute SQL queries using a simple interface that incorporates Large Language Models. The server manages authentication, handles connection settings, and provides tools for querying and listing datasets and tables. - **[Supabase Notes](https://github.com/tengfone/supabase-nextjs-mcp-server)** - Create, manage, and summarize notes using a Supabase backend. This TypeScript-based MCP server offers resources for text notes, tools for creating new notes, and prompts for generating summaries. - **[Teradata MCP Server](https://github.com/Teradata/teradata-mcp-server)** - Enables integration with Teradata databases, facilitating execution of SQL queries, database management, and interactive exploration of database objects. Supports standard input/output and server-sent events for communication with AI agents and tools. - **[Legion Database Access](https://github.com/TheRaLabs/legion-mcp)** - Access and query multiple databases using the Legion Query Runner, allowing seamless execution of SQL queries, schema retrieval, and query optimization via a unified API. - **[MSSQL MCP Server](https://github.com/thochi/mssql-mcp-server)** - Connects to Microsoft SQL Server databases to execute SQL queries and manage database connections. - **[ClickHouse MCP Server](https://github.com/ThomAub/clickhouse_mcp_server)** - Integrate ClickHouse databases with Large Language Models and AI applications, enabling users to list databases, retrieve table schemas, and execute SQL queries efficiently. - **[Memory Server with Qdrant Persistence](https://github.com/tjwells47/mcp-qdrant-memory)** - Leverage a knowledge graph with entities and relations, enabling semantic search capabilities using OpenAI embeddings and Qdrant for data persistence. Supports HTTPS and Docker for streamlined deployment. - **[Query](https://github.com/tjwells47/supabase-mcp-server)** - Control and manage Supabase databases using natural language commands. Safely execute SQL queries, manage schema changes, and interact with the Supabase Management API with built-in safety features. - **[DBT Semantic Layer Server](https://github.com/TommyBez/dbt-semantic-layer-mcp-server)** - Query the dbt Semantic Layer API to seamlessly access and utilize defined business metrics across various data tools. Provides a unified approach to metric definitions and simplifies data querying for team members. - **[MySQL数据库服务](https://github.com/TristanLib/mcp_server_mysql_windows)** - Connect to and manipulate a local MySQL database through a RESTful API, supporting parameterized queries to enhance security. Includes real-time data push capabilities via Server-Sent Events. - **[Trino MCP Server](https://github.com/tuannvm/mcp-trino)** - Enables interaction with Trino's distributed SQL query engine for executing complex SQL queries and discovering data catalogs. Facilitates data analytics capabilities through a high-performance MCP server built in Go. - **[ODBC MCP Server](https://github.com/tylerstoltz/mcp-odbc)** - Connects to ODBC-compatible databases for querying, analyzing, and generating insights from data while ensuring read-only access to prevent modifications. - **[Python SDK for Model Context Protocol](https://github.com/ujjalcal/mcp)** - Facilitates the creation and connection of LLM applications by providing a standardized method to expose tools, data, and prompts for interactions. It supports data management and relationship mappings within a graph database environment. - **[Upstash](https://github.com/upstash/mcp-server)** - Manage Upstash Developer API operations through natural language commands, enabling users to create and manage Redis databases, list existing databases, retrieve specific keys, and perform backups. - **[JSON MCP Server](https://github.com/VadimNastoyashchy/json-mcp)** - Efficiently interacts with JSON files by splitting, merging, and validating data based on specified conditions. Designed for seamless integration with language models to automate JSON data manipulation within development environments. - **[IoTDB Database Interaction Server](https://github.com/vinhphamai23/iotdb-mcp-server)** - Enable secure interaction with IoTDB databases by executing SQL queries and exploring database schemas. Functionality includes listing tables, describing table schemas, and executing SELECT or metadata queries. - **[PostgreSQL Read-Only Server](https://github.com/vinsidious/mcp-pg-schema)** - Provides read-only access to PostgreSQL databases, enabling inspection of database schemas and execution of read-only SQL queries within a read-only transaction. - **[MySQL Database Server](https://github.com/vitalyDV/mysql-mcp)** - Interact with a MySQL database by executing SQL queries, retrieving table structures, and accessing data seamlessly. Integrate database capabilities into applications and workflows effectively. - **[MongoDB MCP Server](https://github.com/vivek1612/mongodb-mcp)** - Enable interaction with MongoDB databases to query collections, inspect schemas, and manage data through natural language commands, facilitating database operations. - **[LanceDB Node.js Vector Search](https://github.com/vurtnec/mcp-LanceDB-node)** - Connects to a LanceDB database to perform vector similarity searches using custom embedding functions, facilitating enhanced search capabilities and result processing. - **[IoTDB Database Interaction Server](https://github.com/vinhphamai23/iotdb-mcp-server)** - Interact with IoTDB databases through a controlled interface, enabling users to list tables, read data, and execute SQL queries. Supports structured query tools with tree and table models for efficient database exploration and business intelligence. - **[Airtable Server](https://github.com/wanattichia-skeelo/airtable-mcp-server)** - Connect to Airtable databases to read and write records, inspect database schemas, and manage data efficiently. - **[MySQL MCP Server](https://github.com/wenb1n-dev/mysql_mcp_server_pro)** - Execute SQL commands, manage MySQL databases, analyze execution plans, and convert Chinese fields to pinyin. Perform database anomaly analysis and provide robust permission control. - **[OpenStreetMap Integration](https://github.com/wiseman/osm-mcp)** - Query and visualize OpenStreetMap data through a web-based interface, utilizing PostgreSQL/PostGIS for backend data management. Features include dynamic map interactions such as adding markers and polygons as well as adjustable view settings. - **[Database Explorer](https://github.com/wirdes/db-mcp-tool)** - Manage and interact with various databases including PostgreSQL, MySQL, and Firestore. Execute queries, list tables, and export data seamlessly to enhance database management tasks. - **[Finance News Analysis](https://github.com/wushouzhuan1/finance_news_analysis)** - Scrapes financial data, performs NLP algorithm analysis, and facilitates quantitative strategy backtesting. Integrates various components for automated financial data processing and insights extraction. - **[XiYan MCP Server](https://github.com/XGenerationLab/xiyan_mcp_server)** - Enables natural language queries to MySQL and PostgreSQL databases using advanced text-to-SQL techniques. Supports both cloud and local operating modes for seamless database interaction and data retrieval. - **[MySQL MCP Server](https://github.com/xiangma9712/mysql-mcp-server)** - Manage MySQL databases with functionality for executing read-only queries and safely testing write queries that are rolled back after execution. - **[MySQL MCP Server](https://github.com/xptotech/mcp2)** - Connect and interact with MySQL databases to execute SQL queries and manage database connections. Analyze data through a structured interface tailored for AI model integration. - **[NeoDB](https://github.com/xytangme/neodb-mcp)** - Interact with a social book cataloging service to fetch user information, search for books, and retrieve detailed book information through its API. - **[OpenMetadata MCP Server](https://github.com/yangkyeongmo/mcp-server-openmetadata)** - Integrate OpenMetadata with MCP clients using a standardized interface to interact with OpenMetadata's REST API. Facilitates access to data assets and related metadata through the Model Context Protocol. - **[MongoDB and MySQL Database Server](https://github.com/yaoxiaolinglong/mcp-mongodb-mysql-server)** - Enables interaction with MySQL and MongoDB databases via a standardized interface, streamlining database operations with secure connections and robust error handling. Supports both SQL and NoSQL functionalities for seamless application development. - **[YDB Database Server](https://github.com/ydb-platform/ydb-mcp)** - Enable natural language interactions and manage YDB databases through intuitive commands. Run SQL queries, list directories, and control database paths seamlessly with any LLM that supports the Model Context Protocol. - **[Odoo Integration Server](https://github.com/yourtechtribe/model-context-protocol-mcp-odoo)** - Enables access and manipulation of Odoo ERP data through a standardized interface, facilitating tasks such as viewing partner and accounting information, and performing financial reconciliations. It supports secure authentication and integration with Odoo instances for AI agents. - **[Database Manager](https://github.com/yuangjay/db_manager)** - Streamline data operations by providing tools for querying, updating, and maintaining database systems efficiently. - **[OceanBase MCP Server](https://github.com/yuanoOo/oceanbase_mcp_server)** - Enables secure interaction with OceanBase databases for listing tables, reading data, and executing SQL queries through a structured interface. Provides proper error handling and secure access via environment variables. - **[MySQL MCP Server](https://github.com/yuki777/mysql-mcp-server)** - Connects local MySQL databases for executing SQL queries and retrieving information using large language models through standard input/output communication, without the need for port binding. Supports management of multiple connection profiles and stores connection settings for efficient reuse. - **[Clickzetta Server](https://github.com/yunqiqiliang/mcp-clickzetta-server)** - Enable seamless database interactions and insights analysis with SQL queries. Run complex queries and manage data efficiently while gaining valuable insights through a dynamic memo resource. Enhance your data-driven applications with powerful tools for querying and analysis. - **[MySQL Database Server](https://github.com/yuru-sha/mcp-server-mysql)** - Enables interaction with MySQL databases by allowing inspection of database schemas and execution of read-only queries within safe transactions. Supports Docker deployment and an NPM package for integration. - **[MySQL Database Server](https://github.com/yuru-sha/mcp-server-mysql)** - Enables inspection of MySQL database schemas and execution of read-only queries. Provides safe query execution within READ ONLY transactions and supports Docker. - **[PostgreSQL Database Server](https://github.com/yuru-sha/mcp-server-postgres)** - Interact with PostgreSQL databases using read-only transactions for safe query execution and schema inspection. Execute queries and retrieve insights without modifying the underlying data. - **[Cryo MCP](https://github.com/z80dev/cryo-mcp)** - Access and query Ethereum blockchain data with flexible options and multiple output formats using a powerful blockchain data extraction API server. Extract real-time insights from blockchain data easily through MCP-compatible clients. - **[MySQL Database Interaction Server](https://github.com/zajTools/zaj-MySQL-MCP)** - Execute SQL queries, manage database tables, analyze schema, and generate business insights from a MySQL database. - **[MySQL MCP Server](https://github.com/zhaoxin34/mcp-server-mysql)** - Access and query MySQL databases to execute read-only SQL queries and inspect database schemas. Facilitate data interactions for LLM applications with secure and optimized access. - **[go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql)** - Zero burden Model Context Protocol (MCP) server designed for CRUD operations on MySQL databases and tables. Supports a read-only mode and the option to check query plans with an `EXPLAIN` statement before execution. - **[Milvus MCP Server](https://github.com/zilliztech/mcp-server-milvus)** - Connects LLM applications to the Milvus vector database, enabling effective search and data management for AI workflows. Provides a standardized protocol for accessing vector data and integrating tools. - **[Toolkit](https://github.com/zxfgds/mcp-toolkit)** - Interact with local systems, databases, and external services through file operations, database management, and GitHub integration. Perform secure and efficient commands and transactions to enhance AI applications with real-world capabilities. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Facilitates secure interactions with MySQL databases using natural language queries, allowing for structured exploration and analysis of database tables and data. Supports listing tables, reading contents, and executing SQL commands through a controlled interface. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Facilitates secure interaction with MySQL databases through natural language queries, enabling users to list tables, read data, and execute SQL commands efficiently. Enhances AI capabilities with structured database exploration and analysis. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure interaction with MySQL databases through natural language queries, allowing listing of tables, reading of data, and execution of SQL commands. Facilitates structured database exploration and analysis using XiYanSQL. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure access to MySQL databases through natural language queries, facilitating data retrieval, table listing, and SQL command execution. Supports structured database exploration and analysis via natural language interfaces. - **[Kusto MCP Server](https://github.com/ZZZHDW/mcp-server-kusto)** - Access Azure Data Explorer clusters to execute queries, list tables, and retrieve schemas. Provide seamless exploration of internal and external data sources. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure interaction with MySQL databases through natural language queries, allowing for the listing of tables, reading of data, and execution of SQL commands in a controlled manner. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure interaction with MySQL databases through natural language queries, allowing for structured database exploration and analysis. Facilitates features like listing tables, reading data, and executing SQL commands safely. ## Cloud Services - **[Sui Tools](https://github.com/0xdwong/sui-mcp)** - The Sui Tools MCP server allows users to interact with the Sui blockchain easily. It offers tools for checking balances, transferring assets, and managing SUI transactions without complex setups. - **[AWS Lake Formation Integration](https://github.com/0xNacho/aws-lakeformation-mcp)** - This server allows AI models to connect with AWS Lake Formation, making it easier to manage and access data securely. It helps users query data and control permissions programmatically, simplifying interactions with data resources. - **[SONiC Buildimage](https://github.com/10164367/sonic-buildimage)** - SONiC Buildimage is a server that helps create installation images for network switches, making it easier to deploy and customize software for different hardware. It supports various tools for debugging and managing network device images efficiently. - **[达梦8数据库 MCP 服务](https://github.com/1092705638/dameng-mcp-server)** - This server provides a connection to the Dameng 8 database using the Model Context Protocol (MCP), allowing users to easily access and integrate database content for more efficient data utilization. - **[Browserbase MCP Server](https://github.com/1050202387/mcp-server-browserbase)** - The Browserbase MCP Server automates web browsing tasks in the cloud, allowing AI applications to navigate websites, capture screenshots, and run JavaScript code. This makes it easier to gather data from the web and integrate it into various AI solutions. - **[Supabase MCP Server](https://github.com/0xTrxz/supabase-mcp)** - The Supabase MCP Server connects your Supabase projects with AI assistants, allowing them to manage databases, query data, and handle project configurations easily. - **[EOM Department Vue Application](https://github.com/153913232a/department-vue)** - The EOM Department Vue Application is a web-based tool that helps manage department tasks with a user-friendly interface. It allows developers to build, test, and deploy applications efficiently while managing state and navigation. - **[时间服务器](https://github.com/1259187996/time)** - 时间服务器是一个基于Express的API，提供当前时间的多种格式，包括ISO、Unix时间戳和人类可读格式，方便用户在应用中获取时间信息。 - **[One MCP](https://github.com/1mcp-app/agent)** - One MCP is a server that simplifies the management of multiple AI models by combining them into a single interface, making it easier and more efficient to use various AI tools without needing separate servers for each one. - **[Fujitsu Social Digital Twin Server](https://github.com/3a3/fujitsu-sdt-mcp)** - The Fujitsu Social Digital Twin Server allows users to interact with a simulation of social and traffic scenarios through natural language commands. It enables running simulations, analyzing results, and retrieving simulation data easily. - **[BPB Panel](https://github.com/496128237/BPB-Worker-Panel)** - BPB Panel is a user-friendly platform designed for efficiently managing and deploying proxy scripts on Cloudflare Workers and Pages. It allows users to easily configure various networking protocols while ensuring secure access. - **[Qwen Max MCP Server](https://github.com/66julienmartin/MCP-server-Qwen_Max)** - The Qwen Max MCP Server allows users to generate text using the Qwen Max language model, making it useful for various text-based applications. - **[RuoYi Vue Pig](https://github.com/568163103/Ruoyi-vue-pig)** - RuoYi Vue Pig is an open-source server designed to manage user authentication and security in applications by integrating front-end and back-end systems. It simplifies the login process using a secure OAuth client setup, allowing easy user management. - **[Safe MCP Server](https://github.com/5ajaki/safe-mcp-server)** - The Safe MCP Server allows users to interact with Safe smart contract wallets, enabling them to query transaction histories, access multisig details, and decode transaction data easily through an integration with the Safe API. - **[Grokart](https://github.com/8bitsats/Grok-MCP)** - MCP server for generating images using Grok's AI image generation capabilities, accepting text prompts and returning images as URLs or base64-encoded data. Supports multiple image generation requests and error handling, with configuration options for API keys. - **[Deepseek R1 MCP Server](https://github.com/66julienmartin/MCP-server-Deepseek_R1)** - The Deepseek R1 MCP Server allows the Deepseek R1 language model to connect with various tools and data sources, enabling enhanced reasoning and conversation capabilities with a large context window of 8192 tokens. - **[MCP Notes](https://github.com/9Ninety/MCPNotes)** - A simple note-taking application that enables users to record and manage notes with AI models while utilizing DynamoDB for storage. It provides both an MCP server for AI-driven note management and a web server for manual interaction. - **[Google Docs Server](https://github.com/a-bonus/google-docs-mcp)** - Connect to Google Docs for reading and appending text to documents programmatically, enabling automated workflows and document interaction through AI assistants. - **[Netbird MCP Server](https://github.com/aantti/mcp-netbird)** - Provides insights into Netbird network peers, groups, and policies, allowing users to analyze network status and details through a read-only API implementation with token-based authentication. - **[Presto](https://github.com/a2888409/presto)** - Run distributed SQL queries on large datasets across various sources, enabling efficient data analysis and big data analytics. - **[Weather Information Enhancer](https://github.com/aaasoulmate/mcp-weather)** - Enhances Large Language Models with real-time weather data by connecting to external weather APIs for accurate and up-to-date information. Provides LLMs with the capability to access and utilize dynamic weather data for improved contextual responses. - **[Google Workspace MCP Server](https://github.com/aaronsb/google-workspace-mcp)** - Integrate with Google Workspace APIs to manage emails and calendar events. Automate email sorting, filtering, and response tracking for enhanced productivity. - **[Confluence Cloud](https://github.com/aaronsb/confluence-cloud-mcp)** - Interact with Confluence Cloud to manage spaces, pages, and content, including page creation, updates, and search functionalities. - **[Google Workspace MCP Server](https://github.com/aaronsb/google-workspace-mcp)** - Integrate with Google Workspace APIs to manage Gmail and other services, facilitating email organization, filtering, and rapid retrieval of messages. - **[Atlassian Bitbucket Integration](https://github.com/aashari/mcp-server-atlassian-bitbucket)** - Access and manage Bitbucket repositories, pull requests, and commits through AI integrations. Connect AI systems securely and efficiently with Bitbucket data using minimal identifiers. - **[Boilerplate MCP Server](https://github.com/aashari/boilerplate-mcp-server)** - Develop custom Model Context Protocol (MCP) servers to connect AI systems to external APIs and data sources, enabling seamless interaction and data retrieval. The server includes built-in functionality for IP lookup and command-line interface support for enhanced integration capabilities. - **[AWS SSO MCP Server](https://github.com/aashari/mcp-server-aws-sso)** - Connects AI models to AWS services using Single Sign-On authentication, facilitating secure management of AWS resources and execution of AWS CLI commands directly from AI assistants. - **[Atlassian Confluence Integration](https://github.com/aashari/mcp-server-atlassian-confluence)** - Connects AI systems to Atlassian Confluence, providing real-time access to organizational knowledge bases. Enables retrieval, searching, and management of Confluence content seamlessly within AI applications. - **[AWS Cost Explorer](https://github.com/aarora79/aws-cost-explorer-mcp-server)** - Analyze AWS cloud spending data and visualize expenses through natural language queries. Get detailed breakdowns and reports on spending across various AWS services. - **[RetellAI Voice Service Integration](https://github.com/abhaybabbar/retellai-mcp-server)** - Manage and interact with RetellAI's voice services, facilitating call management, voice agent creation, phone number provisioning, and voice option access through a unified interface. - **[Kubernetes Server](https://github.com/abhijeetka/mcp-k8s-server)** - Manage Kubernetes clusters using natural language commands, simplifying complex kubectl operations and providing a conversational interface for Kubernetes resource management. - **[Airflow MCP Server](https://github.com/abhishekbhakat/airflow-mcp-server)** - Control Airflow deployments through its APIs, enabling effective management and understanding of workflows. - **[AIHub](https://github.com/absores/AIHub)** - Connect applications with Smithery to enhance functionality and access data more efficiently. Utilize integrations to streamline workflows and improve user experiences across various projects. - **[Activepieces](https://github.com/activepieces/activepieces)** - Activepieces is a workflow automation platform that connects various services, enabling users to create and integrate custom workflows. It supports both technical and non-technical users in enhancing productivity through automation. - **[Atlassian Integration](https://github.com/adamjbird2/mcp-atlassian-sprint)** - Integrates AI language models with Atlassian products Jira and Confluence, facilitating contextual AI interactions to streamline project management and documentation. Supports both Cloud and Server/Data Center deployments, ensuring data privacy and security while enhancing workflow processes. - **[Crew AI Server](https://github.com/adam-paterson/mcp-crew-ai)** - Orchestrates multi-agent workflows by managing tasks and agents configured through YAML files, facilitating communication with Large Language Models and various tools. Supports local development and testing for building intelligent applications. - **[Resource Hub Server](https://github.com/adamwattis/resource-hub-server)** - Connects to a centralized hub for managing and configuring MCP servers, facilitating access to shared tools and resources across various environments. Simplifies the management of MCP server settings from a single configuration point. - **[MCP Proxy Server](https://github.com/adamwattis/mcp-proxy-server)** - Aggregates and manages multiple MCP resource servers through a unified interface. Simplifies access to various tools and data sources while handling request routing and response aggregation. - **[Google Workspace Server](https://github.com/adexltd/mcp-google-suite)** - Enable interaction with Google Workspace services such as Drive, Docs, and Sheets for operations including file searching, folder creation, document management, and spreadsheet manipulation. Flexible integration is supported through multiple transport modes compatible with MCP clients. - **[Google Workspace Server](https://github.com/adexltd/mcp-google-suite)** - Enables seamless interaction with Google Workspace services, facilitating file management, document creation, and spreadsheet operations through a unified interface. - **[Supabase MCP Server](https://github.com/adiletD/feature-request-collection-mcp)** - Connect to Supabase to efficiently query and manage feature suggestions. Retrieve user feedback and feature requests directly from a Supabase database in real-time. - **[MCP Server](https://github.com/adrianozagallo-home/mcp-server)** - Connect to AI models and external data sources using the Model Context Protocol, facilitating secure and scalable interactions with large language model (LLM) applications on Azure Kubernetes Service. - **[Aegntic MCP Servers](https://github.com/aegntic/aegntic-MCP)** - Provide external tool integration for AI assistants, enabling project exports, cloud service management, and workflow automation through various specialized servers. - **[Aegntic MCP Servers](https://github.com/aegntic/aegntic-MCP)** - Extend AI assistants with external tools and services for enhanced functionality in conversations. Access various platforms like Firebase and n8n for workflow automation and project exports. - **[R2 Gen](https://github.com/agan2023416/workers)** - An MCP server for image generation that interfaces with a Cloudflare Worker to enable asynchronous image creation, real-time status updates, and error handling. It supports type-safe API calls for generating images based on given prompts. - **[Generate Image](https://github.com/agan2023416/workers)** - Generate images using Replicate's AI image generation, store them in Cloudflare R2, and provide real-time updates on the generation status along with webhook notifications. - **[Tribal](https://github.com/agentience/tribal_mcp_server)** - Tribal tracks and retrieves programming errors with full context, facilitating the building of a personalized knowledge base that learns from user mistakes and suggests solutions. It integrates with language models for enhanced error management, utilizing a variety of storage and search functionalities. - **[IaC Memory Server](https://github.com/AgentWong/iac-memory-mcp-server-project)** - Provides persistent memory storage and version tracking for Infrastructure-as-Code components, focusing on Terraform and Ansible resources with relationship mapping. - **[Agentset MCP Server](https://github.com/agentset-ai/mcp-server)** - Build intelligent, document-based applications with integrated data retrieval capabilities, leveraging Retrieval-Augmented Generation (RAG) methodologies. - **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect functions across different network environments and programming languages using a universal RPC interface. Facilitate interactions with various tools and services through a robust observability framework. - **[AgentMail Toolkit](https://github.com/agentmail-to/agentmail-toolkit)** - Integrate email functionality to dynamically manage inboxes, list messages, and send or reply to emails through an AI assistant. This server utilizes the AgentMail API for efficient email automation and management. - **[Iceberg Catalog](https://github.com/ahodroj/mcp-iceberg-service)** - Manage and query Apache Iceberg tables using a SQL interface. Facilitate data operations and management directly from Claude Desktop for seamless interaction with Iceberg data lakes. - **[Filesystem MCP Server](https://github.com/ai-yliu/filesystem-mcp-server)** - Facilitates filesystem operations such as reading and writing files, managing directories, and ensuring secure file handling within specified paths. - **[Email Server](https://github.com/ai-zerolab/mcp-email-server)** - Provides IMAP and SMTP functionalities through a standardized server interface for email handling and communication. - **[Yourware MCP](https://github.com/ai-zerolab/yourware-mcp)** - Upload and manage projects through a user-friendly interface, enabling seamless handling of single files or entire directories. Integrates various development workflow features for enhanced productivity. - **[Toolbox for LLM Enhancement](https://github.com/ai-zerolab/mcp-toolbox)** - Integrates with external services and APIs to enhance LLM capabilities, facilitating command execution and interaction with Figma files. Provides a toolkit for developers to extend the functionality of language models seamlessly. - **[Grasp Browser Agent](https://github.com/aircodelabs/grasp)** - A self-hosted browser automation agent that executes natural language commands to control web activities, integrating easily with other AI applications and agents through MCP and A2A support. - **[ACI MCP Server](https://github.com/aipotheosis-labs/aci-mcp)** - Provides dynamic access to a variety of functions managed by ACI.dev through two types of MCP servers: one for app-specific tool access and another for unified discovery and execution of tools. Supports efficient function calling to enhance agents without overloading the model's context window. - **[TON Access Server](https://github.com/aiopinions/TON-ACCESS-MCP)** - Connects to the TON blockchain to facilitate interactions with blockchain data, including wallets, transactions, and smart contracts. Provides decentralized access, health checking, and load balancing to ensure reliable AI assistant performance. - **[Aipolabs MCP Server](https://github.com/aipotheosis-labs/aci-mcp)** - Integrate with ACI.dev to access a range of functions through an MCP server, enabling seamless execution of tools and dynamic workflow enhancements without the need for managing multiple servers. - **[Weather Server](https://github.com/aitiwari/weather)** - Fetch real-time weather alerts and forecasts for any location in the US, providing up-to-date weather information to enhance LLMs' environmental awareness. - **[Aiven MCP Server](https://github.com/Aiven-Open/mcp-aiven)** - Provides access to Aiven services such as PostgreSQL, Kafka, ClickHouse, and OpenSearch, enabling integration with LLMs for building full stack solutions. Facilitates management and interaction with Aiven projects and services. - **[Gmail Integration Server](https://github.com/ajbr0wn/gmail-mcp-server)** - Access Gmail inbox to view recent emails and perform searches using Gmail's syntax. Utilizes OAuth2 authentication for secure interactions with Gmail accounts. - **[Custom AI Tools Demo](https://github.com/akazwz/workers-mcp-demo)** - Create and deploy custom AI tools that integrate with AI assistants to enhance their functionality through serverless functions. Supports seamless interaction with various MCP clients, enabling broader use of AI capabilities. - **[Akash MCP Server](https://github.com/akash-network/mcp)** - Connects AI agents to the Akash Network for deploying applications, managing leases, and accessing services. Utilizes typed tools for efficient operations within the Akash infrastructure. - **[Trino Server](https://github.com/alaturqua/mcp-trino-python)** - Facilitates integration with Trino and Iceberg for data exploration and querying. Automates table maintenance and optimizes data workflows. - **[Argo CD MCP Server](https://github.com/akuity/argocd-mcp)** - Integrate Argo CD management through natural language, enabling interaction with applications and workflows. Supports communication via stdio and Server-Sent Events for seamless development integration. - **[Dropbox Integration Server](https://github.com/Albiemark/dbx-mcp-server)** - Integrates Dropbox with applications to manage files, folders, and account information through MCP-compatible clients, utilizing Dropbox's public API for seamless interaction. - **[ALAPI MCP Server](https://github.com/ALAPI-SDK/mcp-alapi-cn)** - Integrates ALAPI's diverse APIs for functionalities such as IP and weather queries, video parsing, and corporate information retrieval using the MCP protocol. Provides standardized responses and error handling to streamline development in AI applications. - **[Map MCP Server](https://github.com/Alex-Smith-1234/Map_MCP)** - Integrate dynamic data and manipulate context in real-time to enhance user interactions with external resources. Navigate to specified locations using an asynchronous tool function within a Docker environment. - **[Supabase MCP Server](https://github.com/alexander-zuev/supabase-mcp-server)** - Manage Supabase databases, execute SQL queries, handle schema changes, and utilize the Supabase Management API and Auth Admin SDK with built-in safety controls. - **[Kollektiv](https://github.com/alexander-zuev/kollektiv-mcp)** - Enables rapid retrieval-augmented generation over data by allowing users to upload data and chat through various MCP clients. Securely authenticates with OAuth 2.0 and communicates over HTTPS for a private experience. - **[Remote MCP Server on Cloudflare Workers](https://github.com/AlexanderCohen/postgres-mcp)** - Deploy a remote MCP server on Cloudflare Workers without authentication. Customize and extend the server with personal tools for better integration with AI models. - **[Illumio MCP Server](https://github.com/alexgoller/illumio-mcp-server)** - Interact with Illumio's Policy Compute Engine to manage workloads and labels, perform traffic flow analysis, and assess PCE health. Provides programmatic access to streamline workload management and enhance security analysis. - **[IPFS Server](https://github.com/alexbakers/mcp-ipfs)** - Manage storage spaces and data within the IPFS ecosystem by uploading, downloading, and executing various tasks through a command-line interface integrated with language models. - **[Gemini Server](https://github.com/aliargun/mcp-server-gemini)** - An MCP server that facilitates interaction between Claude Desktop and Google's Gemini AI models, supporting real-time response streaming and secure API key handling while allowing for customizable model parameters. - **[Node.js Sandbox Server](https://github.com/alfonsograziano/node-code-sandbox-mcp)** - Run arbitrary JavaScript code in isolated Docker containers with the capability for on-the-fly npm dependency installation and management of sandbox sessions for flexible code execution. - **[Higress API Gateway](https://github.com/alibaba/higress)** - Enhances AI applications by hosting MCP servers with unified authentication, rate limiting, and observability. Simplifies deployment and management through a plugin mechanism for rapid integration of new capabilities. - **[Memory Bank Server](https://github.com/alioshr/memory-bank-mcp)** - Manage project memory banks remotely and efficiently, enabling streamlined access and manipulation of memory data. - **[Alibaba Cloud MCP Server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server)** - Manage and monitor Alibaba Cloud ECS and VPC resources through a standardized MCP interface, enabling operations like starting, stopping, rebooting instances, and retrieving monitoring metrics. Provide cloud resource automation and control with integrated Alibaba Cloud tools. - **[Adb MySQL MCP Server](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server)** - Facilitates communication between AI Agents and Adb MySQL databases, enabling retrieval of database metadata and execution of SQL operations for enhanced data access. Supports real-time interactions with AnalyticDB for MySQL databases via a universal interface. - **[Alibaba Cloud RDS OpenAPI Server](https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server)** - Integrate with Alibaba Cloud RDS services to manage and query relational database instances, enabling operations like instance creation, performance data retrieval, and configuration modification through a standardized MCP interface. - **[Alibaba Cloud Operations Server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server)** - Manage and operate Alibaba Cloud resources through a unified interface. Perform actions such as starting, stopping, and rebooting ECS instances, and monitor system metrics across various cloud services. - **[Hologres MCP Server](https://github.com/aliyun/alibabacloud-hologres-mcp-server)** - Facilitates communication between AI Agents and Hologres databases, enabling retrieval of database metadata and execution of SQL operations. - **[Prefect MCP Server](https://github.com/allen-munsch/mcp-prefect)** - Interact with Prefect to manage flows, deployments, and tasks using natural language. Monitor and control the Prefect environment through simplified commands for better workflow management. - **[Google Calendar Integration Server](https://github.com/am2rican5/mcp-google-calendar)** - Integrate with Google Calendar to manage events such as creation, reading, updating, and deletion. Authenticate using OAuth 2.0 and receive real-time updates via Server-Sent Events. - **[FTP Access Server](https://github.com/alxspiker/mcp-server-ftp)** - Interact with FTP servers to manage files and directories using natural language commands. Perform operations such as listing directory contents, uploading and downloading files, and creating or deleting directories. - **[Google Tasks MCP](https://github.com/alvinjchoi/gtasks-mcp)** - Integrate with Google Tasks to manage tasks through natural language commands, supporting task creation, updates, deletions, and organization across multiple lists. Query tasks easily and automate completion marking, enhancing productivity workflows. - **[NodeMCU Manager](https://github.com/amanasmuei/mcp-server-nodemcu)** - Manage NodeMCU (ESP8266) IoT devices by monitoring their status, sending commands, and updating configurations in real-time. Integrates with AI tools through a standard RESTful API/WebSocket interface while implementing the Model Context Protocol. - **[NodeMCU Manager](https://github.com/amanasmuei/mcp-server-nodemcu)** - Manage NodeMCU (ESP8266) IoT devices by monitoring their status, sending commands, and updating configurations remotely. Integrates with AI tools through a RESTful API/WebSocket interface and implements the Model Context Protocol for enhanced interaction. - **[Qdrant Vector Search Server](https://github.com/amansingh0311/mcp-qdrant-openai)** - Enables semantic search capabilities over a Qdrant vector database, facilitating the retrieval and exploration of collections using OpenAI embeddings. - **[Dropbox Integration Server](https://github.com/amgadabdelhafez/dbx-mcp-server)** - Integrates Dropbox operations, enabling management of files and folders directly from applications with simple commands using the public API. - **[Dropbox Integration Server](https://github.com/amgadabdelhafez/dbx-mcp-server)** - Integrate applications with Dropbox for managing files, folders, and account information using MCP-compatible clients. Leverage Dropbox's public API to interact with essential Dropbox functionalities. - **[Unichat MCP Server](https://github.com/amidabuddha/unichat-ts-mcp-server)** - Connects to multiple AI models including OpenAI, MistralAI, Anthropic, xAI, Google AI, and DeepSeek using the MCP protocol for versatile AI interactions. - **[Unichat](https://github.com/amidabuddha/unichat-mcp-server)** - Send requests to various AI models including OpenAI, MistralAI, Anthropic, xAI, Google AI, DeepSeek, Alibaba, and Inception using the MCP protocol. - **[Python MSSQL Server](https://github.com/amornpan/py-mcp-mssql)** - Provides access to Microsoft SQL Server databases through a standardized Model Context Protocol interface, enabling inspection of table schemas and execution of SQL queries. - **[Web Content Server](https://github.com/amotivv/cloudflare-browser-rendering)** - Fetch and process web content for LLM context using Cloudflare Browser Rendering, enabling real-time web data extraction and structured content summarization. - **[Protonmail MCP Server](https://github.com/amotivv/protonmail-mcp)** - Integrate with Protonmail to send emails directly from tools like Claude Desktop and Cline VSCode extension. Supports multiple recipients, CC, BCC, and both plain text and HTML content. - **[Remote MCP Server on Cloudflare Workers](https://github.com/anandkumarpatel/remote-mcp-server-authless)** - Deploy a remote MCP server on Cloudflare Workers to facilitate integration with MCP clients without authentication. Customize tools within the provided codebase for extended functionality. - **[CentralMind Gateway](https://github.com/andreagroferreira/gateway)** - Creates secure APIs for structured data using the Model Context Protocol, allowing seamless integration with AI agents and ensuring compliance and performance. Automates the generation of APIs and enhances AI applications with built-in security features. - **[MCP Server Template for Cursor IDE](https://github.com/andreasHornqvist/MCP)** - Custom tools for Cursor IDE can be created using the Model Context Protocol, enabling tailored functionalities that enhance the user's experience within the IDE. - **[Simple Timeserver](https://github.com/andybrandt/mcp-simple-timeserver)** - Provides local and UTC time information, allowing AI models to access current time and timezone details from the user's machine. - **[Andy's Test API MCP Server](https://github.com/AndyManastorm/smithery-reference-servers)** - Interact with GitHub repositories to perform file operations, manage repositories, search for code and issues, and automate workflows. Supports automatic branch creation, comprehensive error handling, and preservation of Git history while allowing batch and single-file operations. - **[Couchbase MCP Server](https://github.com/Aniket310101/MCP-Server-Couchbase)** - Facilitates interaction with Couchbase databases on Capella clusters through natural language, enabling CRUD operations, N1QL query execution, and data management. - **[Multi-Agent AWS Management Server](https://github.com/anirban1592/google_openai_mcp)** - Automate the provisioning and termination of AWS EC2 instances using natural language commands while facilitating multi-agent communication through the MCP framework. Integrates intelligent agents to streamline cloud management tasks on AWS. - **[SkySQL Integration](https://github.com/anishksk/MCP-Server)** - Manage serverless databases via a REST API, enabling the creation, listing, and execution of queries. Integrate with GitHub for version control and utilize Smithery.ai for deployment management. - **[SSE Server with JWT Authentication](https://github.com/anisirji/mcp-server-remote-setup-with-jwt-auth)** - Expose multiple AI tools over an SSE transport with secure JWT-based authentication, enabling dynamic tool registration and session management. - **[Supabase MCP Server](https://github.com/Anthony9906/supabase-mcp-server)** - Handles SQL query execution, database management, API access, and user authentication with integrated safety controls. - **[fal.ai Model Server](https://github.com/antonioevans/mcp-fal)** - Provides access to fal.ai models and services through a standardized interface for listing, searching, generating content, managing queued requests, and uploading files to a CDN. - **[Context7](https://github.com/antonioevans/context7)** - Fetches up-to-date, version-specific code documentation and examples from source libraries to enhance prompts, reducing reliance on outdated code and inaccurate APIs. Integrates real-time library documentation into LLM context to improve coding accuracy and productivity. - **[Railway Infrastructure Manager](https://github.com/antonioevans/railway-mcp)** - Manage Railway.app infrastructure using natural language commands to deploy services, manage environment variables, and monitor deployments. Facilitate the orchestration of Railway projects and services via AI agents. - **[PostgreSQL Database Operations Server](https://github.com/antonorlov/mcp-postgres-server)** - Interact with PostgreSQL databases, execute queries, manage connections, and retrieve data through a standardized interface for AI model integration. - **[RunPod Server Manager](https://github.com/antonioevans/runpod-mcp-ts)** - Manage RunPod resources through an MCP-compatible client, enabling operations such as creating, listing, updating, and deleting pods, serverless endpoints, templates, network volumes, and container registry authentications. - **[APISIX API Gateway](https://github.com/apache/apisix)** - Manage and route API traffic with advanced features such as load balancing, dynamic routing, and security. Provides robust proxying and rate limiting capabilities to enhance AI applications and ensure high performance and scalability. - **[IoTDB](https://github.com/apache/iotdb)** - Manage and analyze time series data efficiently with a database optimized for industrial IoT applications. Integrates seamlessly with Hadoop and Spark for enhanced data handling using SQL-like commands. - **[PiAPI MCP Server](https://github.com/apinetwork/piapi-mcp-server)** - Integrates with PiAPI's API to facilitate media content generation using various services like Midjourney, Flux, and more. It connects AI models with tools for seamless content creation directly from applications that support the Model Context Protocol. - **[WordPress Automation Server](https://github.com/AppleJax2/wordpress-mcp)** - Automate and manage WordPress sites programmatically using REST API integration and browser automation. Customize themes, create pages with visual builders, and interact with popular plugins to streamline workflows. - **[Pushinator](https://github.com/appricos/pushinator-mcp)** - Facilitates the integration of real-time push notifications into applications, allowing for the delivery of timely updates and alerts to user devices. Provides a robust API for simplified notification management and seamless integration. - **[Appwrite MCP Server](https://github.com/appwrite/mcp)** - Interact with Appwrite's API to manage databases, users, functions, teams, and other project resources efficiently. - **[Appwrite MCP Server](https://github.com/appwrite/mcp)** - Manage Appwrite projects through a streamlined API interface, enabling interactions with databases, users, functions, and teams. Facilitates project management and development through integrated tools. - **[Zerodha Integration](https://github.com/aptro/zerodha-mcp)** - Interact with your Zerodha trading account through voice commands and automated processes, managing stocks, mutual funds, and trading orders seamlessly. - **[Apify Actors MCP Server](https://github.com/apify/actors-mcp-server)** - Enable interaction with various Apify Actors to perform specific tasks through an MCP server configuration. It supports HTTP server access via Server-Sent Events (SSE) and local server functionality through standard input/output. - **[PayPal Integration Server](https://github.com/arbuthnot-eth/PayPal-MCP)** - Interact with PayPal's payment processing, invoicing, and subscription management through a standardized interface. Handles API requests and secure transactions with low latency on Cloudflare Workers, making it suitable for webhooks and real-time payment verification. - **[Kafka Simple Web Client](https://github.com/ares10/kafka-simple-web-client)** - Displays Kafka topic messages in a user-friendly web interface. Streamlines message monitoring and management with configurable settings to connect to a Kafka server. - **[Phoenix](https://github.com/Arize-ai/phoenix)** - Provides advanced observability and evaluation tools for AI applications, facilitating performance tracking, dataset management, and prompt engineering. Integrates with various frameworks and large language model providers for seamless operation. - **[Contentful Management Server](https://github.com/arjunkmrm/contentful-mcp)** - Manage Contentful content, spaces, and content types through full CRUD operations, bulk publishing, and environment management using smart pagination to optimize large language model context usage. - **[Exa AI Search Server](https://github.com/arjunkmrm/exa-mcp-server)** - Connects AI assistants to the Exa AI Search API for real-time web searches, academic inquiries, and social media queries. Supports customizable search capabilities and live crawling for company and competitor research. - **[Search Engine with RAG and MCP](https://github.com/arkeodev/search-engine-with-rag-and-mcp)** - A search engine that integrates web search and content retrieval with Retrieval-Augmented Generation (RAG), facilitating standardized tool invocation through the Model Context Protocol (MCP). It supports both local and cloud-based language models and operates in multiple modes for enhanced versatility in information retrieval. - **[Fastly API Integration Server (Unofficial)](https://github.com/Arodoid/FastlyMCP)** - Manages and monitors Fastly CDN services via natural language interactions. Automates tasks such as cache purging, configuration updates, and retrieval of real-time performance insights from Fastly's API. - **[Notion MCP Server](https://github.com/arre-ankit/notion-mcp-server)** - Query and manipulate Notion Pages by creating, reading, and updating content directly from prompts. Seamlessly manage Notion databases and enhance productivity through integration. - **[Kaggle MCP Server](https://github.com/arrismo/kaggle-mcp)** - Interact with Kaggle's extensive dataset repository by searching and downloading datasets, as well as generating exploratory data analysis notebooks using the Kaggle API. - **[Arthur Musa Portfolio](https://github.com/Arthur-Musa/portifolio)** - Showcases a developer's skills, experience, and projects in a structured portfolio format, facilitating networking and career growth. Provides access to contact information and highlights expertise in financial product development and digital design. - **[Claude Code Python Edition](https://github.com/arthurcolle/openai-mcp)** - A Python-based MCP server designed for software development tasks that integrates with multiple LLM providers, offering real-time visualization and cost management. It supports multi-agent synchronization for intricate problem-solving scenarios. - **[Artemis MCP Server](https://github.com/Artemis-xyz/artemis-mcp)** - Connect with the Artemis API to retrieve cryptocurrency data and generate ART formulas. It enables users to validate and retrieve financial data, simplifying analysis in digital finance. - **[AWS MCP](https://github.com/arunsanna/aws-sage)** - Query and manage AWS resources using natural language for simplified cloud operations. Integrate seamlessly with Claude for intuitive management of AWS environments. - **[Figma MCP Server](https://github.com/ArticPenguin/Figma-Context-MCP)** - Integrate Figma design files with AI-powered coding tools to fetch relevant metadata, enhancing design accuracy and coding efficiency. Streamlines the process of implementing designs in AI tools by enabling access to Figma's design data. - **[S3 Management Server](https://github.com/ashgw/s3-mcp)** - Manage S3 buckets and objects, handle lifecycle configurations, set and retrieve object tags, manage bucket policies, and configure CORS settings. - **[Vault MCP](https://github.com/ashgw/vault-mcp)** - Securely manage secrets and policies through HashiCorp Vault via a structured API. It facilitates policy creation, management, resource discovery, and automated policy generation for LLMs and other clients. - **[GitHub MCP Server](https://github.com/asifdotpy/github-mcp-server)** - Integrates with GitHub APIs for advanced automation and interaction capabilities for developers. Facilitates repository management, issue tracking, and workflow automation. - **[AIO-MCP Server](https://github.com/athapong/aio-mcp)** - Integrates with GitLab, Jira, Confluence, YouTube, and Google Maps to provide AI-powered search capabilities and utility tools for development workflows. Supports interaction with multiple services using API keys and tokens. - **[Asunaro Blog](https://github.com/Asunaro276/asunaro-blog)** - A personal blog server built with Astro and React, optimized for fast performance and static site generation. Utilizes Tailwind CSS for responsive design and offers integration with a headless CMS for content management. - **[LemonSqueezy Integration Server](https://github.com/atharvagupta2003/mcp-lemonsqueezy)** - Integrates with LemonSqueezy's API to manage e-commerce operations such as product management, order processing, and subscription handling. Provides a structured interface for programmatic management of a Lemon Squeezy store with audit logging and tool-based control. - **[Stripe Server](https://github.com/atharvagupta2003/mcp-stripe)** - Integrates with Stripe to handle payments, customer management, and refunds through a structured API. Provides audit logging for all financial transactions to ensure traceability and security. - **[Nuxt MCP Server on Vercel](https://github.com/atinux/mcp-with-nuxt-vercel)** - Serve an MCP server within a Nuxt application to enable integration of language models with various external tools, resources, and prompts. Utilizes Redis for efficient server-sent events (SSE) transport and simplifies the setup and deployment process with a Vercel-optimized template. - **[Netease Cloud Music FLAC Downloader](https://github.com/atlas-comstock/NeteaseCloudMusicFlac)** - Downloads lossless FLAC music from Netease Cloud Music playlists to local storage, streamlining the process of collecting high-quality tracks. Primarily designed for users seeking Hi-Fi music collections from the platform. - **[ChatGPT Next Web](https://github.com/augustscl/ChatGPT-Next-Web)** - A cross-platform web UI for ChatGPT that ensures a privacy-first experience by storing data locally in the browser. It provides tools for creating, sharing, and debugging chat interactions with customizable prompts. - **[WhatsApp Integration Server](https://github.com/aukik/whatsapp-mcp)** - Enables interaction with personal WhatsApp accounts, facilitating message searching and reading, contact management, and sending of text and media messages. Utilizes the WhatsApp web multidevice API for secure and efficient access to conversations, with local message storage in a SQLite database. - **[Code Sandbox](https://github.com/Automata-Labs-team/code-sandbox-mcp)** - Securely execute code in isolated Docker containers, providing a controlled environment for code execution. This MCP server supports custom Docker images, file operations, and command execution with real-time logging. - **[Auth0 Management Server](https://github.com/auth0/auth0-mcp-server)** - Manage Auth0 tenant operations through natural language commands, enabling tasks like creating applications, managing resource servers, deploying actions, and querying logs. Leverage AI agents for simplified and interactive Auth0 management. - **[Selector AI FastMCP](https://github.com/automateyournetwork/selector-mcp-server)** - Provides real-time AI interactions through a streaming-capable server with support for request/response logging and retries. Facilitates integration using a Docker-based client for interactive experiences with minimal setup. - **[MCP Link - Convert Any OpenAPI V3 API to MCP Server](https://github.com/automation-ai-labs/mcp-link)** - Convert any OpenAPI V3 API into an MCP server, enabling seamless integration with AI-driven applications. Automates the creation of standardized MCP interfaces to enhance functionality and reduce manual efforts. - **[Uptime Agent Server](https://github.com/AVIMBU/uptime_agent_mcp)** - Connects Uptime Agent monitoring systems to AI assistants for real-time monitoring, incident management, and creation of monitoring tasks using natural language commands. Enables secure integration of uptime monitoring with AI workflows for improved operational insights. - **[Elasticsearch MCP Server](https://github.com/awesimon/elasticsearch-mcp)** - Connects to Elasticsearch data, enabling users to manage indices, conduct searches, and handle mappings through natural language interactions. - **[Log Analyzer](https://github.com/awslabs/Log-Analyzer-with-MCP)** - Access AWS CloudWatch Logs for efficient analysis, searching, and correlation. Provides functionalities for browsing log groups, executing queries, generating summaries, and identifying error patterns across AWS services. - **[AWS MCP Servers](https://github.com/awslabs/mcp)** - Access and explore Amazon Bedrock Knowledge Bases, allowing users to retrieve information through natural language queries while providing options to filter and rerank results based on data sources. - **[AWS CDK MCP Server](https://github.com/awslabs/mcp)** - Manage AWS development workflows with best practices for infrastructure as code, ensuring security compliance and automation. Access resources for guidance on using AWS Solutions Constructs and analyze CDK setups for potential issues. - **[Sample S3 Server](https://github.com/aws-samples/sample-mcp-server-s3)** - Retrieve and manage PDF documents stored in AWS S3. Offers access to S3 buckets and their objects, enabling data retrieval for integration with AI models. - **[Amazon Nova Canvas MCP Server](https://github.com/awslabs/mcp)** - Generates images from text prompts and specific color palettes, utilizing customizable options for dimensions and quality. Supports both text-based and color-guided image generation, allowing for multiple images in a single request. - **[Core MCP Server](https://github.com/awslabs/mcp)** - Manage and coordinate multiple MCP servers with automatic installation and configuration. Centralizes settings and provides comprehensive logging for troubleshooting, facilitating seamless integration with AWS services. - **[Code Runner](https://github.com/axliupore/mcp-code-runner)** - Execute code securely within a Docker environment while leveraging the MCP protocol. This server offers capabilities for running arbitrary code and retrieving execution results. - **[Alibaba Cloud Operations Server](https://github.com/axap288/alibaba-cloud-ops-mcp-server)** - Manage and operate Alibaba Cloud resources by running commands, starting, stopping, and rebooting instances, as well as managing databases and monitoring metrics. Integrate services like ECS, VPC, RDS, OSS, and CloudMonitor into workflows for efficient cloud resource management. - **[Cost Analysis Server](https://github.com/awslabs/mcp)** - Analyze and visualize AWS service costs with detailed breakdowns by service, region, and tier. Query cost data using natural language for instant insights and get optimization recommendations based on infrastructure as code projects like CDK and Terraform. - **[Clusters API v1](https://github.com/ayv8er/mcp-clusters-api-v1)** - Manage clusters and wallets, authenticate users, create and manipulate clusters, and handle name and community registrations securely and efficiently. - **[Axone MCP Server](https://github.com/axone-protocol/axone-mcp)** - Expose data capabilities through a standardized protocol to facilitate data access and manipulation for AI-powered tools. Seamlessly integrates with various clients to enhance operational efficiency. - **[Axiom MCP Server](https://github.com/axiomhq/mcp-server-axiom)** - Queries Axiom datasets using Axiom Processing Language (APL) and lists available datasets. - **[Steampipe Bridge](https://github.com/b0ttle-neck/mcp-steampipe)** - Bridge AI models with the Steampipe tool to enable seamless execution of SQL queries on various data sources. Retrieve structured results and simplify data access for AI-driven insights within workflows. - **[Terrakube MCP Server](https://github.com/terrakube-io/mcp-server-terrakube)** - Manage Terrakube workspaces, variables, modules, and organizations through a comprehensive API. Ensure type safety and robust error handling while simplifying operations and enabling flexible environment configurations. - **[Azure AI Agent Service](https://github.com/azure-ai-foundry/mcp-foundry)** - Integrates existing Azure AI Agents with MCP clients for streamlined workflows, providing secure access to conversation histories and interactions. Leverages Azure AI Foundry's advanced models and tools for varied use cases. - **[Remote MCP Server](https://github.com/Azure-Samples/remote-mcp-functions-typescript)** - Connect applications securely to a custom remote MCP server using Azure Functions with support for OAuth and network isolation. The server is designed for easy deployment and management in cloud environments. - **[Azure MCP Server](https://github.com/Azure/azure-mcp)** - Integrate seamlessly with Azure services for querying, exploring, and managing resources using natural language commands. Offers intelligent parameter suggestions and consistent error handling to streamline Azure operations. - **[Notion MCP](https://github.com/Badhansen/notion-mcp)** - Manage personal to-do lists using Notion's API, enabling task addition, updates, and viewing directly within the workspace. Integrates with a Model Context Protocol server for efficient task management. - **[AppBuilder-SDK](https://github.com/baidubce/app-builder)** - Integrates Baidu's search capabilities with AI language models to provide intelligent, real-time responses and information retrieval. Customizable features support various search scenarios with options for persona settings, model selection, and query enhancements. - **[Headless Gmail Server](https://github.com/baryhuang/mcp-headless-gmail)** - Access and send emails through Gmail in headless environments without local credential setup, ensuring secure credential storage separation. Suitable for applications requiring focused Gmail functionality without reliance on additional Google services. - **[Scalable OpenAPI Endpoint Discovery and API Request Tool](https://github.com/baryhuang/mcp-server-any-openapi)** - Efficiently index and query OpenAPI endpoints, enhancing API specification analysis through semantic search and reliable execution capabilities. - **[AWS Resources](https://github.com/baryhuang/mcp-server-aws-resources-python)** - An MCP server for executing Python code to interact with AWS resources via the boto3 library, allowing management operations based on user role permissions. - **[Gmail MCP (optional integration with Google Calendar)](https://github.com/bastienchabal/gmail-mcp)** - Integrate with Gmail and Google Calendar to analyze email conversations, generate context-aware replies, and detect calendar events from email content. Utilize advanced search capabilities to navigate through email history efficiently. - **[Base MCP Server](https://github.com/base/base-mcp)** - Enables interaction with the Base blockchain and Coinbase API for AI applications. Supports wallet management, fund transfers, smart contract deployments, and onchain lending functionality. - **[Microservice Control Panel](https://github.com/battyht/AD_MCP)** - Integrates with the Ocean Engine advertising platform to manage and monitor advertising accounts, providing access to detailed performance reports and account information. Supports streamlined API management for querying and retrieving advertising data with flexible authentication mechanisms. - **[Agent Construct](https://github.com/batteryshark/agent_construct)** - Standardizes access to tools and data for AI applications, facilitating dynamic tool discovery and execution through a unified interface. It serves as a central hub for managing context and tool integration in AI models. - **[OpenHands Project](https://github.com/bduke011/openhands-project)** - Integrate GitHub repositories into workflows to manage issues, automate project management tasks, and enhance collaboration among development teams. - **[EMQX MCP Server](https://github.com/Benniu/emqx-mcp-server)** - Implement an MCP server to facilitate interaction with EMQX MQTT broker clusters, enabling management and retrieval of information about connected MQTT clients. - **[Model Context Protocol Servers](https://github.com/beordle/servers)** - A collection of reference implementations for integrating Large Language Models (LLMs) with various tools and data sources, enabling secure and controlled access to enhance AI applications. Implemented using either the Typescript or Python MCP SDK, these servers demonstrate the extensibility of the Model Context Protocol. - **[DeepSeek Free API](https://github.com/bertGPT-feng/deepseek-free-api)** - Provides access to conversational AI capabilities, enabling multi-turn dialogues and internet searches with zero configuration deployment. Fully compatible with ChatGPT interfaces for enhanced interaction. - **[Tiny Server](https://github.com/bestK/tiny-ser-mcp-server)** - Deploy a remote MCP server on Cloudflare for real-time data access and tool integration, allowing seamless interaction with external resources in various applications. - **[Kubernetes Command Executor](https://github.com/BhagyaAmarasinghe/mcp-kubernetes)** - Execute Kubernetes commands from any MCP-compatible client, enabling management of clusters and resources. Retrieve and switch Kubernetes contexts, and run kubectl commands through a standardized protocol. - **[ChatGPT Server](https://github.com/billster45/mcp-chatgpt-responses)** - Access OpenAI's ChatGPT API for dynamic conversations with Claude Desktop, featuring customizable parameters and automatic conversation state management. Engage in real-time discussions between AI models with web search capabilities. - **[Speckle MCP Server](https://github.com/bimgeek/speckle-mcp)** - Connects AEC tools with Speckle's collaborative data hub, enabling users to list and search projects, retrieve detailed project information, access model versions, and query object properties efficiently. - **[Bitrise API Server](https://github.com/bitrise-io/bitrise-mcp)** - Manage Bitrise applications, builds, and artifacts through a secure API token-based interface. Access and integrate comprehensive Bitrise API functionalities for app registration, build triggering, and release management within CI/CD workflows. - **[Crawl4AI MCP Server](https://github.com/BjornMelin/crawl4ai-mcp-server)** - Enables high-performance web scraping, crawling, and deep research through a Model Context Protocol server, offering structured data extraction and asynchronous crawling capabilities. Features secure authentication methods and integration with web research tools via CloudFlare Workers for AI-driven data gathering. - **[Bitrefill MCP Server](https://github.com/bitrefill/bitrefill-mcp-server)** - Integrates with Bitrefill services to enable searches for gift cards, mobile top-ups, and various products through AI assistants. Facilitates communication via the Model Context Protocol using structured JSON responses. - **[Grok Plugin](https://github.com/Bob-lance/grok-mcp)** - Connects to Grok AI to generate chat responses, analyze images, and invoke function calls, integrating these features directly into applications using the Model Context Protocol. - **[Vanguard](https://github.com/bombe89/vanguard)** - Enables cloud server configuration and deployment with a focus on microservices architecture and data streaming technologies, integrating tools like Kafka, Flume, and Elasticsearch for robust system building. Supports AI and Python functionalities to enhance applications. - **[Integrator Automation Server](https://github.com/boostspace/integrator-mcp-server)** - Enables AI assistants to interact with Integrator automation workflows, facilitating bidirectional communication and complex automation logic. Exposes scenarios with parameter descriptions and structured JSON outputs for seamless integration with AI systems. - **[k8s-pilot](https://github.com/bourbonkk/k8s-pilot)** - A centralized control plane for managing multiple Kubernetes clusters, enabling multi-cluster context switching and CRUD operations on common Kubernetes resources. - **[Box Integration Server](https://github.com/box-community/mcp-server-box)** - Integrate with the Box API to perform file operations, including file search, text extraction, and AI-based querying. Manage and process Box data efficiently with advanced AI capabilities. - **[Brev MCP server](https://github.com/brevdev/brev-mcp)** - Connects to Brev's API to manage organizational resources. Requires a CLI access token for authentication and supports organization switching through command line instructions. - **[Sharepoint](https://github.com/BrianCusack/mcpsharepoint)** - Connect to organizational Sharepoint to access and manage documents and files using the Microsoft Graph API. Provides functionality for searching and listing sites within Sharepoint for enhanced productivity. - **[Jira Integration Server](https://github.com/brianstone/jira-mcp-server)** - Manage Jira issues through the MCP protocol, including creating, searching, assigning, unassigning, and editing issues to enhance project management workflows. - **[ESXi Management Server](https://github.com/bright8192/esxi-mcp-server)** - Manage VMware ESXi and vCenter environments through a REST API interface, allowing for the creation, cloning, deletion, and monitoring of virtual machines. Supports real-time performance insights and secure operations through API key authentication and SSL/TLS connections. - **[BrowserCat MCP Server](https://github.com/browsercat/browsercat-mcp-server)** - Automate web interactions by navigating to URLs, taking screenshots, and executing JavaScript in a cloud-based browser environment without local installations. - **[Remote MCP Server on Cloudflare Workers](https://github.com/Brunwo/mcp-stripe)** - Deploy a remote MCP server on Cloudflare Workers that connects to clients like Cloudflare AI Playground or Claude Desktop without authentication. Provides simple setup for adding custom tools and enabling seamless tool integration. - **[BrowserStack Test Platform Server](https://github.com/browserstack/mcp-server)** - Connects to BrowserStack's cloud infrastructure for executing manual and automated tests on real devices and browsers. Offers tools for debugging, fixing test failures, and ensuring accessibility compliance within development workflows. - **[Clickhouse MCP Server](https://github.com/burakdirin/clickhouse-mcp-server)** - Enables interaction with Clickhouse databases, allowing query execution and secure database connections in a read-only mode. Supports multi-query execution and provides JSON format results. - **[Geoapify MCP Server](https://github.com/burningion/geoapify-mcp)** - Convert addresses into GPS coordinates and generate images of those locations using the Geoapify API. Easily create GeoJSON and visualize the mapped locations. - **[Cloudzero](https://github.com/burkestar/cloudzero-mcp)** - Interact with cloud cost data from a large language model to analyze billing, dimensions, and budgets. Provides tools for plotting and visualizing cloud expenses over time using the CloudZero v2 API. - **[Flux Schnell Image Generator](https://github.com/bytefer/mcp-flux-schnell)** - Generate images from text descriptions using the Flux Schnell model through an MCP interface. This server connects with Cloudflare's Flux Schnell worker API to deliver image generation capabilities. - **[Seam](https://github.com/bystanderc/seam)** - Retrieve live streaming source URLs from various platforms, enabling efficient access to stream URLs and associated metadata. Offers a versatile tool for simplifying the live streaming process across multiple services. - **[Universal Database Gateway](https://github.com/bytebase/dbhub)** - Connects to various databases and executes read-only SQL queries with safety checks, providing a unified interface for database management. - **[MSSQL MCP Server](https://github.com/c0h1b4/mssql-mcp-server)** - Connects to Microsoft SQL Server databases and executes SQL queries, providing management tools for database connections. - **[TiDB Database MCP Server](https://github.com/c4pt0r/mcp-server-tidb)** - Effortlessly connect applications to a serverless TiDB database, enabling management and querying of data through a streamlined interface. Focus on enhancing data-driven projects and simplifying database interactions. - **[Gmail MCP Server](https://github.com/cablate/mcp-google-gmail)** - Integrate Gmail with advanced filtering and automation to read, search, and process emails and attachments. Enhance email management tasks through seamless connectivity with LLMs. - **[Prometheus MCP Server](https://github.com/CaesarYangs/prometheus_mcp_server)** - Retrieve and analyze metric data from Prometheus databases, execute advanced PromQL queries, and explore usage patterns with enhanced control over analysis tasks. - **[MySQL Server](https://github.com/caicongyang/mcp-demo)** - Enable database interactions through the execution of SQL queries, the creation of tables, and exploration of schema information for efficient data management. - **[Langflow](https://github.com/caiomioto2/langflow)** - Langflow provides a low-code interface for building and managing AI applications. It facilitates the creation, testing, and deployment of workflows using various models and APIs without requiring extensive coding knowledge. - **[Azure DevOps Integration Server](https://github.com/cakriwut/ado-mcp-server)** - Integrates with Azure DevOps to manage work items, pipelines, and pull requests from the Cline environment. Automates tasks and retrieves project information to streamline development processes. - **[Remote MCP Server](https://github.com/Cam10001110101/remote-mcp-server)** - Deploy a remote MCP server on Cloudflare Workers featuring OAuth login for secure access. It facilitates integration of LLMs with various tools and real-world data through a seamless connection with MCP clients. - **[Supabase MCP Server](https://github.com/Cappahccino/SB-MCP)** - Seamlessly interact with Supabase to perform CRUD operations on Postgres tables, optimizing database management tasks and enabling real-time data access for applications. - **[InterSystems IRIS MCP Server](https://github.com/caretdev/mcp-server-iris)** - Automate and interact with InterSystems IRIS databases, streamlining data manipulation and retrieval processes. Enhance application development by leveraging the Model Context Protocol for efficient database interactions. - **[Amazon Redshift MCP Server by CData](https://github.com/CDataSoftware/amazon-redshift-mcp-server-by-cdata)** - Enables natural language querying of live Amazon Redshift data without the need for SQL, facilitating seamless data retrieval from Redshift through a simple MCP interface. Connects LLM-powered clients to query and explore Redshift data with built-in tools for schemas and execution. - **[CData Connect Cloud MCP Server](https://github.com/CDataSoftware/connectcloud-mcp-server)** - Query and manage cloud-connected data sources using SQL, perform metadata introspection, and execute stored procedures. Integrates with AI workflows to support data-driven decision making. - **[Dynamics 365 MCP Server by CData](https://github.com/CDataSoftware/dynamics-365-mcp-server-by-cdata)** - Enables natural language querying of live Dynamics 365 data through an MCP interface, facilitating read-only access to data without requiring SQL knowledge. Utilizes the CData JDBC Driver to provide a simple way for LLMs to retrieve up-to-date insights from Dynamics 365. - **[CData JDBC MCP Server](https://github.com/CDataSoftware/cdata-jdbc-mcp-server)** - Queries live data from over 300 sources using CData JDBC Drivers through a Model Context Protocol interface, enabling natural language access without requiring SQL knowledge. It facilitates integration with AI clients to retrieve real-time information from various data sources. - **[Databricks MCP Server by CData](https://github.com/CDataSoftware/databricks-mcp-server-by-cdata)** - Connects LLMs to live Databricks data through a read-only MCP interface, facilitating natural language querying without the need for SQL. It enables seamless retrieval of up-to-date information using exposed tables and columns from Databricks via the CData JDBC Driver. - **[Excel Online MCP Server by CData](https://github.com/CDataSoftware/excel-online-mcp-server-by-cdata)** - Enables natural language querying of live data from Excel Online through a Model Context Protocol (MCP) interface, facilitating integration of Excel data into AI workflows. Provides read-only access to Excel Online data via a JDBC driver without requiring SQL knowledge. - **[Google Analytics MCP Server by CData](https://github.com/CDataSoftware/google-analytics-mcp-server-by-cdata)** - Provides a read-only interface to query live Google Analytics data using natural language, converting analytics information into relational models via the CData JDBC Driver. - **[Google BigQuery MCP Server by CData](https://github.com/CDataSoftware/google-bigquery-mcp-server-by-cdata)** - Enables natural language querying of live Google BigQuery data, facilitating access to datasets without requiring SQL knowledge. Integrates real-time data insights with AI clients through a simple interface. - **[Google Calendar MCP Server by CData](https://github.com/CDataSoftware/google-calendars-mcp-server-by-cdata)** - Query live Google Calendar data through a read-only interface using natural language. Retrieve calendar events and related information seamlessly integrated into AI workflows. - **[Google Sheets MCP Server by CData](https://github.com/CDataSoftware/google-sheets-mcp-server-by-cdata)** - This read-only MCP server enables querying live Google Sheets data through a straightforward interface, allowing AI models to access and retrieve updated spreadsheet information using natural language queries without requiring SQL knowledge. - **[Sage Intacct MCP Server by CData](https://github.com/CDataSoftware/intacct-mcp-server-by-cdata)** - Provides a read-only interface for querying live Intacct data using natural language, enabling seamless integration with large language models (LLMs) to access up-to-date financial and operational information. - **[NetSuite MCP Server by CData](https://github.com/CDataSoftware/netsuite-mcp-server-by-cdata)** - Enables natural language querying of live NetSuite data via a read-only MCP interface, utilizing the CData JDBC Driver to expose NetSuite data as relational SQL models. - **[SAP SuccessFactors MCP Server by CData](https://github.com/CDataSoftware/sap-successfactors-mcp-server-by-cdata)** - Enables natural language querying of live SAP SuccessFactors data through an MCP interface without requiring SQL knowledge. Connects AI models to SAP SuccessFactors data for seamless retrieval of tables, columns, and execution of queries. - **[Snowflake MCP Server by CData](https://github.com/CDataSoftware/snowflake-mcp-server-by-cdata)** - Enables natural language querying of live Snowflake data through a read-only MCP interface, simplifying data exploration and analysis without the need for SQL. Integrates directly with LLMs to access and retrieve real-time data from Snowflake using a JDBC driver. - **[QuickBooks Online MCP Server by CData](https://github.com/CDataSoftware/quickbooks-online-mcp-server-by-cdata)** - Provides a read-only interface for querying live QuickBooks Online data using natural language, facilitating seamless integration with AI clients for real-time financial insights. - **[Salesforce MCP Server by CData](https://github.com/CDataSoftware/salesforce-mcp-server-by-cdata)** - Enables natural language querying of live Salesforce data through an MCP interface without requiring SQL knowledge. Connects AI models to Salesforce data for seamless retrieval of tables, columns, and execution of queries. - **[Workday MCP Server by CData](https://github.com/CDataSoftware/workday-mcp-server-by-cdata)** - Enables natural language querying of live Workday data through a read-only MCP interface, allowing LLMs to retrieve up-to-date information without needing SQL knowledge. Utilizes the CData JDBC Driver to connect and expose Workday data as relational SQL models. - **[FindMCP](https://github.com/Ceeon/findmcp)** - A directory tool for discovering and accessing MCP services, simplifying the integration of various MCP-compatible tools and data sources. It provides a user-friendly interface for service discovery, specifically designed for integration with Cursor. - **[FindMCP](https://github.com/Ceeon/findmcp)** - Provides a directory of MCP services specifically designed for integration with the Cursor editor, allowing seamless access to Smithery.ai URLs for enhancing LLM capabilities. - **[Alpaca Market Data Server](https://github.com/cesarvarela/alpaca-mcp)** - Provides access to real-time and historical market data along with broker APIs, enabling applications to integrate financial data and trading functionalities from Alpaca. It facilitates the retrieval of asset information, stock bars, market days, and news through standardized MCP tool calls. - **[CentralMind Gateway](https://github.com/centralmind/gateway)** - Universal MCP server tailored for databases, facilitating secure and compliant interactions optimized for large language models and AI agents. It supports a variety of database systems including PostgreSQL, MySQL, and ElasticSearch among others. - **[Databricks MCP Server](https://github.com/characat0/databricks-mcp-server)** - Facilitates interaction with Databricks workspaces via a Model Context Protocol interface, enabling users to list catalogs, schemas, tables, and SQL warehouses, as well as execute SQL queries. - **[MCP Router](https://github.com/chatmcp/mcp-server-router)** - Connects multiple remote MCP servers through a proxy, facilitating seamless integration and enhancing LLM applications by enabling access to various MCP server capabilities. - **[OpenDify](https://github.com/chengtaoo/OpenDify)** - Transforms Dify API into OpenAI API format for seamless interaction, supporting dynamic model configurations and error handling. Enables direct interaction with Dify services using OpenAI API clients while managing smooth output streaming. - **[BPB Panel](https://github.com/chenlin111/BPB-Worker-Panel)** - A user panel for managing Cloudflare Workers and Pages proxy scripts, featuring ad blocking, IP fixing, and password protection. It offers easy configuration and usage for enhanced online experience. - **[BPB Panel](https://github.com/chenlin111/BPB-Worker-Panel)** - Manage Cloudflare Workers and Pages proxy scripts through a user-friendly interface. Features include ad blocking, IP fixing, password protection, and simplified configuration options. - **[YDB](https://github.com/chenxiaohui/ydb)** - Distributed SQL database offering high availability and scalability with support for ACID transactions and strict consistency. Suitable for building interactive web services with automatic disaster recovery and horizontal scalability to accommodate varying workloads. - **[AI Image Generation Service](https://github.com/chenyeju295/mcp_generate_images)** - An image generation service that integrates with Cursor IDE, offering features such as customizable image aspect ratios, high-quality image generation, and batch processing capabilities. - **[Bitrix24 REST API PHP SDK](https://github.com/chicuza/bitrix24-php-sdk)** - PHP library to interact with the Bitrix24 REST API, supporting flexible authentication methods and efficient data handling. Provides features like typed method calls and batch queries for integrating with Bitrix24 portals. - **[fast_bitrix24](https://github.com/chicuza/fast_bitrix24)** - Provides a Python API wrapper for Bitrix24 to efficiently retrieve and manipulate data via REST API, handling batching, parallel requests, and rate limiting. Supports both synchronous and asynchronous clients with OAuth authorization and progress tracking. - **[Centralized Control Server](https://github.com/chinnuvani/test-sky-mcpserver)** - Manage and coordinate distributed agents and tasks through a secure API, enabling agent registration, task creation, monitoring, and status tracking. - **[Gobuster](https://github.com/chinpchan8/gobuster)** - Brute-force URIs, DNS subdomains, and identify open cloud buckets efficiently for security testing. Allows for detection of hidden resources on web servers and cloud storage environments. - **[Vercel AI SDK](https://github.com/chiziuwaga/vercel-ai-sdk-mcp-project)** - Integrates Vercel AI SDK core functionalities into AI development environments, enabling intelligent responses and dynamic data handling for applications. Supports features like object generation, text generation, streaming text, and UI component creation. - **[Naver DataLab MCP Server](https://github.com/choi20201101/ccfm_naver)** - Access Naver DataLab data through an MCP server interface, enabling queries and the use of analytics in AI applications. Supports retrieval and manipulation of Naver DataLab insights for data-driven decision making. - **[Hevy Fitness API MCP Server](https://github.com/chrisdoc/hevy-mcp)** - Access and manage workout data through the Hevy fitness tracking app's API, enabling interaction with workouts, routines, and exercise templates. - **[Chronulus AI Forecasting & Prediction Agents](https://github.com/ChronulusAI/chronulus-mcp)** - Provides advanced forecasting and prediction capabilities to enhance decision-making processes with real-time insights. Integrates seamlessly with existing workflows for efficient data utilization. - **[Chroma MCP Server](https://github.com/chroma-core/chroma-mcp)** - Integrates vector database capabilities for managing collections, performing semantic searches, and retrieving data with advanced filtering. Enhances AI models with powerful data retrieval features to improve context and performance. - **[Docker MCP Server](https://github.com/ckreiling/mcp-server-docker)** - Manage Docker containers using natural language commands, facilitating the composition of containers, introspection and debugging of running instances, and management of persistent data through Docker volumes. - **[VeyraX MCP](https://github.com/clarenous/veyrax-mcp)** - VeyraX MCP enables seamless integration of various tools across multiple MCP-compatible environments through a single authentication. Users can efficiently manage and utilize their tools within AI assistants and editors without repeated logins. - **[Connection Hub for AI Tools and Services](https://github.com/claymore666/MCPConnectionHub)** - Centralized gateway for unifying access to various AI tools and services via an OpenAI-compatible API. Supports both synchronous and asynchronous execution while managing jobs with a comprehensive tracking system. - **[Proxy Oblivious Transfer](https://github.com/clarenous/proxyot)** - Facilitates secure data sharing while keeping the underlying data private. It allows users to share information confidently, ensuring privacy and control over their data during transfer. - **[Clay MCP](https://github.com/clay-inc/clay-mcp)** - A simple server for accessing networks and integrating various tools to enhance applications and workflows. It facilitates seamless connections to existing systems for efficient data handling and functionality. - **[Flight & Stay Search Server (Duffel API)](https://github.com/clockworked247/flights-mcp-ts)** - A TypeScript implementation that connects to the Duffel API for searching one-way, round-trip, and multi-city flights, as well as finding accommodation options. It facilitates detailed flight offer retrieval, cabin class specification, passenger count, and time window filtering. - **[Cloudflare Playwright](https://github.com/cloudflare/playwright-mcp)** - Automates browser interactions and testing by executing web navigation and element interaction, while capturing screenshots and snapshots. Integrated with Cloudflare Workers for deployment, it enhances LLM-driven workflows with powerful browser automation capabilities. - **[CircleCI MCP Server](https://github.com/CircleCI-Public/mcp-server-circleci)** - Facilitates natural language interactions with CircleCI functionality, enabling retrieval of build logs, analysis of failures, and management of CI/CD processes directly from IDEs. Integrates CircleCI commands into the development workflow for enhanced efficiency. - **[Cloudflare Worker Integration](https://github.com/cloudflare/workers-mcp)** - Connects Cloudflare Workers to various MCP clients for real-time interaction and customization, enabling serverless function integration. - **[Remotely Attestable MCP Server](https://github.com/co-browser/attestable-mcp-server)** - Facilitates secure and verifiable interactions between MCP clients and servers using remote attestation, ensuring integrity of the running code. Provides compliance and governance capabilities through independently verifiable code execution. - **[Perplexity Advanced MCP](https://github.com/code-yeongyu/perplexity-advanced-mcp)** - Enhances query processing capabilities with advanced integration for AI models, enabling seamless connectivity between AI systems and various tools or data sources. - **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Interact with Cloudflare services including deploying Workers, managing KV Store, handling R2 Storage, executing SQL queries in D1 databases, and retrieving analytics data. - **[free-for.dev](https://github.com/coclock/free-for-dev)** - A curated resource for discovering free developer services and tools, specifically targeting infrastructure developers, system administrators, and DevOps practitioners. Offers a collection of SaaS, PaaS, IaaS, and APIs with free tiers to facilitate project acceleration. - **[Salesforce CLI MCP Server](https://github.com/codefriar/sf-mcp)** - Integrate Salesforce CLI commands into AI workflows to execute commands, view help information, and manage Salesforce projects directly from LLM tools. - **[MasterGO MCP Server](https://github.com/ClyingDeng/MasterGO-McpServer)** - Facilitates the building and deployment of MCP services by providing a framework for integrating external data and tools, enabling context-aware applications. - **[Sentry MCP Server](https://github.com/codyde/mcp-sentry-ts)** - Interact with Sentry's API to retrieve and analyze error data, manage projects, and monitor application performance. - **[Cloud PC Management](https://github.com/complexdevel/mcp-cloud-pc)** - Manage Azure Cloud PCs using the Microsoft Graph API, enabling users to list available Cloud PCs, reboot them, and update their display names. Interaction is facilitated through simple commands to enhance cloud management capabilities. - **[MCP Servers](https://github.com/colsonSung/mcp-servers)** - Showcases implementations of the Model Context Protocol to facilitate secure access for Large Language Models to various tools and data sources. It demonstrates the extensibility of MCP through its reference servers implemented using the Typescript or Python SDKs. - **[Opik MCP Server](https://github.com/comet-ml/opik-mcp)** - Integrate with IDEs to manage prompts, projects, and metrics through a standardized protocol. Provides multiple transport options for seamless connectivity across various environments. - **[Opik](https://github.com/comet-ml/opik)** - Opik provides tools for monitoring and improving the performance of large language models (LLMs) with features like comprehensive tracing, evaluations, and dashboards. It supports automated evaluations and integration with CI/CD pipelines to ensure the quality and reliability of LLM applications. - **[Opik MCP Server](https://github.com/comet-ml/opik-mcp)** - Integrates with IDEs to provide access to Opik features via a standardized protocol. Facilitates the management of prompts, projects, and metrics with a unified interface and various transport options for flexible integration. - **[Google Meet MCP Server](https://github.com/cool-man-vk/google-meet-mcp-server)** - Interact with Google Meet programmatically by creating, managing, and retrieving meetings through the Google Calendar API for streamlined scheduling tasks. - **[Confluence MCP Server](https://github.com/cosmix/confluence-mcp)** - Interact with Confluence content, enabling retrieval, creation, and updates of pages, comments, and attachments through a standardized interface. - **[Couchbase Server Integration](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Enables natural language querying and CRUD operations on Couchbase clusters. Supports SQL++ queries, document retrieval, updates, and deletions in specified scopes and collections. - **[Confluent MCP Server](https://github.com/confluentinc/mcp-confluent)** - Interact with Confluent Kafka and Confluent Cloud REST APIs, managing Kafka resources and data schemas through a user-friendly interface. Enable natural language interactions for handling Kafka topics, connectors, and Flink SQL statements. - **[Automate Stable Diffusion Workflows](https://github.com/couchrishi/sd-for-designers)** - Automate the fine-tuning and deployment of custom Stable Diffusion models using a fully automated MLOps pipeline that integrates various Google Cloud components. The workflow facilitates Triggering, managing, and tracking training jobs while simplifying machine learning processes for model enhancement. - **[Coreflux MQTT Broker Control](https://github.com/CorefluxCommunity/Coreflux-MQTT-MCP-Server)** - Connects to a Coreflux MQTT broker to access various Coreflux actions and commands, enabling integration with MCP-compatible AI assistants. Facilitates discovery and execution of commands, rules, and routes using MQTT protocols. - **[Hippycampus](https://github.com/cromwellian/hippycampus)** - Integrates dynamic OpenAPI specifications and facilitates visual workflow creation using LangFlow. Provides a command-line interface for seamless interaction with various data sources and APIs. - **[Solana Agent Kit Server](https://github.com/cryptoleek-team/awesome-solana-mcp)** - Enables interaction with the Solana blockchain through a unified interface for blockchain operations. Provides tools for asset management, token operations, network info retrieval, and security contact extraction. - **[AWS CodePipeline Integration Server](https://github.com/cuongdev/mcp-codepipeline-server)** - Manage AWS CodePipeline pipelines by triggering executions, retrieving metrics, approving actions, and obtaining execution logs through natural language commands in Windsurf. Streamline CI/CD processes with a standardized interface for AWS CodePipeline services. - **[Strava MCP Server](https://github.com/ctvidic/strava-mcp-server)** - Access and analyze Strava data, including activities, athlete statistics, and social interactions through a language model interface, facilitating personalized insights and performance tracking. - **[SuperiorAPIs MCP Server Tool](https://github.com/CTeaminfo/mcp_superiorapis_local)** - Dynamically fetch and generate tool functions from SuperiorAPIs using fetched plugin metadata and OpenAPI schemas. Execute API calls with asynchronous processing and runtime tool registration. - **[Lark Function Call AI Agent](https://github.com/cv-cat/LarkAgentX)** - Enables function calls and message handling within the Lark ecosystem, utilizing a user's Lark account as an AI assistant. It automatically analyzes user input to invoke relevant functions and stores messages in a MySQL database for chat management. - **[Toolkit MCP Server](https://github.com/cyanheads/toolkit-mcp-server)** - Provides LLM Agents with access to various system utilities and tools, enabling functionalities such as IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation. - **[Elasticsearch Server](https://github.com/da1y/mcp-server-elasticsearch)** - Manage Elasticsearch clusters by executing queries, creating indices, and indexing documents. It facilitates data management and retrieval processes for large language models through seamless integration with Elasticsearch functionality. - **[Global Configuration Repository](https://github.com/dai/.github)** - Manage global configurations to enhance collaboration and customize workflows. Utilize tailored settings to improve the development experience while integrating with GitHub Copilot. - **[Notion Integration](https://github.com/danhilse/notion_mcp)** - Integrates with Notion's API to manage a personal todo list with tasks, deadlines, and completion status. Supports basic operations for adding, updating, and checking off tasks in a minimalist Notion setup. - **[Transport NSW API Client](https://github.com/danhussey/transportnsw-mcp)** - Provide access to Transport NSW data including stops, alerts, and real-time departures through a standardized API interface. Enables efficient querying of transport information for integration into AI workflows. - **[MCP2Lambda](https://github.com/danilop/MCP2Lambda)** - Connects generative AI models to AWS Lambda functions without requiring code changes, facilitating seamless execution of AWS functions through the Model Context Protocol. - **[OneNote MCP Server](https://github.com/danosb/onenote-mcp)** - Access and manage OneNote notebooks through AI interfaces, enabling note creation, content reading, search functionality, and summarization directly within the AI session. - **[Inbox MCP](https://github.com/darinkishore/Inbox-MCP)** - Automate email management by organizing, triaging, and batch-processing emails from multiple providers such as Gmail, Outlook, and iCloud using conversational commands. The server streamlines workflows and reduces cognitive load with tools that generate easily parsable XML responses for seamless integration. - **[DARPEngine](https://github.com/DARPAI/darp_engine)** - DARPEngine provides smart search capabilities by storing metadata for MCP servers online, enabling efficient discovery and connection to relevant MCP tools. It offers a CLI and API for users to search and route requests based on user queries. - **[飞书多维表格](https://github.com/DarkNoah/feishu-mcp)** - Provides Model Context Protocol (MCP) services for Feishu (Lark) applications, enabling interaction with Feishu's API for multidimensional table operations. Supports creation, updating, searching, and deletion of records, as well as application and table creation. - **[Databutton App](https://github.com/databutton/databutton-app-mcp)** - Connects API endpoints from a Databutton app for use with LLMs via the MCP protocol over websockets, enabling direct interaction and functionality integration. Securely runs locally to bridge Databutton apps with any MCP compatible client. - **[Earthdata Server](https://github.com/datalayer/earthdata-mcp-server)** - Enables efficient discovery and retrieval of NASA Earth Data datasets and granules, facilitating geospatial analysis and data exploration. Integrates with workflows for AI-powered analysis of Earthdata datasets. - **[Jupyter MCP Server](https://github.com/datalayer/jupyter-mcp-server)** - Interact with Jupyter notebooks in a local JupyterLab environment, enabling the addition and execution of code or markdown cells. - **[Jupyter Earth MCP Server](https://github.com/datalayer/jupyter-earth-mcp-server)** - Facilitates geospatial analysis within Jupyter notebooks by downloading and analyzing Earth data granules from NASA Earthdata. Enables integration with Claude Desktop for interactive data exploration and AI-powered geospatial workflows. - **[Snowflake Database Access Server](https://github.com/datawiz168/mcp-snowflake-service)** - Controls database access rights using database users, enabling seamless execution of SQL queries on Snowflake databases. Manages database connections and handles query results and errors securely, ensuring robust error handling and automatic connection management. - **[Supabase MCP Server](https://github.com/davesbits/supabase-mcp-server)** - Connects to SQL databases for executing queries, managing data, and accessing user management APIs with built-in safety controls. - **[Snowflake MCP Service](https://github.com/davidamom/snowflake-mcp)** - Connect and execute SQL queries on Snowflake databases while managing database connections and securely handling query results for AI applications. - **[AutoGPT](https://github.com/Davidchoi79/AutoGPT)** - Create, deploy, and manage continuous AI agents that automate complex workflows using a library of pre-configured options or custom-built agents. - **[Liblab Translation SDK](https://github.com/davidrojasliblab/test)** - Integrate with various translation APIs to convert text into unique languages such as Morse code, Braille, Pirate Speak, and others. Provides an easy-to-use SDK for adding fun and diverse translation capabilities to applications. - **[Astra DB MCP Server](https://github.com/datastax/astra-db-mcp)** - Interact with Astra DB to perform operations such as creating, updating, and deleting collections and records directly from Large Language Models. Enables seamless data interaction and enhances applications with database capabilities. - **[DBCode - Database Management](https://github.com/dbcodeio/public)** - Connect to over 20 different databases for data management tasks. Query, visualize, and edit data without writing SQL, utilizing AI-powered features for enhanced productivity. - **[Context7](https://github.com/decvb/context7)** - Fetches up-to-date, version-specific code documentation and examples to enhance LLM prompts, reducing outdated code and hallucinated APIs. Integrates real-time library documentation into coding workflows for improved accuracy and productivity. - **[Google Calendar Server](https://github.com/deciduus/calendar-mcp)** - Integrate with the Google Calendar API for calendar management and scheduling through natural language processing. Perform operations such as listing, creating, updating, and deleting events with OAuth 2.0 authentication. - **[Replicate](https://github.com/deepfates/mcp-replicate)** - Access Replicate models to run predictions through a tool-based interface, facilitating interactions with various AI models hosted on Replicate's platform. - **[DeepL Translation Server](https://github.com/DeepLcom/deepl-mcp-server)** - Provides translation and rephrasing capabilities using the DeepL API, enabling seamless multilingual communication with automatic language detection and control over formality. - **[Defang](https://github.com/DefangLabs/defang)** - Facilitates secure code building and release management by automating dependency handling, formatting, and versioning processes. Ensures projects maintain updated dependencies and supports streamlined continuous integration workflows. - **[Memory Server with Qdrant Persistence](https://github.com/delorenj/mcp-qdrant-memory)** - A knowledge graph implementation that supports semantic search with a Qdrant vector database, enabling effective graph-based representation of entities and their relations. It includes features for file-based persistence and utilizes OpenAI embeddings for enhanced semantic similarity. - **[Postman MCP Server](https://github.com/delano/postman-mcp-server)** - Integrates with the Postman API to manage collections, environments, and APIs. Provides access to functionalities based on the official OpenAPI specification for streamlined API interactions. - **[TDX Prover](https://github.com/denniswon/intel-tdx-zk-prover)** - Provides Intel TDX DCAP attestation verification capabilities via a REST API, managing agents, requests, and attestations while leveraging zero knowledge proofs for enhanced security. Facilitates cryptographic proofs of attestation verification in applications. - **[Email sending (used by Deploya.dev)](https://github.com/deploya-labs/mcp-resend)** - Compose and send emails directly from LLM applications using Resend's API, facilitating seamless email communication without manual copying and pasting of content. - **[Supabase MCP Server (used by Deploya.dev)](https://github.com/deploya-labs/mcp-supabase)** - Manage Supabase databases and execute SQL queries autonomously and securely while utilizing safety controls. Provides an interface for efficient database management and interaction through Cursor and Windsurf. - **[Descope MCP Server](https://github.com/descope-sample-apps/descope-mcp-server-stdio)** - Interact with Descope's Management APIs to search and retrieve project-related information, manage users, and enhance project workflows. - **[Twilio Messaging](https://github.com/deshartman/twilio-messaging-mcp-server)** - Send SMS messages using the Twilio API and receive status callbacks for enhanced message management. Integrate seamlessly with LLM applications like Claude AI through the Model Context Protocol (MCP). - **[Descope MCP Server](https://github.com/descope-sample-apps/descope-mcp-server-stdio)** - Interact with Descope's Management APIs to manage users and retrieve audit logs, enabling effective project administration and user management. - **[Google Spreadsheet Manipulator](https://github.com/dev-ithitchhiker/mcp-google-docs)** - Manipulate Google Spreadsheets and Drive to create, copy, and manage files, allowing for efficient integration of document operations within applications. - **[CockroachDB Integration Server](https://github.com/dhartunian/cockroachdb-mcp-server)** - Connects to a CockroachDB instance to execute SQL queries and access database schemas and cluster metadata for enhanced data analysis. Provides tools for query optimization and execution plan analysis. - **[LLM Gateway](https://github.com/Dicklesworthstone/ultimate_mcp_server)** - Connects AI models to various tools and data sources, facilitating intelligent task delegation and optimizing workflows by routing tasks to suitable models for cost-effective and high-quality outputs. - **[Apple Tools Integration](https://github.com/supermemoryai/apple-mcp)** - Integrate with Apple applications to manage and send messages, emails, notes, contacts, and more. - **[Ultimate MCP Server](https://github.com/Dicklesworthstone/ultimate_mcp_server)** - Connects AI models to various tools and data sources, facilitating seamless integration and orchestration for complex multi-step workflows. Enables intelligent task delegation among multiple LLM providers for enhanced cognitive capabilities. - **[Flow RPC Server](https://github.com/diegofornalha/flow-mcp)** - Facilitates seamless interaction with the Flow EVM blockchain by utilizing standardized JSON-RPC methods, enabling AI applications to access blockchain information effortlessly. - **[Datadog](https://github.com/didlawowo/mcp-collection)** - Interact with Datadog API to fetch monitoring data and analyze specific monitor states and Kubernetes logs from infrastructure. - **[Firestore Advanced MCP](https://github.com/diez7lm/firestore-advanced-mcp)** - Interact with Firebase Firestore databases using advanced features such as CRUD operations, complex queries, and transaction management. Supports special data types, TTL management, and intelligent index optimization for efficient data handling. - **[Spinnaker MCP Server](https://github.com/dion-hagan/mcp-server-spinnaker)** - Integrates AI models with Spinnaker to manage and optimize deployment processes, leveraging contextual information for proactive issue detection and decision-making in CI/CD workflows. - **[TOS MCP Server](https://github.com/dinghuazhou/sample-mcp-server-tos)** - Retrieve and manage data from volcengine TOS, including accessing PDF documents and interacting with storage buckets. Simplifies data retrieval processes through defined tools for listing buckets, listing objects, and retrieving specific objects. - **[GitHub MCP Server](https://github.com/DivyanshKushwaha/GitHub-MCP-Server-Claude)** - Interact with GitHub to fetch user details, repository information, and authenticated user data using the REST API. This tool simplifies API interactions through modular command processing. - **[Azure Table Storage MCP Server](https://github.com/dkmaker/mcp-azure-tablestorage)** - Enables interaction with Azure Table Storage for querying and managing data directly through Cline. It supports OData filters, provides access to table schemas, and lists available tables in the storage account. - **[Function App Tester](https://github.com/dkmaker/mcp-function-app-tester)** - Test and interact with Azure Function App endpoints using various HTTP methods like GET, POST, PUT, and DELETE. Facilitates detailed response analysis and supports custom headers and request body handling for relevant methods. - **[Minima](https://github.com/dmayboroda/minima)** - Minima is an open source RAG server that operates on-premises, allowing integration with ChatGPT and MCP. It provides secure local storage and processing of data while supporting querying of local documents through customizable GPT interfaces. - **[DeepSeek MCP Server](https://github.com/DMontgomery40/deepseek-mcp-server)** - Connects DeepSeek's language models with MCP-compatible applications, enabling users to integrate advanced AI capabilities seamlessly. Offers anonymous access to the DeepSeek API while masking user identity behind a proxy. - **[BrowserCat Remote Browser Automation Server](https://github.com/dmaznest/browsercat-mcp-server)** - Enables remote web browsing automation using BrowserCat's cloud service, allowing for navigation, form filling, and JavaScript execution. Capture screenshots and monitor browser console logs while interacting with web pages in a real browser environment. - **[FIWARE MCP Server](https://github.com/dncampo/FIWARE-MCP-Server)** - Bridge applications with the FIWARE Context Broker to perform CRUD operations on entities and manage context data. It supports context broker version checking, query capabilities, and entity publishing and updating. - **[Meta MCP Server](https://github.com/DMontgomery40/meta-mcp-server)** - Facilitates the creation and management of multiple customized MCP servers by automating file management and integrating various MCP tools. Provides robust error handling and debugging support for development environments. - **[Certificates Service](https://github.com/DogFc/cas)** - Manage and handle digital certificates efficiently to simplify certificate operations and ensure secure communications. Provides functionality for trust management within infrastructure environments. - **[CCXT MCP Server](https://github.com/doggybee/mcp-server-ccxt)** - Integrates with over 20 cryptocurrency exchanges to facilitate data retrieval and trading functionalities. Supports various market types including spot, futures, and swaps, with customization options for proxy configurations. - **[Dodo Payments Node API Library](https://github.com/dodopayments/dodopayments-node)** - Provide access to the Dodo Payments REST API for server-side applications using TypeScript or JavaScript. Simplify payment processing and management while handling errors, retries, and pagination efficiently. - **[Pulumi MCP Server](https://github.com/dogukanakkaya/pulumi-mcp-server)** - Integrate applications with external data and tools using a standardized protocol. Enable dynamic interactions between LLMs and various resources for enhanced workflows. - **[DoiT MCP Server](https://github.com/doitintl/doit-mcp-server)** - Access DoiT platform data for cloud incident troubleshooting and analytics. Retrieve anomalies and analytics reports with real-time insights from the DoiT API. - **[Azure Log Analytics Server](https://github.com/DominicBut/mcp-azure-loganalytics)** - Retrieves Azure activity logs and executes Kusto Query Language queries on Log Analytics workspaces. Provides tools for error analysis and activity log summarization through predefined prompts. - **[Amadeus MCP Server](https://github.com/donghyun-chae/mcp-amadeus)** - Integrates with the Amadeus Flight Offers Search API to enable natural language flight searches between specified locations and dates. Facilitates retrieval of flight options using large language models. - **[Airtable Server](https://github.com/domdomegg/airtable-mcp-server)** - Provides read and write access to Airtable databases, enabling interaction with database schemas and record manipulation. - **[MQTT MCP Server](https://github.com/douglaszuqueto/mqtt-mcp-server)** - Integrates with the MQTT messaging protocol to facilitate dynamic interaction with AI models via messaging. Enables communication and resource management for LLM applications utilizing MQTT. - **[Unsplash Server](https://github.com/douglarek/unsplash-mcp-server)** - Access a vast library of high-quality images from Unsplash through a simplified API integration. Fetch stunning images on demand to enhance visual content in applications. - **[Mercury MCP](https://github.com/dragonkhoi/mercury-mcp)** - Interface with Mercury banking data to access financial information and perform various banking operations through compatible MCP clients. - **[ArcKnowledge](https://github.com/dragonjump/mcp-ARCknowledge)** - Manage and query a custom knowledge base by registering document sources, querying information, and aggregating results from multiple webhook endpoints. Simplifies knowledge management and enhances querying capabilities. - **[Ramp MCP](https://github.com/dragonkhoi/ramp-mcp)** - Access Ramp data via the Ramp API, facilitating interaction with credit card transactions and spend management tools. Provides a command interface for financial insights and transaction management. - **[한국 학교 급식 정보 조회 서버](https://github.com/dragonku/mcp_school_food)** - Retrieve school meal information across South Korea using natural language queries, providing access to daily and weekly meal data for any school. - **[DreamFactory Integration Server](https://github.com/dreamfactorysoftware/df-mcp)** - Integrate DreamFactory APIs into conversational AI applications for enhanced data access and automation workflows. Simplifies interactions with DreamFactory services directly within AI interfaces. - **[cn](https://github.com/dreamhighfree/cn)** - Integrates external data sources and tools to provide context-aware capabilities for applications, enhancing user interactions and workflow automation through real-time data access. - **[OceanBase MCP Server](https://github.com/dreamme7/mcp-oceanbase)** - Enable secure and structured interactions with OceanBase databases, facilitating listing of tables, reading data, and executing SQL queries through a controlled interface. - **[Gatsby DatoCMS Portfolio Demo](https://github.com/drxekus/gatsbyjs-test)** - A static portfolio website that utilizes GatsbyJS to integrate and display content from DatoCMS, enabling easy management and showcasing of content through its API. - **[Netbox Integration Server](https://github.com/duckmak14/netbox-mcp)** - Integrate and manage network infrastructure by connecting Netbox's functionalities with multi-cloud platform capabilities. Automates and streamlines access and control over network resources through a unified interface. - **[Media Generator](https://github.com/dvejsada/mcp_media_generator)** - Create images using the Amazon Nova Canvas model and videos using the Amazon Nova Reel model. Connects to existing tools for media generation and storage. - **[AWS GeoPlaces Location Service](https://github.com/dxsim/AWS-GeoPlaces-MCP-Server)** - Access AWS Location Service's GeoPlaces v2 API for converting addresses to geographic coordinates and performing reverse-geocoding. Facilitates location-based queries using AWS infrastructure. - **[CISA M365](https://github.com/DynamicEndpoints/Automated-BOD-25-01-CISA-Microsoft-Policies-MCP)** - Implements security controls for Microsoft 365 by adhering to CISA Binding Operational Directive 25-01, focusing on Azure AD and Entra ID management and configuration. - **[Cloudflare to GitHub Backup](https://github.com/DynamicEndpoints/cloudflare-github-backup-mcp)** - Automates the backup of Cloudflare projects by transferring them to a specified GitHub repository, ensuring secure and accessible storage of project data. - **[Huntress API MCP Server](https://github.com/DynamicEndpoints/huntress-mcp-server)** - Interact with the Huntress API to manage accounts, organizations, and agents. Access incident and billing reports while generating summary reports and handling rate limits. - **[Microsoft 365 Core Server](https://github.com/DynamicEndpoints/m365-core-mcp)** - Manage Microsoft 365 services, including distribution lists, security groups, and user settings while automating offboarding processes to ensure security and compliance. The server enhances Entra ID management with tools for roles, application registrations, devices, and service principals, along with improved HTTP streaming capabilities. - **[Microsoft 365 Bookings](https://github.com/DynamicEndpoints/m365-bookings-mcp)** - Interact with Microsoft Bookings through the Microsoft Graph API for managing bookings, staff, services, and appointments. Enhance scheduling capabilities with tools designed for efficiency and ease of use. - **[Palo Alto Policy Management Server](https://github.com/DynamicEndpoints/Palo-Alto-Policy-Management-MCP-Server)** - Manage Palo Alto Networks firewall policies and configurations through a standardized interface. Integrate with the Palo Alto Networks API for querying and modifying security, NAT, and QoS rules. - **[PayPal MCP Server](https://github.com/DynamicEndpoints/Paypal-MCP)** - Integrate with PayPal's APIs for payment processing and business management. Facilitates transactions, retrieves transaction details, and manages account settings. - **[Palo Alto Device Server](https://github.com/DynamicEndpoints/paloalto-device-server)** - Manage Palo Alto firewalls through their REST API, enabling system information retrieval, firewall upgrades, content updates, and certificate management. Streamlines operational tasks and ensures security updates for firewall systems. - **[Netlify MCP Server](https://github.com/DynamicEndpoints/Netlify-MCP-Server)** - Interact with Netlify to manage and deploy sites using the CLI, handling tasks such as managing environment variables and build processes. - **[Palo Alto Objects Management](https://github.com/DynamicEndpoints/paloalto-objects-server)** - Manage Palo Alto Networks firewall objects, including address, service, and application objects. Perform operations such as creating, updating, and deleting these objects to streamline firewall management tasks. - **[Supabase Server](https://github.com/DynamicEndpoints/supabase-mcp)** - Connects to Supabase databases, enabling database operations, storage management for files and assets, and invocation of edge functions. - **[Palo Alto Networks MCP Server Suite](https://github.com/DynamicEndpoints/paloalto-mcp-server)** - Manage and monitor Palo Alto Networks firewalls and services via a unified API interface, facilitating firewall operations and policy management effectively. - **[WeRead to Notion Sync](https://github.com/EarmorVincent/weread2notion)** - Automatically sync highlights and notes from WeChat Reading to Notion on a daily basis using GitHub Actions. - **[Dynatrace Observability Server](https://github.com/dynatrace-oss/dynatrace-mcp)** - Connect to the Dynatrace observability platform to retrieve real-time observability data, including production problems, security vulnerabilities, logs, and events. Utilize natural language queries to automate notifications and integrate monitoring within development workflows. - **[EdgeOne Geo Location Server](https://github.com/edgego/mcp-geo-pub)** - Provides real-time user geolocation data to AI models by integrating EdgeOne Pages Functions with the Model Context Protocol, enhancing context-aware interactions. - **[LimeSurvey Survey Management Server](https://github.com/edgarrmondragon/limesurvey-mcp)** - Manage surveys and responses from a LimeSurvey instance through a standardized MCP interface, enabling automation of survey handling and data retrieval. - **[Python SDK](https://github.com/eduardompc/python-sdk)** - Build and connect applications to language models using a standardized protocol, facilitating the creation of servers that expose various tools, resources, and prompts for enhanced model interactions. - **[Ceph Exporter](https://github.com/EdgeCloudX/ceph_exporter)** - Collects and exposes detailed metrics from a Ceph cluster for Prometheus monitoring, providing real-time insights to optimize performance and reliability without requiring additional configuration. - **[Systemprompt MCP Core](https://github.com/Ejb503/systemprompt-mcp-core)** - Enables the creation, management, and versioning of AI agents through a prompt and tool management system, integrating seamlessly with systemprompt.io for enhanced functionality. - **[Freshservice Integration Server](https://github.com/effytech/freshservice_mcp)** - Integrates with Freshservice to manage IT service tickets and operations, enabling automated ticket creation, updates, and asset management. - **[Nocodb MCP Server](https://github.com/edwinbernadus/nocodb-mcp-server)** - Seamlessly interact with a Nocodb database to perform CRUD operations on its tables using the Model Context Protocol. Manage data efficiently with functionalities for adding, updating, deleting, and retrieving records. - **[EduBase MCP server](https://github.com/EduBase/MCP)** - Interact with EduBase to create dynamic quizzes, manage secure exams, and automate assessment workflows. Integrates with existing systems through a secure API to facilitate personalized learning experiences and enterprise-level security. - **[systemprompt-mcp-gmail](https://github.com/Ejb503/systemprompt-mcp-gmail)** - Facilitates interaction with Gmail accounts, enabling functionalities such as searching, reading, deleting, and sending emails through an AI agent. - **[SystemPrompt Notion](https://github.com/Ejb503/systemprompt-mcp-notion)** - Integrates Notion for interactions with pages, databases, and comments, facilitating the management of Notion content within AI workflows. - **[Vidu Video Generation Server](https://github.com/el-el-san/vidu-mcp-server)** - Generate videos from static images using advanced AI models, while monitoring the status of video generation tasks and uploading images for processing. - **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure access to global residential proxies with dynamic IP rotation for AI systems. Facilitates anonymous and reliable web data extraction with adaptive rate limiting and intelligent content sanitization. - **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure access to global residential proxies with dynamic IP rotation, enabling geo-targeted web data extraction and AI-optimized web interactions. Features include adaptive rate limiting and intelligent content sanitization for enhanced AI workflows. - **[Arc MCP Server](https://github.com/elblanco2/hostbridge-mcp)** - Facilitates the deployment of web applications using the Wasp framework across various hosting providers, including traditional shared hosting and platforms like Netlify and Vercel. It offers a conversational interface with guided prompts to assist users throughout the deployment process. - **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure and scalable access to global residential proxies with dynamic IP rotation and AI-optimized web interaction for reliable web data extraction and management. Facilitates geo-targeted and anonymous browsing with adaptive rate limiting and intelligent content sanitization. - **[hash2GO Telegram Mini App](https://github.com/elinmaks/hash2GO-telegram-app)** - Telegram mini application for mining activities, enabling users to manage and interact with mining operations directly within the Telegram platform. Provides an integrated interface to streamline mining management and enhance user engagement. - **[Lovable Project Interface](https://github.com/elinmaks/mining-terminal-express)** - Facilitates intuitive web-based editing and deployment of applications with automatic commits to a repository. Supports integration with IDEs and GitHub Codespaces for flexible project management and development workflows. - **[Lovable Project Web Interface](https://github.com/elinmaks/jetton-factory-web)** - An interface for seamless editing and deployment of web projects, with integration options for IDEs and direct editing in GitHub. It supports custom domains, instant previews, and automatic synchronization of project changes. - **[Chronicle SecOps](https://github.com/emeryray2002/mcp-secops-v3)** - Interact with Google's Chronicle Security Operations suite to enhance security monitoring by searching for security events, retrieving alerts, and looking up entity information. - **[Notion Integration Server](https://github.com/emmanuelsystems/mcpnotionslack)** - Connect to Notion workspaces to enable AI assistants to interact with databases, pages, and blocks for efficient content management and retrieval. - **[MySQL Database Server](https://github.com/enemyrr/mcp-mysql-server)** - Enable interaction with MySQL databases through a standardized interface, facilitating operations such as querying, inserting, updating, and deleting records. - **[GCP MCP Server](https://github.com/enesbol/gcp-mcp)** - Enables AI assistants to interact with and manage Google Cloud Platform (GCP) resources through a standardized interface. Provides capabilities to query, create, and configure GCP services while receiving AI-guided assistance for best practices. - **[GCP MCP](https://github.com/eniayomi/gcp-mcp)** - Interact with Google Cloud Platform resources using natural language to manage and query GCP environments effortlessly. Supports multiple projects and ensures secure handling of credentials while executing tasks locally. - **[Confluence Integration Server](https://github.com/enjoyzl/mcp-server-confluence-ts)** - Enables interaction with Confluence to access spaces, retrieve page content, search, and perform CRUD operations on pages using a standardized protocol. - **[Google Analytics Data API Server](https://github.com/eno-graph/mcp-server-google-analytics)** - Access Google Analytics Data API to retrieve reports and real-time data, simplifying data analysis with relevant metrics and dimensions. - **[MCPServe](https://github.com/enso-labs/mcp-sse)** - Seamlessly connects to local environments to execute shell commands while supporting real-time communication with language models. It can be hosted locally or within a Docker container, offering a straightforward setup for integration. - **[Google Workspace MCP Server](https://github.com/epaproditus/google-workspace-mcp-server)** - Interact with Gmail and Calendar APIs to manage emails and calendar events programmatically. Perform actions such as listing, searching, sending, and modifying emails, as well as creating, updating, and deleting calendar events. - **[EpicMe](https://github.com/epicweb-dev/epic-me-mcp)** - Facilitates natural language interaction with applications, managing user registration, authentication, and data operations through the Model Context Protocol. It allows users to interact with applications using LLMs without traditional interfaces. - **[Guardian](https://github.com/eqtylab/mcp-guardian)** - Manage access to MCP servers with real-time control over LLM activities, including message logging and approval capabilities. Effortlessly switch between multiple MCP server configurations without manual file management. - **[BigQuery](https://github.com/ergut/mcp-bigquery-server)** - Provides secure, read-only access to BigQuery datasets, allowing for natural language querying of data without the need to write SQL queries manually. Facilitates direct communication between language models and BigQuery for efficient data retrieval. - **[Google Workspace Server - No Calendar Deletion](https://github.com/erickva/google-workspace-mcp-server-no-calendar-deletetion)** - Manage emails and calendar events programmatically through a unified interface, interacting with Gmail and Calendar APIs to automate tasks. Support for listing, searching, and sending emails, as well as listing and modifying calendar events is included. - **[Uber Eats MCP Server](https://github.com/ericzakariasson/uber-eats-mcp-server)** - Integrate with Uber Eats to facilitate food delivery services while leveraging external tools in LLM applications. This server serves as a proof of concept for building rich, interactive solutions centered around food delivery. - **[Echo](https://github.com/Erik-Kim/mcp-echo)** - Integrate and manipulate external resources and tools for dynamic user interactions, enabling real-time data responses and contextual actions. - **[ADLS2 MCP Server](https://github.com/erikhoward/adls-mcp-server)** - Standardized interface for interacting with Azure Data Lake Storage Gen2, facilitating file operations through MCP tools. - **[ConnectWise Manage Integration Server](https://github.com/ethangillani/connectwise-mcp-server)** - Integrate with ConnectWise Manage to retrieve and manage tickets, companies, and contacts. Perform operations such as creating, updating, and deleting entities via the ConnectWise Manage API. - **[YNAB MCP](https://github.com/EthanKang1/ynab-mcp)** - Access YNAB budget data, including user information, budgets, categories, and detailed settings, to streamline financial workflows and provide real-time insights into budgets and transactions. - **[Prometheus MCP Server](https://github.com/etruong42/prometheus-mcp)** - Exposes Prometheus monitoring and visualization tools to language model agents for querying metrics and generating charts dynamically. Provides real-time observability data and graphical insights, facilitating integration with MCP-compatible clients like Claude. - **[HuggingFace Space](https://github.com/evalstate/mcp-hfspace)** - Connects to Hugging Face Spaces to access various AI models for tasks including image generation, text-to-speech, speech-to-text, and chat functionalities, requiring minimal setup. - **[OpenFGA MCP Server](https://github.com/evansims/openfga-mcp)** - Enables Large Language Models to interact with OpenFGA stores, facilitating reading, searching, and manipulation tasks. Supports fine-grained authorization through agentic AI and vibe coding. - **[EventCatalog](https://github.com/event-catalog/mcp-server)** - Document and query architecture, domains, services, and messages. Enhance event-driven development by retrieving detailed insights related to architecture components. - **[github.dev Web-Based Editor](https://github.com/exczzz/dev)** - Provides a web-based code editing experience in a browser, enabling users to navigate and edit GitHub repositories without local setup. Users can easily make and commit changes directly from the VS Code environment by modifying repository URLs. - **[Eyevinn Open Source Cloud MCP Server](https://github.com/EyevinnOSC/mcp-server)** - Enables integration with Eyevinn Open Source Cloud API for tasks like file uploads to a MinIO storage bucket. Supports architecting and building solutions with the remote MCP endpoint. - **[Easy Copy Service](https://github.com/f-is-h/mcp-easy-copy)** - Lists all available MCP services configured in Claude Desktop, providing easy access for reference and copying. Keeps the list dynamically updated and accessible from the tools menu for quick selection. - **[MySQL Server](https://github.com/f4ww4z/mcp-mysql-server)** - Provides operations for interacting with MySQL databases through a standardized interface for AI models. - **[Dify MCP Server](https://github.com/faiz-gear/dify-mcp-server-ts)** - Expose Dify workflows as tools for integration with MCP, converting applications into interactive tools and supporting streaming responses. - **[Google Classroom MCP Server](https://github.com/faizan45640/google-classroom-mcp-server)** - Access Google Classroom data to retrieve course details, assignments, and announcements. Integrate classroom management capabilities into AI interactions. - **[Gemini Imagen 3.0 Image Generation Server](https://github.com/falahgs/imagen-3.0-generate-google-mcp-server)** - Generates high-quality images using Google's Imagen 3.0 model via the Gemini API, manages image files with intelligent naming, and creates HTML previews for local viewing. Integrates seamlessly with MCP-compatible hosts for enhanced AI capabilities. - **[MCP Server](https://github.com/falcosan/mcp)** - Integrates AI models with the Meilisearch search engine, enabling dynamic interaction and intelligent tool selection based on user queries through a standardized JSON-RPC interface. - **[Meilisearch API Server](https://github.com/falcosan/mcp)** - Bridge between AI models and the Meilisearch search engine, enabling advanced search functionalities and real-time communication. Facilitates AI-driven data retrieval and management through seamless access to Meilisearch's powerful indexing capabilities. - **[Exa Search](https://github.com/exa-labs/exa-mcp-server)** - Fast and intelligent web search and crawling that combines embeddings and traditional search methods to provide optimal results for large language models (LLMs). It facilitates real-time web information retrieval in a secure environment. - **[Azure AI Search Integration](https://github.com/farzad528/mcp-server-azure-ai-agents)** - Connects Claude Desktop with Azure AI Search for performing keyword, vector, or hybrid searches. It utilizes both the Azure AI Agent Service for enhanced search results and direct Azure AI Search for accessing indexed content. - **[Azure AI Agent Service](https://github.com/farzad528/mcp-server-azure-ai-agents)** - Integrates Azure AI services with Claude Desktop for enhanced search capabilities, enabling intelligent searches across indexed documents and the web while providing source citations. Offers two implementations: one that utilizes the Azure AI Agent Service for document and web searches, and another for direct access to Azure AI Search. - **[Google Search Console Server](https://github.com/fandungptit/mcp-server-gsc)** - Provides access to Google Search Console data for advanced search analytics and customizable reporting. Enables retrieval of search performance metrics with support for multiple dimensions and flexible date ranges. - **[Redis Server](https://github.com/farhankaz/redis-mcp)** - Provides access to Redis database operations, enabling interaction with various data types and commands within Redis environments. - **[Search1API MCP Server](https://github.com/fatwang2/search1api-mcp)** - Provides search and crawl functionality utilizing the Search1API to retrieve and index data from various sources. - **[Airtable Server](https://github.com/felores/airtable-mcp)** - Interact programmatically with Airtable's API for managing bases, tables, fields, and records, facilitating structured data management and creation processes. - **[Fastn Server](https://github.com/fastnai/mcp-fastn)** - Facilitates dynamic tool registration and execution across multiple APIs, integrating services like Slack and Notion for real-time operations. Designed for scalability and performance, it supports various API-driven tasks and workflows. - **[Cloudinary Server](https://github.com/felores/cloudinary-mcp-server)** - Upload images and videos to Cloudinary via MCP clients. Integrates with Claude Desktop for media management. - **[Placid](https://github.com/felores/placid-mcp-server)** - Integrates with Placid.app to list available templates and generate images and videos using dynamic content. Provides secure API token management and robust error handling. - **[MCP Server for Google Keep](https://github.com/feuerdev/keep-mcp)** - Manage Google Keep notes by creating, updating, searching, and deleting them through an integrated interface. Supports seamless interaction with Google Keep for productivity enhancement. - **[tasty-agent: A TastyTrade MCP Server](https://github.com/ferdousbhai/tasty-agent)** - Interacts with TastyTrade brokerage accounts to monitor portfolios, analyze positions, and execute trades through the TastyTrade platform. - **[Strateegia Integration Server](https://github.com/filipecalegario/mcp-server-strateegia)** - Integrate with Strateegia projects to streamline AI assistant workflows by listing accessible projects and retrieving detailed lab information. This server facilitates project management through direct access to Strateegia data. - **[Time Server](https://github.com/fisher1006/time-mcp)** - Provides current time information and timezone conversion using IANA timezone names, with automatic system timezone detection for enhanced applications. - **[Flipt MCP Server](https://github.com/flipt-io/mcp-server-flipt)** - Manage feature flags with capabilities to list, create, update, and delete namespaces, flags, segments, and rules. Evaluate and toggle flags for specific entities to enhance feature management workflows. - **[Flowcore Platform MCP Server](https://github.com/flowcore-io/mcp-flowcore-platform)** - Manage and interact with the Flowcore Platform through the Model Context Protocol, enabling efficient data handling and querying capabilities. - **[DICOM Connectivity Testing Server](https://github.com/fluxinc/dicom-mcp-server)** - Facilitates DICOM connectivity testing by managing DICOM nodes and performing operations seamlessly through a standardized interface. Integrates with Claude's Model Context Protocol for efficient communication in DICOM workflows. - **[Server Modal](https://github.com/Flux159/mcp-server-modal)** - Deploy Python scripts to Modal, facilitating the generation and sharing of modal applications from Claude with minimal commands. - **[Zoom Transcript Server](https://github.com/forayconsulting/zoom_transcript_mcp)** - Manage Zoom meeting transcripts by listing, downloading, and searching through them with a structured interface. Organize transcripts by month for streamlined access to discussions. - **[Kubernetes Server](https://github.com/Flux159/mcp-server-kubernetes)** - Interact with Kubernetes clusters using kubectl for managing and orchestrating containerized applications, deployments, and services. - **[Fonoster](https://github.com/fonoster/fonoster)** - Connects telephony services with the Internet through a cloud-based utility for building and deploying programmable voice applications. Facilitates seamless communication for businesses with an open-source alternative to traditional telephony solutions. - **[Prefect MCP Server](https://github.com/fortunto2/prefect-mcp-server)** - Interacts with the Prefect API to manage tasks and resources efficiently. Provides a reliable server configuration for the Cursor IDE to streamline development workflows. - **[Hoppscotch](https://github.com/fonhal/hoppscotch)** - Hoppscotch provides a user-friendly interface to create and send API requests efficiently. It streamlines the API development process by offering features for organizing requests, managing environments, and facilitating team collaboration. - **[Snowflake Reader](https://github.com/fnf-deepHeading/mcp-snowflake-reader)** - Provides secure, read-only access to Snowflake databases for streamlined data retrieval processes, ideal for analytics and reporting without modifying data. - **[gqai](https://github.com/fotoetienne/gqai)** - Expose GraphQL backend operations as callable tools for AI models, enabling seamless integration of GraphQL queries and mutations. Automatically generate an MCP server from GraphQL schemas and operations for AI invocation with or without arguments. - **[Markdown转换服务器](https://github.com/FradSer/mcp-server-to-markdown)** - Converts various file formats into Markdown descriptions, helping users obtain structured information from documents. Integrates with Cloudflare AI services for efficient document processing. - **[Bloom Growth](https://github.com/franccesco/bloomy-mcp)** - Connect to Bloom Growth's GraphQL API for executing queries and mutations, retrieving user information, and performing schema introspection through the Model Context Protocol. - **[Hex MCP Server](https://github.com/franccesco/hex-mcp)** - Manage and execute Hex projects effectively. Retrieve project details, track run statuses, and manage project executions with a variety of provided tools. - **[RocketMQ Mcp Server](https://github.com/francisoliverlee/rocketmq-mcp)** - Connects AI models to RocketMQ providing real-time data through Server-Sent Events (SSE). Configurable with name server addresses and authentication keys for secure access. - **[ChatGPT Application](https://github.com/freebreaker/flutter_chatgpt)** - Engage in conversations with an AI using the ChatGPT model through a configurable chat interface, available in ad-supported and ad-free versions. Users can easily configure the app with OpenAI tokens and integrate advertisements for monetization purposes. - **[LnExchange Node Service](https://github.com/free-free-6/lnexchange-mcp-node-service)** - Node.js service for interacting with the LnExchange API, providing capabilities for spot trading with minimal setup and management. - **[MCP Server](https://github.com/freedanfan/mcp_server)** - Enables standardized context interaction between AI models and development environments, enhancing scalability and maintainability. Provides efficient API endpoints for model deployment, input/output consistency, and management of AI tasks. - **[WeRead MCP Server](https://github.com/freestylefly/mcp-server-weread)** - Bridge WeChat reading data with AI for access to notes and reading insights. Extract and analyze reading notes through intelligent conversations. - **[Multi Database MCP Server](https://github.com/FreePeak/db-mcp-server)** - Connect and interact with multiple databases to execute SQL queries, manage transactions, and analyze performance through a unified interface for AI applications. - **[supOS MCP Server](https://github.com/FREEZONEX/mcp-server-supos)** - Provides access to supOS's open APIs for querying topic structures and details, enabling applications to interact with structured topic information efficiently. - **[privateGPT MCP Server](https://github.com/Fujitsu-AI/MCP-Server-for-MAS-Developments)** - Integrates privateGPT with MCP-compatible applications, enabling secure management of knowledge sources and user interactions while leveraging advanced AI capabilities. - **[Fused MCP Agents](https://github.com/fusedio/fused-mcp)** - Connects large language models (LLMs) to APIs and executable Python code, facilitating local data science workflows. Provides a user-friendly notebook guide to create agents and functions efficiently. - **[Spotify Integration](https://github.com/g2dgaming/spotify-mcp)** - Connects Claude agents with Spotify to control playback, search for music, and manage playlists. Offers functionalities such as starting, pausing, or skipping tracks and retrieving information about various music entities. - **[Jenkins-based DevOps System](https://github.com/fyp312572116/devops-java-sample)** - Streamline development processes by creating and managing CI/CD pipelines using a Jenkins-based system integrated within a SpringBoot demo project. - **[Filesystem Server](https://github.com/gabrielmaialva33/mcp-filesystem)** - Provides secure filesystem access for AI models through the Model Context Protocol with strict path validation to ensure authorized access to predefined directories, enabling seamless file and directory operations. - **[SimpleLocalize MCP Server](https://github.com/GalvinGao/mcp-simplelocalize)** - Integrate localization capabilities into projects, manage translations, and automate localization tasks using the SimpleLocalize API. Ensure consistency across multiple languages while enhancing the development workflow. - **[Bitbucket Server](https://github.com/garc33/bitbucket-server-mcp-server)** - Manage pull requests on Bitbucket Server, providing tools to interact with the Bitbucket Server API through the MCP protocol. - **[SendGrid MCP Server](https://github.com/Garoth/sendgrid-mcp)** - Access SendGrid's Marketing API for managing email marketing campaigns and handling contact lists, including the creation of email templates and sending emails to specified lists. - **[Firebase MCP Server](https://github.com/gannonh/firebase-mcp)** - Integrate Firebase services with AI models for real-time access to authentication, Firestore document operations, and file management. This protocol allows seamless interaction with Firebase capabilities through a standardized interface. - **[RocketMQ](https://github.com/Gchenxx/rocketmq)** - High-performance, distributed messaging and data streaming platform that enables low latency and flexible scalability for applications. It supports reliable message delivery and fault tolerance, integrating seamlessly with various big-data ecosystems and protocols. - **[Exa MCP Server](https://github.com/geezerrrr/exa-mcp-server)** - Enable AI assistants to perform web searches using Exa's search API, providing real-time information while safely caching recent queries. It enhances AI capabilities with structured results and customizable search parameters. - **[Exa MCP Server](https://github.com/geezerrrr/exa-mcp-server)** - Provides real-time web search capabilities using Exa's robust search API, enabling AI models to retrieve and cache web information in a secure manner while offering customizable search parameters. - **[Geekbot MCP](https://github.com/geekbot-com/geekbot-mcp)** - Connects Claude AI with Geekbot's tools for standups, polls, and survey management, facilitating access and management of Geekbot data in conversations. - **[Firebase Server](https://github.com/gemini-dk/mcp-server-firebase)** - A unified interface to interact with various Firebase services including Authentication, Firestore, and Storage. - **[Datadog MCP Server](https://github.com/GeLi2001/datadog-mcp-server)** - Interacts with the Datadog API to monitor systems, access monitor data, retrieve dashboards, query metrics, and manage incidents. Provides comprehensive error handling and advanced log searching capabilities. - **[ArcanoCipher Core](https://github.com/genXstark/ArcanoCipher-Core)** - Provides a containerized backend infrastructure for application deployment with integrated services like Docker, MongoDB, GitHub Enterprise, and Azure. Facilitates scalability, security, and efficient development operations. - **[Gentoro MCP NodeJS Server](https://github.com/gentoro-GT/mcp-nodejs-server)** - Integration layer for the Model Context Protocol, facilitating communication between AI models and Gentoro's service capabilities through a unified bridge. Enables users to manage and configure tools and functionalities offered by Gentoro for AI interactions. - **[Jira MCP Server](https://github.com/George5562/Jira-MCP-Server)** - Interact with Jira using natural language for project management, enabling automation of tasks, issue handling, and team assignments. Streamline project workflows with intuitive commands for enhanced productivity and collaboration. - **[Jessica TTS](https://github.com/georgi-io/jessica)** - Integrates ElevenLabs Text-to-Speech capabilities for seamless text conversion to speech, offering voice selection and management through a modern interface. Supports real-time communication with a FastAPI backend and a React frontend. - **[Gemini MCP Server](https://github.com/georgejeffers/gemini-mcp-server)** - Integrates Google's Gemini Pro model for text generation and advanced AI functionalities. Connects to the Gemini API through a TypeScript server implementation. - **[Linear Integration Server](https://github.com/gerbal/linear-mcp-server-1)** - Integrate with Linear's issue tracking system to manage tasks and issues efficiently using the Model Context Protocol. - **[Replicate](https://github.com/gerred/mcp-server-replicate)** - Resource-based access to AI model inference focused on image generation via the Replicate API, enabling streamlined interactions for generating images from various AI models. - **[Lightning Tools](https://github.com/getAlby/lightning-tools-mcp-server)** - Interact with lightning addresses and utilize various lightning tools to enhance applications with bitcoin lightning functionalities. - **[Convex](https://github.com/get-convex/convex-backend)** - A reactive database that facilitates dynamic, live-updating applications by managing data and business logic using TypeScript. It offers a cloud platform and self-hosting options for developers to focus on application development without infrastructure concerns. - **[NWC Lightning Wallet Connector](https://github.com/getAlby/nwc-mcp-server)** - Connects a bitcoin lightning wallet using Nostr Wallet Connect for secure transactions and interaction with a large language model. Facilitates wallet operations seamlessly through a standardized protocol. - **[Ashra MCP](https://github.com/getrupt/ashra-mcp)** - A server that enables connection to the Ashra AI system using the Model Context Protocol, facilitating interaction and data exchange. - **[Sentry](https://github.com/getsentry/sentry-mcp)** - Connect to the Sentry API for application monitoring and logging. Integrate Sentry's capabilities directly into LLM clients through a remote middleware setup. - **[Sentry MCP Server](https://github.com/getsentry/sentry-mcp-stdio)** - Interact with Sentry's API to retrieve and analyze error data, manage projects, and monitor application performance. Integrate Sentry's capabilities directly into applications for enhanced error tracking and project management. - **[Loki MCP Server](https://github.com/ghrud92/simple-loki-mcp)** - Query and analyze Grafana Loki logs with full LogQL support to access log data directly from AI assistants. Simplifies log management by providing formatted results in various output formats and supporting metadata retrieval. - **[Notion Integration Server](https://github.com/ghubnerr/Notion-MCP)** - Integrate AI models with Notion to access and manage tasks, deadlines, and project statuses. Supports querying and modifying content within Notion workspaces through a standardized interface. - **[AverbePorto](https://github.com/GHSix/AverbePorto-MCP)** - Integrates with AverbePorto to manage authentication and document submission for cargo insurance endorsements. Provides a secure API for automated document handling and protocol consultations. - **[GibsonAI Server](https://github.com/GibsonAI/mcp)** - Facilitates project creation and updates, database interaction, and API usage within IDEs, enhancing coding workflows and AI-assisted development. - **[Postman Tool Generation Server](https://github.com/giovannicocco/mcp-server-postman-tool-generation)** - Generates AI agent tools from Postman collections and requests by integrating with the Postman API. Converts API endpoints into type-safe code for use with various AI frameworks. - **[AWS Cognito Authentication Server](https://github.com/gitCarrot/mcp-server-aws-cognito)** - Integrates with AWS Cognito for secure user authentication and management, facilitating workflows such as user sign-up, sign-in, password resets, and multi-factor authentication through a standardized MCP interface. - **[Lovable Project](https://github.com/gitkenan/doctair)** - Enables editing and deployment of applications through a web interface and local development environment, while synchronizing changes and facilitating project management with custom domain connections. - **[Dub.co Link Shortener Server](https://github.com/Gitmaxd/dubco-mcp-server)** - Manage short links by creating, updating, and deleting them through a Dub.co account, integrating seamlessly with AI agents. - **[Dub.co (Unofficial) MCP Server](https://github.com/Gitmaxd/dubco-mcp-server-npm)** - Create, update, and delete short links using the Dub.co API. Manage Dub.co links through a standardized interface suitable for integration with AI assistants. - **[Firestore MCP Server](https://github.com/gitskyflux/firestore-mcp)** - Interact with Google Firestore to manage documents efficiently. Supports creating, reading, updating, deleting, and querying documents with configurable filters and ordering. - **[Cloud Tasks Server](https://github.com/gitskyflux/cloudtasks-mcp)** - Interact seamlessly with Google Cloud Tasks queues and manage task workflows by listing, pausing, resuming, and deleting tasks directly from applications. - **[Audius MCP Server](https://github.com/glassBead-tc/audius-mcp-atris)** - Access user, track, and playlist data from the Audius music platform, allowing for content creation, social interaction, and analytics. Enable functionalities like uploading tracks, following users, and tracking listener insights. - **[Atris](https://github.com/glassBead-tc/audius-mcp-atris)** - Access the Audius music platform for discovering tracks, managing playlists, and engaging with artists through natural language queries. The server supports content creation, monetization, and analytics for music-related data. - **[ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp)** - Send real-time notifications to devices using the ntfy service, enabling updates on task completion, errors, or milestones. Supports smart features like clickable URLs and rich markdown formatting for notifications from public or self-hosted ntfy servers with secure token authentication. - **[Hive MCP Server](https://github.com/gluneau/hive-mcp-server)** - Connect AI assistants to the Hive blockchain, enabling retrieval of account details, blog posts, and discussions, along with voting on content and sending tokens securely. - **[GOAT](https://github.com/goat-sdk/goat)** - Connects blockchain applications with Claude for Desktop, enabling management of ERC-20 tokens and interaction with various blockchain networks through a user-friendly interface. - **[Framelink Figma MCP Server](https://github.com/GLips/Figma-Context-MCP)** - Connects coding agents to Figma data for seamless design implementation across various frameworks, facilitating the conversion of design assets into code in a single step. - **[Redis MCP Server](https://github.com/GongRzhe/REDIS-MCP-Server)** - Interact with Redis databases through standardized tools to facilitate communication between LLMs and Redis key-value stores. - **[Toolbox for Databases](https://github.com/googleapis/genai-toolbox)** - Facilitates the development of AI tools that interact with databases, handling complexities like connection pooling and authentication. Includes observability features to enhance performance and security during data access. - **[BigQuery Analysis Server](https://github.com/gotalab/bigquery-analysis-mcp-server)** - Execute SQL queries against Google BigQuery with validation, ensuring that queries are safe, valid, and constrained to specific processing limits. Retrieve structured JSON results for analytics needs without modifying data. - **[Tinyman MCP Server](https://github.com/GoPlausible/tinyman-mcp)** - Provide tools for seamless interaction with the Tinyman AMM protocol on the Algorand blockchain, facilitating pool management, asset swaps, and liquidity operations. Enhance decentralized trading workflows with advanced analytics and asset management capabilities. - **[Vestige MCP](https://github.com/GoPlausible/vestige-mcp)** - Provides access to Vestige API data and analytics through a standardized interface, allowing queries on networks, protocols, assets, pools, trades, balances, notes, and vaults with support for flexible filtering and pagination. - **[Algorand MCP Server](https://github.com/GoPlausible/algorand-mcp)** - Interact with the Algorand blockchain, manage accounts, create assets, and execute transactions. Access both real-time and historical blockchain data to enhance applications. - **[Grafana](https://github.com/grafana/mcp-grafana)** - Access and manage Grafana dashboards and data sources, including querying Prometheus and querying logs and metrics from Loki. Fetch and update dashboard details, including panel information and datasource metadata. - **[FileSystem Tool](https://github.com/GrandMasterK414/mcp-servers)** - Provides controlled access to the file system for AI tools, enabling secure interaction with files while ensuring strict access controls. Facilitates simplified file operations within applications integrated with MCP. - **[Chronos](https://github.com/grandmastr/chronos-mcp)** - Connect to the Stellar blockchain for wallet interactions, enabling the management of Stellar assets, balance queries, and fund transfers through an AI interface. - **[Weather MCP Server Starter](https://github.com/GreatAuk/mcp-weather)** - Build and deploy a Model Context Protocol server that provides access to weather data, allowing for integration with various AI models. Utilizes TypeScript for server implementation and includes features for fast development and automated version management. - **[Sketchfab 3D Model Explorer](https://github.com/gregkop/sketchfab-mcp-server)** - Search, view details, and download 3D models from Sketchfab, utilizing keywords, tags, and categories to find models and obtain comprehensive information about them. Supports downloading in multiple formats for creative projects. - **[Remote MCP Server on Cloudflare](https://github.com/grocco/remote-mcp-server)** - Host a remote MCP server on Cloudflare Workers enabling OAuth login for secure access to tools and resources. Facilitates the integration and invocation of tools with MCP clients for enhanced LLM applications. - **[Nautobot MCP](https://github.com/gt732/nautobot-app-mcp)** - Integrates AI assistants with network data to facilitate automation and management. Provides standardized tools for network operations and enhances efficiency through AI-ready interfaces. - **[GreptimeDB](https://github.com/GreptimeTeam/greptimedb)** - GreptimeDB is an observability database designed for storing and querying metrics, logs, and events with real-time insights across edge and cloud environments. It supports powerful SQL and PromQL capabilities, enabling efficient data retrieval and analysis at scale. - **[OpenAI Server](https://github.com/gto1seoul/openai-mcp)** - Integrate OpenAI's chat models into applications with seamless message passing and basic error handling. Supports multiple models including gpt-4o and o1 for enhanced AI interactions. - **[Server Replicate](https://github.com/guinness77/mcp-server-replicate)** - Provides resource-based access to AI model inference specifically for image generation, facilitating the creation of high-quality images from text descriptions with options for style control and quality presets. Includes features for model discovery, webhook integration, and secure API key management. - **[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Integrate various data sources such as Slack, Gmail, and web feeds into Graphlit projects, enabling efficient retrieval and searching of relevant content via MCP clients. - **[Brasil API](https://github.com/guilhermelirio/brasil-api-mcp)** - Facilitates access to various Brazilian public data services, providing vital information such as postal codes, company registrations, currency exchange rates, and more through the Model Context Protocol. - **[n8n Workflow Integration Server](https://github.com/guinness77/n8n-mcp-server)** - Connects to n8n workflows to manage executions, credentials, and other resources through the Model Context Protocol, facilitating automation integration with AI tools. - **[Cloudflare MCP Server for IDE](https://github.com/GutMutCode/mcp-server-cloudflare)** - Manage Cloudflare accounts using natural language commands to deploy Workers, manage databases, and handle storage tasks. Interact with the Cloudflare API seamlessly within an IDE environment. - **[Transistor](https://github.com/gxjansen/Transistor-MCP)** - Interact with the Transistor.fm API to manage podcasts and episodes, retrieve user account details, and view analytics. - **[Research MCP Server](https://github.com/h-yanagawa/research-mcp-server)** - Facilitates management of survey data by retrieving and creating survey pages in Notion. - **[StarRocks MCP Server](https://github.com/hagsmand/mcp-server-starrocks)** - Integrate with StarRocks databases to execute queries, manipulate data, and manage database schemas through a standardized interface. Provides functionality for reading and writing operations including SELECT, INSERT, UPDATE, and DELETE. - **[Imagen3 Image Generation Server](https://github.com/hamflx/imagen3-mcp)** - Generate high-quality images using Google's Imagen 3.0 model through an MCP interface, facilitating integration with tools like Cherry Studio or Cursor. Supports configurable deployment options using a Google Gemini API key. - **[Network Plugins](https://github.com/HamyFuri/Network-Plugins)** - Enhance applications with networking functionalities to improve performance and connectivity. Integrate ready-to-use plugins for streamlined development processes. - **[EdgeOne Geo Location Server](https://github.com/handsomegentlemen/mcp-geo)** - Provides geolocation data to AI models by retrieving user location information in real-time through an API. Integrates seamlessly with EdgeOne Pages Functions to enhance applications with location-aware capabilities. - **[OnePiece & Geolocalizar MCP Servers](https://github.com/Haonter/MCP-Servers)** - Access detailed information about One Piece characters and geolocate public IPv4 addresses. This server facilitates the seamless integration of anime character data and IP geolocation features. - **[DataX Admin](https://github.com/happyhope/datax-admin)** - Manage and monitor data synchronization tasks through a user-friendly interface, enabling the configuration of DataX jobs, scheduling executions, and real-time monitoring of task statuses across multiple data sources. - **[Korea Tourism API](https://github.com/harimkang/mcp-korea-tourism-api)** - Access information about South Korea's tourism attractions, including festivals, temples, restaurants, and accommodations through an API powered by the Korea Tourism Organization. - **[n8n Workflow Builder](https://github.com/hardspoon/n8n-workflow-builder)** - Manage n8n workflows by listing, creating, updating, activating, and deleting them through a standardized MCP interface. Access detailed workflow and execution data to enhance context and control in automation environments. - **[HANA Cloud Server](https://github.com/HatriGt/hana-mcp-server)** - Integrates machine learning operations with SAP HANA Cloud by managing model metadata, execution contexts, and providing communication protocols. Supports a standardized interface for efficient interaction with the HANA Cloud database and Cursor IDE. - **[Azure Resource Graph Server](https://github.com/hardik-id/azure-resource-graph-mcp-server)** - Retrieve detailed information about Azure resources across subscriptions using Resource Graph queries. Query Azure resources efficiently to enhance productivity in development environments. - **[Npub.Health](https://github.com/HealthNoteLabs/Npub.Health)** - Manage health records securely with a user-controlled platform, enabling selective sharing of health data while maintaining privacy through end-to-end encryption. - **[Shell MCP Server](https://github.com/hdresearch/mcp-shell)** - Execute shell commands securely in a controlled environment with built-in security measures to prevent dangerous operations while validating command existence. - **[n8n](https://github.com/hectormago/n8n)** - An automation platform that enables the creation of workflows by integrating over 400 tools and services, providing both code-based and no-code solutions. It supports building AI agent workflows using user-defined data and models with JavaScript or Python. - **[Hedera MCP Server](https://github.com/hedera-dev/hts-mcp-server)** - Interact with the Hedera network by creating wallets, checking account balances, building transactions, and sending signed transactions. - **[Hedera Network Interaction Server](https://github.com/hedera-dev/hts-mcp-server)** - Facilitates interaction with the Hedera network by managing wallet creation, balance checking, transaction building, and submission of signed transactions while centralizing transaction lifecycle management. - **[Hedera Testnet Mirror Node Server](https://github.com/hedera-dev/hts-mcp-server)** - Interface with the Hedera Testnet Mirror Node API to create wallets, check account balances, build transactions, and send signed transactions. The server is designed for interaction with the Hedera network while ensuring robust input validation. - **[mcptest](https://github.com/Heht571/ops-mcp-server)** - A server toolset for monitoring and managing remote servers, providing functionalities for system checks, service status updates, network diagnostics, and security audits. It includes features for memory information retrieval, system load monitoring, and process management. - **[OpenRouter MCP Server](https://github.com/heltonteixeira/openrouterai)** - Seamless access to various AI models through a unified, type-safe interface with features like caching, rate limiting, and error handling. - **[MCP-Learn](https://github.com/hellokitty-v/MCP-Learn)** - Provides a platform for learning and experimenting with the Model Context Protocol (MCP), focusing on integrating language models with external data sources and tools. - **[OpenRouter MCP Server](https://github.com/heltonteixeira/openrouterai)** - Integrates with OpenRouter.ai's model ecosystem, providing access to various AI models through a unified, type-safe interface. Features include caching, rate limiting, and error handling to enhance performance and reliability. - **[RagDocs](https://github.com/heltonteixeira/ragdocs)** - Manage and search documentation using advanced semantic search and retrieval-augmented generation capabilities. Supports document management tasks such as adding, listing, and deleting documents with automatic text chunking and vector storage through Qdrant. - **[GCP Management](https://github.com/henihaddad/gcp-mcp)** - Manage Google Cloud Platform resources using natural language commands, enabling users to interact with GCP projects, compute instances, and storage buckets without complex configurations or credential setups. - **[Self-Hosted Supabase MCP Server](https://github.com/HenkDz/selfhosted-supabase-mcp)** - Facilitates interaction with self-hosted Supabase instances by enabling database management, schema introspection, user authentication, and real-time data handling from development environments. - **[Windsurf Supabase Server](https://github.com/hertzfelt/windsurf-supabase-mcp)** - Integrate a Supabase database with the Windsurf Editor, providing real-time query validation and optimized response formatting for UI components. The server improves error handling and SQL query processing for better interaction experiences. - **[Heurist Mesh](https://github.com/heurist-network/heurist-agent-framework)** - Heurist Mesh is an open network of modular AI agents designed to process data, generate reports, and engage in conversations collaboratively. It enables seamless integration of these agents into workflows through APIs, allowing for the deployment of decentralized and specialized AI solutions. - **[TODO Checklist](https://github.com/hevener10/mcp-todo-checklist)** - Manage multiple task lists with features for setting priorities, due dates, and tags. Share lists between users and persist data using a file system. - **[Heroku Platform MCP Server](https://github.com/heroku/heroku-mcp-server)** - Facilitates interaction with Heroku Platform resources using natural language, enabling users to manage applications, dynos, and add-ons through LLM-driven tools. - **[Sakura Cloud MCP Server](https://github.com/hidenorigoto/sacloud-mcp)** - Interact with Sakura Cloud infrastructure to access and manage cloud resources, including servers, disks, and networks, while retrieving detailed information and handling containerized applications. - **[EntraID Server for Microsoft Graph](https://github.com/hieuttmmo/entraid-mcp-server)** - Manage Microsoft Graph resources including users, groups, and applications through a modular interface. Execute advanced operations like MFA status checks, password resets, and access permission suggestions while centralizing authentication management. - **[LINE Bot Integration Server](https://github.com/hirosuke0520/line-mcp-demo)** - Integrates with the LINE Messaging API to facilitate real-time communication and user engagement through text and rich messages. Allows AI agents to connect seamlessly to LINE Official Accounts for enhanced conversational interactions. - **[Dify Plugin](https://github.com/hjlarry/dify-plugin-mcp_server)** - Transform Dify applications into MCP servers for integrating and managing workflows, allowing for real-time data access while ensuring data security within a private network. - **[Attio MCP Server](https://github.com/hmk/attio-mcp-server)** - Connects to the Attio API to read and write company records and notes for CRM management. - **[Box](https://github.com/hmk/box-mcp-server)** - Access and manage files stored in Box, enabling users to search and read content from PDF and Word documents. - **[Honeycomb MCP Server](https://github.com/honeycombio/honeycomb-mcp)** - Interact with Honeycomb observability data for analysis and complex queries across multiple environments using the MCP protocol. - **[Honeycomb MCP Server](https://github.com/honeycombio/honeycomb-mcp)** - Interact with Honeycomb observability data to analyze and query datasets for insights across multiple environments. - **[Hello-MCP](https://github.com/hongsw/hello-mcp)** - Facilitates integration of Claude Desktop with external tools using the Model Context Protocol, enabling seamless tool interaction and custom tool extensions. - **[Spreadsheet MCP Server](https://github.com/HosakaKeigo/spreadsheet-mcp-server)** - Accesses Google Spreadsheet data, enabling retrieval of spreadsheet information and specific sheet data formatted in markdown for integration with language models. - **[MNS MCP Server](https://github.com/Houlong66/mns-mcp-server)** - Manage Alibaba Cloud Message Service (MNS) queues through an MCP interface, enabling the creation, deletion, sending, receiving, and listing of MNS queues. Streamline message queue operations with ease and integrate with MCP Hosts. - **[Payman API Server](https://github.com/hrishi0102/payman_mcp)** - Interact with Payman AI's payment services through natural language to create payees, send payments, search for payees, and check account balances. Manage API keys securely for authentication and perform various payment operations seamlessly. - **[Hostinger API Server](https://github.com/hostinger/api-mcp-server)** - Provides access to Hostinger's API for managing billing, DNS, domains, VPS, and various other services through a unified MCP interface. - **[Jimeng AI Image Generation Server](https://github.com/huangmiuXyz/jimeng-mcp)** - Integrate AI-powered image generation capabilities into applications using the Jimeng AI model. Generate high-quality images through a simple MCP interface for advanced AI image synthesis. - **[frp](https://github.com/huangbaiming/frp)** - Expose local servers that are behind NATs or firewalls to the Internet, enabling seamless access to internal services via TCP, UDP, HTTP, and HTTPS protocols. Facilitate easier networking setups with features like P2P connections and custom domain support. - **[Remote MCP Server with Bearer Authentication](https://github.com/huanshenyi/mcp-server-bearer-auth)** - Provides secure remote access to Model Context Protocol (MCP) servers using bearer token authentication via OAuth login. Deployable on Cloudflare Workers, enabling scalable and protected MCP API endpoints for seamless connections with clients and tools. - **[Couchbase MCP Server](https://github.com/hummusonrails/couchbase-mcp-server)** - Execute natural language queries on Couchbase Capella clusters by transforming plain English requests into SQL++ queries and retrieving results in a user-friendly format. - **[Metabase MCP](https://github.com/hyeongjun-dev/metabase-mcp-server)** - Integrate AI assistants with the Metabase analytics platform to access dashboards, execute queries, and retrieve structured data through conversational interfaces. It provides navigation of Metabase resources and supports multiple authentication methods for secure access. - **[iFlytek Workflow Server](https://github.com/hygao1024/xingchen-mcp-server)** - Build intelligent workflows and automate complex tasks with a platform that integrates real-time data and tools for LLM applications. - **[Hyperspell](https://github.com/hyperspell/hyperspell-mcp)** - Integrate real-time spell checking and correction capabilities into applications to enhance text accuracy and clarity. Offers seamless integration with existing workflows for instant feedback on spelling errors. - **[QA Sphere](https://github.com/Hypersequent/qasphere-mcp)** - Connects with the QA Sphere test management system to facilitate interactions with test cases within AI-powered IDEs. Enables discovery, summarization, and conversation about test cases directly in the development workflow. - **[Flux Cloudflare MCP](https://github.com/Hzzy2O/flux-cloudfare-mcp)** - Provides high-quality image generation via the Flux model through a Cloudflare Worker API, enabling seamless integration into applications with customizable parameters for image output. - **[Hummingbot](https://github.com/iamacnhero/hummingbot)** - Automates trading strategies across various cryptocurrency exchanges using an open-source framework. Supports both centralized and decentralized trading environments with customizable bots. - **[Iaptic](https://github.com/iaptic/mcp-server-iaptic)** - Access customer, purchase, transaction data, and statistics through the Iaptic API. - **[Clover MCP Server](https://github.com/ibraheem4/clover-mcp)** - Access Clover merchant data to retrieve merchant information, list inventory items, and manage orders through integration with generative AI models using OAuth authentication. - **[OpenSearch MCP Server](https://github.com/ibrooksSDX/mcp-server-opensearch)** - Create a semantic memory layer on top of OpenSearch to facilitate LLM applications by integrating external data sources and tools. - **[wxflows](https://github.com/IBM/wxflows)** - Deploys and manages projects using the wxflows framework, integrating various tools and data sources via the Model Context Protocol (MCP). Facilitates the use of the MCP TypeScript SDK alongside wxflows SDK for automated tool interactions. - **[Agno](https://github.com/Icarus-B4/agno)** - Build multimodal agents capable of processing text, images, audio, and video. Enhance applications with integrated memory, knowledge management, and automation tools. - **[Fire Config Remote Config Server](https://github.com/IdanAizikNissim/FireConfigMCP)** - Provides access to Firebase Remote Config data via an MCP interface, enabling secure management and retrieval of remote configuration settings for applications. Simplifies integration with Firebase Remote Config for various clients. - **[Azure MCP Server](https://github.com/idofrizler/azure-mcp-server)** - Manage Azure resources efficiently and streamline cloud operations with seamless interactions with Azure services. - **[AWS CLI Command Executor](https://github.com/IcyKallen/aws-cli-mcp-server)** - Execute AWS CLI commands and retrieve detailed information about AWS services through an MCP interface. List available AWS services and perform various AWS operations using natural language commands. - **[InfluxDB MCP Server](https://github.com/idoru/influxdb-mcp-server)** - Access and manage InfluxDB time-series data, execute queries, write data, and utilize templates for common operations. Provides resources for organization, bucket, and measurement data management. - **[emojikey-server](https://github.com/identimoji/mcp-server-emojikey)** - Manages and persists interaction styles for language models using emoji-based memory keys. Supports setting, retrieving, and maintaining conversation contexts across devices and applications while tracking history. - **[iFlytek Workflow Server](https://github.com/iflytek/ifly-workflow-mcp-server)** - Automate complex tasks and enhance efficiency through advanced orchestration modes and flexible model choices, enabling the development of intelligent workflows. The server supports real-time processing and robust node configurations to streamline business processes. - **[SerpApi MCP Server](https://github.com/ilyazub/serpapi-mcp-server)** - Retrieve and parse search engine results from multiple platforms such as Google and Bing, allowing access to both live and archived data. Integrate with MCP clients for enhanced search functionalities. - **[n8n MCP Server](https://github.com/illuminaresolutions/n8n-mcp-server)** - Provides access to n8n workflows, manages executions, and handles credentials through a secure connection using the Model Context Protocol. - **[DynamoDB Server](https://github.com/imankamyabi/dynamodb-mcp-server)** - Manage Amazon DynamoDB resources with functionalities for table creation, indexing, and data operations. Features include table management, capacity management, and data manipulation through CRUD operations. - **[PocketBase MCP Server](https://github.com/imatrixme/pocketbase-mcp-server)** - Manage PocketBase databases with tools for advanced operations, including schema management and data manipulation. Perform tasks such as collection creation, migration, and index management with a focus on schema validation and type safety. - **[Metabase Integration Server](https://github.com/imlewc/metabase-server)** - Interact with Metabase to access dashboards, execute queries, and retrieve data directly from a Metabase instance. Provides structured data access through resources like cards/questions and databases. - **[Status Observer](https://github.com/imprvhub/mcp-status-observer)** - Monitor and query the operational status of major digital platforms in real-time, providing detailed information about specific services and components. Enables users to stay informed about platform health and respond to service disruptions promptly. - **[OpenAI Image Generation Server](https://github.com/IncomeStreamSurfer/chatgpt-native-image-gen-mcp)** - Generates and edits images using OpenAI's advanced image generation model based on text prompts. Supports image inpainting and variations, with customizable filenames for automated saving. - **[Jira MCP Server](https://github.com/InfinitIQ-Tech/mcp-jira)** - Interact with Jira using natural language commands to manage projects, issues, and comments directly. It integrates Jira functionalities seamlessly into workflows for more productive project management. - **[Inkeep MCP Server](https://github.com/inkeep/mcp-server-python)** - Integrates documentation with a powerful API for efficient management and access. Facilitates the development of intelligent applications that seamlessly interact with documentation. - **[Internet Speed Test](https://github.com/inventer-dev/mcp-internet-speed-test)** - Measure and analyze network performance metrics, including download and upload speeds, latency, and jitter. Generate detailed JSON reports to provide insights into internet connection quality. - **[Make MCP Server](https://github.com/integromat/make-mcp-server)** - Connects to Make accounts to utilize On-Demand scenarios as callable tools for AI assistants, enabling seamless interaction with automation workflows. Returns output in structured JSON for AI processing. - **[Limitless MCP Server](https://github.com/ipvr9/mcp-limitless-server)** - Connects Limitless Pendant data to AI tools for structured interactions and enables retrieval and management of Lifelog data via AI chat interfaces and agents. - **[IP Find](https://github.com/ipfind/ipfind-mcp-server)** - Retrieve geolocation information for IP addresses using the IP Find API, enabling AI assistants to easily access IP data for location lookups. - **[Integration App Server](https://github.com/membranehq/mcp-server)** - Exposes tools that utilize actions defined in an Integration App workspace for varied applications. Connects AI models to a range of functionalities through the Model Context Protocol. - **[MLflow Natural Language Interface Server](https://github.com/iRahulPandey/mlflowMCPServer)** - Provides a natural language interface to query and manage MLflow tracking servers, enabling users to explore machine learning experiments and registered models using plain English. Facilitates interactions with system status and experiment data through a conversational AI interface. - **[Obsidian Vault Integration Server](https://github.com/IraBond/obsidian-mcp-tools)** - Facilitates secure access and interaction with Obsidian vaults for AI assistants, enabling semantic searches, template execution, and file management through a local server bridge while ensuring data privacy. - **[Google Drive server](https://github.com/isaacphi/mcp-gdrive)** - Integrates with Google Drive for listing, reading, and searching files, and facilitates reading and writing to Google Sheets. Provides access to Google Drive content and spreadsheet data for various applications. - **[HubSpot API Integration Server](https://github.com/isaacraja/hubspot-mcp-server)** - Provides access to HubSpot's contacts, deals, and engagement data, enabling real-time CRM insights and data manipulation. - **[Snowflake Server](https://github.com/isaacwasserman/mcp-snowflake-server)** - Provides database interaction with Snowflake, enabling SQL queries and aggregating data insights. Exposes schema context as resources for enhanced data accessibility. - **[Snowflake Cube Server](https://github.com/isaacwasserman/mcp_cube_server)** - Interact with Cube semantic layers to retrieve and describe data from a Cube deployment. Provide data in JSON format for further processing and detailed descriptions of the available data. - **[ClickHouse MCP Server](https://github.com/iskakaushik/mcp-clickhouse)** - Execute SQL queries on a ClickHouse cluster, list all databases, and retrieve tables within a specified database. - **[Weather MCP Server](https://github.com/isdaniel/mcp_weather_server)** - Retrieve real-time weather information for any city using the Open-Meteo API without requiring an API key. Provides accurate weather updates through simple commands or API calls. - **[Minecraft Docker MCP](https://github.com/itzg/docker-minecraft-server)** - Facilitates interactions with a running Minecraft server hosted in Docker, enabling server administration and programmatic construction of Minecraft builds. - **[Google Calendar Integration](https://github.com/ITworkonline/GoogleCalendarMCP)** - Manage Google Calendar events by creating and customizing event details including time, location, and attendees. Streamline scheduling processes and integrate calendar functionalities into applications. - **[Weather MCP Server](https://github.com/ivanbtrujillo/mcp-server-spike)** - Provides real-time weather information and alerts, enabling applications to integrate and display up-to-date forecasts and weather data. - **[New Relic Logs MCP Server](https://github.com/Ivlad003/mcp_newrelic)** - Query New Relic logs and metrics using NRQL queries for insights and monitoring. Provides detailed error logging and outputs that are formatted for readability. - **[Unity MCP](https://github.com/IvanMurzak/Unity-MCP)** - Bridge Unity's development environment with large language models to enable AI-driven interaction with Unity's tools, facilitating rapid prototyping, automation, and advanced workflows. Connects to multiple LLM clients for enhanced development productivity. - **[OpenAPI MCP Server](https://github.com/ivo-toby/mcp-openapi-server)** - Expose REST APIs defined by OpenAPI specifications as MCP resources for seamless interaction with Large Language Models, facilitating API discovery and management. - **[OpenAPI MCP Server](https://github.com/ivo-toby/mcp-openapi-server)** - Exposes REST APIs defined by OpenAPI specifications as MCP resources, facilitating interaction between Large Language Models and various APIs through a standardized protocol. - **[PyTorch HUD API](https://github.com/izaitsevfb/claude-pytorch-treehugger)** - Access and analyze CI/CD data and job logs, providing tools for log analysis and resource utilization metrics within PyTorch workflows. Integrates with ClickHouse for advanced analytics capabilities. - **[ClickSend MCP Server](https://github.com/J-Gal02/clicksend-mcp)** - Facilitates SMS messaging and text-to-speech voice calls using ClickSend's API, enabling programmatic communication capabilities through AI models. - **[Google Workspace Server](https://github.com/j3k0/mcp-google-workspace)** - Interact with Gmail and Google Calendar through a unified protocol, enabling advanced email management and calendar event handling across multiple Google accounts. - **[Knowledge Graph Memory](https://github.com/j3k0/mcp-brain-tools)** - Utilizes a scalable knowledge graph built on Elasticsearch to manage and query large datasets, providing persistent memory for AI systems. Supports complete CRUD operations and offers advanced search capabilities for improved data handling in Model Context Protocol applications. - **[MCPStopWatch](https://github.com/jabrena/jbang-mcp-examples)** - An MCP server designed for timing tasks, allowing users to start and stop a stopwatch to monitor the duration of various activities or tasks. - **[OpenAPI MCP Proxy](https://github.com/JacerOmri/openapi-mcp-proxy)** - Transforms any OpenAPI service into a Model Context Protocol (MCP) server, enabling integration with AI agents and tools by proxying requests to the original API. Facilitates the seamless accessibility of REST APIs for AI applications without modification. - **[Workato MCP Server](https://github.com/jacobgoren-sb/workato-mcp-server)** - Integrate with Workato's API to manage recipes, connections, and activity logs. Provide tools for organizing automation workflows and overseeing project-level configurations. - **[G-Search](https://github.com/jae-jae/g-search-mcp)** - Enables efficient parallel searching on Google using multiple keywords, automatically handling verification challenges and returning structured search results in JSON format for analysis. - **[Climatiq MCP Server](https://github.com/jagan-shanmugam/climatiq-mcp-server)** - Calculate carbon emissions in real-time and provide climate impact insights by integrating with the Climatiq API to perform various emission calculations for AI assistants. - **[Hello World MCP Server](https://github.com/jageenshukla/hello-world-mcp-server)** - Setup a server using the Model Context Protocol (MCP) SDK for seamless integration of tools and prompts. Handle server-sent events (SSE) and manage messages with an easy-to-test configuration using the MCP Inspector. - **[SolarWinds Logs](https://github.com/jakenuts/mcp-solarwinds)** - Access and visualize SolarWinds Observability logs with advanced filtering capabilities and generate insights through real-time log analysis and reporting. Supports timestamped log entry retrieval, including advanced filtering options by group and entity. - **[MCP Server Template for Cursor IDE](https://github.com/jankowtf/mcp-hitchcode)** - Create custom tools for Cursor IDE that provide structured coding assistance and code templates. Easily deploy the server on Heroku or run it locally using Docker. - **[OpenAPI MCP Server](https://github.com/janwilmake/openapi-mcp-server)** - Enables exploration and understanding of OpenAPI specifications with a simple interface for retrieving overviews and detailed explanations of API operations. Supports both JSON and YAML formats for seamless integration with Claude Desktop and Cursor clients. - **[curlmcp](https://github.com/janwilmake/curlmcp)** - Provides a REST API and Remote MCP server for interacting with web resources and APIs using curl-like HTTP requests. Facilitates OAuth authentication and contextual instructions for efficient and optimized web interactions. - **[Railway MCP Server](https://github.com/jason-tan-swe/railway-mcp)** - Manage Railway infrastructure using natural language commands to deploy, configure, and monitor services securely. Interaction with AI models like Claude enables autonomous service management. - **[Model Context Protocol Servers](https://github.com/jasonmorganson/servers)** - Integrate Large Language Models with various tools and data sources using the Model Context Protocol for secure and efficient data access. Supports implementations in both Typescript and Python to enhance LLM capabilities and streamline workflows. - **[Gmail Server](https://github.com/jasonsum/gmail-mcp-server)** - Integrate with Gmail to send, read, and organize emails while ensuring user consent for actions. Capable of managing email drafts and responses, enhancing the overall email experience within applications. - **[Sentry Issue Analyzer](https://github.com/javaDer/mcp-sentry-custom)** - Retrieve and analyze issues from Sentry accounts, enabling inspection of error reports, stack traces, and debugging information to enhance application reliability. - **[Awesome Remote MCP Servers](https://github.com/jaw9c/awesome-remote-mcp-servers)** - A curated collection of high-quality remote Model Context Protocol (MCP) servers facilitating secure integration of AI models with external tools and resources over the internet. This repository emphasizes production-ready services with official support and robust security measures. - **[API to MCP Tools](https://github.com/JayLi52/api2mcptools)** - Convert various APIs into MCP (Model Context Protocol) tools seamlessly for enhanced application capabilities. Easily integrate and manage APIs within the MCP ecosystem. - **[Figma MCP Python](https://github.com/JayZeeDesign/figma-mcp)** - Facilitates access to Figma files and prototypes, enabling integration of design assets directly into AI coding environments. Streamlines design workflows by connecting AI agents with Figma's design resources. - **[Figma MCP Python](https://github.com/JayZeeDesign/figma-mcp)** - Access Figma files and prototypes directly, enhancing the design workflow for AI coding agents by integrating Figma into the development environment. Simplifies the design-to-code process to improve productivity. - **[CCXT Cryptocurrency Exchange Server](https://github.com/jcwleo/ccxt-mcp-server)** - Enable interaction with cryptocurrency exchanges through a standardized asynchronous interface for fetching balances, market data, and managing orders. Supports both public market data and private account actions with API authentication. - **[JDBCX MCP Server](https://github.com/jdbcx/pydbcx-mcp)** - Python-based MCP server that facilitates communication with various data sources such as databases and web services through a JDBCX server interface. - **[Azure CLI MCP Server](https://github.com/jdubois/azure-cli-mcp)** - Wraps the Azure CLI for accessing Azure resources, enabling operations such as listing, creating, updating, and deleting cloud resources using a language model interaction. - **[Kakao API Server](https://github.com/jeong-sik/kakao-api-mcp-server)** - Provides access to Kakao Map and Daum Search APIs for fetching location data, performing place searches, converting coordinates to addresses, and finding routes. Enables integration of various search functionalities and mapping features through a standardized interface. - **[Smithery SDK](https://github.com/jessebautista/smithery-sdk-openproject)** - Provides utilities to develop and use Model Context Protocols (MCPs) with Smithery, facilitating seamless connections to various MCPs and transforming responses for OpenAI and Anthropic clients. - **[OpenProject Integration Server](https://github.com/jessebautista/mcp-openproject)** - Enables AI agents to manage projects and tasks within a self-hosted OpenProject instance, facilitating CRUD operations through a serverless MCP endpoint. Supports secure environment handling and SSE client connections via proxy bridging. - **[Jentic Plugin](https://github.com/jentic/jentic-sdks)** - Enables developers to discover and integrate external APIs and workflows rapidly without writing API-specific code. Facilitates searching for APIs by capability, generating integration code samples, and executing API operations seamlessly. - **[MSSQL MCP Server](https://github.com/JexinSam/mssql_mcp_server)** - Enables secure and structured interaction with Microsoft SQL Server databases, allowing users to list tables, read table contents, and execute SQL queries with controlled access. - **[OpenSearch Server](https://github.com/cyberbalsa/mcp-opensearch-js)** - Query and analyze Wazuh security logs stored in OpenSearch, providing detailed information on alerts and generating statistics. Visualize trends over time and enhance security monitoring with structured error handling and progress reporting. - **[Overseerr MCP](https://github.com/jgarciaga/overseerr-mcp)** - Manage movie and TV show requests through the Overseerr API, providing real-time status updates and request management. Access pending requests and availability updates to streamline your media library experience. - **[Security Copilot and Sentinel Integration Server](https://github.com/jguimera/SecurityCopilotMCPServer)** - Integrate with Microsoft Security Copilot and Sentinel to run KQL queries, manage skillsets, and execute prompts. Streamline security operations and enhance development workflows using Azure Identity Authentication. - **[JFrog MCP Server](https://github.com/jfrog/mcp-jfrog)** - Manages repositories, tracks builds, and oversees the release lifecycle in conjunction with the JFrog Platform API. Provides tools for artifact search through AQL queries and runtime cluster monitoring. - **[Express MCP Handler](https://github.com/jhgaylor/express-mcp-handler)** - Integrates the Model Context Protocol (MCP) into Express applications to manage both stateful and stateless communication between large language models (LLMs) and tools, facilitating seamless request handling through middleware. Supports long-lived sessions and isolated one-off requests using Server-Sent Events. - **[Microsoft Todo Service](https://github.com/jhirono/todoMCP)** - Manage tasks and lists in Microsoft To Do using natural language. Create, update, and organize tasks effortlessly through an AI assistant. - **[My First MCP](https://github.com/JHSeo-git/my-first-mcp)** - Create and manage a Model Context Protocol server to integrate various tools and resources, enhancing applications with real-world data and actions. Supports TypeScript and modern JavaScript tooling for streamlined development. - **[Chatbot Template](https://github.com/jhillbht/chatbot)** - Build a chatbot using OpenAI's GPT-3.5 within a Streamlit application for interactive conversations. - **[JigsawStack Translation](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Facilitates real-time AI translation of text and images across 180+ language pairs while preserving context, tone, and meaning. Offers easy integration and management of translation tools through a structured directory system. - **[JigsawStack AI Web Search](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Access high-quality web search results powered by AI, facilitating the retrieval of information from the internet. The server integrates various tools, allowing for seamless management and interaction with these tools through a structured approach. - **[Google Toolbox](https://github.com/jikime/py-mcp-google-toolbox)** - Integrate with Google services to manage emails, calendar events, perform file searches, and conduct web searches through a unified interface. - **[JigsawStack vOCR](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Extract structured data from images using advanced AI and OCR capabilities. The server facilitates seamless integration with various tools to enhance data accuracy and processing efficiency. - **[n8n Workflow Builder](https://github.com/Jimmy974/n8n-workflow-builder)** - Programmatically create and manage workflows in n8n. Supports workflow creation, validation, export, and REST API interactions via the Model Context Protocol. - **[JigsawStack Image Generation](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Generate images from text using advanced AI models. The server facilitates the integration and management of image generation tools within an MCP framework. - **[AI Lab MCP Server](https://github.com/jingzhouzhao/mcp-ailab-demo)** - Demo server implementation for the Model Context Protocol enabling integration with AI Lab's experimental tools and resources, facilitating standardized interaction with AI models. - **[JSON Document Collection Server](https://github.com/jimpick/mcp-json-db-collection-server)** - Manage multiple JSON document databases with capabilities for creating, reading, updating, and deleting documents. Sync databases to the cloud for easy access and enable collaboration on structured data. - **[Linux Remote Management and Control Service](https://github.com/jizihua1118/linux-remote-mcp)** - Connect to Linux servers for remote command execution, as well as for uploading and downloading files. This service facilitates efficient management of Linux servers through a Python-based interface. - **[Yazi](https://github.com/Jiwangreal/Yazi)** - Yazi is a high-performance C++ framework for building backend services capable of managing millions of concurrent connections, streamlining network programming and backend development processes with various robust tools and features. - **[QGIS Model Context Protocol Integration](https://github.com/jjsantos01/qgis_mcp)** - Connects Claude AI to QGIS for project management and layer manipulation, enabling the creation, loading, and saving of projects, along with executing processing algorithms and running Python code directly within QGIS. - **[Splunk MCP Server](https://github.com/jkosik/mcp-server-splunk)** - Implements MCP Tools for managing Splunk resources including saved searches, alerts, and fired alerts. Supports STDIO and SSE transports for flexible deployment and interaction with Splunk data. - **[Overseerr MCP Server](https://github.com/jmagar/overseerr-mcp-server)** - Interact with Overseerr to manage your media requests effortlessly. Search for movies and TV shows, get detailed information, and request new media to be added to your library with ease. Streamline your media discovery and management process using this powerful tool. - **[PAELLADOC](https://github.com/jlcases/paelladoc)** - Facilitates sophisticated interactions with AI, enabling the creation, management, and evolution of project documentation while preserving intent and knowledge associated with code. Integrates AI-driven workflows to enhance software development processes through natural language commands. - **[Unraid MCP Server](https://github.com/jmagar/unraid-mcp)** - Connects to Unraid servers via natural language, providing management capabilities such as system monitoring, Docker container management, VM control, and user administration. It facilitates querying system status and performing administrative tasks without requiring command-line expertise. - **[DynamoDB Read-Only Server](https://github.com/jjikky/dynamo-readonly-mcp)** - Query AWS DynamoDB databases using natural language requests, facilitating data retrieval and management through a straightforward interface. Integrate easily with LLMs to enhance data interactions. - **[ServeMyAPI](https://github.com/Jktfe/serveMyAPI)** - Store API keys securely in the macOS Keychain and access them through a consistent interface. Provides a centralized solution for managing sensitive credentials across projects, enabling retrieval using natural language commands. - **[Sanity Document Management](https://github.com/jlmelis/sanity-mcp-server)** - Manage Sanity.io content by creating, editing, and listing documents within an LLM interface, facilitating smooth content workflow and integration with Claude Desktop. - **[Gmail](https://github.com/jmonsellier/gmail-mcp-server)** - Integrate with Gmail to send, manage, and read emails while ensuring user prompts for email actions. - **[Clash Rules Lite](https://github.com/Job28703/clash-rules-lite)** - Simplifies and customizes proxy rules to enhance performance and ease of use. Provides curated lists of proxy rules for various services, including Microsoft. - **[my-github-project](https://github.com/Job28703/my-github-project)** - Enhance applications by connecting to various data sources and tools to integrate and manipulate data workflows. Enable agents to interact with real-world data in a secure and efficient manner. - **[Cline](https://github.com/Jobikinobi/cline)** - Enables autonomous coding assistance in an IDE with features for creating and editing files, executing terminal commands, and interactive debugging through a browser. Offers a customizable environment via the Model Context Protocol for tailored workflows and ensures safe development with a human-in-the-loop interface. - **[Salesforce Integration Server](https://github.com/jogcruz/mcp_salesforce)** - Enable interaction with Salesforce data by executing SOQL queries, retrieving metadata, and managing Salesforce records through a standardized MCP interface. - **[Python Sandbox for Secure Code Execution](https://github.com/JohanLi233/mcp-sandbox)** - Enables safe and isolated execution of Python code within Docker containers, managing virtual Python environments, and facilitating code execution workflows. Supports package management and automatic resource cleanup to ensure security and session isolation. - **[Xero MCP Server](https://github.com/john-zhang-dev/xero-mcp)** - Connect to Xero Accounting Software to manage financial data and perform accounting operations. Facilitate interactions between AI models and Xero accounts for seamless data retrieval and manipulation. - **[Cursor MCP](https://github.com/johnneerdael/multiplatform-cursor-mcp)** - Bridge between Claude's desktop application and the Cursor editor for AI-powered automation and multi-instance management. Facilitates real-time context sharing and context-aware command execution using standardized communication with AI models. - **[Netskope NPA](https://github.com/johnneerdael/netskope-mcp)** - Manage Netskope Network Private Access infrastructure through integration with Large Language Models, facilitating interaction with various tools and data sources related to network access. - **[Aiven MCP Server](https://github.com/JohnKennedyOSS/mcp-demo)** - Manage Aiven projects and services, retrieve project details, and access service metadata via a simple API interface. Integrate Aiven's functionalities into applications for streamlined workflows. - **[SQLite Server](https://github.com/johnnyoshika/mcp-server-sqlite-npx)** - Node.js implementation of the Model Context Protocol SQLite server offering an npx-based alternative for environments without Python's UVX runner. This server connects AI models to SQLite databases, facilitating data storage and retrieval operations. - **[Remote MCP Server on Cloudflare](https://github.com/jongan69/remote-mcp-server)** - Host a remote MCP server on Cloudflare Workers with OAuth login support to manage and expose tools for LLM integration. Provides a user-friendly interface for defining, exploring, and calling tools with authentication. - **[Jira Weekly Reporter](https://github.com/Jongryong/jira_reporter)** - Generate detailed weekly reports of Jira issues based on customizable JQL queries while securely connecting to Jira instances. Optionally summarize reports using a Large Language Model for improved readability. - **[Strava Integration](https://github.com/JonoCX/strava-mcp)** - Integrate Strava data with Claude Desktop to access insights and information about fitness activities. Track and manage your fitness data directly from your Strava account through this MCP. - **[Backlog API Integration Server](https://github.com/jootsuki/backlog-mcp-server)** - Connect to Backlog's API to search for, retrieve, and update project issues, facilitating effective task management directly within applications. - **[Databricks MCP Server](https://github.com/JordiNeil/mcp-databricks-server)** - Connects to the Databricks API to run SQL queries, list jobs, and check job statuses within a Databricks environment. Enables natural language interaction for data management and analysis. - **[MCP Server for X/Twitter](https://github.com/JoshMayerr/mcp-x)** - Access the real browser API for X/Twitter, enabling interaction with Twitter's functionalities through the Model Context Protocol. - **[Osmosis](https://github.com/jonator/osmosis-agent-toolkit)** - Connects to an Osmosis account to buy and sell cryptocurrencies, view balances, obtain swap quotes, and execute swap transactions from MCP clients. - **[DALL-E Image Generator](https://github.com/joshmouch/mcp-image-generator)** - Generate, edit, and create variations of images using OpenAI's DALL-E API, supporting multiple DALL-E models with customizable parameters. Validate OpenAI API keys for seamless operation. - **[App Store Connect Server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server)** - Interact with the App Store Connect API to manage apps, beta testers, bundle IDs, and devices. Facilitate app management, beta testing configurations, and user team management within the App Store Connect environment. - **[Supabase MCP Server](https://github.com/JoshuaRileyDev/supabase-mcp-server)** - Provides programmatic access to the Supabase Management API for managing projects and organizations in Supabase, enabling tasks such as retrieving project details, creating new projects, and managing API keys. - **[Supabase Server](https://github.com/JoshuaRileyDev/supabase-mcp-server)** - Provides programmatic access to the Supabase Management API for managing projects and organizations, facilitating tasks such as creation, deletion, and retrieval of project details and API keys. - **[Buzz Traders](https://github.com/jsbintu/buzztraders)** - Engage in trading by accessing real-time insights and analytics. Utilize tools for optimizing trading strategies and making informed decisions based on market data. - **[JSer.info MCP Server](https://github.com/jser/mcp)** - Provides search and retrieval capabilities for JSer.info data, enabling users to efficiently query items, posts, and product information through a standardized MCP interface. Facilitates integration with VSCode and other clients for seamless access to JSer.info resources. - **[Base Implementation Framework](https://github.com/jsmiff/mcp)** - Provides a standardized framework for integrating large language models (LLMs) with various tools and data sources through the Model Context Protocol (MCP). Features include server and client implementations, modular design, and integrations with services like Ollama and Supabase. - **[Juhe Exchange Rates](https://github.com/juhemcp/jexchange-mcp-server)** - Provides real-time global currency exchange rate information by querying exchange rates between various currencies using their three-letter codes. - **[Juhe Weather](https://github.com/juhemcp/jweather-mcp-server)** - Provides real-time weather forecasts for various cities and regions, enabling queries for local weather conditions based on city or region names. It retrieves accurate weather data for application enhancement. - **[Customer Support App](https://github.com/jumboqian/customer-support-app)** - A customer support application providing a real-time chat interface that integrates with Azure OpenAI, enabling responsive communication and support. Built using React and Node.js, it features secure API integration and error handling capabilities. - **[DataEase Documentation](https://github.com/jspamd/docs)** - Comprehensive documentation for DataEase, focusing on data management, system architecture, and user functionalities. Provides structured resources for installation and deployment, along with user manuals for various features. - **[Dify Plugin](https://github.com/junjiem/dify-plugin-mcp_compat_dify_tools)** - Transforms Dify tools' APIs into MCP compatible APIs, supporting `HTTP with SSE` and `Streamable HTTP` protocols, enabling broader integration and usage of existing tools within the MCP framework. - **[Dify Plugin Tools](https://github.com/junjiem/dify-plugin-tools-mcp_sse)** - Configure and manage multiple MCP services using HTTP with SSE or Streamable HTTP transport. Enhance applications by allowing easy integration of various tools and functionalities through a standardized interface. - **[Pilot](https://github.com/Jungtek/pilot)** - Integrate advanced language model capabilities with real-world data and tools for dynamic interactions. Facilitate complex task execution and enhance response quality through contextual awareness. - **[Databricks MCP Server](https://github.com/JustTryAI/databricks-mcp-server)** - Interact with Databricks clusters, jobs, and notebooks using the MCP protocol. Provides seamless access to Databricks functionalities for efficient data workflow management and automation. - **[ENS MCP Server](https://github.com/JustaName-id/ens-mcp-server)** - Interact with the Ethereum Name Service to resolve ENS names, check availability, and retrieve associated records. Provides functionalities like resolving names to Ethereum addresses and performing reverse lookups. - **[Qlik Cloud API Server](https://github.com/jwaxman19/qlik-mcp)** - Interacts with Qlik applications to extract data from visualizations and manage application components. Provides functionalities for listing applications, sheets, and charts within Qlik environments. - **[Spiral Writing Tool](https://github.com/jxnl/spiral-mcp)** - Interact with Spiral's language models to generate text from various input sources while offering functionality for model listing, text generation, and article extraction to support enhanced writing tasks. - **[Bamboo Integration](https://github.com/JZacharie/poc-bamboo)** - Connect applications to Bamboo for project management and automation tasks, enabling streamlined workflows and improved collaboration. It provides access to Bamboo's features for task management and integration with other tools. - **[Biomart MCP](https://github.com/jzinno/biomart-mcp)** - Interfaces with Biomart databases to discover marts, datasets, and retrieve biological data efficiently, while providing tools for attribute exploration and ID translation. - **[Miro Server](https://github.com/k-jarzyna/mcp-miro)** - Integrate with Miro boards to manage content and collaborate effectively. Access and manipulate board items through a standardized interface directly from AI tools. - **[Salesforce Server](https://github.com/kablewy/salesforce-mcp-server)** - Interacts with Salesforce through its REST API to manage records and execute queries. Facilitates real-time data access and handles secure authentication for streamlined interactions with Salesforce resources. - **[OpenAPI Schema Explorer](https://github.com/kadykov/mcp-openapi-schema-explorer)** - Explores and interacts with OpenAPI specifications, enabling efficient access to detailed API structures from both local files and remote URLs. Facilitates easier comprehension and utilization of APIs without overloading an AI model's context. - **[Prometheus MCP Server](https://github.com/kakao-yanoo-kim/prometheus-mcp-server-py)** - Access and query Prometheus monitoring data through a Model Context Protocol server, enabling secure retrieval of metrics with authentication support and multi-tenant configurations. Streamlines the integration of Prometheus data into LLM-based applications and workflows. - **[Honeycomb MCP Server](https://github.com/kajirita2002/honeycomb-mcp-server)** - Enable seamless interaction between Claude AI and Honeycomb for observability and monitoring, allowing operations such as retrieving, creating, and updating datasets, queries, events, boards, markers, SLOs, and triggers. - **[esa MCP Server](https://github.com/kajirita2002/esa-mcp-server)** - Integrate Claude AI with the esa API to manage documents efficiently by performing operations such as searching, creating, and updating documents. - **[Azure Integration Server](https://github.com/kalivaraprasad-gonapa/azure-mcp)** - Enable natural language interaction with Azure cloud services for managing subscriptions, tenants, and resources. Provides smooth user experience through automatic authentication and robust error handling. - **[Zotero](https://github.com/kaliaboi/mcp-zotero)** - Integrates with Zotero to enable interactions with a Zotero library, facilitating the management and retrieval of bibliographic data. - **[Kagi](https://github.com/kagisearch/kagimcp)** - Access Kagi Search API for retrieving information from the web, allowing users to perform web searches and gather data from online sources. - **[Weekly Report Checker](https://github.com/kaneyxx/weekly-report-mcp)** - Check and track weekly report submissions in a Google Sheet, identify missing reports, and access detailed statuses and submission statistics for team members. - **[Deep Learning AI Training](https://github.com/KangDeokWon-droid/Deep-Learning-)** - Provides tools and resources for training and experimenting with artificial intelligence models. Facilitates model development and evaluation with integrated datasets and utilities. - **[Lodestar MCP](https://github.com/kanlanc/lodestar-mcp)** - Expose APIs and tools for seamless integration with large language models (LLMs). Supports hot reloads for efficient development and customization of tool integration. - **[Google Chat MCP Server](https://github.com/KaranThink41/gchat_post_text_message)** - Interact with Google Chat spaces through webhooks to post text messages effortlessly. This server facilitates secure integration without requiring OAuth setup, making it accessible for MCP-compatible tools. - **[Karakeep](https://github.com/karakeep-app/karakeep)** - Organizes and archives bookmarks, notes, images, and PDFs with automatic tagging and full-text search capabilities. Features include OCR, link previews, and multi-language support for enhanced accessibility and content management. - **[Google Workspace Server](https://github.com/KaranThink41/Google_chat_mcp_server)** - Manage emails and calendar events through a unified interface, enabling programmatic interaction with Gmail and Calendar APIs to automate tasks and improve workflow efficiency. - **[HubSpot MCP Server](https://github.com/KaranThink41/hubspot_private_app)** - Interact with HubSpot CRM to manage Note engagements by creating, updating, deleting, and fetching summary records. Streamline communication by sending records via chat or email directly from the server. - **[Okta User Management Server](https://github.com/kapilduraphe/okta-mcp-server)** - Retrieve and manage user information from Okta's user management system, facilitating user profiles, statuses, and account details management. Automate onboarding processes with secure API access. - **[Keka HR Integration Server](https://github.com/KaranThink41/Keka_Official_MCP)** - Integrate and automate features of the Keka HR platform, including employee management, attendance tracking, leave management, payslip generation, and holiday data handling via a secure MCP server. Supports OAuth2 authentication for secure access and features a modular structure for flexibility. - **[Webflow MCP Server](https://github.com/kapilduraphe/webflow-mcp-server)** - Enables interaction with Webflow's APIs, facilitating operations such as site management and content updates through automated requests. - **[Google Cloud Healthcare API Server](https://github.com/Kartha-AI/google-cloud-healthcare-api-mcp)** - Interact with FHIR resources and manage patient data using the Google Cloud Healthcare API. Retrieve observations and conduct medical research through public medical research APIs with secure access via a SmartonFHIR gateway. - **[EvolveX Demo](https://github.com/karthiknagpuri/evolvexdemo)** - A modern web application framework that integrates authentication and database services, supports real-time webhook processing, and manages user profiles with Clerk and Supabase integration. It facilitates the development of scalable Next.js applications with built-in security and data handling features. - **[VikingDB](https://github.com/KashiwaByte/vikingdb-mcp-server)** - Store and retrieve vector embeddings in VikingDB, a high-performance vector database. Supports vector similarity searching and information upserting for later retrieval. - **[Bing Proxy](https://github.com/Karry-cpu/go-proxy-bingai)** - Access Microsoft Bing AI with a consistent user interface for seamless chat interactions and advanced features such as image generation. The server supports local deployment and customization while facilitating use without the need for a Microsoft account login. - **[Snak](https://github.com/KasarLabs/snak)** - Snak is an MCP server designed to facilitate the connection of AI agents to Starknet, enabling seamless interactions with decentralized applications and smart contracts on the Starknet blockchain. - **[Shell Command Server](https://github.com/kaznak/shell-command-mcp)** - Execute shell commands securely within an isolated Docker container environment. It supports both synchronous and asynchronous execution with multiple notification modes, while also integrating Kubernetes tools. - **[Auth0 OIDC MCP Server](https://github.com/moeki0/mcp-auth0-oidc)** - Authenticate users and manage secure access to protected APIs using OAuth2 for user authentication and authorization. Enables seamless development and deployment of API interactions. - **[Gmail GAS](https://github.com/kazuph/mcp-gmail-gas)** - Integrates Gmail with AI models using Google Apps Script to facilitate interactions with Gmail accounts. Enables functionalities such as reading emails, sending messages, and managing inboxes through the Model Context Protocol. - **[MCP Registry Server](https://github.com/KBB99/mcp-registry-server)** - Retrieve MCP Servers through semantic search capabilities, allowing users to find relevant servers efficiently based on queries. - **[TaskManager](https://github.com/kazuph/mcp-taskmanager)** - Manage and execute tasks in a queue-based system for efficient task handling and organization. - **[Pocket Connector](https://github.com/kazuph/mcp-pocket)** - Fetch and manage saved articles from the Pocket API to streamline access within the Claude Desktop interface. - **[Keboola](https://github.com/keboola/mcp-server)** - Explore and manage Keboola Connection projects, including browsing buckets, tables, and components. Query tables directly, manage configurations, and trigger jobs through integration with AI tools. - **[Keboola Explorer Server](https://github.com/keboola/mcp-server)** - Seamlessly access Keboola Connection data, manage table descriptions, and integrate SQL transformations. Query and export data efficiently to enhance analytics workflows with various AI tools. - **[Gong MCP Server](https://github.com/kenazk/gong-mcp)** - Access Gong's API to retrieve call recordings and transcripts, enabling interaction with data through a standardized interface. Provides features for listing calls with date filtering and retrieving detailed transcripts, secured by API credentials. - **[Weather MCP Server](https://github.com/kentstudy0922/weather-mcp)** - Fetches real-time weather data and integrates weather information into applications, providing accurate forecasts to enhance user experience. - **[SSE MCP Server](https://github.com/KelvinQiu802/mcp-sse)** - Provides a secure MCP server implementation utilizing Server-Sent Events (SSE) for real-time streaming of JSON-RPC messages, facilitating interaction between LLM applications and MCP servers via HTTP. Supports tool listing, calling, and integration with debugging tools like MCP Inspector. - **[Choose MCP Server](https://github.com/keurcien/choose-mcp-server)** - Set up a customizable MCP server for Claude Desktop to facilitate integration with Google Cloud and manage datasets, enabling effective data interaction and query handling. - **[Cool Weather Test](https://github.com/kentstudy0922/coolWeatherTest)** - Provides real-time weather data and forecasts for applications. Enables seamless integration of accurate weather information to support user decision-making. - **[RabbitMQ MCP Server](https://github.com/kenliao94/mcp-server-rabbitmq)** - Enables interaction with RabbitMQ message brokers, facilitating operations with queues and topics. Designed for seamless MCP client integration to exchange messages over RabbitMQ instances. - **[MySQL Database Server](https://github.com/kevinbin/mcp-mysql-server)** - Interact with MySQL databases through a standardized interface to perform operations such as querying, executing commands, and managing schemas securely. Provides comprehensive error handling and easy-to-use tools for database interactions. - **[Azure DevOps Integration](https://github.com/kevinmeyvaert/azure-devops-mcp)** - Interact with Azure DevOps resources to manage projects, work items, and repositories programmatically. Perform code searches and streamline operations within Azure DevOps environments. - **[Webhook Server](https://github.com/kevinwatt/mcp-webhook)** - Integrates with webhook endpoints to send messages, allowing for customization of display names and avatars. Compatible with MCP-compatible large language models for streamlined communication. - **[Shell Command Execution Server](https://github.com/kevinwatt/shell-mcp)** - Execute shell commands securely with whitelisted options, ensuring controlled and monitored execution for machine learning applications. - **[GigGatek](https://github.com/KhryptorGraphics/giggatek)** - GigGatek is an ecommerce platform focused on refurbished computer hardware, offering functionalities for direct sales and rent-to-own services. It supports user interactions through a web interface with backend operations in Python and a MySQL database for data management. - **[OpenManus](https://github.com/kgh1379/OpenManus_nm)** - OpenManus facilitates the creation of customizable AI agents without the need for an invite code, enabling quick setups and community engagement for enhanced productivity. - **[MCP MongoDB Server](https://github.com/kiliczsh/mcp-mongo-server)** - Provides access to MongoDB databases for large language models, enabling inspection of collection schemas and execution of read-only queries. - **[Khoj](https://github.com/kimbj0204/khoj)** - Khoj integrates with various local and online LLMs to enhance productivity through automated research and content generation. It supports accessing information from diverse formats seamlessly, functioning as a versatile AI assistant. - **[AOAI Web Browsing](https://github.com/kimtth/mcp-aoai-web-browsing)** - An MCP server for web browsing automation that integrates Azure OpenAI to facilitate interactions with web applications through an automated interface. It utilizes Playwright for end-to-end testing and customizes responses to fit the OpenAI function calling format. - **[SSH Server](https://github.com/KinoThe-Kafkaesque/ssh-mcp-server)** - Provides secure remote access and command execution through SSH with an integrated SQLite database for credential management. Developed in TypeScript, it ensures a type-safe environment for enhanced development. - **[EdgeOne Geo Location Server](https://github.com/kinglionsz/mcp-geo)** - Provides real-time user geolocation data by integrating with EdgeOne Pages Functions using the Model Context Protocol. Enhances location-aware interactions for AI models by simplifying access to geolocation information. - **[Confluence Chat Service](https://github.com/kinsha-dev/confluence-chat-mcp-service)** - Integrate chat applications with Confluence to access and manage Confluence data efficiently. This server facilitates user interactions and improves workflow automation by allowing real-time data manipulation. - **[MCP Server Template for Cursor IDE](https://github.com/kirill-markin/example-mcp-server)** - Create custom tools for Cursor IDE using Model Context Protocol (MCP). Fetch and manipulate web data seamlessly and connect to your Cursor IDE for enhanced agent functionality. - **[MCP Server Template for Cursor IDE](https://github.com/kirill-markin/example-mcp-server)** - Create and connect custom tools to Cursor IDE using the Model Context Protocol, enhancing the IDE experience with tailored functionalities. - **[Kibela Integration Server](https://github.com/kj455/mcp-kibela)** - Integrate with Kibela to search and fetch notes, enabling AI models to access and reference content stored in Kibela securely. - **[NetSuite Integration Server](https://github.com/Kkartik14/MCP-Netsuite)** - Seamless integration with Oracle NetSuite, exposing its data and operations through a standardized MCP interface. Facilitates efficient interactions between LLM applications and NetSuite resources to streamline automation and data retrieval. - **[kkshaxqd GitHub Pages](https://github.com/kkshaxqd/kkshaxqd.github.io)** - Host and showcase personal projects and websites using GitHub Pages. - **[Jokes MCP Server](https://github.com/kkarra111/JokesMCP)** - Delivers concise and engaging jokes on demand, adapting to user preferences by fetching from popular joke APIs such as Chuck Norris, Dad, and Yo Mama jokes. Integrates seamlessly with Microsoft Copilot Studio for real-time joke delivery. - **[YNAB Integration Server](https://github.com/klauern/mcp-ynab)** - Access YNAB functionality through a standardized protocol to manage budgets by creating transactions and viewing account balances. - **[Pipeline Control](https://github.com/kkshaxqd/pipline_contral)** - Manage and control data pipelines efficiently, facilitating data movement and transformation processes. - **[Time Server](https://github.com/koch3092/time-mcp-server)** - Provides current time information and performs timezone conversions using IANA timezone names. Supports querying system or specified timezones for accurate time-related calculations. - **[Glide API MCP Server](https://github.com/knmurphy/glide-api-mcp-server)** - Interact with the Glide API, manage app information, and perform CRUD operations on tables and rows. Supports both Glide API versions for seamless integration. - **[CO2 Sensor Server](https://github.com/kmwebnet/MCP-Server-for-sensor-device)** - Simulates and interacts with a CO2 sensor device, providing real-time monitoring of CO2 levels and device connectivity management. Supports both simulation and real modes, with JSON-RPC for device interaction and data publishing. - **[Consul Server](https://github.com/kocierik/consul-mcp-server)** - Provides standardized access to Consul's service management, health checks, key-value store, sessions, events, prepared queries, status, agent, and system information through a unified MCP interface. - **[MCP Nomad](https://github.com/kocierik/mcp-nomad)** - Manage and monitor Nomad jobs, deployments, namespaces, nodes, allocations, variables, volumes, and ACLs. Perform real-time monitoring and secure operations using token-based authentication for Nomad cluster administration and automation. - **[Paystack](https://github.com/kohasummons/paystack-mcp)** - Interact with Paystack services to create and manage products, handle customer management, process transactions, manage authorizations, access bank information, and export transaction data. - **[Linode Cloud Manager](https://github.com/komer3/linode-mcp)** - Manage Linode cloud resources through a standardized interface, enabling seamless interactions with Linode's API. Perform actions such as listing regions, instance types, and instances, along with creating, rebooting, or deleting Linode instances. - **[Atlassian MCP Server](https://github.com/kompallik/ATLASSIAN-MCP)** - Integrate with Atlassian JIRA and Confluence to manage tickets, retrieve content, and enhance collaboration workflows. Supports operations like ticket creation, content search, and adding comments directly through the MCP protocol. - **[MCP to SLOP Adapter](https://github.com/kortexa-ai/mcp-slop-adapter)** - Connects MCP clients to SLOP-compatible servers by translating MCP messages into SLOP API calls, facilitating integration and interaction with SLOP resources and tools. - **[Kong Konnect MCP Server](https://github.com/Kong/mcp-konnect)** - Facilitates interaction with Kong Konnect APIs to query and analyze API Gateway configurations, traffic, and analytics. Enables natural language conversations for streamlined API management and insights generation. - **[Hyper MCP Server Wrapper](https://github.com/kranners/jailbreak-mcp)** - Enhances the Model Context Protocol by enabling comprehensive tool integration and context management, while allowing for the seamless forwarding of commands and results between multiple MCP servers. Supports both static and dynamic tool capabilities, simplifying client configuration for users. - **[Fledge MCP Server](https://github.com/Krupalp525/fledge-mcp)** - Connects Fledge functionality to Cursor AI, allowing interaction with Fledge instances using natural language commands for data access, service control, and UI generation. - **[Google Cloud Services Integration](https://github.com/krzko/google-cloud-mcp)** - Connect to Google Cloud services for querying logs, executing SQL queries, and retrieving metrics. Support for natural language interactions enhances debugging and monitoring capabilities across cloud resources. - **[Bolt.diy](https://github.com/kschmelter13/bolt.diy)** - Build and deploy full-stack applications in the browser with AI-powered coding assistance. Integrate multiple language models for a collaborative development experience without the need for local setup. - **[Kubb](https://github.com/kubb-labs/kubb)** - Kubb facilitates the generation of fully typed API clients, TypeScript types, and Zod schemas from OpenAPI/Swagger specifications, streamlining the process of converting API definitions for further use. It leverages an LLM to handle the logic and conversion seamlessly. - **[Crypto Liquidations](https://github.com/kukapay/crypto-liquidations-mcp)** - Streams real-time cryptocurrency liquidation events from Binance, providing access to up-to-date liquidation data for market analysis. Maintains an in-memory list of the most recent liquidation events for instant access and response to market changes. - **[Jupiter MCP Server](https://github.com/kukapay/jupiter-mcp)** - Execute token swaps on the Solana blockchain using Jupiter's Ultra API for optimal pricing and transaction management. Manage slippage and transaction landing for seamless trading experiences. - **[Dune Analytics](https://github.com/kukapay/dune-analytics-mcp)** - Bridge Dune Analytics data to AI agents by fetching and executing Dune queries, returning results in a user-friendly CSV format for easy processing. - **[WhatTimeIsIt](https://github.com/kukapay/whattimeisit-mcp)** - Get the current time based on your IP address in ISO 8601 format. Integrate time-checking capabilities into applications using this lightweight MCP server powered by World Time. - **[NearbySearch](https://github.com/kukapay/nearby-search-mcp)** - Search for nearby places using IP-based location detection and Google Places integration. Provides a customizable interface to filter results based on keywords and radius. - **[TheGraph MCP Server](https://github.com/kukapay/thegraph-mcp)** - Powers AI agents with indexed blockchain data, enabling them to fetch subgraph schemas and execute GraphQL queries against specified subgraphs. - **[mem0 MCP Server for Project Management](https://github.com/KunihiroS/mem0-mcp-for-pm)** - Facilitates the management of project memories and allows users to store, retrieve, and search project-related information efficiently. Utilizes structured templates for improved organization and collaboration in project management. - **[Model Context Protocol (MCP) Server + Strava OAuth](https://github.com/kw510/strava-mcp)** - Connects to Strava accounts and facilitates remote MCP connections via OAuth. Serves as both an OAuth Server for MCP clients and as an OAuth Client for Strava's services. - **[Feature Tour](https://github.com/kyungwoo007/netlify-feature-tour)** - An interactive demo site for exploring Netlify features, allowing users to quickly deploy their own version and access related tutorials. It provides a hands-on way to learn about web development enhancements using Netlify. - **[TiDB Server](https://github.com/l1806858547/tidb-server)** - Execute SELECT queries on TiDB databases securely and efficiently through a Model Context Protocol server, facilitating integration of TiDB query capabilities into applications with minimal setup. - **[Remote MCP Server](https://github.com/Laity624/my-mcp-server)** - Set up a remote server for integration with Large Language Models using OAuth for secure authentication. Deployable on Cloudflare Workers, it facilitates interaction from various clients through a simple API interface. - **[Jenkins MCP Server](https://github.com/lanbaoshen/mcp-jenkins)** - Connects Jenkins with AI language models to automate and manage CI/CD pipelines, facilitating secure interaction with Jenkins tools and simplifying job management and build monitoring. - **[Multiverse MCP Server](https://github.com/lamemind/mcp-server-multiverse)** - Middleware server enabling multiple isolated instances of MCP servers to operate independently with unique namespaces and configurations, allowing for conflict-free execution of identical server types in separate operational spaces. - **[Client Configuration Server](https://github.com/landicefu/mcp-client-configuration-server)** - Manage and automate configurations for multiple MCP clients, synchronizing server settings across various AI assistants. It provides functionalities to retrieve, list, add, and remove server configurations based on the client and operating system. - **[Spring Cloud Distributed Microservices Server](https://github.com/lanshiqin/cloud-project)** - Facilitates the development of distributed microservices using Spring Cloud by enabling service discovery, configuration management, and inter-service communication. Supports the construction of scalable and maintainable applications in cloud environments. - **[Documentation Server](https://github.com/langchain-ai/mcpdoc)** - Provides a user-defined list of llms.txt files and fetches documents from URLs within those files for auditing tool calls and enhancing context retrieval for LLM interactions. Connects with various IDEs and applications to improve the development experience while ensuring transparency and control. - **[Docker Images Pusher](https://github.com/lanmoweiwei/docker_image_pusher)** - Transfers Docker images from various repositories to Alibaba Cloud's private registry, providing support for large images and utilizing official Alibaba Cloud routes for efficient transfers. - **[Salon Connect Africa](https://github.com/Lareference1/salon-connect-africa)** - Connect with clients and manage salon appointments while streamlining salon operations. Engage with the community through a unified platform for scheduling and communication. - **[Feishu/Lark OpenAPI Integration Server](https://github.com/larksuite/lark-openapi-mcp)** - Connects AI agents to Feishu/Lark platform APIs for tasks like document processing, conversation management, and calendar scheduling. Supports multiple authentication methods and diverse communication protocols for integration. - **[WebDAV Server Integration](https://github.com/LaubPlusCo/mcp-webdav-server)** - Enable natural language interaction with WebDAV file systems to perform CRUD operations on files and directories through a secure and configurable MCP server. Supports connections with optional authentication and efficient management of file operations via multiple transport methods. - **[Alpaca Trading MCP Server](https://github.com/laukikk/alpaca-mcp)** - Interface with the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. - **[MCP Gateway](https://github.com/lasso-security/mcp-gateway)** - Intermediary that centralizes multiple MCP servers, managing their configurations and lifecycle while sanitizing sensitive data in requests and responses. Provides a unified interface for interaction and monitoring of MCP interactions with risk assessment and usage analytics. - **[Last9 MCP Server](https://github.com/last9/last9-mcp-server)** - Integrates real-time production context including logs, metrics, and traces into local development environments for code auto-fixing. Supports various IDEs and allows for retrieving exceptions and service graphs related to those exceptions. - **[Twosplit](https://github.com/LazerThings/twosplit)** - Leverages multiple Claude AI instances to optimize responses by sending a prompt to two separate models and aggregating their outputs with a third model. Provides source attribution for each response and enhances the overall accuracy and creativity in generated content. - **[EigenLayer Documentation Server](https://github.com/Layr-Labs/eigenlayer-mcp-server)** - Provides detailed EigenLayer documentation to AI assistants through a dedicated server interface, enabling seamless integration and querying of EigenLayer concepts and mechanisms. - **[CCXT MCP Server](https://github.com/lazy-dinosaur/ccxt-mcp)** - Interact with cryptocurrency exchange APIs to execute trades, retrieve market data, and analyze trading performance using AI models. - **[Sentry Issue MCP Server](https://github.com/Leee62/sentry-issues-mcp)** - Provides access to Sentry issues and events for analysis and retrieval of detailed or summarized error information. Facilitates fetching single event details or lists of project events with options for concise or comprehensive data. - **[SMART-E2B](https://github.com/Leghis/smart-e2b)** - Execute JavaScript and Python code securely in cloud environments with integrated file management, session reuse for performance optimization, and automatic handling of timeouts and errors. Seamlessly compatible with Claude AI Desktop for enhanced functionality. - **[TheGraph MCP Server](https://github.com/lekt9/thegraph-mcp)** - Fetch indexed blockchain data using GraphQL queries from The Graph's subgraphs, enabling structured access to blockchain information for AI agents. - **[MCP Tunnel](https://github.com/leomercier/mcp-tunnel)** - Access the command line of a VM securely and remotely through a web-based terminal interface. Execute shell commands and enjoy automatic tunneling for easy accessibility from anywhere. - **[Omi API Server](https://github.com/leonskenidy/omi-mcp)** - Provides access to Omi conversations and memories through a standardized MCP interface, enabling reading, creating, and managing these elements efficiently within LLM workflows. - **[n8n Workflow Automation Server](https://github.com/leonardsellem/n8n-mcp-server)** - Manage n8n workflows with natural language commands, enabling listing, creating, updating, deleting, and executing workflows while monitoring their statuses and accessing detailed execution statistics. - **[Microsoft SQL Server MCP Server](https://github.com/leopeng1995/mssql-mcp-server)** - Connect to Microsoft SQL Server to manage and retrieve data efficiently within applications using a standardized protocol. Facilitate database interactions and streamline data-driven workflows. - **[Memos MCP Server](https://github.com/LeslieLeung/mcp-server-memos)** - Search and create memos using a simple API for memo management, enhancing note-taking and organization in applications. - **[Kubernetes Integration](https://github.com/lewiesnyder/Kubernetes-MCP)** - Integrates Kubernetes with Generative AI to manage cloud-native applications, offering automation and insights for Kubernetes management. Facilitates interaction with both local and cloud-based Kubernetes clusters. - **[LetzAI](https://github.com/Letz-AI/letzai-mcp)** - Create and upscale images based on prompts using the LetzAI MCP. This server integrates with the Claude Desktop App for seamless image generation. - **[MCP VM Server](https://github.com/lfpicoloto1/mcp-vm-server)** - Provides a virtual machine environment for executing code and interacting with virtualized resources. Integrates LLMs with a sandboxed VM to securely run tools and access resources in an isolated execution context. - **[Notion Todo and Content Manager](https://github.com/liaoweiqiang-dao42/notion-api-mcp)** - Integrate with Notion's API to manage tasks and content, enabling users to create, update, and track todos, manage databases, and structure content. Supports advanced features such as nested subtasks, Markdown formatting, and custom database views for effective productivity. - **[AlphaVantage MCP Server](https://github.com/lifejwang11/alphavantage-mcp)** - Integrate real-time and historical financial market data, including stock, forex, and cryptocurrency information, through a standardized MCP service. Access technical and fundamental indicators seamlessly for application development. - **[One API](https://github.com/likenice/one-api)** - Access multiple large AI models through a unified OpenAI API format, facilitating easy integration and interaction with various AI services. - **[Google Custom Search Server](https://github.com/limklister/mcp-google-custom-search-server)** - Enables language models to perform web searches using Google's Custom Search API, providing formatted results such as titles, URLs, and descriptions. Supports real-time information retrieval while adhering to the Model Context Protocol (MCP). - **[TianGong LCA Server](https://github.com/linancn/tiangong-lca-mcp)** - Integrates applications with the Model Context Protocol, managing data and tools through a standardized interface. Supports both standard input/output and Server-Sent Events for flexible communication. - **[Browserbase Server](https://github.com/lingxingchi/mcp-server-browserbase)** - Automates interaction with web pages in a cloud browser environment, enabling tasks such as data extraction, screenshot capture, and JavaScript execution. - **[LINE Bot Integration Server](https://github.com/line/line-bot-mcp-server)** - Enable AI agents to send and retrieve messages through a LINE Official Account, facilitating user engagement by pushing text and rich flex messages. Interact with user profiles and broadcast messages to all followers using the LINE Messaging API. - **[Tibber MCP Server](https://github.com/linkcd/tibber-mcp)** - Connects to Tibber's energy API to provide real-time insights on energy consumption and pricing. Analyze power usage data and forecast costs to enhance decision-making regarding energy consumption. - **[Linkup Search](https://github.com/LinkupPlatform/python-mcp-server)** - Fetch real-time web search results using the LinkupClient to provide updated information for AI models, enhancing their responses with current events and trusted sources. - **[Remote MCP Server on Cloudflare](https://github.com/LiteraturePro/mcp-server)** - Host a remote MCP server on Cloudflare Workers with OAuth login to securely expose tools and resources. Connect and interact locally or remotely using the MCP Inspector or Claude Desktop to enable LLM applications to call custom tools over HTTP/SSE. - **[AgentKit](https://github.com/liuchongchong1995/agentkit)** - Facilitates blockchain transactions with crypto wallets for AI agents, enabling fee-free stablecoin payments and multi-wallet interactions. Supports seamless onchain interactions for monetizing AI functionalities across various frameworks. - **[DeepSeek Server](https://github.com/liuchongchong1995/deepseek-mcp-server)** - Integrates DeepSeek's language models with MCP-compatible applications, offering multi-turn conversation support and dynamic model configuration while managing model fallback and conversation context. Allows querying of available models and configuration options for tailored AI interactions. - **[AWS Athena Query Server](https://github.com/lishenxydlgzs/aws-athena-mcp)** - Execute SQL queries against AWS Athena databases and retrieve the results for analysis and reporting. - **[Superset MCP Server](https://github.com/LiusCraft/superset-mcp-server)** - Provides basic database querying capabilities through the Apache Superset REST API, enabling execution of SQL commands and retrieval of data from various database sources. - **[DeepSeek-R1](https://github.com/liusheding/DeepSeek-R1)** - Provides advanced reasoning capabilities utilizing distilled models for enhanced performance in mathematical, coding, and reasoning tasks. Designed to assist in a variety of applications requiring sophisticated model interactions. - **[Unstructured API Server](https://github.com/liuchongchong1995/UNS-MCP)** - Interact with the Unstructured API to manage sources, destinations, workflows, and jobs. Provides tools to list, create, update, and delete connectors and workflows, facilitating efficient data processing tasks. - **[Splunk Tool](https://github.com/livehybrid/splunk-mcp)** - Interact with Splunk Enterprise/Cloud using natural language to perform searches, manage users, and handle KV store operations. Supports real-time communication and provides RESTful API endpoints for versatile integration. - **[Compass](https://github.com/liuyoshio/mcp-compass)** - MCP Compass serves as a discovery and recommendation tool for exploring Model Context Protocol servers. It facilitates natural language queries to find and understand various MCP services. - **[Liveblocks](https://github.com/liveblocks/liveblocks-mcp-server)** - Interact with Liveblocks to manage rooms, threads, comments, and notifications while providing read access to Liveblocks Storage and Yjs for enhanced collaborative features. - **[HubSpot Integration Server](https://github.com/lkm1developer/hubspot-mcp-server)** - Connects AI assistants to HubSpot CRM, enabling operations such as managing contacts and accessing real-time data through natural language commands. - **[Sentinel](https://github.com/ljcloudy/Sentinel)** - Enhance microservices with advanced flow control, traffic shaping, and circuit breaking capabilities. Monitor services in real-time while managing performance under varying loads through customizable rules and integration with popular frameworks. - **[Exa MCP Server](https://github.com/XiaogeAIBreaker/exa-mcp-server)** - Enables AI assistants to perform web searches using Exa's search API, providing real-time web information with structured search results. It also caches recent searches for future access in a safe and controlled manner. - **[Bitable Server](https://github.com/lloydzhou/bitable-mcp)** - Interact with Lark Bitable tables to list, describe, and query data using predefined tools. Access various functionalities to manage and retrieve information from Bitable seamlessly. - **[Alibaba Cloud Observability Server](https://github.com/lkp474/alibabacloud-observability-mcp-server)** - Provides access to Alibaba Cloud observability products, including Log Service, Application Real-Time Monitoring Service, and Cloud Monitor through a standardized MCP interface for efficient querying and interaction with observability data. - **[Alibaba Cloud Operations Server](https://github.com/lkp474/alibaba-cloud-ops-mcp-server)** - Manage Alibaba Cloud resources through a unified interface, allowing users to start, stop, and describe instances. Provides functionality for managing buckets and monitoring resource metrics across various Alibaba Cloud services such as ECS, VPC, RDS, OSS, and CloudMonitor. - **[Multi Fetch MCP Server](https://github.com/lmcc-dev/mult-fetch-mcp-server)** - Fetch web content in various formats such as HTML and JSON using intelligent scraping techniques while providing bilingual support for English and Chinese. - **[Flow MCP Server](https://github.com/lmcmz/flow-mcp-server)** - Access Flow blockchain data and perform operations through a standardized interface for checking balances, resolving domains, executing scripts, and submitting transactions. - **[Dify Workflows](https://github.com/localSummer/dify-workflow-mcp)** - A TypeScript implementation of a Model Context Protocol (MCP) server that transforms Dify applications into MCP tools with YAML configuration and type safety. It facilitates the integration of Dify workflows, allowing for streamlined interactions with various data sources and tools. - **[Kube MCP Server](https://github.com/lochgeo/kube-mcp)** - Seamlessly connect to and manage Kubernetes clusters by integrating AI agents for the automation of Kubernetes resources. Provides development and testing support with Minikube and a Kubernetes Python client. - **[GitHub Repository Access Server](https://github.com/loglmhq/mcp-server-github-repo)** - Access files from specified GitHub repositories, navigate directories, and retrieve file contents directly using URIs. Supports branch-specific access and serves files in plain text format. - **[Gemini Search](https://github.com/Lorhlona/geminiserchMCP)** - Generates responses based on the latest information using the Gemini API and Google Search, requiring integration with AI assistants like Cline for functionality. - **[Xano MCP Server](https://github.com/lowcodelocky2/xano-mcp)** - Manage Xano databases by creating, modifying, and deleting tables while facilitating comprehensive schema editing. Provides tools for database management and API documentation extraction in JSON or Markdown format. - **[Decentralized Autonomous Regulated Company](https://github.com/lorrylockie/DARC)** - Facilitates the creation and management of decentralized autonomous companies regulated by a plugin system, enabling operations like token management, dividend distribution, and structured governance on EVM-compatible blockchains. - **[Streamlit Gallery](https://github.com/lovelyroz/streamlit-gallery)** - Showcase and explore a variety of interactive applications built with Streamlit, enabling users to discover inspiring projects and leverage existing applications for their own development needs. - **[Google Maps API Server](https://github.com/lowkeyrd/servers)** - Integrate with Google Maps to provide location services, directions, and place details, enabling applications to access real-time geographic data. - **[OpenAI Agents MCP Server](https://github.com/lroolle/openai-agents-mcp-server)** - Connects OpenAI agents to various tools and data sources, enabling specialized tasks such as web searching, file analysis, and computer actions. Supports coordination through a multi-agent orchestrator to enhance AI functionalities. - **[Yudao UI Admin Vue3](https://github.com/lowkeyrd/yudao-ui-admin-vue3)** - A flexible admin interface designed for rapid application development using open-source technologies like Vue3 and Element Plus. It provides a rich set of customizable components for building applications efficiently. - **[Burger House](https://github.com/lph2o/burger-house)** - Manage a virtual burger restaurant, enabling customers to place orders and allowing users to showcase their menu offerings. Facilitate a seamless online ordering experience for food enthusiasts and aspiring restaurateurs. - **[LSD MCP server](https://github.com/lsd-so/lsd-mcp)** - Connects Claude to the internet to gather high-quality information from websites using LSD SQL. Enables complex queries and actions while allowing Claude to self-correct SQL commands and interact with cloud browsers. - **[ArangoDB MCP Server](https://github.com/lucas-deangelis/arango-mcp-server)** - Connect and interact with ArangoDB databases, executing queries, managing collections, and retrieving data efficiently through a standardized protocol. - **[BigQuery Server](https://github.com/LucasHild/mcp-server-bigquery)** - Provides access to BigQuery for inspecting database schemas and executing SQL queries against datasets. - **[LumbreTravel MCP Server](https://github.com/lumile/lumbretravel-mcp)** - Access the LumbreTravel API to manage travel programs and activities effectively. It offers functionalities to create, update, delete, and reactivate travel programs. - **[Magic Admin Python SDK](https://github.com/luisgj/magic-admin-python-v2)** - Interact with Magic API endpoints to manage decentralized identity tokens and facilitate authentication processes in applications. The SDK provides utilities for seamless integration and handling of Decentralized ID (DID) tokens. - **[Bright Data](https://github.com/brightdata/brightdata-mcp)** - Access and extract structured data from public web sources without captcha challenges, enabling real-time market information retrieval and web searches. Supports ethical web scraping techniques for various applications like weather forecasting and decision-making. - **[Model Context Protocol Servers](https://github.com/luoshui-coder/MCP)** - Showcases reference implementations for the Model Context Protocol (MCP), providing secure and controlled access to tools and data sources for Large Language Models (LLMs). Implemented with either the Typescript or Python MCP SDK, these servers demonstrate the versatility and extensibility of MCP. - **[Netlify Express MCP Server](https://github.com/lutfi-haslab/mcp-server-netlify)** - Deploys and runs a serverless MCP server using Netlify Functions with Express, facilitating integration with LLM applications. Provides a customizable backend setup for local development and deployment. - **[Yuque MCP Server](https://github.com/lvshiyu21/Yuque-MCP-Server)** - Integrates with the Yuque knowledge base platform for document management and user information retrieval, enabling operations such as creating, reading, updating, and deleting documents while utilizing AI capabilities for enhanced workflow and analytics. - **[InfluxDB MCP Server](https://github.com/m4tyn0/influx_mcp)** - Query time-series data from InfluxDB using a standardized interface with secure read-only access through JWT authentication. Simplifies data retrieval by allowing users to list databases and execute queries easily. - **[Dust MCP Server JS](https://github.com/ma3u/mcp-dust-server)** - Manage sessions and context for interacting with Dust AI agents while ensuring secure API interactions for real-time capabilities in applications. - **[PocketBase MCP Server](https://github.com/mabeldata/pocketbase-mcp)** - Manage PocketBase collections by fetching, creating, updating, and deleting records. Handle file uploads and downloads to streamline database operations. - **[MCP Server SSH Client](https://github.com/Machine-To-Machine/m2m-mcp-server-ssh-client)** - Connects to remote MCP servers securely over SSH, enabling access to MCP tools and resources as if they were local. Supports key-based authentication and robust connection management for seamless integration with AI platforms. - **[Fathom Analytics](https://github.com/mackenly/mcp-fathom-analytics)** - Access Fathom Analytics data through an AI assistant, enabling the retrieval of account details, site management, and report generation with real-time visitor tracking. - **[Postgres Server](https://github.com/MadeByNando/mcp-postgres-server)** - Leverage PostgreSQL databases for executing read-only SQL queries and exploring database schemas. Integrate powerful database capabilities directly into workflows for enhanced application functionality. - **[RagRabbit](https://github.com/madarco/ragrabbit)** - Crawl websites to create AI-powered search capabilities that enhance content discoverability and interaction with AI language models. - **[kintone](https://github.com/macrat/mcp-server-kintone)** - Explore and manipulate Kintone data using AI tools, facilitating data management and interaction with Kintone applications. - **[ITSM Integration Platform](https://github.com/madosh/MCP-ITSM)** - Unify access to various IT Service Management systems through a standardized API, enabling streamlined workflows and reducing complexity in managing multiple ITSM tools. - **[SingleStore MCP Server](https://github.com/madhukarkumar/singlestore-mcp-server)** - Interact with SingleStore databases to execute queries, describe schemas, and generate ER diagrams. It supports SSL connections and includes error handling with TypeScript type safety. - **[Apps Builder](https://github.com/madikenz/apps-builder)** - Build and deploy web applications using the Next.js framework, enabling fast and efficient development with features like auto-updating pages and optimized font loading. - **[Nova Act Browser Automation Server](https://github.com/madtank/nova-act-mcp)** - Enables interactive control of web browsers using natural language instructions, allowing for the automation of web tasks while providing visibility into the agent's reasoning process. Supports session management with persistent profiles and detailed feedback on agent thinking. - **[Magic UI](https://github.com/magicuidesign/mcp)** - Provides detailed implementation and usage information for various Magic UI components, including animations, buttons, and backgrounds, enabling integration of advanced UI features seamlessly into projects. - **[QuickChart Server](https://github.com/Magic-Sauce/Quickchart-MCP-Server)** - Generates various types of charts based on provided data and styling parameters using QuickChart.io, enabling easy integration and customization for data visualization. - **[GeoServer MCP Server](https://github.com/mahdin75/geoserver-mcp)** - Connects Large Language Models to the GeoServer REST API, facilitating interaction with geospatial data. Enables querying and manipulation of workspaces, layers, and styles, as well as executing spatial queries and generating map visualizations. - **[Confluence MCP Server](https://github.com/MahithChigurupati/Confluence-MCP-Server)** - Integrate with Confluence's REST API to manage spaces and pages, execute content searches, and navigate through page structures. It facilitates programmatic access to Confluence content using API token-based authentication. - **[MailPace MCP Server](https://github.com/mailpace/mailpace-mcp)** - Send emails using MailPace's transactional email API, enabling seamless integration of email capabilities into applications. - **[Gmail MCP Server](https://github.com/MaitreyaM/Gmail-mcp-server)** - Send emails through Gmail's SMTP server and manage attachments from various sources including local files, URLs, and pre-staged directories. Fetch recent emails and integrate them into workflows, supporting automation with AI agents. - **[Mailgun MCP Server](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun's email services by sending emails, retrieving statistics, and visualizing email data. Provides seamless integration with AI clients for enhanced email capabilities. - **[n8n Workflow Builder](https://github.com/makafeli/n8n-workflow-builder)** - Manage n8n workflows programmatically by listing, creating, updating, deleting, activating, and deactivating them. - **[ElevenLabs MCP Server](https://github.com/mamertofabian/elevenlabs-mcp-server)** - Integrates with ElevenLabs text-to-speech API to generate audio from text input, manage voice generation tasks, and store history using an SQLite database. Includes a sample SvelteKit client for performing text-to-speech conversions and managing script parts. - **[MySQL查询服务器](https://github.com/mangooer/mysql-mcp-server-sse)** - Offers real-time querying capabilities for MySQL databases with support for data transmission via SSE, designed for seamless high-concurrency database operations and includes robust security measures. - **[Smithery SDK](https://github.com/manutout/Smithery)** - Provide utilities to simplify development and usage of Model Context Protocols (MCPs) with Smithery. Connect seamlessly to Smithery MCPs and transform MCP responses for OpenAI and Anthropic clients. Accelerate your integration with MCPs using this SDK. - **[Notion API Server](https://github.com/makenotion/notion-mcp-server)** - Integrate applications with Notion by automating tasks and managing workspace contents through the Notion API. Support for various operations is provided while adhering to the limitations of the Notion API. - **[Kubernetes MCP Server](https://github.com/containers/kubernetes-mcp-server)** - Manage Kubernetes and OpenShift resources seamlessly, facilitating operations and configurations within Kubernetes clusters. - **[Spotify MCP Server](https://github.com/marcelmarais/spotify-mcp-server)** - Control Spotify playback, manage playlists, and enhance user interactions with AI assistants. Integrate music commands for searching, playing, and creating playlists on Spotify. - **[Video Generation Server with Google Veo2](https://github.com/mario-andreschak/mcp-veo2)** - Generates high-quality videos from text prompts or images using Google's Veo2 model and provides access to these generated videos through MCP resources. - **[Mapas Mentais Server](https://github.com/marioluciofjr/mapas_mentais_mcp)** - Generates automated mind maps to facilitate study, review, comparison, and presentation of topics. Directly interacts with Claude Desktop to organize ideas visually and efficiently. - **[MCP Serve](https://github.com/mark-oori/mcpserve)** - MCP Serve facilitates the launch and serving of Deep Learning models, enabling shell command execution and remote access through Ngrok. It also supports hosting in a Docker environment with Ubuntu24. - **[Smithery](https://github.com/mark15021/Smithery)** - Create and manage custom workflows and automations to integrate various tools and resources into cohesive processes. Streamline complex task orchestration with an intuitive interface. - **[Daily Scribe](https://github.com/markacianfrani/mcp-notes)** - A personal knowledge management system that captures and organizes daily notes into a searchable format using AI-assisted categorization and summarization. It integrates with MCP-compatible clients to enhance productivity and manage fragmented knowledge effectively. - **[Google Workspace Integration](https://github.com/MarkusPfundstein/mcp-gsuite)** - Interact with Gmail and Google Calendar to manage multiple Google accounts, search and compose emails, and handle calendar events. - **[FreeAgent Server](https://github.com/markpitt/freeagent-mcp)** - Manage FreeAgent timeslips and timers, enabling tracking of time, creation and updating of timeslips, and control of timers through application integration. - **[Lambda Server](https://github.com/markvp/mcp-lambda-sam)** - Implement a server for the Model Context Protocol (MCP) on AWS Lambda, featuring administrative capabilities for tool registration and IAM management, as well as client functionality for establishing SSE connections and handling streaming responses. - **[Lambda Server](https://github.com/markvp/mcp-lambda-sam)** - Serverless implementation of the Model Context Protocol using AWS Lambda for registering tools and managing permissions, while establishing Server-Sent Events (SSE) connections for streaming responses and sending commands. - **[Remix App Template](https://github.com/martinbavio/marbiano.dev)** - Build and deploy applications using Cloudflare Workers with the Remix framework. It supports running a local development environment and facilitates the deployment process with easy commands. - **[Google Forms Integration Server](https://github.com/masatoshi118/mcp_google_froms)** - Automate the creation and management of Google Forms using the Google Forms API. This server facilitates form creation, question addition, and response retrieval. - **[Filesystem Server](https://github.com/mark3labs/mcp-filesystem-server)** - Provides secure access to the local filesystem for reading, writing, and managing files and directories using the Model Context Protocol (MCP). Supports operations like reading from single or multiple files, writing content to files, and copying files or directories. - **[Fast Vue3](https://github.com/martinzhang777/vue3-template)** - Provides a template framework for building large applications using Vue3, Vite2, and TypeScript. Supports modular and on-demand loading with integrated plugins for improved development efficiency. - **[Azure MCP Server](https://github.com/mashriram/azure_mcp_server)** - Interact with Azure services to manage resources and perform operations, including support for Azure Blob Storage and Azure Cosmos DB (NoSQL API). Operations are logged and accessible through an audit resource endpoint. - **[Bitbucket MCP ](https://github.com/MatanYemini/bitbucket-mcp)** - Integrate with Bitbucket repositories, manage pull requests, and retrieve repository content through a standardized protocol interface. Ensures code security by analyzing pull requests with CodeQL, while operating safely without any delete operations. - **[MasterGo Magic](https://github.com/mastergo-design/mastergo-magic-mcp)** - Connects design tools with AI models to retrieve DSL data from MasterGo design files, enhancing design workflows without external dependencies, requiring only Node.js. - **[Govee MCP Server](https://github.com/mathd/govee_mcp_server)** - Control Govee LED devices using the Govee API, enabling management of lighting functionalities such as color changes and brightness adjustments. - **[Bitpanda API Integration Server](https://github.com/matteoantoci/mcp-bitpanda)** - Programmatic access to Bitpanda features including trades, wallets, and transactions through a standardized protocol. Retrieve detailed asset information, OHLC data, and manage account data efficiently. - **[Cursor MCP Installer](https://github.com/matthewdcage/cursor-mcp-installer)** - Facilitates the installation and configuration of MCP servers directly within the Cursor IDE, streamlining setup and enhancing the development workflow. - **[Cursor MCP Installer](https://github.com/matthewdcage/cursor-mcp-installer)** - Installs and configures MCP servers directly within the Cursor IDE, enabling rapid integration of new functionalities into the development environment. Users can request the installation of any desired MCP server through the IDE interface. - **[OpenAPI Proxy](https://github.com/matthewhand/mcp-openapi-proxy)** - Dynamically exposes REST APIs defined by OpenAPI specifications as MCP tools, facilitating integration of OpenAPI-described APIs into MCP-based workflows. - **[Flowise API](https://github.com/matthewhand/mcp-flowise)** - Integrates with the Flowise API to list chatflows, create predictions, and register tools dynamically for Flowise chatflows or assistants. Offers both dynamic registration of tools and static configurations for simpler use cases. - **[PostgreSQL Server](https://github.com/Maxim2324/mcp-server-test)** - Connect to PostgreSQL databases to execute read-only SQL queries, explore schemas, and visualize data relationships for analysis. Utilize pre-built prompts for common data analysis tasks. - **[Jira Integration Server](https://github.com/maximepeabody/simple-jira-mcp)** - Interact with Jira to manage tickets, including fetching assigned tickets, adding comments, and updating ticket statuses. Automate workflows and streamline task management directly through AI assistants. - **[Yahoo Finance Data Server](https://github.com/maxscheijen/mcp-yahoo-finance)** - Provides access to real-time and historical financial data from Yahoo Finance, including stock prices and company information, to support finance-related queries within applications. - **[GitHub Workflow Debugger](https://github.com/Maxteabag/GithubWorkflowMCP)** - Diagnose and fix GitHub Actions workflow failures by fetching workflow run information and analyzing jobs and steps. Identifies common failure patterns and suggests specific fixes for issues, along with options to view and update workflow files. - **[Cline](https://github.com/Maxwongfong/cline)** - Assist with software development tasks by creating and editing files, running commands, and utilizing the browser with user permission. - **[Sentry Issue Analyzer](https://github.com/MCP-100/mcp-sentry)** - Retrieve and analyze Sentry issues to facilitate debugging by inspecting error reports and stack traces. Integrate insights directly from Sentry into applications for enhanced workflow efficiency. - **[Server Curl](https://github.com/mcp-get/community-servers)** - Enables LLMs to make HTTP requests to any specified URL using a curl-like interface, supporting standard HTTP methods, customizable headers, and request bodies. It provides full response information including status, headers, and body details. - **[Weather](https://github.com/mcp-examples/weather)** - Provides real-time weather information, including forecasts and current conditions, for seamless integration into applications. - **[mcp2mqtt](https://github.com/mcp2everything/mcp2mqtt)** - Connects IoT devices to AI models through MQTT, enabling natural language control and real-time interaction with physical hardware. Integrates the Model Context Protocol (MCP) for seamless communication between devices and AI. - **[MCP Router](https://github.com/mcp-router/mcp-router)** - MCP Router simplifies the management of multiple MCP servers by providing a unified interface to route and direct MCP requests. It supports both local and remote servers, facilitating connections to various MCP resources and tools with secure access control and logging features. - **[Starknet MCP Server](https://github.com/mcpdotdirect/starknet-mcp-server)** - Interact with the Starknet blockchain, query blockchain data, manage wallets, and interact with smart contracts. - **[EVM MCP Server](https://github.com/mcpdotdirect/evm-mcp-server)** - Connect to multiple EVM-compatible networks to facilitate interactions with blockchain services including Ethereum, Optimism, Arbitrum, Base, and Polygon through a unified interface. - **[GitLab Code Review Integration](https://github.com/mehmetakinn/gitlab-mcp-code-review)** - Enables AI assistants to perform code reviews on GitLab merge requests by accessing diffs, commits, comments, and managing reviews through the GitLab API. Facilitates seamless interaction with development environments for enhanced code review workflows. - **[FruGPT](https://github.com/mehdi89/mehdi89)** - FruGPT is an AI solution designed for corporate environments, focusing on the integration of AI capabilities while prioritizing security and privacy. It facilitates interaction with various tools and data sources to enhance AI-driven tasks and collaboration. - **[Exa MCP Server](https://github.com/meicanhong/exa-mcp-server)** - Enables AI assistants to perform real-time web searches using Exa's search API, providing structured results while managing caching and rate limits. Facilitates access to fresh web content in a secure manner. - **[FireCrawl MCP Server](https://github.com/mendableai/firecrawl-mcp-server)** - Integrates advanced web scraping capabilities, enabling web scraping, crawling, discovery, content extraction, and deep research. Supports automatic retries, rate limiting, and offers options for cloud or self-hosted deployment. - **[Firecrawl MCP Server](https://github.com/mendableai/firecrawl-mcp-server)** - Integrates with Firecrawl for advanced web scraping capabilities including structured data extraction and batch processing, while supporting both cloud and self-hosted deployments. Provides features like automatic retries, rate limiting, and content analysis powered by LLMs. - **[Atrax Proxy Server](https://github.com/metcalfc/atrax)** - Aggregates multiple Model Context Protocol (MCP) servers into a unified interface, simplifying client interactions through secure proxying. Supports multiple transport types, including STDIO, HTTP/SSE, and Docker, with configurable conflict resolution and token-based authentication. - **[Lokka - Microsoft 365](https://github.com/merill/lokka)** - Query and manage Microsoft 365 and Azure tenants using natural language through the Microsoft Graph API. Automate tasks and enhance productivity by interacting with organizational resources via intuitive commands. - **[Docx Document Processing Service](https://github.com/MeterLong/MCP-Doc)** - Create, edit, and manage Word documents using natural language commands, facilitating document operations and formatting. Support for table processing, image insertion, and layout control is also included. - **[MetaMCP Server](https://github.com/metatool-ai/mcp-server-metamcp)** - Manages multiple MCP servers and dynamically routes requests across them. Fetches tool, prompt, and resource configurations from the MetaMCP App. - **[SSH Server](https://github.com/mfangtao/mcp-ssh-server)** - Execute remote commands securely over SSH using the Model Context Protocol, with support for password and private key authentication. The server returns the results of command executions, including standard output, standard error, and exit codes. - **[ServiceNow MCP Server](https://github.com/mexicanamerican/servicenow-mcp)** - Interact with ServiceNow data through a secure API, enabling natural language queries to search, update, and manage records efficiently. Access various resources, including incident reports and user information, directly from the ServiceNow platform. - **[Virtual Traveling Bot](https://github.com/mfukushim/map-traveler-mcp)** - Create immersive travel experiences by navigating Google Maps with an avatar, providing real-time updates and photos of the journey. Integrate unique travel narratives and social media interactions during the exploration. - **[Metoro MCP Server](https://github.com/metoro-io/metoro-mcp-server)** - Interact with Kubernetes clusters through Metoro's APIs via the Claude Desktop App. Facilitates communication between AI models and Kubernetes management operations. - **[Email Automation Server](https://github.com/mhazarabad/email-mcp)** - Automates email operations by sending emails and searching mailboxes using SMTP and IMAP protocols. Supports integration with various email providers, including Gmail, for efficient email management within applications. - **[Ghost MCP Server](https://github.com/MFYDev/ghost-mcp)** - Interact with your Ghost blog through LLM interfaces to manage posts, users, and members securely. Provides streamlined access and improved reliability with TypeScript integration. - **[Browser Use Automation Server](https://github.com/mhazarabad/browser-use-mcp)** - Automate browser tasks using the Browser Use API. Manage and monitor automation tasks, including the ability to run, pause, and resume operations while retrieving task information. - **[Wuying AgentBay Server](https://github.com/Michael98671/agentbay)** - Enables rapid integration and execution of AI agent tasks within a secure, serverless cloud infrastructure. Facilitates real-time interaction with standard tools such as browsers, files, and terminals for AI workflows. - **[Goose App Maker](https://github.com/michaelneale/goose-app-maker-mcp)** - Manage and serve custom web applications locally using HTML, CSS, and JavaScript, facilitating straightforward creation and updates of applications stored in a dedicated directory. - **[PowerPlatform MCP Server](https://github.com/michsob/powerplatform-mcp)** - Provides intelligent access to PowerPlatform/Dataverse entities, enabling metadata exploration, advanced OData query support, and relationship visualization. Facilitates AI-assisted query building and data modeling, enhancing the development experience with context-aware prompts and insights. - **[Image Generation Server](https://github.com/mikeyny/ai-image-gen-mcp)** - Generate images from text prompts using Replicate's flux-schnell model, with configurable image parameters and the ability to save generated images to a specified directory. - **[GenAIScript](https://github.com/microsoft/genaiscript)** - Assemble prompts for language models programmatically using JavaScript, facilitating the orchestration of LLMs, tools, and data within a cohesive coding environment. Offers integration with Visual Studio Code and built-in support for various AI models and services. - **[Mintlify Starter Kit](https://github.com/mimi520879/docs)** - A starter kit for creating and customizing documentation with built-in examples and components. It automates the deployment process from a GitHub repository, making it easier to manage API reference and guide pages. - **[Raygun Server](https://github.com/MindscapeHQ/mcp-server-raygun)** - Access Raygun's error tracking and monitoring data, enabling users to view errors, crashes, and performance issues in applications. Provides comprehensive access to Raygun's API for managing applications and errors. - **[MySQL Server](https://github.com/Mineru98/mysql-mcp-server)** - Interact with MySQL databases to perform operations such as creating tables and executing queries. Integrate database functionalities directly into workflows seamlessly. - **[YouTube Vision](https://github.com/minbang930/Youtube-Vision-MCP)** - Analyzes YouTube videos using the Gemini Vision API to extract insights such as descriptions, summaries, and key moments. Enhances video interactions by providing information and answers to user inquiries. - **[Real-time Chat Application](https://github.com/Mimo-Inverse/realtime-chat-supabase-react)** - Facilitates real-time chat experiences using React and Supabase, allowing users to send and receive messages instantly. The application supports seamless communication through a user-friendly interface, underpinned by a PostgreSQL database. - **[Panintellegence API MCP Server](https://github.com/mingzilla/pi-api-mcp-server)** - Interact with the Panintellegence PI Dashboard API to manage and access resources such as categories and charts securely. This integration enables AI assistants to provide actionable insights based on dashboard data. - **[MiniMax MCP Server](https://github.com/MiniMax-AI/MiniMax-MCP)** - Facilitates interactions with Text to Speech and multimedia generation APIs, enabling voice cloning and the creation of images and videos. Provides advanced media capabilities for application's integration. - **[AIStor Object Store Server](https://github.com/minio/mcp-server-aistor)** - Interact with AIStor object stores to manage data, including listing buckets, uploading files, and retrieving metadata. Supports AI-driven operations for describing object contents. - **[Untun Secure Tunnel Manager](https://github.com/minte-app/untun-mcp)** - Manage secure tunnels from local servers to the public internet using simple natural language commands, allowing for easy creation, listing, and stopping of tunnels without complex command-line interaction. - **[Model Context Protocol Servers](https://github.com/mirinda-cmd/reference-servers-check)** - Integrates Large Language Models with various tools and data sources, providing secure access to enhance applications. Facilitates extensibility and versatility, showcasing how LLMs can interact with external functionalities. - **[MakeOS](https://github.com/mis403/day30MakeOS)** - MakeOS facilitates the creation of an operating system by enabling users to build essential system components and understand their interactions, fostering hands-on learning in system architecture and development skills. - **[Apify Actors Server](https://github.com/MJBeauty/actors-mcp-server)** - Interact with Apify Actors for tasks like data extraction and web searching through a Model Context Protocol (MCP) interface. Supports both HTTP and local standard input/output methods for flexible integration with various clients. - **[Browserbase MCP Server](https://github.com/miyuren/mcp-server-browserbase)** - Automates web browsing and data extraction using cloud browser capabilities. Interacts with web pages, captures screenshots, and executes JavaScript in a secure environment. - **[Perplexity AI MCP Server](https://github.com/mkusaka/mcp-server-perplexity)** - Integrates Perplexity AI's API for advanced search capabilities, supporting multiple models with configurable result counts and detailed error handling. - **[Google Sheets Connector](https://github.com/mkummer225/google-sheets-mcp)** - Interact with Google Sheets to create, read, and edit spreadsheets. Automate spreadsheet tasks to improve data management workflows. - **[Claude API Integration](https://github.com/mlobo2012/Claude_Desktop_API_USE_VIA_MCP)** - Integrate Claude Desktop with the Claude API for enhanced interaction, allowing for longer context windows, custom system prompts, and effective conversation management. This server facilitates seamless switching between basic usage and advanced API features. - **[Azure DevOps Integration](https://github.com/mmruesch12/azdo-mcp)** - Integrate AI assistants with Azure DevOps for managing work items, pull requests, and wikis. Automate tasks and retrieve information to enhance collaboration and productivity within development workflows. - **[Conduwuit Server Installer](https://github.com/MNylif/auto-conduwuit)** - Automates the installation and secure configuration of a Conduwuit server using Docker, including SSL certificate setup and TURN server configuration for voice/video communication. Streamlines the deployment process with minimal manual intervention. - **[Lithic MCP Server](https://github.com/mohit-novo/mcp-lithic)** - Access Lithic banking and card services in a type-safe manner through a TypeScript implementation that supports Docker deployment. The server provides read-only access to all Lithic API endpoints with improved error handling and validation. - **[Momento Cache](https://github.com/momentohq/mcp-momento)** - Leverages a caching solution to efficiently store and retrieve data, enabling quick access to frequently used values. Simplifies data management with straightforward commands for setting and getting cache values. - **[MongoDB Atlas Project Manager](https://github.com/mongodb-developer/mcp-mongodb-atlas)** - Manage MongoDB Atlas projects, clusters, users, and network access through a standardized MCP interface for integration into AI workflows. Control Atlas resources seamlessly within your LLM environment. - **[Monsoft MCPs](https://github.com/Monsoft-Solutions/model-context-protocols)** - Integrate advanced Model Context Protocols to enhance AI assistants' functions and enable access to external resources. It supports seamless operations with MCP-compatible systems. - **[monday.com API MCP Server](https://github.com/mondaycom/mcp)** - Interact with monday.com to manage workflows by creating, updating, and retrieving data from boards and items. Offers full GraphQL API access with custom queries for advanced data manipulation. - **[Mixpanel Analytics Integration Server](https://github.com/moonbirdai/mixpanel-mcp-server)** - Integrate Mixpanel analytics into AI workflows to track events, page views, user signups, and update user profiles directly within AI assistants. Supports seamless interaction between AI models and the Mixpanel analytics platform. - **[MongoDB MCP Server](https://github.com/mongodb-js/mongodb-mcp-server)** - Connects to MongoDB databases and MongoDB Atlas for admin tasks and data operations using natural language. Supports over 30 tools for cluster management and database querying with safety controls like read-only mode and tool disabling. - **[Template Server](https://github.com/moonlabsai/enrich_b2b_mcp)** - Template Server implements the Model Context Protocol (MCP) to connect AI models such as OpenAI GPT-4 and Anthropic Claude, while integrating with EnrichB2B for LinkedIn data insights. It provides a structured project layout and development tools for building applications that leverage advanced text generation and data analysis. - **[Redshift MCP Server](https://github.com/Moonlight-CL/redshift-mcp-server)** - Enable interaction with Amazon Redshift databases by listing schemas and tables, executing SQL queries, analyzing tables, and obtaining execution plans. Retrieve table DDL scripts and statistics for efficient data management. - **[网易云音乐升级API](https://github.com/moqihai/tset)** - Automates daily tasks on 网易云音乐 such as login, user info queries, and provides functionality to listen to 300 songs daily. It is a PHP-based API designed for easy deployment with minimal programming knowledge required. - **[Apache Doris MCP Server](https://github.com/morningman/mcp-doris)** - Connect to Apache Doris for efficient data management and querying, enabling seamless interactions with data sources and enhanced application functionality. - **[AXA Demo](https://github.com/mostafamos/axa_demo)** - Integrates large language models with external data and tools for dynamic interactions. Facilitates enhanced user engagement by connecting real-world data sources and actions within applications. - **[Customized MCP Project](https://github.com/MorvanZhou/customized_mcp)** - Leverage OpenAI's API to interact with tools and data sources in real-time. Enables dynamic querying and action performance for enhanced application capabilities. - **[AI Project](https://github.com/mostafamos/AI)** - Connect to OpenAI to integrate advanced AI capabilities into applications, enhancing feature sets and user interactions. - **[OpenTelemetry Collector Configuration Server](https://github.com/mottibec/otelcol-mcp)** - Configures OpenTelemetry Collectors dynamically by managing components such as receivers, processors, and exporters. Facilitates the updating and retrieval of telemetry component information from specified resources. - **[Confluence Context Server](https://github.com/mouhamadalmounayar/mcp-confluence)** - Get context from a Confluence account using slash commands, facilitating retrieval of information directly from Confluence pages and spaces. - **[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Connect and query local DuckDB and cloud-based MotherDuck databases. Provides SQL analytics capabilities and integrates with cloud storage for data access and sharing. - **[Awesome MCP FastAPI](https://github.com/MR-GREEN1337/awesome-mcp-fastapi)** - An implementation of the Model Context Protocol utilizing FastAPI, featuring an advanced tool registry for the creation, management, and documentation of AI tools for Large Language Models (LLMs). It enhances the standard MCP functionality, making it more efficient to integrate with various data sources and tools. - **[spring-rs](https://github.com/mowei-git/spring-rs)** - A microservice framework written in Rust that enables the development of efficient applications with low memory usage. It features a plug-in system for integrating various tools and libraries within the Rust ecosystem. - **[Vapi Voice AI Tools](https://github.com/mrgeeko/vapi-mcp)** - Integrate voice AI capabilities into applications for managing voice assistants and conducting outbound calls. Provides advanced features for enhancing user interactions through voice conversations. - **[PocketBase Server](https://github.com/mrwyndham/pocketbase-mcp)** - Manage PocketBase databases with advanced capabilities for database operations, schema management, and data manipulation using the Model Context Protocol (MCP). Interact with PocketBase efficiently through a robust and tested interface. - **[Exa MCP ](https://github.com/MrunmayS/exa-mcp-server)** - Connects AI assistants to the Exa AI Search API for real-time web searches, facilitating access to updated web information in a structured manner. - **[WhatsApp MCP Server](https://github.com/msaelices/whatsapp-mcp-server)** - Enable interaction with WhatsApp Business API to send messages, manage groups, and handle chat functionalities using a Model Context Protocol interface. - **[Google Cloud Healthcare API Server](https://github.com/msathiyakeerthi/google-cloud-healthcare-api-mcp)** - Integrates with Google Cloud Healthcare FHIR APIs and public medical research databases to access and query healthcare data, including patient records and clinical data. Enables retrieval of research articles and provides insights through a secure MCP interface. - **[Contentful Delivery MCP Server](https://github.com/mshaaban0/contentful-delivery-mcp)** - Provides access to Contentful's Delivery API to query and retrieve content entries, assets, and content types using natural language. It enables management of text notes and generation of summaries based on retrieved content. - **[Dooray Schedule Manager](https://github.com/mskim8717/dooray-mcp)** - Integrates with the Dooray API for efficient schedule management, enabling the addition of events with automatic start and end times, as well as support for location and description details. - **[Google Tasks Management](https://github.com/mstfe/mcp-google-tasks)** - Manage Google Tasks by creating, updating, deleting, and listing tasks through a structured interface with the Google Tasks API. Tasks can be accessed in a machine-readable JSON format, allowing for efficient task management. - **[Airtable Integration Tool](https://github.com/mufonix/airtable-mcp)** - Connects AI tools to Airtable for querying, creating, updating, and deleting records using natural language. It facilitates base management, table operations, schema manipulation, record filtering, and data migration through a standardized interface. - **[Ghost MCP Server](https://github.com/mtane0412/ghost-mcp-server)** - Integrates with Ghost CMS features, providing programmatic access to post, page, tag, author, and member management functionalities, along with image upload support. - **[Cal.com Calendar Integration](https://github.com/mumunha/cal_dot_com_mcpserver)** - Integrates with the Cal.com Calendar API to manage calendar appointments, enabling users to schedule, update, delete, and list appointments efficiently. - **[MultiversX MCP Server](https://github.com/multiversx/mx-mcp)** - Manage PEM wallets for the MultiversX blockchain, retrieve wallet addresses, check balances, and send various token types including EGLD and NFTs. Offers functionalities for wallet creation and token issuance. - **[100ms Raydium Sniper](https://github.com/monostate/100ms-SPL-Token-Sniper-MCP)** - Utilizes natural language commands to snipe tokens on the Raydium DEX with rapid execution across multiple regions. Incorporates real-time monitoring of new pools and fast pool discovery through GraphQL integration. - **[MCP Server Template for Cursor IDE](https://github.com/MyBlockcities/mcp-server-heroku)** - Create custom tools for Cursor IDE that connect using the Model Context Protocol (MCP) to enhance agent capabilities with real-world data and actions. Deploy and configure easily, allowing for testing agent responses in a user-friendly environment. - **[Google Drive server](https://github.com/modelcontextprotocol/servers)** - Integrates with Google Drive to provide functionality for listing, reading, and searching files. It supports various file formats and exports Google Workspace files to applicable formats for easier access. - **[Paylocity Data Fetcher](https://github.com/mz462/mcpPaylocity)** - Fetch and manage employee data, earnings, and pay statements from Paylocity through secure API integration. Access comprehensive employee information and perform real-time data retrieval and management. - **[OpenAI Server](https://github.com/mzxrai/mcp-openai)** - MCP server that facilitates integration with OpenAI's models through a simple message passing interface, enabling interactions with various chat models including gpt-4o and o1-mini. It includes basic error handling and requires an OpenAI API key for access. - **[Next.js AI Chatbot](https://github.com/nanameru/ai-chat-pitatto)** - Build and deploy an AI chatbot using Next.js with advanced routing, server-side rendering, and support for multiple LLM providers. Features include chat history persistence and secure data handling with Postgres and Blob storage. - **[Agentek](https://github.com/NaniDAO/agentek)** - Simplifies interactions with EVM blockchains through a type-safe toolkit for executing blockchain operations across multiple networks. Provides both on-chain capabilities and off-chain data services in a unified manner. - **[Crypto News Server](https://github.com/narumiruna/crypto-news-mcp)** - Retrieve and read the latest cryptocurrency news articles from Coindesk and Decrypt. Access real-time news feeds and detailed articles through their URLs. - **[Africa's Talking Airtime Server](https://github.com/nasoma/africastalking-airtime-mcp)** - Manage airtime transactions by sending airtime, checking account balances, and retrieving transaction history with the Africa's Talking API. Store and summarize airtime top-ups securely using SQLite, supporting automatic phone number formatting and integration with AI tools across African countries. - **[Spotify Integration](https://github.com/Naunau75/spotify_mcp)** - Connects Claude agents to Spotify for music control, enabling playback management and music search capabilities. - **[Sentry MCP server](https://github.com/modelcontextprotocol/servers)** - Interact with Sentry to retrieve and analyze error reports and debugging information. Inspect issues through their IDs or URLs, including details like status, timestamps, and stack traces. - **[The Sports DB MCP Server](https://github.com/nazimboudeffa/mcp-server-thesportsdb)** - Access sports data from The Sports DB to retrieve real-time and historical sports information, enhancing conversational agents and workflows with dynamic sports-related content. - **[ClickUp MCP Server](https://github.com/Nazruden/clickup-mcp-server)** - Integrate AI assistants with ClickUp workspaces for task management and workflow automation. - **[MCP Aggregator](https://github.com/nazar256/combine-mcp)** - Combines multiple MCP servers into a single interface, facilitating streamlined tool usage and compatibility management. It serves as a bridge between MCP clients and various backend MCP servers, offering a unified stdio interface and automatic tool name sanitization. - **[Turso Database Server](https://github.com/nbbaier/mcp-turso)** - Access and manage Turso-hosted LibSQL databases, including retrieving table lists, database schemas, and executing SQL queries. Enhance data interaction capabilities through efficient database management. - **[Gikendaasowin Aabajichiganan MCP](https://github.com/nbiish/gikendaasowin-aabajichiganan-mcp)** - Provides cognitive tools for advanced reasoning, planning, and self-correction for AI agents. Supports AI pair programming and complex problem-solving through structured cognitive workflows, enhancing adaptive and culturally respectful interactions. - **[Nefino MCP Server](https://github.com/nefino/mcp-nefino)** - Access renewable energy news and information focused on projects in Germany, enabling users to filter announcements by geographic locations and various renewable energy topics. Supports date range and recency-based queries for structured and secure data retrieval. - **[NebulaGraph Server](https://github.com/nebula-contrib/nebulagraph-mcp-server)** - Provides access to NebulaGraph 3.x for graph exploration, including schema management, query execution, and shortcut algorithms, compliant with the Model Context Protocol. - **[Datadog API Integration Server](https://github.com/ndevvy/mcp-server-datadog)** - Retrieve and manage incidents, monitors, logs, dashboards, metrics, traces, hosts, and downtimes from Datadog for enhanced incident management and observability workflows. - **[NEAR MCP Server](https://github.com/nearai/near-mcp)** - Manage NEAR accounts and interact with blockchain functionality securely, enabling actions such as checking balances, signing transactions, and creating accounts on behalf of users. - **[OpenVision](https://github.com/Nazruden/mcp-openvision)** - Analyze images using advanced AI models to extract insights and details, facilitating enhanced functionality for AI assistants. Offers a user-friendly interface for customizable queries related to image analysis. - **[MCP Server](https://github.com/Nekzus/npm-sentinel-mcp)** - Provides utility tools for development and testing with functionalities such as personalized greetings, random card draws, and current date/time retrieval. It can be easily extended with additional tools as needed. - **[Neo4j Aura Database Manager](https://github.com/neo4j-contrib/mcp-neo4j)** - Manage Neo4j Aura database instances through the Neo4j Aura API, enabling the creation, monitoring, and maintenance of graph database infrastructure. - **[JSON-based Knowledge Graph Memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Manage and query a Neo4j knowledge graph using JSON-based memory, enabling natural language interactions for data retrieval and manipulation. - **[mcp-neo4j-memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Integrates with the Neo4j graph database to maintain complex relationships between memory nodes, enabling long-term retention and querying of knowledge across multiple conversations. Facilitates the construction of an interconnected knowledge base that acts as an external memory system. - **[Neo4j Graph Memory](https://github.com/neo4j-contrib/mcp-neo4j)** - Facilitates interaction with Neo4j databases by enabling users to issue natural language commands that are translated into Cypher queries. Allows users to manage graph instances, analyze data, and store contextual information directly in Neo4j. - **[Clickhouse and PostgreSQL with Neurelo Connect](https://github.com/neurelo-connect/neurelo-connect-mcp)** - Interact with ClickHouse and PostgreSQL databases through Neurelo Connect, enabling natural language queries and data manipulation. - **[Management Control Panel](https://github.com/nesirat/MCP)** - Tracks and manages security vulnerabilities with user-friendly interfaces and robust tracking features. Provides tools for vulnerability tracking, user management, and an admin dashboard for effective response to security threats. - **[Mapbox MCP Server](https://github.com/ngoiyaeric/mapbox-mcp-server)** - Integrate navigation and geocoding services using the Mapbox API to access directions, travel matrices, and real-time mapping functionalities. - **[Filesystem Server](https://github.com/ngoiyaeric/mcp-filesystem-server)** - Manage files and directories with operations like reading, writing, and organizing within specified directories. Securely perform file management tasks including searching and retrieving metadata. - **[Neon Database](https://github.com/neondatabase-labs/mcp-server-neon)** - Interact with Neon serverless Postgres databases using natural language for tasks such as database creation and management, running SQL queries, handling migrations, and managing projects. - **[Flux Dev](https://github.com/nicekate/flux-dev-mcp)** - An MCP server implementation based on the Endbrain Cloud Flux model API, providing advanced AI capabilities for various applications. - **[FastAPI MCP Server](https://github.com/nguyendinhsinh361/fastapi-mcp)** - Exposes FastAPI endpoints as Model Context Protocol (MCP) tools with zero configuration, allowing integration of FastAPI APIs with large language models while maintaining schemas and documentation. - **[Earthdata MCP Server](https://github.com/ngoiyaeric/earthdata-mcp-server)** - Enables efficient dataset discovery and retrieval for geospatial analysis using NASA Earth Data. Facilitates seamless interaction with datasets and data granules to enhance data-driven projects. - **[CoinGecko API Server](https://github.com/nic0xflamel/coingecko-mcp-server)** - Proxy the public CoinGecko API to retrieve real-time cryptocurrency data and enable dynamic interactions with its extensive API methods. Integrate seamlessly with AI environments for enhanced data retrieval capabilities. - **[Ollama MCP Server](https://github.com/NightTrek/Ollama-mcp)** - Integrates Ollama's local language model capabilities with the Model Context Protocol, providing a clean interface for model management and execution. Enables local AI model operations while ensuring control and privacy. - **[Supabase MCP Server](https://github.com/NightTrek/Supabase-MCP)** - Interact with Supabase databases, executing complex queries and generating TypeScript types. Simplify database interactions and enhance type management through a seamless interface. - **[Nile MCP Server](https://github.com/niledatabase/nile-mcp-server)** - Interact with the Nile database platform through a standardized interface to manage databases, execute SQL queries, and handle credentials. - **[Feishu API Integration Server](https://github.com/NINGyv179/mcp-feishu)** - Integrate and manage Feishu OpenAPI within development environments, facilitating API discovery, exploration, and testing through standardized MCP communication. - **[Render Deployment Server](https://github.com/niyogi/render-mcp)** - Deploy and manage services on Render.com, enabling interaction with the Render API for various deployment processes and service management tasks. - **[Gemini 2.0 Proxy](https://github.com/ningyu32504/gemini)** - Access the Google Gemini model for AI programming and integration with various AI clients. It offers a free proxy setup through Deno, compatible with multiple AI platforms and supports a high token limit context. - **[mcp-local-rag | local RAG-like web search](https://github.com/nkapila6/mcp-local-rag)** - Performs local retrieval-augmented generation (RAG) searches on input queries by fetching and processing search results to enhance the responses of AI models. Utilizes embeddings for similarity computation to extract relevant context from retrieved data. - **[Paperless NGX](https://github.com/nloui/paperless-mcp)** - Manage documents, tags, correspondents, and document types through the Paperless-NGX API. Enables efficient organization and retrieval of document-related information. - **[PumpFun-Token-Launch-Solana-MCP-Server](https://github.com/noahgsolomon/pumpfun-mcp-server)** - Interact with the Pump.fun platform to create and manage Solana tokens, execute trades, and retrieve account information directly through AI. This server facilitates token operations and account management on the Solana blockchain via the Model Context Protocol. - **[Cloud Run Template Microservice](https://github.com/noeatme/java-hello-world)** - A Java-based microservice designed for deployment on Google Cloud Run, utilizing Spring Boot for web server capabilities and Jib for containerization without Dockerfiles. The microservice supports structured logging and provides service metadata access at runtime. - **[Nodit MCP Server](https://github.com/noditlabs/nodit-mcp-server)** - Connects AI models to real-time blockchain data from multiple networks, enabling interaction with normalized blockchain information across both EVM-compatible and non-EVM networks. Provides structured access to blockchain data through a unified layer, facilitating the development of Web3 applications without deep blockchain expertise. - **[Replicate Designer](https://github.com/noeltg77/Replicate-Designer)** - Generate images from text descriptions using Replicate's Flux 1.1 Pro model. Designed for seamless integration in projects requiring high-quality image generation capabilities. - **[IMAP Server](https://github.com/non-dirty/imap-mcp)** - Manage emails by browsing and searching through inboxes, organizing messages, composing replies, and learning user preferences. Automate email summarization and categorization for enhanced productivity. - **[Google Cloud Platform Java Samples](https://github.com/noeatme/java-docs-samples)** - Provides Java code samples demonstrating the utilization of various Google Cloud Platform services. Facilitates the setup of Java development environments and assists in authentication with Google Cloud through ready-to-use code examples. - **[Harbor Container Registry Interface](https://github.com/nomagicln/mcp-harbor)** - Interact with Harbor container registry to manage projects, repositories, tags, and Helm charts. Provides tools for automation and integration of Harbor operations. - **[Outlook MCP Server](https://github.com/Norcim133/OutlookMCPServer)** - Provide access to Microsoft 365 mail and calendar through the Microsoft Graph API, enabling users to compose, respond, sort, search, and analyze their inbox. Integration facilitates productivity by connecting Outlook data to AI workflows. - **[Trivy Security Scanner](https://github.com/norbinsh/cursor-mcp-trivy)** - Scans project directories for security vulnerabilities using Trivy and automatically updates vulnerable dependencies to secure versions, supporting multiple package managers like Python, Node.js, Ruby, and Go. - **[Kick MCP Server](https://github.com/NosytLabs/KickMCP)** - Integrate with the Kick API to manage streaming operations, chat moderation, and analytics. Provides tools for content highlights and personalized notifications for improved live streaming experiences. - **[Norman Finance MCP Server](https://github.com/norman-finance/norman-mcp-server)** - Enables interaction with the Norman Finance API for managing accounting, invoicing, and tax filing services tailored for entrepreneurs in Germany. Provides access to various financial functionalities in a streamlined manner within LLM environments. - **[Gemini Server](https://github.com/Novakiki/mcp-gemini-server)** - Integrate with Google's Gemini model through a standardized MCP interface to enhance applications with advanced capabilities for text generation and function calling. The server simplifies interactions by providing a tool-based approach to leverage the features of Gemini models. - **[Gyazo Image Integration Server](https://github.com/nota/gyazo-mcp-server)** - Access and manage Gyazo images and their associated metadata, including OCR data, through a standardized protocol. Enables full-text search and retrieval of images using URIs. - **[API.Market MCP Server (40 tools)](https://github.com/Noveum/api-market-mcp-server)** - Connects to over 40 APIs and AI models, enabling interaction with various functionalities provided through OpenAPI specifications. Facilitates communication between agents and a vast array of tools available on API.market. - **[Notte MCP Server](https://github.com/nottelabs/notte)** - Manage sessions and run agents for web observation, scraping, actions, and authentication on various websites. Control cloud browser sessions and execute tasks efficiently with Notte agents. - **[Novita AI](https://github.com/novitalabs/novita-mcp-server)** - Manage GPU instance resources with operations like listing clusters, creating and controlling GPU instances, and managing templates and network storage through Novita's interface. - **[Hello World MCP Server for Warp Terminal](https://github.com/NoveltyEngine/python-hello-warp-mcp)** - A simple MCP server that provides a greeting tool and personalized greeting resources specifically for integration with Warp Terminal. It enables users to easily add conversational capabilities through a straightforward Python implementation. - **[Novu](https://github.com/novuhq/smithery-mcp)** - TypeScript implementation of an MCP server that facilitates AI agents' interaction with Novu's notification infrastructure, enabling them to trigger and manage notifications. - **[Novu](https://github.com/novuhq/smithery-mcp)** - Connects AI agents to Novu's notification infrastructure, enabling the sending and management of notifications to subscribers. Handles event-triggered notifications for specific and broad audiences. - **[Datadog API Integration Server](https://github.com/Nozomuts/datadog-mcp)** - Enables powerful search and aggregation of logs and trace spans from Datadog, allowing for flexible queries and detailed data retrieval. Facilitates the integration of Datadog monitoring data into applications for insightful analysis. - **[API Service](https://github.com/nstanw/api-service)** - Facilitates interactions with internal system APIs, enabling operations such as employee searches and breakfast registrations efficiently. Converts user requests into API calls and returns formatted results for user display. - **[VoIPBin API Server](https://github.com/nrjchnd/voipbin-mcp)** - Interact with VoIP services to manage calls, agents, and campaigns through a standardized API interface. Supports seamless integration between AI models and VoIP operations with robust error handling. - **[ClickUp MCP Server](https://github.com/nsxdavid/clickup-mcp-server)** - Enable interaction with ClickUp data, facilitating access to and manipulation of workspaces, tasks, and documents through a standardized API. It supports project management enhancements with AI-driven insights and automation. - **[Browserbase Server](https://github.com/NullBlankError/mcp-server-browserbase)** - Automate and interact with web browsers in the cloud by navigating web pages, taking screenshots, executing JavaScript, and extracting structured data. - **[SurrealDB MCP Server](https://github.com/nsxdavid/surrealdb-mcp-server)** - Enables interaction with SurrealDB databases for querying, manipulating, and managing data through a standardized interface. Facilitates real-time database interactions within AI applications. - **[Terraform Model Context Protocol Tool](https://github.com/nwiizo/tfmcp)** - Manage and operate Terraform environments through command-line interactions, enabling reading Terraform configurations, analyzing plans, and applying changes. Integrates AI assistants for enhanced infrastructure management. - **[Resemble AI Voice Generation](https://github.com/obaid/resemble-mcp)** - Generate voice audio from text using AI voices, list available voice models, and return audio in various formats. Supports multiple connection methods including Server-Sent Events and direct process communication. - **[DolphinScheduler MCP Server](https://github.com/ocean-zhc/dolphinscheduler-mcp)** - Interact with Apache DolphinScheduler to manage workflows, automate project tasks, and access a wide range of tools through a standardized interface. Provides full API coverage for comprehensive workflow management via a Model Context Protocol. - **[SeaTunnel MCP Server](https://github.com/ocean-zhc/seatunnel-mcp)** - Manage and monitor SeaTunnel jobs and system status through an intuitive LLM interface, allowing for dynamic job submission, stopping, and tracking while configuring connections on-the-fly. Provides comprehensive insights into the SeaTunnel cluster along with built-in monitoring tools. - **[Flight and Stay Search Server](https://github.com/Octember/flights-mcp-ts)** - Provides comprehensive search capabilities for flights and accommodations by utilizing the Duffel API, allowing users to search for various flight types and travel stays along with detailed offers and reviews. - **[OceanBase MCP Server](https://github.com/oceanbase/mcp-oceanbase)** - Facilitates secure interaction with OceanBase databases, allowing users to list tables, read data, and execute SQL queries through a controlled interface. - **[GitHub Integration Server](https://github.com/oghenetejiriorukpegmail/github-mcp)** - Interact with GitHub repositories, create new ones, push content, and retrieve user information using the GitHub API through the MCP protocol. Supports error handling and TypeScript type safety for a seamless experience. - **[Korea Weather](https://github.com/ohhan777/korea_weather)** - Collects weather data from the Korea Meteorological Administration's short-term forecast API and provides it in MCP format for use by various clients like Claude and Cursor. Designed for integration with diverse weather application services. - **[Octagon MCP Server](https://github.com/OctagonAI/octagon-mcp-server)** - Facilitates in-depth investment research by integrating with the Octagon Market Intelligence API, enabling detailed analysis of SEC filings, earnings calls, financial metrics, and real-time stock market data. - **[Remote MCP Server on Cloudflare](https://github.com/Omarzipan/remote-mcp-server)** - Host a remote MCP server on Cloudflare Workers that supports OAuth login and enables secure HTTP access to various tools and resources. It allows local and remote connections through the MCP Inspector for easy interaction with the server's APIs. - **[YouTube New Vertical](https://github.com/OMAR3lwafi/YouTube-new-vercal)** - Enhance video streaming on YouTube with a new vertical layout for a more engaging browsing and viewing experience. The interface allows users to interact and discover content more intuitively. - **[Unity Catalog Server](https://github.com/ognis1205/mcp-server-unitycatalog)** - Leverage Unity Catalog functions within LLM applications to execute, manage, and automate tasks directly from agents. Integrate data workflows with powerful catalog capabilities. - **[AWS SES Email Sender](https://github.com/omd01/aws-ses-mcp)** - Send emails directly using AWS SES with support for plain text and HTML formats, CC, BCC, and customizable sender addresses. Includes features for reply-to addresses, full logging, and email scheduling capabilities. - **[Halo](https://github.com/Omniyin/halo)** - Halo is a modern blogging platform designed for personal use, enabling users to create, manage, and publish blog content with ease. It offers a user-friendly interface and features tailored to enhance the blogging experience. - **[Jokes MCP Server](https://github.com/ollimenzel/MCP-Lab)** - Delivers concise and engaging jokes on demand, including categories like Chuck Norris, Dad, and Yo Mama jokes, while filtering out offensive content. Integrates seamlessly with Microsoft Copilot Studio to enhance user interactions with tailored humor. - **[TMF620 MCP Server](https://github.com/oopsyz/mcp)** - Connect AI agents to a remote TMF620 Product Catalog Management API for listing, retrieving, and creating catalogs, product offerings, and product specifications. - **[Mifos X - AI](https://github.com/openMF/mcp-mifosx)** - Integrate with the Apache Fineract API to provide access to financial data and operations, enhancing financial applications with AI capabilities. Supports multiple implementations including Python, Java (Quarkus), and Node.js. - **[AWS S3 Operations Server](https://github.com/OpenWorkspace-o1/aws-ow-s3-mcp)** - Access and manage S3 buckets securely using pre-signed URLs for listing, uploading, downloading, and deleting objects. Simplifies interactions with AWS S3 services for efficient cloud storage management. - **[OpsLevel MCP](https://github.com/OpsLevel/opslevel-mcp)** - MCP server enabling connectivity between AI models and OpsLevel's Internal Developer Portal for streamlined developer operations and quicker access to various functionalities. - **[Google Flights Server](https://github.com/opspawn/Google-Flights-MCP-Server)** - Fetch and compare flight options in real-time for one-way and round-trip journeys between specified airports and dates. Customize searches based on preferences such as number of adults and seat type. - **[Oraichain Multichain Server](https://github.com/oraichain/orai-mcp)** - Connect and interact with multichain data, querying blockchain information and facilitating integration with AI agents through the Oraichain framework. - **[MCP Test Run](https://github.com/orange-fruit01/MCP-Test-Run)** - Provides tools for testing and validating the functionalities of the Model Context Protocol while ensuring integration with external data and tools. - **[Coda Document Interaction Server](https://github.com/orellazri/coda-mcp)** - Enable seamless interaction with Coda documents, including listing, creating, reading, updating, and duplicating pages. Provides command access to manipulate document content directly within an AI framework. - **[Notion MCP Server](https://github.com/orbit-logistics/notion-mcp-server)** - Interact with Notion through natural language instructions, enabling operations such as reading, creating, updating, and deleting Notion pages. - **[Ory SSE MCP Server](https://github.com/ory/mcp-sse)** - Provides a secure environment for real-time communication through Server-Sent Events while integrating OAuth 2.1 for authentication and authorization. It includes dynamic client management and tools for overseeing Ory Network projects, aimed at enhancing interactions with AI models. - **[Unsloth Server](https://github.com/OtotaO/unsloth-mcp-server)** - Connects AI models to efficiently fine-tune large language models with reduced memory usage and increased speed. Supports advanced features like extended context lengths and quantization for optimal performance on consumer GPUs. - **[ServiceNow MCP Server](https://github.com/echelon-ai-labs/servicenow-mcp)** - Connect and manage ServiceNow instances to retrieve data and perform actions using the ServiceNow API. Optimize ServiceNow workflows with integration capabilities for applications. - **[QWeather API MCP Server](https://github.com/overstarry/qweather-mcp)** - Provides access to real-time weather information and multi-day forecasts through a simple command-line interface, enabling the retrieval of city details and current weather conditions. - **[MCP Servers](https://github.com/Owengundam/MCPservers)** - Integrates various tools and data sources with Large Language Models (LLMs) through the Model Context Protocol (MCP), enabling secure access and enhanced application capabilities. Implements reference servers using either the Typescript or Python MCP SDKs. - **[Azure Data Explorer Integration](https://github.com/pab1it0/adx-mcp-server)** - Access Azure Data Explorer clusters and databases through standardized MCP interfaces to execute KQL queries and explore data resources. Features include querying capabilities, resource discovery, and support for authentication. - **[Oxylabs MCP](https://github.com/oxylabs/oxylabs-mcp)** - Fetch and process content from specified URLs using the Oxylabs Web Scraper API, enabling easy access to web data. - **[Prometheus MCP Server](https://github.com/pab1it0/prometheus-mcp-server)** - Access Prometheus metrics and execute PromQL queries through standardized interfaces to analyze metrics data. Simplifies monitoring and data exploration by enabling the listing of metrics and retrieving instant or range query results. - **[OpenRouter Client for Cursor](https://github.com/palolxx/openroutermcptest4)** - Connects to multiple AI models using the Model Context Protocol, facilitating communication with various AI providers for seamless integration into applications. It supports both free and paid models, allowing for cached model information and multi-model completions. - **[OpenRouter MCP Server](https://github.com/palolxx/openrouteraitest)** - Provides access to various AI models through a type-safe interface with integrated features like caching, rate limiting, and error handling. Enhances applications by enabling seamless interaction with the OpenRouter.ai model ecosystem. - **[Github MCP Server](https://github.com/ParasSolanki/github-mcp-server)** - Integrate with GitHub to interact with repositories, manage issues, and automate workflows through a simple interface. - **[OpenRouter MCP Server](https://github.com/palolxx/openrouteraitest)** - Provides access to various AI models through a unified, type-safe interface with built-in caching, rate limiting, and error handling. Integrates with OpenRouter.ai's model ecosystem to enhance application capabilities. - **[RelatedChat](https://github.com/paso0129/Messenger)** - An open-source messaging platform that supports direct and channel chats, media sharing, and real-time conversation views across various devices. It uses a single backend server with GraphQLite to facilitate seamless communication without backend programming requirements. - **[Azure Cosmos DB Client & Server](https://github.com/patrice-truong/cosmosdb-mcp)** - Connects to Azure Cosmos DB and provides access to product and order data, facilitating navigation and management via an AI Assistant. The server integrates with a frontend application to enhance user experience through seamless database interactions. - **[Encoding DevOps](https://github.com/PatrickKalkman/encoding-devops)** - Streamlines video encoding workflows using AI for real-time analysis, error translation, and automated email drafts for issue management. Provides continuous monitoring of encoding jobs to ensure efficient operations. - **[Voyp](https://github.com/paulotaylor/voyp-mcp)** - Enable AI assistants to make phone calls and manage call contexts by integrating with VOYP's calling capabilities. Provides the ability to construct robust call contexts and search for business information during calls. - **[web3 developer](https://github.com/Pavel-Burov/Pavel-Burov)** - Integrate blockchain functionalities into applications, enabling decentralized features and advanced web3 capabilities. This server supports building innovative solutions leveraging web3 technology. - **[Kafka MCP Server](https://github.com/pavanjava/kafka_mcp_server)** - Integrate AI models with Apache Kafka for message publishing and consumption, enabling seamless interaction with Kafka topics through a standardized protocol. Supports both sending and receiving messages, enhancing communication between language models and applications. - **[Paybyrd AI Agent Toolkit](https://github.com/paybyrd/ai-agent-toolkit-js)** - Integrates payment processing capabilities into AI models, enabling operations like creating payment links, processing refunds, and retrieving order information via a simple API. - **[SourceSync.ai MCP Server](https://github.com/pbteja1998/sourcesyncai-mcp)** - Integrates with a knowledge management platform to manage and organize documents, ingest content from various sources, and perform semantic and hybrid searches. Facilitates connections to external services for enhanced data retrieval and document management. - **[HubSpot MCP Server](https://github.com/peakmojo/mcp-hubspot)** - Integrates with HubSpot CRM to enable AI models to access and manipulate HubSpot data, including contacts, companies, and engagement metrics. Provides caching and storage to enhance performance and reliability of API interactions. - **[mcp-hubspot](https://github.com/peakmojo/mcp-hubspot)** - Integrate with HubSpot CRM to access contacts, companies, and engagement data. Utilize built-in vector storage and caching to enhance performance and overcome API limitations. - **[MCP Server on Cloudflare Workers](https://github.com/Pedropfuenmayor/mcp-cloudflare)** - Deploy an MCP server utilizing Cloudflare's edge network with bearer token authentication for enhanced security and real-time capabilities in applications. This server enables integration of various tools and resources within a serverless architecture. - **[Cribl API Interaction Server](https://github.com/pebbletek/cribl-mcp)** - Facilitates natural language interactions with the Cribl API to manage and query configurations, pipelines, sources, and system metrics. Enables efficient monitoring and management of Cribl environments through standardized MCP tooling. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - RuoYi is a Java-based framework that facilitates rapid web application development using a separated front-end architecture with Vue3 and Element Plus. It features built-in capabilities for user management and role assignment, streamlining the development process. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - A Java framework designed for rapid development of modern web applications using a front-end stack of Vue3 and Element Plus, facilitating user and role management among other built-in features. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - A modern web application framework built on Spring Boot and Vue3, designed for rapid development with features for user management and role assignment. Supports a decoupled front-end and back-end architecture, providing a robust environment for creating interactive applications. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - Efficient management system framework utilizing SpringBoot and Vue3, designed for rapid development with features for user and role management, as well as system monitoring. - **[Remote MCP Server on Cloudflare](https://github.com/peteknowsai/remote-mcp-server)** - Host a remote MCP server on Cloudflare Workers with OAuth login to manage and expose tools for seamless LLM integration. Supports local and remote connections via the MCP Inspector or Claude Desktop, utilizing HTTP/SSE transport. - **[Snowflake MCP Server](https://github.com/peterdonaghey/snowflake-mcp)** - Execute SQL queries on Snowflake databases using natural language through seamless integration with AI assistants. Handle query results and manage database connections securely and efficiently. - **[vLLM](https://github.com/PeterXiaTian/vllm)** - Serve large language models rapidly and efficiently with high-throughput inference and flexible deployment options. Seamlessly integrates with popular models for enhanced AI applications. - **[Canvas LMS Server](https://github.com/PewterZz/CanvasLMS-ModelContextProtocol)** - Seamless access to Canvas LMS course data including assignments, discussions, and PDF content extraction. Supports both standard and AWS-hosted Canvas instances with a simple API interface for fetching detailed information and executing tools upon authentication. - **[PrivateGPT MCP Server](https://github.com/pgpt-dev/MCP-Server-for-MAS-Developments)** - Integrates PrivateGPT with any MCP-compatible application, enabling seamless data exchange and tool utilization. Facilitates the connection between AI models and various data sources or services. - **[GitHub MCP Server Plus](https://github.com/PhialsBasement/mcp-github-server-plus)** - Interact with GitHub repositories, perform file operations, manage branches, and utilize search functionality through the GitHub API. - **[Zonos TTS Integration](https://github.com/PhialsBasement/Zonos-TTS-MCP)** - Facilitates text-to-speech capabilities using Claude, supporting various emotions and languages for speech generation. - **[Atlassian Integration Server](https://github.com/phuc-nt/mcp-atlassian-server)** - Connects AI agents to Atlassian Jira and Confluence for querying data and performing actions through a standardized interface. Supports management of issues, projects, pages, and comments, aimed at streamlining workflows for developers and teams using Atlassian tools. - **[Modal MCP Toolbox](https://github.com/philipp-eisen/modal-mcp-toolbox)** - A collection of tools that provides a sandboxed environment for executing Python code and generating images using the FLUX model. - **[Pica MCP Server](https://github.com/picahq/pica-mcp)** - Connect AI applications to external tools and data sources while maintaining user control. Integrate with local services and APIs, enabling enhanced functionality and user interaction. - **[Pica MCP Server](https://github.com/picahq/pica-mcp)** - Connect applications with powerful APIs to facilitate actions like sending emails, managing calendars, and accessing databases. Integrate real-world data and tools effortlessly to enhance workflows. - **[OpenAI Server](https://github.com/pierrebrunelle/mcp-server-openai)** - Integrates OpenAI models using the MCP protocol, allowing direct queries to OpenAI's API from Claude. - **[Scrappey MCP Server](https://github.com/pim97/mcp-server-scrappey)** - Integrate AI models with Scrappey's web automation platform, enabling browser session management, HTTP requests, and automated interactions with web pages while handling anti-bot protections. - **[Pinata MCP](https://github.com/PinataCloud/pinata-mcp)** - Interact with Public and Private IPFS through Pinata's API, enabling uploading, searching, and managing files efficiently within an LLM environment. - **[Pinecone Assistant Server](https://github.com/pinecone-io/assistant-mcp)** - Retrieve information efficiently from Pinecone Assistant with support for multiple configurable results, enabling seamless integration with applications to access vector database capabilities. - **[Pinecone Developer Server](https://github.com/pinecone-io/pinecone-mcp)** - Connects AI tools with Pinecone projects for enhanced development productivity. Enables searching documentation, configuring indexes, generating code, and managing data operations within development environments. - **[MindBridge](https://github.com/pinkpixel-dev/mindbridge-mcp)** - MindBridge connects various applications to multiple AI language models, facilitating efficient workflows and enabling communication between models to maximize their strengths for diverse tasks. It allows users to switch between different models as needed without vendor lock-in, optimizing for speed or complexity depending on the requirements. - **[mem0 Memory System](https://github.com/pinkpixel-dev/mem0-mcp)** - Provides a memory system for AI applications where information can be stored and retrieved across user sessions. It enables personalized interactions by managing user-specific data efficiently. - **[Pipedream](https://github.com/PipedreamHQ/pipedream)** - Build event-driven automations using pre-built components or custom code in Node.js, Python, Golang, or Bash. Integrate over 1,000 applications and streamline workflows effortlessly. - **[GitHub Enterprise MCP Server](https://github.com/piyushgIITian/github-enterprice-mcp)** - Interact with GitHub repositories, manage file operations, automate branch creation, and perform advanced searches on code and issues. - **[Directus MCP Server](https://github.com/pixelsock/directus-mcp)** - Enables interaction with the Directus API through a standardized Model Context Protocol, facilitating data management and enhancing application capabilities by integrating AI functionality. - **[Omnisend Integration Server](https://github.com/plutzilla/omnisend-mcp)** - Integrate with the Omnisend API to manage contacts, products, events, and categories. Supports various operations such as listing, creating, updating, and deleting resources with cursor-based pagination. - **[GitHub MCP Server](https://github.com/PoliTwit1984/github-meta-mcp-server)** - Interact with GitHub repositories by creating, updating, and configuring them through natural language commands. Automate repository management tasks such as adding topics, setting homepages, and initializing with README files. - **[NASA Earthdata Search](https://github.com/podaac/cmr-mcp)** - Integrate AI with NASA's Catalog of datasets through Earthdata, enabling seamless searches for Earthdata metadata. Enhance data discovery with intelligent search capabilities by accessing the common metadata repository (CMR). - **[Resend Email Service](https://github.com/pontusab/resend-mcp)** - Send emails using the Resend email service through a standardized Model Context Protocol interface. The server supports TypeScript and requires a Resend API key for operation. - **[Voice Call MCP Server](https://github.com/popcornspace/voice-call-mcp-server)** - Facilitates voice call management through Twilio and OpenAI, enabling real-time audio processing for interactive conversations with AI assistants. Offers pre-built prompts for common scenarios to streamline call initiation and handling. - **[Port MCP Server](https://github.com/port-labs/port-mcp-server)** - Integrate with Port.io's API to enable AI interactions for task automation, information retrieval, and performance analysis. Access entity details, analyze service scores, and check status updates through natural language queries. - **[Sandbox](https://github.com/pottekkat/sandbox-mcp)** - Runs code in secure, isolated Docker containers, preventing unintended consequences from untested code execution. Provides a configurable execution environment for LLMs to safely test code locally. - **[SuzieQ MCP Server](https://github.com/PovedaAqui/suzieq-mcp)** - Interact with SuzieQ network observability instances via a REST API to query detailed network state tables and retrieve aggregated statistics. - **[Portainer MCP Server](https://github.com/portainer/portainer-mcp)** - Connect to Portainer environments for managing users and resources while executing Docker and Kubernetes commands through AI. Facilitates secure interaction with containerized infrastructure via the Model Context Protocol. - **[BigQuery Server](https://github.com/kitae-kim-Edwin/mcp-bigquery-server)** - Facilitates natural language querying of BigQuery datasets, enabling users to access data insights without writing SQL. Securely connects AI assistants to BigQuery, allowing for easy exploration of dataset schemas and query execution within defined limits. - **[BigQuery Server](https://github.com/kitae-kim-Edwin/mcp-bigquery-server)** - Enable natural language querying of BigQuery datasets to retrieve data and explore schemas without writing SQL. Provides secure read-only access and query limits for efficient data interaction. - **[Powerdrill MCP Server](https://github.com/powerdrillai/powerdrill-mcp)** - Authenticate and interact with Powerdrill datasets, list datasets, retrieve detailed information, and create jobs using natural language queries. Integrates seamlessly into existing tools for enhanced data analysis capabilities. - **[Redis Integration Server](https://github.com/prajwalnayak7/mcp-server-redis)** - Interact with Redis for caching and key-value storage operations, including basic operations on keys, lists, hashes, and sets. - **[Perplexity Ask](https://github.com/ppl-ai/modelcontextprotocol)** - Integrates the Sonar API for live web searches, enabling conversations that leverage real-time web-wide research capabilities. Facilitates instant information retrieval directly from the web during interactions. - **[Google Calendar Integration Server](https://github.com/pranavmanoj1/mcp-server)** - Integrates with Google Calendar for intelligent management of calendar events through natural language commands, supporting operations like creating, updating, listing, and deleting events while maintaining secure authentication and error handling. - **[RabbitMQ Server](https://github.com/prakasarao-edven/mcp-server-rabbitmqkenlio)** - Interact with RabbitMQ queues and topics, enabling read and write operations through a standardized protocol. Facilitates the integration of messaging workflows with AI models. - **[Sentinel Queries](https://github.com/prezbo-wire/Sentinel-Queries)** - Leverage Kusto Query Language (KQL) to analyze and visualize data in Microsoft Sentinel, enabling precise queries to identify threats, patterns, and anomalies. Enhance security operations with insights derived from log analysis. - **[Prisma](https://github.com/prisma/prisma)** - Manage databases with Prisma's ORM tools, automate schema migrations, generate type-safe query builders, and interact visually with data through a GUI. The Prisma MCP server enables AI agents to control Prisma Postgres databases by spinning up instances and running migrations. - **[Dataset Viewer](https://github.com/privetin/dataset-viewer)** - Interact with Hugging Face datasets by browsing and analyzing their contents, including configurations and splits. Supports searching, filtering, and retrieving dataset statistics, along with authentication for private datasets. - **[LegalContext](https://github.com/protomated/legal-context)** - Connects a law firm's Clio document management system with Claude Desktop for efficient retrieval and analysis of legal documents while ensuring security and confidentiality. Enables local processing and vector search capabilities to enhance legal research. - **[NASA MCP Server](https://github.com/ProgramComputer/NASA-MCP-server)** - Connects AI models to over 20 NASA APIs, providing a standardized interface for data retrieval and interaction. Supports automatic parameter validation and error handling for optimized data consumption. - **[Jenkins API Server](https://github.com/ProgrammerAgua/jenkins-mcp-server)** - Manage Jenkins jobs through a unified API interface, facilitating job creation, triggering builds, retrieving job information, and updating configurations. - **[Bytebase](https://github.com/pu-re/bytebase)** - Streamlines the database development lifecycle by managing schema changes, enforcing policies, and ensuring data security within a unified CI/CD solution. - **[pure.md MCP server](https://github.com/puremd/puremd-mcp)** - Access web content in markdown format by prefixing URLs with `pure.md/`, facilitating seamless retrieval of web pages while avoiding bot detection. It converts various formats like HTML and PDFs into markdown and globally caches responses for efficiency. - **[GemForge](https://github.com/PV-Bhat/GemForge-MCP)** - Provides tools for interacting with Google's Gemini AI models, enabling intelligent model selection and advanced file handling. Facilitates AI tasks such as search, reasoning, code analysis, and file operations through a standardized MCP server interface. - **[GemSuite](https://github.com/PV-Bhat/gemsuite-mcp)** - Integrates with the Gemini API for intelligent model selection and provides advanced file handling capabilities. Facilitates seamless processing and optimization of AI operations across various file types. - **[Any OpenAI Compatible API Integrations](https://github.com/pyroprompts/any-chat-completions-mcp)** - Integrates various AI chat providers compatible with OpenAI SDKs for chat completion tasks. It relays questions to configured AI Chat Providers through a unified interface. - **[Gemini Image Generator](https://github.com/qhdrl12/mcp-server-gemini-image-generator)** - Generates high-quality images from text prompts using Google's Gemini AI model, facilitating intelligent filename generation and local image storage. Supports both raw image data and file path access for streamlined integration with AI assistants. - **[Logfire MCP Server](https://github.com/pydantic/logfire-mcp)** - Analyzes telemetry data and distributed traces using OpenTelemetry. Queries metrics and performs SQL queries for insights into application exceptions and errors in real-time. - **[Qdrant Server](https://github.com/qdrant/mcp-server-qdrant)** - Stores and retrieves information using the Qdrant vector search engine, enabling semantic search for relevant data. It functions as a memory layer for AI applications accessing external tools and information. - **[vLLM](https://github.com/qijsi/vllm)** - Serve large language models with a focus on efficiency and cost-effectiveness, supporting high-throughput inference alongside features such as quantization and multi-modal capabilities. - **[API Server](https://github.com/qingtianyu/mcp-server)** - Integrate and extend applications with dynamic API tools through the MCP protocol, enabling automatic discovery and registration of APIs. Offers strong TypeScript support for enhanced type safety in microservices development. - **[system-api-server](https://github.com/qingtianyu/mcp-server)** - A microservice API server that integrates with the MCP protocol for tool extension and resource access. It supports dynamic API tool registration and offers TypeScript strong typing capabilities. - **[Telegram Communicator](https://github.com/qpd-v/mcp-communicator-telegram)** - Enables communication with users through Telegram bots, facilitating interactions such as asking questions, sending notifications, and sharing files. Supports asynchronous response handling and reply-based message tracking. - **[Qiniu Cloud Storage MCP Server](https://github.com/qiniu/qiniu-mcp-server)** - Connect to Qiniu Cloud Storage for accessing, managing, and processing multimedia files within AI large model clients. Perform operations such as listing buckets, uploading files, reading file contents, and utilizing intelligent multimedia features. - **[Vector Sync Service](https://github.com/qtoexdj/mcp_vector_sync)** - Automates synchronization of multi-tenant search vectors with Supabase using a fully event-driven system. Generates embeddings with OpenAI in response to real-time notifications and maintains efficient vector searches for each tenant. - **[Docker](https://github.com/QuantGeekDev/docker-mcp)** - Enables management of Docker containers and compose stacks, facilitating operations like container creation, deployment, log retrieval, and monitoring status. - **[Gmail Integration Server](https://github.com/Quantum-369/Gmail-mcp-server)** - Interact with Gmail APIs to read, send, and manage emails programmatically, featuring advanced search capabilities and real-time monitoring across multiple accounts. - **[Gmail Integration Server](https://github.com/Quantum-369/Gmail-mcp-server)** - Integrate with Gmail to programmatically read, send, and manage emails, including handling attachments and searching through email content. Offers real-time monitoring and support for multiple Gmail accounts. - **[MongoDB MCP Server](https://github.com/QuantGeekDev/mongo-mcp)** - Enables LLMs to interact directly with MongoDB databases using natural language, facilitating schema inspection, document querying, and data management. - **[Quarkus MCP Servers](https://github.com/quarkiverse/quarkus-mcp-servers)** - Java-based MCP servers that extend LLM applications' capabilities by enabling JDBC access, filesystem interactions, and JavaFX drawing functionalities. - **[Alpha Vantage MCP Server](https://github.com/QuantML-Com/alpha-vantage-mcp)** - Access real-time financial market data, including stock quotes and cryptocurrency exchange rates, through a standardized interface. Retrieve detailed company information such as sector, industry, and market capitalization. - **[Quarkus MCP Server](https://github.com/quarkiverse/quarkus-mcp-server)** - Enables seamless integration between LLM applications and external data sources and tools using the Model Context Protocol (MCP). Provides both declarative and programmatic APIs for implementing various MCP server functionalities. - **[Supabase MCP](https://github.com/Quegenx/supabase-mcp-server)** - Manage a Supabase PostgreSQL database using natural language commands, enabling efficient database management through conversational interactions. Integrates with Cursor's Composer and Codeium's Cascade for enhanced productivity. - **[Airbyte Status Checker](https://github.com/quintonwall/mcp-airbyte-list-sources)** - Checks the status of Airbyte connections and monitors data pipelines. Facilitates effective management of data workflows through integration with Claude Desktop. - **[Vercel MCP Server](https://github.com/Quegenx/vercel-mcp-server)** - Manage Vercel deployments, including projects, domains, and environment variables through an intuitive interface. Provides administrative control via MCP integration with Cursor's Composer. - **[Foundry MCP Server](https://github.com/qwert666/mcp-server-foundry)** - Interact with datasets, ontology objects, and functions within a Foundry instance, enabling AI assistants to perform dynamic data interactions and intelligent processing. - **[Anytype MCP Server](https://github.com/Qwinty/anytype-mcp)** - Access and manage Anytype data, including spaces, objects, and templates. Perform searches, create and delete spaces, and export objects in markdown format. - **[Movies Dataset Viewer](https://github.com/qxuan512/movies-dataset)** - Display and explore comprehensive movie metadata sourced from The Movie Database (TMDB) using an interactive Streamlit application. Analyze and visualize movie datasets for insights. - **[blastengine-mailer](https://github.com/r3-yamauchi/mcp-server-blastengine-mailer)** - Send emails using an integrated email system that utilizes the Model Context Protocol for seamless email capabilities in applications. - **[Portkey MCP Server](https://github.com/r-huijts/portkey-admin-mcp-server)** - Connects AI assistants to Portkey's API for managing AI configurations, workspaces, analytics, and user access. - **[Strava MCP Server](https://github.com/r-huijts/strava-mcp)** - Access and manage Strava data, including recent activities, profile stats, and detailed activity streams. Supports exploration of segments, management of routes, and exporting route files in GPX or TCX format. - **[kintone MCP Server](https://github.com/r3-yamauchi/kintone-mcp-server)** - Access and update kintone data directly from the Claude Desktop app, as well as create new kintone applications. Integrates seamlessly with the Model Context Protocol for various interactions with kintone data sources. - **[Databricks MCP Server](https://github.com/RafaelCartenet/mcp-databricks-server)** - Execute SQL queries against Databricks, retrieve data, list available schemas, and describe table structures to enhance data operations. Integrates effectively with Agent mode for performing complex task automation. - **[YouTube Watch Later](https://github.com/rados10/youtube-watchlater-mcp)** - Retrieve YouTube video URLs from a custom playlist that were added within a specified timeframe, using OAuth2 for secure access to data. - **[GoatCounter MCP Server](https://github.com/rafaljanicki/goatcounter-mcp-server)** - Provides web analytics data through a Model Context Protocol server, enabling seamless querying and analysis of website traffic metrics. Facilitates integration of real-time analytics into AI workflows through standardized MCP methods. - **[RAD Security MCP Server](https://github.com/rad-security/mcp-server)** - Provides AI-powered security insights focused on Kubernetes and cloud environments, enabling monitoring, analysis, and securing of infrastructure with detailed visibility and actionable findings. - **[Neo N3 MCP Server](https://github.com/r3e-network/neo-n3-mcp)** - Integrate with the Neo N3 blockchain for wallet management, asset transfers, and smart contract interactions. Provide capabilities for querying blockchain data and enhancing applications with blockchain functionalities. - **[AWS MCP](https://github.com/RafalWilinski/aws-mcp)** - Enables natural language querying and management of AWS resources, supporting multiple AWS profiles and secure credential handling. Facilitates interactions within AWS environments using conversational AI. - **[Gmail AutoAuth Server](https://github.com/raghavared/gmail-mcp)** - Manage Gmail through natural language interactions, enabling email sending, reading, searching, and organization. Perform comprehensive label management and batch operations with automatic OAuth2 authentication support. - **[OpenAPI MCP Server](https://github.com/rahgadda/openapi_mcp_server)** - Enables LLMs to interact with REST APIs and perform HTTP API calls such as GET, PUT, POST, and PATCH using prompts. Configures REST API contexts to enhance model interactions with external data sources. - **[Calendar AutoAuth Server](https://github.com/raghavared/calendar-mcp)** - Manage Google Calendar events using natural language commands, enabling users to create, update, list, and delete events with automatic OAuth2 authentication. It offers seamless integration with the Google Calendar API for efficient event management. - **[Azure DevOps Integration Server](https://github.com/RainyCodeWizard/azure-devops-mcp-server)** - Integrate with Azure DevOps to manage work items, repositories, and pipelines. Automate tasks and retrieve data directly from Azure DevOps services, streamlining development workflows. - **[Mailtrap Send Email ](https://github.com/railsware/mailtrap-mcp)** - Sends transactional emails through Mailtrap using the MCP protocol. Configurable with API tokens and sender email addresses for integration with applications. - **[Deriv API Server](https://github.com/raju-deriv/mcp-deriv-api-server)** - Interact with the Deriv API to access active trading symbols and retrieve account balances. Simplifies trading operations by providing seamless integration capabilities with applications. - **[OneNote Server](https://github.com/rajvirtual/MCP-Servers)** - Access and manage Microsoft OneNote content, enabling the reading and creation of notebooks, sections, and pages directly through AI assistants. Converts HTML content to text for improved retrieval-augmented generation (RAG) processing. - **[DomainGenuis MCP Server](https://github.com/ralf-boltshauser/mcp-domain-checker-server)** - Provides real-time domain availability checks and pricing information, integrating with Vercel's API. Handles intelligent TLD defaults and returns detailed responses including error information. - **[Notion Integration Server](https://github.com/ramidecodes/mcp-server-notion)** - Connects AI models to Notion workspaces using the Notion API for managing pages, databases, and content. Provides easy setup and robust error handling for integration with Notion's capabilities. - **[Jokes MCP Server](https://github.com/ralba316/copilot-mcp)** - Delivers concise, engaging jokes on demand while adapting to user preferences and ensuring appropriateness and wit. Integrates with Microsoft Copilot Studio to fetch jokes from popular APIs and enhance user interactions with real-time humor. - **[Airtable MCP](https://github.com/rashidazarang/airtable-mcp)** - Connect to Airtable to perform operations such as querying, creating, updating, and deleting records using natural language. Supports base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface. - **[Rapidapp](https://github.com/rapidappio/rapidapp-mcp)** - Connect to a PostgreSQL database through the Rapidapp API, enabling AI assistants to perform operations such as creating databases, listing databases, and retrieving database details. - **[Find Flights](https://github.com/ravinahp/flights-mcp)** - Search and retrieve flight information leveraging the Duffel API, particularly adept at managing complex travel plans with contextual memory of previous searches. - **[ArangoDB](https://github.com/ravenwits/mcp-server-arangodb)** - Provides database interaction capabilities through ArangoDB, enabling execution of AQL queries and insertion of documents into collections while supporting parameterized queries. - **[Surf MCP Server](https://github.com/ravinahp/surf-mcp)** - Fetch tide information for any location and date, providing detailed data on high and low tides along with station information and automatic time zone handling. Ideal for obtaining precise tide forecasts to optimize surfing conditions. - **[Strava Integration](https://github.com/rbctmz/mcp-server-strava)** - Analyzes training sessions and provides personalized recommendations based on data from Strava, leveraging the Model Context Protocol SDK. Supports automatic token updates and implements rate limiting for API requests. - **[Overseerr MCP](https://github.com/reallycleansauce/overseerr-mcp)** - Manage movie and TV show requests by interacting with the Overseerr API for real-time status updates and request management. Streamline media library operations efficiently based on user inputs. - **[Big Brain Mantle Network Stats Server](https://github.com/recoupable/mcp-vercel)** - Fetch real-time statistics from the top protocols in the Mantle Network to support investment analysis and decision-making. Integrates seamlessly with LLM agents for data retrieval and processing. - **[Redis](https://github.com/redis/mcp-redis)** - Manage and search data in Redis using natural language queries. It enables interaction with Redis data structures like hashes, lists, sets, and streams for efficient data operations and insights. - **[Ancestry GEDCOM Server](https://github.com/reeeeemo/ancestry-mcp)** - This server enables interaction with GEDCOM files, facilitating genealogical data management and retrieval commonly utilized on Ancestry.com. - **[Redis Cloud API](https://github.com/redis/mcp-redis-cloud)** - Manage Redis Cloud resources through natural language commands, enabling users to create databases, monitor subscriptions, and configure cloud deployments effortlessly. Provides quick access to account details, payment methods, and subscription status. - **[Email sending server](https://github.com/resend/mcp-send-email)** - Send emails directly from LLM applications using Resend's API, facilitating the composition and dispatch of both plain text and HTML emails. Supports scheduling emails, adding CC/BCC recipients, and configuring reply-to addresses. - **[Email sending](https://github.com/resend/mcp-send-email)** - Compose and send emails using Resend's API, allowing integration with LLM applications for seamless email communication. Supports features like scheduling, CC/BCC recipients, and customizable reply-to addresses. - **[Talk with Your Database](https://github.com/rhabraken/mcp-python)** - Interact seamlessly with PostgreSQL, MySQL, MariaDB, and SQLite databases using Claude Desktop. This MCP server facilitates efficient database management and query execution through a unified interface. - **[Mock Data Server](https://github.com/rhitune2/mock-data-mcp)** - Generates and serves mock data for testing and development, facilitating the creation of realistic data sets without manual input. Enables dynamic data generation to enhance application workflows. - **[GitBook](https://github.com/rickysullivan/gitbook-mcp)** - Access GitBook Organizations, Spaces, Collections, and Content through a standardized MCP interface, enabling programmatic operations for documentation workflows. - **[Chatbot SQL Query Backend](https://github.com/rick-noya/mcp-chatbot)** - Generates and executes SQL queries on a Postgres database using OpenAI's GPT models, returning structured JSON responses optimized for chatbot user interfaces. Integrates with frontend applications via a FastAPI REST API, supporting deployment on AWS Lambda or local environments. - **[Notion Knowledge Base Server](https://github.com/rickydata-indexer/notion_mcp_server)** - Provides access to a Notion knowledge base for querying and retrieving detailed answers with references to specific Notion pages, enhancing productivity within the development environment. - **[YouTube to Google Sheets](https://github.com/Rickyyy1116/mcp-youtube-sheets)** - Search YouTube videos and save results to Google Sheets with structured data including video title, URL, channel name, and publish date. - **[Terminal Execution Server](https://github.com/RinardNick/mcp-terminal)** - Execute shell commands securely with controlled access and resource limits, providing robust error handling and output capture. Features include command timeouts and maximum output size limits to ensure command safety and compliance. - **[AGE-MCP-Server](https://github.com/rioriost/homebrew-age-mcp-server)** - Connect applications to a powerful graph database using Apache AGE, enabling relationship and pattern analysis in data. Support for dynamic data manipulation is provided through write operations. - **[Google Calendar Integration](https://github.com/rishipradeep-think41/google-calendar-mcp)** - Manage events, retrieve calendar data, and automate scheduling tasks through Google Calendar. Facilitate seamless interaction with calendar functionalities using a standardized protocol. - **[AWS MCP Server](https://github.com/rishikavikondala/mcp-server-aws)** - A Model Context Protocol server for managing AWS resources, specifically focused on S3 and DynamoDB operations. It automatically logs all interactions for audit purposes. - **[Google Drive Integration Server](https://github.com/rishipradeep-think41/google-drive-mcp)** - Integrate Google Drive functionalities with the Model Context Protocol (MCP) to facilitate file management, content retrieval, and permission handling. Access Google's Drive resources seamlessly from LLM applications through standardized tools. - **[CucumberStudio MCP Server](https://github.com/rizaqpratama/mcp-cucumberstudio)** - Fetch and manipulate data from CucumberStudio, enabling the generation and modification of test scenarios and features using the CucumberStudio API. Provides rich context about projects, scenarios, and resources within CucumberStudio. - **[Omi Memories](https://github.com/Ritesh2351235/Omi-MCP)** - Fetch and manage personal Omi memories through a tool interface, providing personalized insights and accessible memory handling for users within the Omi App. - **[Google Workspace Server](https://github.com/rishipradeep-think41/gsuite-mcp)** - Manage emails and calendar events through a unified interface by interacting with Gmail and Calendar APIs. Automate tasks such as sending emails and scheduling events programmatically. - **[Zoho Books Integration](https://github.com/rishipradeep-think41/zohotools-mcp)** - Seamlessly interact with Zoho Books, facilitating access to data and operations for automation and data retrieval. This integration simplifies the management of financial records and operations in Zoho Books. - **[Documentation Generator](https://github.com/rjadhavJT/docgen-mcp)** - Automates the creation of standardized documentation by extracting information from various source files and applying templates. Integrates with Google Drive and GitHub to enhance documentation processes with AI-generated content and management features. - **[Riza MCP Server](https://github.com/riza-io/riza-mcp)** - Wraps Riza API endpoints as tools for LLM-enabled code execution and management, providing an isolated environment to run code generated by LLMs. - **[Gumroad Server](https://github.com/rmarescu/gumroad-mcp)** - Access and manage product, sales, offer codes, and user data from a Gumroad account through a standardized protocol, enabling AI clients to automate and analyze business operations with natural language commands. - **[SearchAPI Server](https://github.com/RmMargt/searchAPI-mcp)** - Provides standardized access to various search services such as Google Maps, Google Flights, and Google Hotels, enabling efficient retrieval of information through a unified interface. It encapsulates search operations, functioning as a bridge between AI assistants and these services. - **[SVM MCP Server](https://github.com/rkmonarch/svm-mcp)** - Connects Claude AI with the SOON ecosystem to query wallet balances, fetch recent transactions, and check token holdings on SOON's testnet and mainnet. Interfaces with SOON's RPC endpoints for seamless real-time blockchain interactions. - **[SearchAPI Agent](https://github.com/RmMargt/searchapi-mcp-agent)** - Integrates multiple search APIs for maps, flights, hotels, and videos through a standardized interface, enabling complex search operations via natural language queries. Offers multilingual support and customizable filtering options for enhanced search results. - **[CouchDB MCP Server](https://github.com/robertoamoreno/couchdb-mcp-server)** - Manage CouchDB databases and documents through a straightforward interface, facilitating operations like creating, listing, and deleting databases. - **[Snappy Server with Xano Integration](https://github.com/roboulos/remote-mcp-server)** - Remote MCP server integrating with Xano for tool management, session tracking, and OAuth authentication. Supports Streamable HTTP transport protocol for efficient communication and can be deployed on Cloudflare Workers. - **[Azure Cosmos DB Server](https://github.com/robinong79/mcp-cosmos)** - Enables querying of Azure Cosmos DB data using natural language through a conversational interface. Facilitates secure and efficient interactions between AI models and the database by translating user queries into database requests. - **[Xano MCP Server](https://github.com/roboulos/simple-xano-mcp)** - Integrate with Xano databases through a simple API for querying and manipulating database structures and records. Supports local deployment for AI assistants and features comprehensive logging for troubleshooting. - **[Google Sheets Integration Server](https://github.com/rohans2/mcp-google-sheets)** - Securely interact with Google Sheets to create, read, update, and manage spreadsheets through a standardized protocol. Supports operations like listing sheets, updating cells, and sharing spreadsheets using OAuth2 or Service Account authentication methods. - **[Kubectl MCP Tool](https://github.com/rohitg00/kubectl-mcp-server)** - Connect to Kubernetes clusters and manage resources using natural language commands. Enables AI assistants to interact with Kubernetes for efficient cluster management through intelligent command construction. - **[GIS Data Conversion Server](https://github.com/ronantakizawa/gis-dataconversion-mcp)** - Enables conversion between various geographic data formats including WKT, GeoJSON, TopoJSON, KML, and CSV, as well as performing reverse geocoding. Interfaces with GIS libraries to manage geographic data formats and coordinate systems efficiently. - **[MCP Framework](https://github.com/ronangrant/mcp-framework)** - Build Model Context Protocol servers using a TypeScript-first framework that supports automatic discovery of tools and prompts, multiple transports, and various authentication methods. Simplifies server development with a built-in CLI and flexible configuration options. - **[Proxy Provider Converter](https://github.com/Rootless-cmd/proxy-provider-converter)** - Converts Clash subscriptions into Proxy Provider and External Group formats, simplifying proxy management by consolidating proxy servers from multiple subscriptions into a single configuration file. - **[Root Signals Evaluator Server](https://github.com/root-signals/root-signals-mcp)** - Exposes Root Signals evaluators as tools for AI assistants and agents, enabling evaluations based on quality criteria. Facilitates automated feedback to enhance AI response quality through standard and RAG evaluations, supporting network deployment with SSE transport for diverse MCP client integration. - **[Weekly Weather Server](https://github.com/rossshannon/weekly-weather-mcp)** - Provides global weather forecasts and current conditions using the OpenWeatherMap One Call API, offering detailed 8-day forecasts and hourly updates. - **[EdgeOne Pages Deployment Service](https://github.com/ropon/edgeone-pages-mcp)** - Deploys HTML content to EdgeOne Pages and generates publicly accessible URLs for fast delivery through a globally distributed edge network, facilitating seamless integration with EdgeOne Pages Functions and KV storage. - **[Lovable Project](https://github.com/Roustammmmm/Rr)** - Edit and deploy applications using an intuitive platform that supports real-time collaboration. Changes made through the web interface or preferred IDE are automatically reflected in the project repository. - **[Rootly MCP Server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server)** - Integrate with the Rootly API to automate incident management directly within your IDE, enabling rapid resolution of production incidents. Supports MCP-compatible editors for a seamless workflow and enhanced operational efficiency. - **[MiniMax](https://github.com/ropon/MiniMax-MCP)** - Provides text-to-speech, voice cloning, and multimedia generation capabilities through a unified interface. It integrates with MCP clients to facilitate the generation of speech and multimedia content seamlessly. - **[Prompt Tester](https://github.com/rt96-hub/prompt-tester)** - Test and compare prompts across multiple LLM providers, specifically OpenAI and Anthropic. Manage multi-turn conversations, configure various parameters, and evaluate responses to optimize prompt strategies. - **[TaskManager](https://github.com/Rudra-ravi/mcp-taskmanager)** - Manage and execute tasks using a queue-based system, enabling sequential task execution and tracking of completion status. Integrate task management directly with MCP clients for enhanced workflow automation. - **[Google Analytics Server](https://github.com/ruchernchong/mcp-server-google-analytics)** - Access Google Analytics 4 data to retrieve metrics on page views, user tracking, event analysis, and user behavior metrics such as session duration and bounce rate. - **[1Panel MCP Server](https://github.com/ruibaby/1Panel-mcp)** - Automates website deployment to 1Panel servers, creating new websites as needed and uploading static files while adhering to the MCP standard protocol. - **[Deepseek Thinker](https://github.com/ruixingshi/deepseek-thinker-mcp)** - Leverage Deepseek's reasoning capabilities to access structured outputs from its thought processes for enhanced AI interactions. Supports integration with AI clients through both OpenAI API and local Ollama server modes. - **[LlamaCloud](https://github.com/run-llama/mcp-server-llamacloud)** - Connect to multiple managed indexes on LlamaCloud to retrieve information. Each tool corresponds to a specific index and allows for targeted querying through command-line parameters. - **[Runbook MCP Server](https://github.com/runbookai/runbook-mcp-server)** - Runbook MCP Server facilitates the execution of operational runbooks and manual test plans through integration with Claude Desktop. It enables automation of tasks such as deploying services and running integration tests seamlessly. - **[Redmine Assistant](https://github.com/runekaagaard/mcp-redmine)** - Connects Claude to a Redmine instance for project and issue management, enabling browsing of projects, creating and updating issues, handling file attachments, tracking time entries, and updating issue statuses through the Redmine API. - **[RunPod](https://github.com/runpod/runpod-mcp)** - Manage RunPod cloud resources through an MCP-compatible client, enabling operations such as creating, updating, and deleting pods, serverless endpoints, templates, network volumes, and container registry authentications. - **[Azure DevOps Integration](https://github.com/RyanCardin15/AzureDevOps-MCP)** - Manage work items, repositories, boards, and sprints in Azure DevOps through a standardized API. This integration facilitates streamlined development workflows and team collaboration by providing easy access to Azure DevOps functionalities. - **[LanceDB MCP Server](https://github.com/RyanLisse/lancedb_mcp)** - Manage and search vector embeddings efficiently with capabilities for creating vector tables, adding data, and performing similarity searches. Supports the storage of embeddings along with associated metadata. - **[n8n Workflow Automation Server](https://github.com/S17S17/n8n-mcp-server)** - Execute and manage n8n workflows through a standardized JSON-RPC interface, enabling seamless automation tasks. Integrate various tools and data sources by utilizing the capabilities of the n8n workflow automation platform. - **[imthere](https://github.com/sadrove/ciel_public)** - Provides a project template for Flutter application development, offering essential resources and documentation to kickstart building mobile apps. - **[Salesforce Connector](https://github.com/salesforce-mcp/salesforce-mcp)** - Interact with Salesforce data and metadata through natural language commands to gain insights, manage records, and configure the platform. Perform actions like creating, updating, and deleting Salesforce objects and fields, as well as automating tasks. - **[Monday.com MCP Server](https://github.com/sakce/mcp-server-monday)** - Enable interaction with Monday.com boards and items, allowing users to manage boards, create items, and post updates directly within the platform. - **[MCPHub](https://github.com/samanhappy/mcphub)** - MCPHub aggregates and manages multiple Model Context Protocol (MCP) servers through a unified HTTP interface, allowing for real-time status monitoring and configuration on the fly. It supports integration with various tools and implements group-based access control with built-in authentication and role management. - **[Salesforce DX MCP Server](https://github.com/salesforcecli/mcp)** - Official Salesforce DX MCP server enabling secure, natural language-driven interaction with Salesforce orgs through LLMs. Built with enhanced security using TypeScript libraries, encrypted authentication, and granular access control. Supports comprehensive Salesforce development workflows including metadata operations, data management, and org administration. - **[SMTP Email Server](https://github.com/samihalawa/mcp-server-smtp)** - Send and manage emails using multiple SMTP configurations, create and utilize reusable email templates, and perform bulk email sending with comprehensive logging and dynamic content support. - **[MCP Manager](https://github.com/samihalawa/2025-FINAL-mcpMaster)** - Manage multiple MCP servers from a unified interface, enabling seamless tool discovery and real-time communication with AI models. Operates in headless mode for API-first integration, enhancing workflow and server management capabilities. - **[AWS Knowledge Base Retrieval](https://github.com/sammcj/mcp-aws-kb)** - Retrieve context from the AWS Knowledge Base based on specific queries while utilizing retrieval-augmented generation techniques to access structured information. - **[Snyk MCP Server](https://github.com/sammcj/mcp-snyk)** - Enables security scanning for repositories by leveraging Snyk's security functionality. Supports configuration for Snyk API tokens and organization settings. - **[S3 MCP Server](https://github.com/samuraikun/aws-s3-mcp)** - Interact with AWS S3 storage to list buckets, retrieve object contents, and manage S3 data directly from language model applications. - **[Sumo Logic Log Search](https://github.com/samwang0723/mcp-sumologic)** - Search and retrieve logs from Sumo Logic using customized queries within specified time ranges, while supporting error handling and detailed logging. - **[Jira MCP Server](https://github.com/samuelrizzo/jira-mcp-server)** - Integrate with Jira to manage projects and issues, enabling retrieval of project details, creation of issues, and checking of user assignments. - **[Package Version](https://github.com/sammcj/mcp-package-version)** - Provides tools for checking the latest stable package versions across multiple registries, including npm, PyPI, Maven Central, Go Proxy, and others. Enables AI models to recommend up-to-date package versions for various programming languages and tools. - **[Xano MCP Server](https://github.com/SarimSiddd/xano_mcp)** - Interacts with the Xano API to manage database operations, providing tools for secure authentication, workspace management, and table content operations. Supports type-safe API interactions using TypeScript and offers improved error handling with detailed messages. - **[NetSuite Integration Server](https://github.com/asaricorp/mcp-netsuite)** - Integrates with Oracle NetSuite by providing a standardized MCP interface for accessing and manipulating its data and operations. It facilitates automation and data retrieval within AI workflows for better efficiency and functionality. - **[APIKit](https://github.com/scarqin/mcp-apikit)** - Integrates with Eolink OpenAPI to retrieve and manage API specifications within the Windsurf IDE. Facilitates API discovery, testing, and standardized communication through the Model Context Protocol. - **[Votars MCP](https://github.com/scarletlabs-ai/Votars-MCP)** - Integrate advanced AI functionalities for processing complex tasks through robust APIs. Supports voice recording, transcription, and intelligent AI processing for meetings. - **[Tesla MCP Server](https://github.com/scald/tesla-mcp)** - Connects to the Tesla Fleet API to control Tesla vehicles, providing functionality to wake up vehicles, retrieve vehicle information, and access real-time updates and debugging tools. - **[Scrapybara MCP](https://github.com/Scrapybara/scrapybara-mcp)** - Facilitates interaction with virtual Ubuntu desktops, enabling code execution, web browsing, and various actions through an intuitive interface. Supports real-time operations to enhance MCP client capabilities. - **[ScreenshotOne MCP Server](https://github.com/screenshotone/mcp)** - Render website screenshots and obtain them as images to integrate screenshot capabilities into applications. Capture and utilize website visuals effortlessly through a powerful API. - **[Solana Agent Kit](https://github.com/scriptscrypt/solana-mcp)** - Interact with the Solana blockchain, execute transactions, query account information, and manage Solana wallets through a standardized interface for AI agents. - **[飞书MCP服务器](https://github.com/sdd330/feishu-mcp-server)** - Integrate with FeiShu services to access documents, manage chats, and send messages through a unified API. The server emphasizes robust error handling and supports TypeScript for enhanced type safety. - **[Toolhouse](https://github.com/SecretiveShell/MCP-toolhouse)** - Access various tools from the Toolhouse platform, enabling integration and interaction with multiple functionalities and data sources. - **[Dingo MCP Server](https://github.com/seanpjlab/dataeval_dingo)** - Comprehensive data quality evaluation tool that facilitates interaction with rule-based and LLM-based evaluation capabilities. Capabilities include listing of data evaluation rules and prompts. - **[Introduction to GitHub](https://github.com/sebastiancastillorock/skills-introduction-to-github)** - Facilitates learning about GitHub by guiding users through creating branches, managing repositories, and collaboration techniques. Provides a structured learning experience to help navigate GitHub effectively. - **[Google Admin Server](https://github.com/securityfortech/google-admin-mcp)** - Manage Google Workspace users by creating, listing, and modifying user accounts while ensuring secure password management through the Admin Directory API. Perform administrative tasks such as suspending and unsuspending accounts with ease. - **[RapidAPI](https://github.com/SecurFi/RapidAPI_mcp)** - Integrate applications with external APIs while managing and streamlining API access and usage. Facilitates simple implementation of various services and data sources within software projects. - **[All the Tools Server](https://github.com/SecretiveShell/MCP-allthetools)** - Consolidates access to a vast array of tools from the Glama API, offering a variety of functionalities in one location. Intended for testing purposes, this server has a large number of tools but may experience instability. - **[Solana Agent Kit](https://github.com/sendaifun/solana-agent-kit)** - Manage and interact with the Solana blockchain through standardized operations, allowing seamless execution of blockchain actions and configuration with a Solana wallet and RPC URL. - **[OpenSearch MCP Server](https://github.com/seohyunjun/opensearch-mcp-server)** - Interact with your OpenSearch cluster for document search, index analysis, and cluster management using natural language commands. Provides a comprehensive set of tools for simplifying data operations. - **[Solana Agent Kit Server](https://github.com/sendaifun/solana-mcp)** - Interact with the Solana blockchain to execute transactions, query account information, and manage wallets through a standardized interface for AI agents. - **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrate with the Perplexity API to query programming responses and manage chat history. Maintain conversations and list previous chats using a local data storage system. - **[OpenDeepSearch MCP Server](https://github.com/sengokudaikon/opendeepsearch_mcp)** - Interact with OpenDeepSearch's search functionalities through a standardized interface, enabling LLM applications to leverage advanced web search capabilities. Integrates seamlessly with MCP-compatible clients for enhanced search integration. - **[Stata-MCP](https://github.com/SepineTam/stata-mcp)** - Integrate advanced language models into Stata for regression analysis, enhancing data analysis workflows. Currently supports only macOS, with plans for wider compatibility. - **[Code with GitHub Copilot](https://github.com/seoneum/skills-copilot-codespaces-vscode)** - Provides AI-powered autocomplete-style code suggestions in Visual Studio Code and Codespaces, enhancing coding speed and efficiency with real-time assistance for lines and functions. - **[CloudWatch Logs](https://github.com/serkanh/cloudwatch-logs-mcp)** - Access and analyze AWS CloudWatch logs by listing log groups and retrieving log entries directly through an AI interface. Streamline log management and enhance monitoring capabilities. - **[Screenshot Server](https://github.com/sethbang/mcp-screenshot-server)** - Captures screenshots of web pages and local HTML files using Puppeteer while allowing for configurable viewport dimensions and full page screenshot support. - **[GraphQL API Service](https://github.com/setyolegowo/mcp-server-graphql)** - Provides a flexible and efficient interface for querying and manipulating MCP data through a GraphQL API, enabling seamless data integration and interaction with MCP services. - **[SettleMint SDK](https://github.com/settlemint/sdk)** - Integrates blockchain functionality into applications, providing tools and libraries to interact with the SettleMint platform's features and services. - **[ArgoCD MCP Server](https://github.com/severity1/argocd-mcp)** - Manage ArgoCD applications and resources through natural language interactions, integrating directly with the ArgoCD API for application creation, updates, synchronization, and user information retrieval. - **[Powertools Search Server](https://github.com/aws-powertools/powertools-mcp)** - Provides efficient search capabilities for AWS Lambda Powertools documentation across various runtimes, enabling rapid querying and retrieval of relevant documentation content. Supports version-specific searches to ensure results are current with the latest documentation available. - **[Terraform Cloud Integration](https://github.com/severity1/terraform-cloud-mcp)** - Manage Terraform infrastructure through natural conversation by interacting with the Terraform Cloud API. Create, update, and manage workspaces and runs while validating tokens and retrieving user information. - **[Kali Linux Penetration Testing MCP Server](https://github.com/sfz009900/kalilinuxmcp)** - A Kali Linux environment tailored for penetration testing, enabling the execution of various security tools with a focus on command-based interactions. Simplifies security assessments through seamless integration of tools like Burp Suite and Metasploit, allowing direct execution without full command line interaction. - **[Medusa MCP Server](https://github.com/SGFGOV/medusa-mcp)** - Manage and interact with Medusa's data models through a scalable backend. Supports real-time service orchestration and standardized communication with external tools and systems. - **[Apple Calendars](https://github.com/shadowfax92/apple-calendar-mcp)** - Interact with Apple Calendars by accessing, creating, updating, and deleting calendar events through a standardized interface on macOS. - **[SSH Server](https://github.com/shaike1/mcp-server-ssh)** - Enable secure remote command execution and file operations through the SSH protocol, supporting both password and key-based authentication with detailed logging and progress tracking for file transfers. - **[Vertex AI Server](https://github.com/shariqriazz/vertex-ai-mcp-server)** - Provides seamless access to Google Cloud's Vertex AI Gemini models for coding assistance and general query answering, with enhanced query responses grounded in web search and direct knowledge. - **[Postman Runner](https://github.com/shannonlal/mcp-postman)** - Executes API tests by running Postman collections with detailed results using Newman. Provides support for environment files and global variables, along with a summary of test outcomes. - **[CityGML Server](https://github.com/shark-gill/citygml_mcp_server)** - Access and manipulate CityGML data with a robust implementation utilizing the Model Context Protocol, enabling seamless data interactions through various resources and tools. - **[HubSpot MCP Server](https://github.com/SheffieldP/hubspot_mcp)** - Integrate with HubSpot CRM to access and manage contacts, companies, and engagements through a standardized interface. Utilize real-time HubSpot data to enhance application workflows. - **[Kubernetes MCP Server](https://github.com/Shengwenhao-manbo/k8s-mcp)** - Manage and interact with Kubernetes clusters via a standardized Model Context Protocol interface, facilitating Kubernetes operations within LLM workflows. Supports SSE transport for real-time updates and simplifies resource handling. - **[Kubernetes MCP Server](https://github.com/Shengwenhao-manbo/k8s-mcp)** - Manage and interact with Kubernetes clusters through a Model Context Protocol server utilizing SSE transport for API calls. Simplifies Kubernetes operations integration into LLM applications with secure management capabilities. - **[Kubernetes Model Context Protocol Server](https://github.com/Shengwenhao-manbo/k8s-mcp)** - Integrates Large Language Models with Kubernetes by providing access to cluster resources, tools, and prompts through a standardized protocol. Facilitates real-time interaction and automation in managing Kubernetes cluster operations and data. - **[Weather](https://github.com/Shengwenhao-manbo/weather)** - Provide weather information through an MCP server interface, enabling queries for weather data within LLM applications. Supports integration of real-time weather context to enhance responses and decision-making. - **[Weather](https://github.com/Shengwenhao-manbo/weather)** - Provides weather information through an MCP server interface to enable agents to query current weather data and receive real-time updates. - **[DatoCMS Example Blog](https://github.com/ShinichiKudo-FE/datocms-react-apollo)** - Set up a blog using DatoCMS with a pre-configured schema and data, enabling dynamic content management with a React front end and GraphQL API integration. - **[Gmail MCP](https://github.com/shinzo-labs/gmail-mcp)** - Manage emails through a wide range of tools for drafting, sending, retrieving, and organizing messages with complete Gmail API coverage, including label and thread management. - **[Heimdall](https://github.com/shinzo-labs/heimdall)** - Manage local MCP Servers and authorize specific tools across MCP clients. Provides a lightweight service for configuring and maintaining MCP server settings. - **[ORAS Server](https://github.com/shizhMSFT/oras-mcp)** - Provides detailed information about container images and their signatures from registries using the ORAS CLI, enabling users to query image platforms, tags, and signature types for effective management of container artifacts. - **[HubSpot MCP](https://github.com/shinzo-labs/hubspot-mcp)** - Access and manage CRM data through the HubSpot API, offering functionalities for handling Contacts, Companies, and their Associations. Supports complete coverage of standard CRM objects and advanced association management. - **[OpenSearch MCP Server](https://github.com/showjason/opensearch-mcp-server)** - Manage and interact with an OpenSearch cluster by utilizing tools for index management, cluster health monitoring, and document searching. Streamline the management of indices and clusters while seamlessly integrating into applications. - **[Hugging Face MCP Server](https://github.com/shreyaskarnik/huggingface-mcp-server)** - Provides read-only access to Hugging Face Hub APIs, enabling interaction with models, datasets, papers, and other resources using a custom `hf://` URI scheme. - **[Email Server](https://github.com/Shy2593666979/mcp-server-email)** - Compose and send emails with support for multiple recipients and attachments. The server also allows for searching files within specified directories using pattern matching, ensuring secure email transmission via SMTP. - **[Figma API Server](https://github.com/sichang824/mcp-figma)** - Interact with the Figma API through a WebSocket server to facilitate communication for Figma plugins and widget development. Offers tools for rich operation and integrates external services seamlessly. - **[SSE-based Server and Client](https://github.com/sidharthrajaram/mcp-sse)** - Demonstrates a working pattern for SSE-based AI model servers and clients, enabling connection to tools for tasks such as weather forecasting and alerts. Utilizes Server-Sent Events (SSE) for real-time communication between clients and server tools. - **[Apple Notes MCP Server](https://github.com/Siddhant-K-code/mcp-apple-notes)** - Interact with Apple Notes using natural language to create, search, and retrieve notes. Seamlessly integrates with iCloud for easy access to note content. - **[Shopify Dev MCP Server](https://github.com/Shopify/dev-mcp)** - Interact with Shopify APIs, search documentation, and access the Shopify Admin GraphQL schema. Provides tailored prompts for efficient GraphQL operations during development. - **[Dufs](https://github.com/sigoden/dufs)** - A utility file server that simplifies file management tasks by providing functionalities for uploading, downloading, and controlling access to files. It also supports static file serving, resumable uploads, and WebDAV integration. - **[Worldpay Payment MCP Server](https://github.com/simonwfarrow/worldpay-mcp)** - Integrate Worldpay payment processing into applications, enabling the generation of customized checkout forms and secure handling of payment data queries. Supports both stdio and SSE transport methods for communication with AI models. - **[mcp-k8s](https://github.com/silenceper/mcp-k8s)** - Enables interaction with Kubernetes clusters through MCP tools, facilitating the integration and management of model deployments and resources within Kubernetes environments. - **[SingleStore MCP Server](https://github.com/singlestore-labs/mcp-server-singlestore)** - Integrate natural language processing with SingleStore to manage data and execute SQL queries via a user-friendly interface. It simplifies workflows by providing seamless access to database resources. - **[Shioaji Trading API Server](https://github.com/Sinotrade/mcp-server-shioaji)** - Access real-time stock prices, historical trading data, and perform stock scanning for the Taiwanese financial market through the Shioaji trading API. - **[Apple Notes Server](https://github.com/sirmews/apple-notes-mcp)** - Access and manage a local Apple Notes database, enabling search and retrieval of note content directly within Claude Desktop. Allows users to read all notes and perform specific searches. - **[Storm MCP Server](https://github.com/sionic-ai/serverless-rag-mcp-server)** - Integrates LLM applications with RAG data sources and tools, enabling the creation of customized RAG solutions via powerful embedding models and vector databases. Facilitates interaction between LLMs and data sources through a standardized protocol. - **[Remote Server](https://github.com/sirmews/mcp-remote-server)** - Acts as a bridge between MCP clients and remote APIs, dynamically loading its capabilities from a remote configuration to facilitate communication with various tools and resources. - **[Pinecone MCP Server](https://github.com/sirmews/mcp-pinecone)** - Read and write to a Pinecone index from a compatible MCP client like Claude Desktop, facilitating data interaction and retrieval. - **[MCP Server with Cloudflare Workers](https://github.com/sivakumarl/my-mcp-worker)** - Facilitates seamless interactions between AI assistants and APIs by using Cloudflare Workers to build and deploy scalable MCP servers. Provides a powerful solution to enhance AI capabilities while ensuring ease of integration and security. - **[Autumn MCP Server](https://github.com/SirTenzin/autumn-mcp-server)** - Access the Autumn pricing API for managing customer accounts, entitlements, and invoices with a straightforward interface. Generate billing portal links to enhance customer interactions and simplify billing workflows. - **[Notion Integration Server](https://github.com/Sjotie/notionMCP)** - Connect AI assistants to Notion workspaces for interacting with databases, pages, and blocks to streamline content management and retrieval. - **[LLM Bridge](https://github.com/sjquant/llm-bridge-mcp)** - Provides a standardized interface for interacting with multiple large language models, allowing for easy switching between model providers and customizable interaction parameters. Supports usage tracking and metrics for integrated models. - **[Uber Eats MCP Server](https://github.com/skudskud/test-repo-mcp)** - Integrate and connect LLM applications with various APIs and services to leverage real-world data and tools. Provides a framework for building applications that utilize external resources effectively. - **[Serverless MariaDB MySQL MCP Server ](https://github.com/skysqlinc/skysql-mcp)** - Manage serverless MySQL database instances and interact with AI-powered database agents. Execute SQL queries, handle database credentials, and monitor services effectively. - **[SkySQL MCP Server](https://github.com/skysqlinc/skysql-mcp)** - Manages SkySQL (MySQL/MariaDB) database instances, executes SQL queries, and interacts with AI-powered database agents. Provides features for managing credentials and monitoring database services. - **[Skyvern](https://github.com/Skyvern-AI/skyvern)** - Connect AI applications to the browser to automate tasks such as filling out forms, downloading files, and conducting web research. Supports both local setup with a preferred LLM and cloud functionality through an API. - **[ru-heritage](https://github.com/slamdunkasaur/ru-heritage)** - Downloads digitised books from e-heritage.ru and converts them into PDF format, facilitating easier access to digital heritage content. - **[Salesforce](https://github.com/smn2gnt/MCP-Salesforce)** - Interact with Salesforce using SOQL and SOSL queries for data retrieval and manipulation, including CRUD operations on records and metadata access for Salesforce objects. - **[Modal MCP Server](https://github.com/smehmood/modal-mcp-server)** - Interact with Modal volumes and deploy applications within a local development environment, managing files and directories efficiently. - **[S3 Tools](https://github.com/sofianhamiti/mcp-server-s3)** - Interact with AWS S3 buckets to list, manage, and perform operations on them through the Model Context Protocol. Provides tools for accessing and manipulating S3 bucket data seamlessly. - **[Sourcebot Code Search Server](https://github.com/sourcebot-dev/sourcebot)** - Enables regex-based code search across multiple code hosts such as GitHub, GitLab, and BitBucket to retrieve relevant code snippets and repository information. Provides LLM agents with enhanced context for improved reasoning and response quality without requiring local repository checkouts. - **[Telegram MCP server](https://github.com/sparfenyuk/mcp-telegram)** - Connects AI assistants to Telegram, providing tools to access and manage chats and messages. Enables functionalities like summarizing unread messages and automating interactions. - **[Microsoft 365 Integration Server](https://github.com/Softeria/ms-365-mcp-server)** - Enables interaction with Microsoft 365 services through the Graph API, allowing management of Excel files, calendar events, emails, and OneDrive files securely using the Microsoft Authentication Library. - **[Space Frontiers MCP Server](https://github.com/SpaceFrontiers/mcp)** - Interact with Space Frontiers data sources through a simple API for keyword and semantic searches across various databases. Enables seamless access to rich space-related information to enhance language model capabilities. - **[Jina.ai Grounding](https://github.com/spences10/mcp-jinaai-grounding)** - Integrates Jina.ai's Grounding API with language models to provide real-time web content for enhancing responses. It offers efficient web content grounding capabilities optimized for generating factual information in LLM outputs. - **[JinaAI Search](https://github.com/spences10/mcp-jinaai-search)** - Integrates Jina.ai's Search API with language models for efficient web search capabilities, optimized for retrieving clean and relevant content. Provides advanced search functionality for accessing comprehensive web information. - **[Createve.AI Nexus](https://github.com/spgoodman/createveai-nexus-server)** - Integrates AI agents with enterprise systems to access real-time data and business applications through a secure and scalable framework. Facilitates dynamic discovery and deployment of AI capabilities within organizations. - **[microCMS Search Server](https://github.com/SpringMT/microcms-mcp-server)** - Search and retrieve content from microCMS using the MCP protocol, facilitating efficient content management and access for applications using LLM clients. It supports specific content retrieval through the microCMS API. - **[Kayzen Analytics Server](https://github.com/springwq/kayzen-mcp)** - Interacts with Kayzen advertising campaign data through a standardized interface, facilitating data analysis and report management. It includes automated authentication, comprehensive error handling, and supports TypeScript with environment-based configuration. - **[Spheron Network Plugin](https://github.com/spheronFdn/spheron-mcp-plugin)** - Integrate with the Spheron Protocol SDK for deploying and managing compute resources within a cloud environment. This server facilitates wallet balance checks, retrieval of deployment URLs, and detailed lease information, streamlining cloud compute workflows. - **[Architect](https://github.com/squirrelogic/mcp-architect)** - Provides specialized architectural expertise through a suite of agents covering various architectural domains and offers resources like design templates and best practices. - **[Square API Server](https://github.com/square/square-mcp-server)** - Facilitates integration with Square's API ecosystem, providing access to payment, order, customer, and inventory management services. Enables AI assistants to discover services, understand parameter requirements, and execute API operations efficiently. - **[Model Context Protocol Servers](https://github.com/sries74/MCP)** - Integrate AI agents with various tools and data sources securely and efficiently. The server provides controlled access to external resources, enabling interaction with Large Language Models through reference implementations and SDKs. - **[Microsoft Dynamics 365 Server](https://github.com/srikanth-paladugula/mcp-dynamics365-server)** - Interact with Microsoft Dynamics 365 to manage user information, accounts, and opportunities. Perform operations like creating and updating accounts directly through a standardized protocol. - **[Microsoft Dynamics 365 MCP Server](https://github.com/srikanth-paladugula/mcp-dynamics365-server)** - Interact with Microsoft Dynamics 365 to retrieve and manage user information, accounts, and opportunities. Perform data operations such as creating and updating accounts directly from your interface. - **[Vercel API Integration](https://github.com/ssdavidai/vercel-api-mcp-fork)** - Connect to the Vercel API to manage deployments, DNS records, domains, and environment variables seamlessly. Streamline your workflow by automating interactions with Vercel, enhancing your development efficiency. Utilize powerful tools to retrieve, create, and manage your Vercel resources effortlessly. - **[Logging Query Server](https://github.com/srtux/mcp)** - Enables natural language queries for Google Cloud logs by converting user queries into Google Cloud Logging Query Language (LQL) and retrieving relevant log entries. Provides a REST API for integration and can be deployed on Google Cloud Run or GKE. - **[Inbox Note Sender](https://github.com/sseaan/mcp-server-inbox)** - Send notes to an Inbox API endpoint using a configured user token, supporting notes up to 3000 characters. Integrate seamlessly into MCP-enabled environments to enhance note-taking workflows. - **[Remote MCP Client](https://github.com/ssut/Remote-MCP)** - A package enabling bidirectional communication and centralized management of model contexts between local and remote MCP implementations. It supports type-safe remote interactions for AI models and data sources. - **[Remote MCP Server](https://github.com/ssut/Remote-MCP)** - Remote MCP Server facilitates remote access and centralized management of model contexts through a type-safe, bidirectional communication protocol. It supports the connection between AI models and various tools or data sources. - **[MCP-Atlassian](https://github.com/sooperset/mcp-atlassian)** - Access Atlassian products such as Confluence and Jira, facilitating interactions with content management and project tracking functionalities. Supports both Cloud and Server/Data Center deployments for seamless integration. - **[ToolHive](https://github.com/stacklok/toolhive)** - Facilitates the deployment and management of MCP servers through a lightweight utility, ensuring secure operations and consistency. Supports Docker container deployment with features like secrets management and enterprise-level authorization. - **[Azure DevOps Server](https://github.com/stefanskiasan/azure-devops-mcp-server)** - Integrate with Azure DevOps services to access work items, repositories, and pull requests, enabling streamlined project management and collaboration. Provides functionalities for retrieving and managing Azure DevOps resources efficiently. - **[StarRocks MCP Server](https://github.com/StarRocks/mcp-server-starrocks)** - Connects AI assistants to StarRocks databases for executing SQL queries and exploring database schemas with ease. Provides capabilities for data visualization and detailed data overview retrieval without complex setups. - **[Supabase MCP Server](https://github.com/stefanraath3/mcp-supabase)** - Connects to a Supabase PostgreSQL database, exposing table schemas as resources and enabling data analysis through read-only SQL query tools and predefined prompts. - **[Nasdaq Data Link MCP](https://github.com/stefanoamorelli/nasdaq-data-link-mcp)** - Access and explore extensive financial and economic datasets from Nasdaq Data Link using natural language queries. Provides real-time financial insights and data analysis capabilities through AI model integration. - **[WordPress Server](https://github.com/stefans71/wordpress-mcp-server)** - Interact with WordPress sites to manage content via the WordPress REST API, enabling the creation, retrieval, and updating of posts using JSON-RPC 2.0 protocol. - **[create-mcp-ts](https://github.com/stephencme/create-mcp-ts)** - Create MCP servers in TypeScript with zero build configuration, facilitating integration with various clients like Cursor, Windsurf, and Claude Desktop. Streamlines the development and publishing process of MCP servers with a straightforward setup and no vendor lock-in. - **[OceanBase MCP Server](https://github.com/StevenFengLi/mcp-oceanbase)** - Facilitate secure interaction with OceanBase databases via a Model Context Protocol server, enabling listing of tables, reading data, and executing SQL queries in a structured manner. - **[MCP Server Starter](https://github.com/StevenStavrakis/mcp-starter-template)** - A production-ready template designed for building Model Context Protocol (MCP) servers using TypeScript. It includes tools for fast testing and development, automated version management, and a maintainable project structure. - **[BloodHound](https://github.com/stevenyu113228/BloodHound-MCP)** - Enables natural language queries to analyze Active Directory and Azure Active Directory environments, allowing users to retrieve insights through conversational commands. Leverages Large Language Models to simplify complex query executions without writing Cypher queries manually. - **[Tavily MCP Server](https://github.com/StevenFengLi/tavily-mcp)** - Real-time web search and intelligent data extraction through advanced filtering and domain-specific capabilities. Seamlessly integrates up-to-date web information into AI workflows, enhancing data access and content extraction tasks. - **[Trino MCP Server](https://github.com/stinkgen/trino_mcp)** - Provides structured access to Trino's distributed SQL query engine, enabling AI models to query and analyze data efficiently. Supports API initialization through Docker and Python, allowing integration with large language models for data insights. - **[Storacha Storage Server](https://github.com/storacha/mcp-storage-server)** - Facilitates secure storage and retrieval of files using decentralized storage via IPFS and CIDs. Enables verifiable data exchange and integration with AI frameworks, offering free storage options to users. - **[MCP K8S Go](https://github.com/strowk/mcp-k8s-go)** - Connects to Kubernetes for managing contexts, pods, events, and services, and facilitates fetching pod logs across specified namespaces. - **[PostgreSQL Model Context Protocol Server](https://github.com/stuzero/pg-mcp)** - Connect to and query PostgreSQL databases, enabling schema discovery, query analysis, and contextual extensions for enhanced AI interactions. Facilitates seamless database integration through a robust API. - **[Notion Server](https://github.com/suekou/mcp-notion-server)** - Interact with Notion workspaces via the Notion API, enabling data retrieval and content management. Employs Markdown conversion to optimize token usage during communication with language models. - **[Docker Image Proxy](https://github.com/sundry1718/CF-Workers-docker.io)** - A proxy tool that enhances access to Docker official image repositories by routing requests through Cloudflare Workers, addressing access restrictions and improving download speeds for Docker images. - **[fclones](https://github.com/sunjoonkim/fclones)** - Efficiently find and remove duplicate files using a command line utility with advanced filtering and flexible removal options. It integrates with Unix tools and produces JSON output for easy use and inspection before deletion. - **[SourceSage](https://github.com/Sunwood-ai-labs/source-sage-mcp-server)** - Visualizes project directory structures in markdown format and automatically documents file contents, providing a clear overview of projects with advanced customization options. - **[Supavec Server](https://github.com/supavec/mcp-server)** - Fetches relevant content and embeddings from Supavec to enhance applications. Can be integrated with Claude for Desktop or run standalone for data retrieval capabilities. - **[Supavec](https://github.com/supavec/mcp-server)** - Fetch relevant content and embeddings from Supavec, enhancing applications with powerful data retrieval capabilities. Integrates with Claude for Desktop or operates standalone using the Supavec API. - **[Luma MCP Server](https://github.com/Sunwood-ai-labs/luma-mcp-server)** - Provides an API for video generation using Luma AI, enabling the creation of videos from text and images, as well as enhancing and interpolating existing videos. - **[Superface Server](https://github.com/superfaceai/mcp)** - Facilitates integration of Superface tools with AI agents using the Model Context Protocol, providing access to various external APIs and services. Configurable for local or Docker use with an API key from the Superface dashboard. - **[OpenAI GPT Image Server](https://github.com/SureScaleAI/openai-gpt-image-mcp)** - Generate and edit images using the latest OpenAI GPT-4o and gpt-image-1 models with advanced prompt control. Outputs can be saved to disk or received in base64 format for integration with MCP-compatible clients. - **[Stripe Agent Toolkit](https://github.com/stripe/agent-toolkit)** - Integrate with Stripe APIs using function calling to manage customers and products, as well as facilitate interactions with various Stripe services. - **[MCP Crash Course Server](https://github.com/suryanshp1/mcpcrashcourse)** - A demo server that showcases the capabilities of the MCP Python SDK, enabling users to run and test MCP servers locally and integrate with clients like Claude Desktop and Cursor. It provides practical examples and tools for learning and experimenting with MCP functionality. - **[MySQL MCP Server](https://github.com/sussa3007/mysql-mcp)** - Connect and interact with MySQL databases, execute SQL queries, manage database connections, and retrieve data directly through AI models. - **[Redash Integration Server](https://github.com/suthio/redash-mcp)** - Facilitates data interaction with Redash by connecting AI assistants to execute queries, manage dashboards, and retrieve insights via the Redash API. - **[一键快速搭建集成环境](https://github.com/surest-sky/docker-compose-baota)** - A server for quickly setting up and deploying integrated environments using Docker and Docker Compose. It simplifies the development process by allowing users to easily start and manage containers with simple commands. - **[Docker MCP Server](https://github.com/suvarchal/docker-mcp)** - Interact with Docker to manage containers and images through simple commands. Perform operations like listing, running, stopping, and removing containers, as well as pulling images from registries. - **[Supabase MCP Server](https://github.com/supabase-community/supabase-mcp)** - Connect Supabase projects with AI assistants for managing tables, fetching configurations, and querying data efficiently. Enables seamless integration of AI capabilities directly into application workflows. - **[WeatherAPI Server](https://github.com/swonixs/weatherapi-mcp)** - Fetches real-time weather data and air quality information for any city, allowing integration with various MCP clients to provide up-to-date environmental insights. - **[CockroachDB MCP Server](https://github.com/Swayingleaves/cockroachdb-mcp-server)** - Connects directly to a CockroachDB database to execute SQL queries and retrieve table structures, while managing connections for stability and providing detailed logging for troubleshooting. - **[PostgreSQL Full Access Server](https://github.com/syahiidkamil/mcp-postgres-full-access)** - Interact with PostgreSQL databases by performing safe read and write operations with enhanced schema metadata and transaction management. Leverage the advanced capabilities of PostgreSQL while maintaining strict safety controls. - **[Filesystem](https://github.com/sylphxltd/filesystem-mcp)** - Provides secure access to project files with capabilities for performing batch operations on files and directories. Facilitates efficient workflow management with a comprehensive set of filesystem tools. - **[MCP Server Semgrep](https://github.com/Szowesgad/mcp-server-semgrep)** - Integrates static code analysis and security vulnerability detection into development workflows, improving code quality and maintainability through an AI-assisted conversational interface. - **[Holaspirit](https://github.com/syucream/holaspirit-mcp-server)** - Access Holaspirit data through a standardized API interface, enabling interaction with organizational data. Provides tools for retrieving and managing information related to Holaspirit's functionalities. - **[Weather Server](https://github.com/szypetike/weather-mcp-server)** - Retrieve real-time weather information including temperature, humidity, and wind conditions for cities worldwide, with an option to fallback on mock data if the API request fails. - **[AWS PostgreSQL Query Server](https://github.com/T1nker-1220/aws-postgress-mcp-server)** - Provides secure, read-only SQL query access to an AWS PostgreSQL database through an MCP interface. Facilitates retrieving data safely while preventing modifications to the database. - **[Lightdash MCP Server](https://github.com/syucream/lightdash-mcp-server)** - Access Lightdash data through a standardized MCP interface, facilitating interaction with Lightdash's API for AI assistants. - **[SQL MCP Server](https://github.com/t3ta/sql-mcp-server)** - Enables interaction with PostgreSQL databases through secure SSH tunnels, facilitating efficient querying and maintaining data integrity. Designed for local, containerized, or AI-driven applications with support for AWS RDS in read-only mode. - **[ClickUp MCP Server](https://github.com/taazkareem/clickup-mcp-server)** - Integrate and manage ClickUp tasks, spaces, lists, and folders through a standard protocol for AI applications. Supports complete time tracking functionalities. - **[SSH Rails Runner](https://github.com/tadasant/mcp-server-ssh-rails-runner)** - Enables secure remote execution of Rails console commands over SSH, facilitating read-only operations and controlled database mutations in a deployed Rails environment. - **[Stability AI](https://github.com/tadasant/mcp-server-stability-ai)** - Provides functionality for generating, editing, and upscaling images through Stability AI's API. - **[FastAPI-MCP](https://github.com/tadata-org/fastapi_mcp)** - Exposes FastAPI endpoints as tools for integration with AI models, facilitating real-time data access and action execution. Provides automatic discovery of API endpoints with support for authentication. - **[Notion ReadOnly Server](https://github.com/Taewoong1378/notion-readonly-mcp-server)** - Provides read-only access to Notion content, enabling retrieval of pages, blocks, databases, comments, and properties with optimized performance. Focuses on minimizing API calls and supports parallel processing for efficient data acquisition. - **[OpsNow Cost Server Test](https://github.com/taejulee/opsnow-mcp-cost-server-no-server-test)** - Provides real-time cost data from OpsNow to MCP clients using the MCP protocol, facilitating efficient communication and access to asset and cost information. - **[OpsNow Cost MCP Server](https://github.com/taejulee/opsnow-mcp-cost-server-no-server)** - Provides cost exploration capabilities by supplying OpsNow's cost data in MCP format to compatible clients. Facilitates efficient communication between MCP clients and OpsNow resources for real-time cost data access. - **[OpsNow Asset Server](https://github.com/taejulee/opsnow-mcp-asset-server-no-server)** - Provides asset exploration capabilities through the Model Context Protocol (MCP), integrating with OpsNow's resource data for real-time asset information retrieval. - **[File Manager](https://github.com/taha-ghadirian/FileManagerMcp)** - Manage remote FTP files and directories through an intuitive interface, allowing users to upload, download, delete, and organize files recursively. - **[K8s Interactive](https://github.com/TaichiHo/k8s-interactive-mcp)** - Run Kubernetes commands using a specified kubeconfig path and provide interpretations of those commands. This server supports custom kubeconfig paths, automatic kubectl installation checks, and includes error handling features. - **[Linode MCP Server](https://github.com/takashito/linode-mcp-server)** - Manage Linode cloud services such as instances, volumes, and domains through natural language interactions. Integrate seamlessly with AI assistants to enhance cloud management capabilities. - **[BigQuery MCP Server](https://github.com/takuya0206/bigquery-mcp-server)** - Access Google BigQuery datasets and execute SQL queries using a simple interface that incorporates Large Language Models. The server manages authentication, handles connection settings, and provides tools for querying and listing datasets and tables. - **[Google Calendar Integration](https://github.com/takumi0706/google-calendar-mcp)** - Integrate with Google Calendar to manage events using natural language commands, enabling the creation, updating, and deletion of calendar events. Supports recurring events through designated parameters for enhanced scheduling flexibility. - **[URL Shortener MCP](https://github.com/Talismanic/cleanuri-url-shortener-mcp)** - Shortens any given URL using the CleanURI API, providing reliable URL shortening with integrated error handling and response validation. - **[TriliumNext Notes Server](https://github.com/tan-yong-sheng/triliumnext-mcp)** - Interact with Trilium Notes to manage notes via searching, creating, updating, and deleting functionalities directly through applications. - **[AutoGen](https://github.com/tan-wen-yuan/autogen)** - Create multi-agent AI applications that can collaborate with humans and operate autonomously. Provides a framework and tools for building and prototyping workflows without coding. - **[uuid-mcp](https://github.com/tanker327/uuid-mcp)** - Provides timestamp-based UUIDs using UUID v7 whenever requested, facilitating unique identifier generation for applications. - **[Futarchy Protocol Server](https://github.com/TanmayDhobale/FutarchyMCPServer)** - Seamless interaction with the Futarchy protocol on Solana, facilitating queries about DAOs and proposals, and enabling the creation of new proposals. It simplifies the retrieval of decentralized governance data and proposal management for users and developers. - **[Agentic](https://github.com/tarulahsan/Agentic)** - Integrates AI models with external data and tools to enhance user interactions and decision-making by providing real-time context integration. - **[TapData Server](https://github.com/tapdata/mcp-tap-server)** - Access and manage database connections and schemas. Execute CRUD operations and inspect tables directly from LLMs for enhanced data interaction. - **[MCP GitHub Projects](https://github.com/taylor-lindores-reeves/mcp-github-projects)** - Connect and manage Agile Sprint-based projects using GitHub Projects, integrating with GitHub's GraphQL Projects v2 API to create and manage related tasks and issues. Streamline workflows by automating interactions with GitHub repositories and ensuring type safety through TypeScript implementation. - **[mcp-server-gitlab](https://github.com/tay3223/mcp-server-gitlab)** - Connects to private GitLab instances and provides an API layer for accessing projects, files, commits, and merge requests, thereby streamlining development workflows. - **[MCP Proxy Server](https://github.com/TBXark/mcp-proxy)** - Aggregates multiple MCP resource servers through a single HTTP endpoint, enabling unified access to various MCP clients. Supports real-time updates with SSE and offers flexible configuration options for different client types. - **[Web3 Function Plugin Server](https://github.com/tdergouzi/mcp-server-web3)** - Integrates web3 functionalities to facilitate access to blockchain capabilities and decentralized data through a standardized interface. Provides tools and resources for enhancing applications with web3 capabilities. - **[Tecton Server](https://github.com/tecton-ai/tecton-mcp)** - Manage Tecton clusters and feature stores, execute Tecton CLI commands, and retrieve detailed configurations. Streamline data operations and enhance productivity with integrated tools. - **[Dify MCP Server](https://github.com/teddylee777/dify-mcp-server)** - Integrate and invoke Dify workflows within applications using the Model Context Protocol, providing real-time data and action capabilities. Supports seamless communication with various Dify tools through a simple configuration setup. - **[Documentation Server](https://github.com/teddylee777/mcpdoc)** - Provides a user-defined list of llms.txt files and a tool to fetch and read URLs within those files, facilitating the auditing of tool calls and the context returned during LLM interactions. Integrates with various IDEs and applications to enhance the development experience. - **[Quick-start Auto MCP](https://github.com/teddynote-lab/mcp-usecase)** - Enables rapid integration of Anthropic's Model Context Protocol (MCP) into Claude Desktop and Cursor with easy setup and continuous updates to various tools, including document search and real-time web search. - **[XRPL MCP Service](https://github.com/tedlikeskix/xrpl-mcp-service)** - Provides access to the XRP Ledger through standardized endpoints, facilitating interactions with account information, balances, transaction history, and more. The server supports querying decentralized exchange data, including order books and market prices. - **[Your Friendly Task Completion Notifier](https://github.com/teddyzxcv/ntfy-mcp)** - Integrates with the Model Context Protocol to send notifications via ntfy about task completions performed by an AI assistant, helping users stay informed while they multitask. Maintains an efficient workflow by allowing users to receive updates without interruptions. - **[IP Geolocation Server](https://github.com/tedlikeskix/mcp-ip-geolocator)** - Provides detailed geolocation information for any IP address, including network data, ISP, and timezone details. No API key or registration is required for access. - **[Developer MCP Server](https://github.com/tejpalvirk/contextmanager)** - Manages software development context by tracking project structure, dependencies, and progress across sessions, enabling continuity in development efforts through a knowledge graph. - **[Contentful Integration Server](https://github.com/tejedamiguel6/MCP-server-Contenful)** - Fetch and manage content from a Contentful CMS, enabling AI models to retrieve content types and entries directly from a Contentful space. Provides structured responses for streamlined integration with AI assistants. - **[Tencent Cloud COS Server](https://github.com/Tencent/cos-mcp)** - Integrate large language models with Tencent Cloud Object Storage (COS) and Data Insight (CI), enabling file management, automated cloud data handling, and various image and video processing tasks. Supports natural language-based metadata search and efficient backup workflows. - **[EdgeOne Pages](https://github.com/TencentEdgeOne/edgeone-pages-mcp)** - Deploy HTML content and static files to EdgeOne Pages, generating publicly accessible URLs for content delivery. Supports serverless edge functions for improved web performance. - **[Tembo Cloud API](https://github.com/tembo-io/mcp-server-tembo)** - Integrates with the Tembo Cloud platform to provide a standardized API interface for accessing cloud functionalities. Facilitates interaction with the various services offered by Tembo Cloud. - **[EdgeOne Geo Location Service](https://github.com/TencentEdgeOne/mcp-geo)** - Provides real-time geolocation data integration with AI models, enabling contextual understanding based on user locations. Facilitates the retrieval and use of geolocation information in language model workflows through the Model Context Protocol. - **[Teradata MCP Server](https://github.com/Teradata/teradata-mcp-server)** - Enables integration with Teradata databases, facilitating execution of SQL queries, database management, and interactive exploration of database objects. Supports standard input/output and server-sent events for communication with AI agents and tools. - **[Smartsheet MCP Server](https://github.com/terilios/smartsheet-server)** - Facilitates integration with Smartsheet for automated document operations and enhances healthcare analytics through AI-driven insights. Supports intelligent document management and analysis aligned with compliance and data integrity standards. - **[Dynamic MCP Server Management](https://github.com/tesla0225/mcp-create)** - Dynamically creates and manages MCP servers, enabling efficient execution of server code and lifecycle management within a flexible MCP ecosystem. It currently supports TypeScript for tool execution and server management tasks. - **[BSC MCP Server](https://github.com/TermiX-official/bsc-mcp)** - Execute transactions on the Binance Smart Chain, manage wallets, transfer tokens, and interact with smart contracts. Supports structured data interactions with seamless integration for blockchain applications. - **[HTTP-4-MCP Middleware Server](https://github.com/Tght1211/http-4-mcp)** - Transforms standard HTTP APIs into MCP interfaces, enabling integration with AI models. Features real-time data streaming and a visual configuration interface for efficient API management. - **[SearXNG Search Integration Server](https://github.com/The-AI-Workshops/searxng-mcp-server)** - Integrates with a SearXNG instance to enable AI agents to perform privacy-respecting web searches. Provides a standardized MCP server interface for seamless interaction within AI workflows. - **[MCP SSE Server](https://github.com/the-freetech-company/mcp-sse-authenticated-cloud-run)** - Host a secure MCP server on Google Cloud Run for real-time access to data and tools using Google Cloud's IAM for secure access. Enables quick integration with minimal configuration while awaiting full authentication features. - **[Enhanced Gmail Server](https://github.com/theposch/gmail-mcp)** - Manage Gmail effortlessly with commands for sending, reading, organizing, and searching emails, alongside managing drafts and labels. Automate filtering and streamline workflow with a comprehensive Gmail integration. - **[Axiom MCP Server](https://github.com/ThetaBird/mcp-server-axiom-js)** - Query data using Axiom Processing Language (APL) in a Node.js environment. The implementation provides the same functionality as the original Go version packaged as an npm module. - **[Smithery AI](https://github.com/thinknumbers/smitheryai)** - Enhance applications with advanced data processing and analysis capabilities, enabling the extraction of insights and automation of tasks from various data sources. - **[Local AI Stack for VPS Deployment](https://github.com/ThijsdeZeeuw/avg-kwintes)** - Deploys a comprehensive self-hosted AI stack on VPS, supporting automation, monitoring, vector search, and speech-to-text capabilities. Integrates tools such as n8n, Ollama, Qdrant, Prometheus, and Grafana for efficient AI processing and maintenance. - **[ThingsPanel MCP Server](https://github.com/ThingsPanel/thingspanel-mcp)** - Integrates IoT devices with AI models for natural language control and data analysis. Simplifies connection to IoT infrastructure through a standardized interface. - **[Etherscan Tools](https://github.com/ThirdGuard/mcp-etherscan-server)** - Access Ethereum blockchain data, including checking balances, viewing transaction history, tracking token transfers, and fetching contract ABIs. Monitor real-time gas prices and resolve ENS names for enhanced Ethereum interactions. - **[Google Calendar](https://github.com/thisnick/google-calendar-mcp)** - Manage Google Calendar events by creating, modifying, and accessing scheduled items through MCP URIs. Features include structured event data handling and tools for generating calendar insights and listing upcoming events. - **[thirdweb MCP Server](https://github.com/thirdweb-dev/ai)** - Integrate thirdweb's blockchain tools and services to access real-time on-chain analysis, smart contract interactions, and blockchain data insights. It supports various communication transports for seamless integration with thirdweb services. - **[Barely Logical Agent Host](https://github.com/thomasdavis/blah)** - Facilitates interaction between AI agents and external tools or data sources, enabling dynamic capabilities and integration with real-world data. Supports various functionalities like local and hosted functions, providing tools for debugging, extension, and communication protocols. - **[Terraform Registry MCP Server](https://github.com/thrashr888/terraform-mcp-server)** - Connect to the Terraform Registry API for querying provider information, resource details, and module metadata to facilitate Terraform management. - **[Nutanix MCP Server](https://github.com/thunderboltsid/mcp-nutanix)** - Interact with Nutanix Prism Central APIs to retrieve and analyze resources such as VMs, clusters, and hosts using Large Language Models. Facilitate exploration and management of a Nutanix environment through a standardized protocol. - **[Azure DevOps Server](https://github.com/Tiberriver256/mcp-server-azure-devops)** - Interact with Azure DevOps APIs to manage projects, work items, and repositories. Execute DevOps workflows and access repository content securely through a standardized protocol. - **[MCP Gateway](https://github.com/Timandes/mcp-gateway)** - Translates MCP tool calls into traditional HTTP API requests, enabling integration of existing APIs with the Model Context Protocol for enhanced data access and manipulation. Facilitates seamless communication between AI models and various HTTP services. - **[Tana MCP Server](https://github.com/tim-mcdonnell/tana-mcp)** - Connect and manipulate data in Tana workspaces using the Tana Input API, enabling integration with Large Language Models for enhanced data management. - **[Azure DevOps MCP Server](https://github.com/Tiberriver256/mcp-server-azure-devops)** - Interact with Azure DevOps APIs to manage projects, work items, and repositories using natural language commands. Facilitate secure execution of common DevOps workflows and access repository content through standardized URIs. - **[Webflow MCP Server](https://github.com/TimKJones/mcp-webflow)** - Seamlessly manage Webflow sites and collections through its APIs, enabling retrieval of site details and automation of tasks. Enhance workflows and productivity by utilizing simple commands to interface with Webflow data. - **[Weather Forecast Server](https://github.com/TimLukaHorstmann/mcp-weather)** - Provides hourly weather forecasts using real-time data from the AccuWeather API, delivering accurate temperature and weather conditions for any location. - **[Tinybird Analytics](https://github.com/tinybirdco/mcp-tinybird)** - Connect to Tinybird's real-time analytics platform to search and analyze data using the Tinybird Query API and existing API endpoints. - **[SearXNG MCP Server](https://github.com/tisDDM/searxng-mcp)** - Connect AI assistants to SearXNG, a privacy-focused metasearch engine that supports both public and private instances. Customize search parameters for flexible web searching with no initial configuration required. - **[Chroma MCP Server](https://github.com/tjwells47/chroma-mcp)** - A vector database designed for integrating LLM applications, enabling seamless data retrieval and management through advanced search capabilities and document operations. Supports memory and context enhancement for AI models with efficient embedding functions. - **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Extract structured data from web pages using specified prompts to identify the desired fields from a given URL. This server enables integration of real-time data insights into applications. - **[Pinecone Model Context Protocol Server](https://github.com/tjwells47/mcp-pinecone)** - Read and write to a Pinecone index, enabling seamless semantic search and document management. Integrates with applications to leverage advanced indexing features for enhanced data handling. - **[Query](https://github.com/tjwells47/supabase-mcp-server)** - Control and manage Supabase databases using natural language commands. Safely execute SQL queries, manage schema changes, and interact with the Supabase Management API with built-in safety features. - **[Weather Server](https://github.com/Curtains415/0xbot-weather)** - Provides real-time weather information and forecasts through a standardized interface, enabling applications to seamlessly query weather data for various locations. - **[Kroki Server](https://github.com/tkoba1974/mcp-kroki)** - Generate and download diagrams in various formats by converting Mermaid, PlantUML, and Graphviz diagrams to SVG, PNG, PDF, or JPEG files using Kroki.io. - **[Kibana Server Integration](https://github.com/TocharianOU/mcp-server-kibana)** - Facilitates natural language and programmatic access to Kibana instances using the Kibana API. Supports secure authentication, SSL/TLS, and integrates various Kibana API functionalities into MCP-compatible clients. - **[MCP Server with Docker](https://github.com/TomasRodriguez2002/MCP)** - Integrates the Model Control Protocol (MCP) with OpenAI's API to enable access to external tools through a Dockerized server. Supports dynamic tool invocation and data retrieval based on user queries. - **[DBT Semantic Layer Server](https://github.com/TommyBez/dbt-semantic-layer-mcp-server)** - Query the dbt Semantic Layer API to seamlessly access and utilize defined business metrics across various data tools. Provides a unified approach to metric definitions and simplifies data querying for team members. - **[Dify Workflow Tool Server](https://github.com/TomokiIshimine/dify-mcp-server)** - Integrates with Dify Workflow for dynamic retrieval and management of workflow parameters using the Model Context Protocol, supporting bidirectional communication with Claude. Utilizes environment variables for configuration and enables the use of multiple API keys for flexible tool creation. - **[ChatGPT MCP Server](https://github.com/Toowiredd/chatgpt-mcp-server)** - Manage Docker containers using natural language commands through a custom GPT interface, facilitating operations like container launching, stopping, and resource management. - **[DaVinci Resolve Control Server](https://github.com/Tooflex/davinci-resolve-mcp)** - Enables interaction with DaVinci Resolve Studio for editing, color grading, audio control, and project management. Facilitates management of timelines, media, Fusion compositions, playback, and execution of custom scripts. - **[Toolhouse MCP Server](https://github.com/toolhouse-community/mcp-server-toolhouse)** - Connects MCP clients with Toolhouse's tools through a unified API for efficient inference and interaction with external data sources. - **[Cognee](https://github.com/topoteretes/cognee)** - Enhances LLM capabilities by creating and searching knowledge graphs, allowing for improved data structuring and retrieval. - **[Remote MCP Server](https://github.com/totto2727-org/mcp)** - Set up a remote server to enable secure access and integration with various tools and data sources using the Model Context Protocol. Provides a streamlined way to facilitate interactions between applications and real-world data. - **[Memory Cache Server](https://github.com/tosin2013/mcp-memory-cache-server)** - Caches data between interactions with AI language models to reduce token consumption and enhance performance by automatically storing and retrieving frequently accessed data. - **[Hub Server for MCP](https://github.com/tpavelek/mcp-hub-mcp)** - Connects and manages multiple MCP servers, aggregates tools from them, and facilitates execution of those tools through a single interface. It helps navigate MCP tool limits and minimizes errors by streamlining tool visibility. - **[Lara Translate](https://github.com/translated/lara-mcp)** - Provides translation capabilities with automatic language detection and context-aware translations. Supports multiple language pairs and allows for the fine-tuning of translations using custom instructions. - **[MCP Gateway](https://github.com/trtyr/MCP-Gateway)** - Aggregates capabilities from multiple backend MCP servers and exposes them through a unified SSE endpoint, streamlining client connections and enabling orchestration of diverse MCP tools. - **[Notes Server](https://github.com/truaxki/mcp-notes)** - Manage notes with persistent storage and access through URI. Supports create, read, update, and delete operations, along with note summarization and timestamp tracking. - **[Triplewhale MCP Server](https://github.com/Triple-Whale/mcp-server-triplewhale)** - Leverage natural language to interact with Triplewhale data, enabling users to query business metrics and obtain insights quickly. Simplifies data analysis and reporting through intuitive commands. - **[Salesforce MCP Server](https://github.com/tsmztech/mcp-server-salesforce)** - Facilitates natural language interactions with Salesforce data and metadata, enabling users to query, modify, and manage Salesforce objects, records, and Apex code through conversational commands. - **[Interactive MCP Server](https://github.com/ttommyth/interactive-mcp)** - Enables interactive workflows for large language models by integrating local user prompts and chat features into the Model Context Protocol loop. - **[Odoo Integration Server](https://github.com/tuanle96/mcp-odoo)** - Enable AI assistants to access and interact with Odoo ERP systems by utilizing models, records, and methods through a standardized protocol. Execute custom Odoo methods, retrieve employee and holiday data, and simplify integration with flexible configurations and effective error handling. - **[HAProxy Server Management](https://github.com/tuannvm/haproxy-mcp-server)** - Facilitates natural language interaction with HAProxy for operations such as administration, traffic analysis, and monitoring through a secure MCP interface. Provides access to HAProxy runtime API operations and statistics effortlessly, enhancing management capabilities. - **[Kafka Server](https://github.com/tuannvm/kafka-mcp-server)** - Interact with Apache Kafka clusters through a standardized interface, enabling the production and consumption of messages, management of topics and consumer groups, and monitoring of cluster health. Simplifies Kafka operations and diagnostics with pre-configured tools and prompts. - **[Trino MCP Server](https://github.com/tuannvm/mcp-trino)** - Enables interaction with Trino's distributed SQL query engine for executing complex SQL queries and discovering data catalogs. Facilitates data analytics capabilities through a high-performance MCP server built in Go. - **[AWS EC2 Pricing](https://github.com/trilogy-group/aws-pricing-mcp)** - Query real-time AWS EC2 instance pricing and specifications, enabling users to find the most affordable instances based on specific criteria. Provides comparisons of CPU speeds, discounts, and software options using a pre-parsed AWS pricing catalogue. - **[Eagle Server](https://github.com/tuki0918/eagle-mcp-server)** - Integrates with the Eagle app to manage and interact with digital assets through a standardized MCP interface, enabling operations such as folder and item management, metadata retrieval, and media handling. - **[Senma Self-Improvement Repository](https://github.com/TundraSnowstorm/Senma-Self-Improvement-Repository)** - A repository focused on personal growth that offers AI-driven insights and resources aimed at enhancing various aspects of individual life. It provides tailored tools to support autonomous self-improvement journeys. - **[Steampipe Cloud Infrastructure Query Server](https://github.com/turbot/steampipe-mcp)** - Enables natural language exploration and analysis of cloud infrastructure data across multiple platforms, including AWS, Azure, and GCP. Facilitates security and compliance checks, cost optimization, and query development through SQL queries powered by AI. - **[Swagger MCP Server](https://github.com/tuskermanshu/swagger-mcp-server)** - Parses Swagger/OpenAPI documents to generate TypeScript types and API client code, facilitating integration with large language models for API development tasks. - **[Twilio MCP Monorepo](https://github.com/twilio-labs/mcp)** - Integrate and interact with Twilio services directly through the Model Context Protocol, enabling AI assistants to access Twilio APIs seamlessly. This implementation enhances the capabilities of AI applications by allowing communication with Twilio's messaging, voice, and other communication services. - **[Puppeteer MCP Server](https://github.com/twolven/mcp-server-puppeteer-py)** - Automate browser interactions by navigating web pages, taking screenshots, executing JavaScript, and monitoring console logs in a real browser environment using Playwright. - **[Gralio SaaS Database](https://github.com/tymonTe/gralio-mcp)** - Access a vast SaaS database that provides detailed information on software products, including millions of user reviews, pricing data, competitor alternatives, and company funding insights. Utilize sentiment analysis and feature data to enhance software research and market trend scouting. - **[Salesforce Server](https://github.com/uday210/salesforce-mcp-server)** - Interact with Salesforce by executing SOQL queries, managing records, and retrieving object metadata. Provides secure authentication handling and real-time data access for streamlined Salesforce integration. - **[Vertex AI Search](https://github.com/ubie-oss/mcp-vertexai-search)** - Search documents using private data while enhancing result quality through grounding. Integrates multiple Vertex AI data stores to improve search capabilities with the support of Gemini. - **[Membase Decentralized Memory Server](https://github.com/unibaseio/membase-mcp)** - Enables AI agents to store and retrieve historical interactions and persistent data on a decentralized memory layer. Facilitates conversation management by saving and fetching messages, ensuring continuity and traceability of interactions. - **[TypeScript MCP Servers](https://github.com/ukkz/claude-ts-mcps)** - Integrate tools for web search, file system operations, Git management, and shell command execution to facilitate software development using LLMs. Designed to work seamlessly with the Claude Desktop application, providing a cost-effective solution for developers. - **[MarkAI](https://github.com/umuthopeyildirim/markai)** - MarkAI is a platform that enables users to ask questions and receive answers derived from their documents, providing efficient data access. It supports various file formats and offers both public and private collaboration options. - **[Ultrade MCP Server](https://github.com/ultrade-org/ultrade-mcp)** - Facilitates interaction with the Ultrade API to manage wallets, retrieve market data, and monitor system status. Provides tools for efficient trading account operations and wallet management within the Ultrade ecosystem. - **[UnifAI MCP Server](https://github.com/unifai-network/unifai-mcp-server)** - Integrate applications with external tools and data sources using standardized interfaces, facilitating interaction with real-world data for various projects. Supports both TypeScript and Python environments. - **[Context7](https://github.com/upstash/context7)** - Access up-to-date, version-specific documentation and code examples directly in prompts to provide accurate coding information and prevent hallucinations in API responses. Users can integrate the server by adding `use context7` to their queries for relevant answers. - **[Context7](https://github.com/upstash/context7)** - Fetches up-to-date, version-specific documentation and code examples directly from source libraries to enhance prompts. Integrates real-time documentation into AI coding workflows for improved code accuracy and productivity. - **[Upstash](https://github.com/upstash/mcp-server)** - Manage Upstash Developer API operations through natural language commands, enabling users to create and manage Redis databases, list existing databases, retrieve specific keys, and perform backups. - **[Salesforce Connector](https://github.com/usama-dtc/salesforce_mcp)** - Integrate natural language queries to manage and modify Salesforce data and metadata, facilitating effortless interactions with Salesforce objects and records. - **[Didlogic MCP Server](https://github.com/UserAd/didlogic_mcp)** - Interact with Didlogic services through a standardized interface, providing tools for managing SIP accounts, transactions, and call history. Access the full capabilities of the Didlogic API while using specialized prompts for common operations. - **[mcp-nixos](https://github.com/utensils/mcp-nixos)** - MCP-NixOS connects AI models to accurate NixOS documentation and package information, preventing misinformation and hallucinations about NixOS-related topics. It ensures reliable interactions with users seeking guidance on NixOS. - **[Avalanche Tools](https://github.com/utkucy/avalanche-mcp-tools)** - Transform interactions with the Avalanche blockchain into intuitive AI conversations for managing accounts, executing transactions, and performing real-time analysis without technical expertise. - **[UseGrant Server](https://github.com/usegranthq/mcp-server)** - Manage identity and access workflows by handling providers, clients, tenants, and access tokens through the UseGrant API. Automate domain verification, policy management, and token validation for secure access control. - **[Google Calendar](https://github.com/v-3/google-calendar)** - Manage events and find available time slots in Google Calendar, enabling users to create and list meetings efficiently. - **[ClickUp MCP Server](https://github.com/v4lheru/clickup-mcp-server)** - Integrates ClickUp tasks with AI to enhance task management by utilizing features such as dependencies, comments, and checklists. Connects via the Model Context Protocol for optimized project management workflows. - **[Generic MCP Server Template](https://github.com/v4lheru/generic-mcp-template)** - A customizable and extensible server framework for the Model Context Protocol that enables integration with various tools and services through a modular architecture. It provides robust error handling and type safety via TypeScript for a reliable development experience. - **[CS2 RCON Server Manager](https://github.com/v9rt3x/cs2-rcon-mcp)** - Manage CS2 game servers using natural language commands through a standardized protocol. Allows execution of RCON commands, monitoring of server status, and remote control of game settings. - **[Twitter MCP Client](https://github.com/vaibhavgeek/twitter-rapidapi-mcp-x)** - Fetch tweets using the RapidAPI client to integrate Twitter data into applications. Easily access social media insights with minimal setup. - **[Google MCP](https://github.com/vakharwalad23/google-mcp)** - Integrate Google services such as Gmail and Calendar to enhance AI capabilities. Manage emails, schedule events, and automate workflows directly within the AI interface. - **[Business Central MCP Server](https://github.com/vanachterjacob/BC-MCP)** - Standardizes development rules and context for Business Central projects using JSON-based configurations. Ensures consistent coding practices and deployment processes across team members with dynamic or static rule management. - **[Vapi MCP Server](https://github.com/VapiAI/mcp-server)** - Integrates with Vapi APIs through function calling for enhanced scheduling and communication capabilities. Facilitates efficient task management using Claude Desktop setup. - **[Variflight Flight Information Server](https://github.com/variflight/variflight-mcp)** - Provides real-time flight information including searches, transfer options, comfort metrics, aircraft tracking, and weather forecasts. Enables access to detailed flight data and purchasing options for enhanced travel planning. - **[Vapi MCP Server](https://github.com/VapiAI/mcp-server)** - Integrate applications with Vapi APIs using function calling for scheduling and managing calls, assistants, and phone numbers. Access Vapi's capabilities locally or remotely with a focus on security and ease of use. - **[Vantage Cloud Cost Explorer](https://github.com/vantage-sh/vantage-mcp-server)** - Explore and analyze cloud costs using natural language queries, focusing on current and past spending, cost tagging, and provider integrations. Acts as an interface to Vantage's existing APIs for streamlined cost management. - **[Spotify Connector](https://github.com/varunneal/spotify-mcp)** - Connects to Spotify using the Spotipy API to control playback, search for music, and manage playlists. Facilitates operations such as starting, pausing, skipping tracks, and retrieving information on various music-related entities. - **[Kubernetes Management Control Panel](https://github.com/vazylin1124/k8s-mcp)** - Manage Kubernetes clusters through a user-friendly interface, facilitating interactions like retrieving pod statuses and accessing logs. Supports HTTP/WebSocket and Smithery stdio JSON-RPC communication modes for flexible integration. - **[Tripo MCP Server](https://github.com/VAST-AI-Research/tripo-mcp)** - Generate 3D assets from natural language and import them directly into Blender using Tripo's API. Integrates with MCP-enabled AI assistants for enhanced creative workflows. - **[PluggedinMCP Server](https://github.com/VeriTeknik/pluggedin-mcp)** - Manage multiple MCP servers through a unified interface, enabling efficient request routing and real-time updates. Integrate seamlessly with various LLMs to enhance development workflows. - **[Verodat MCP Server](https://github.com/Verodat/verodat-mcp-server)** - Integrates data management capabilities from Verodat with AI systems for enhanced data handling and manipulation. - **[VeyraX MCP](https://github.com/VeyraX/veyrax-mcp)** - Connect to over 70 tools including Gmail and Calendar through a single MCP platform, enabling easy integration with various environments. Streamline access with unified authentication for multiple applications within the Model Context Protocol framework. - **[VideoDB Director](https://github.com/video-db/agent-toolkit)** - Integrate video database management capabilities with agents by connecting to the VideoDB Director MCP server. Manage video-related tools and resources efficiently through a seamless connection in MCP clients. - **[API Tester Server](https://github.com/Vikrant-Khedkar/api-tester-mcp)** - Facilitates API requests securely without exposing API keys and provides a platform to test various APIs, including OpenAI's models. It generates images and formats responses for clarity. - **[Gmail Integration](https://github.com/vinayak-mehta/gmail-mcp)** - Connects to Gmail accounts to search for specific emails and retrieve full email content, facilitating streamlined email management through simple commands. - **[Deepseek Integration Server](https://github.com/vincentf305/mcp-server-deepseek)** - Integrates Deepseek models with Claude Desktop, facilitating advanced AI functionalities through Docker. Simplifies deployment and configuration for enhanced application capabilities. - **[Bankless Onchain Server](https://github.com/vinhphamai23/onchain-mcp)** - Provides structured access to blockchain data and smart contract interactions via the Bankless API, enabling querying of contract state, events, transactions, and proxy information across multiple blockchain networks. - **[FTP/SSH Remote File Manager](https://github.com/vini1994/mcp)** - Manage files on remote FTP, SFTP, and SSH servers, enabling browsing, uploading, downloading, and modifying files and directories seamlessly. Supports multiple simultaneous connections for efficient server management. - **[GitHub Enterprise License Insights](https://github.com/vipink1203/mcp-github-enterprise)** - Securely access GitHub Enterprise license data and user details for automated monitoring and analysis. Query license summaries, user roles, and organization memberships via designated endpoints. - **[DocMCP](https://github.com/visheshd/docmcp)** - Index and query technical documentation using AI-powered semantic search. It crawls, processes, and embeds documentation for efficient retrieval through AI IDEs with built-in MCP tools for seamless integration. - **[MySQL Database Server](https://github.com/vitalyDV/mysql-mcp)** - Interact with a MySQL database by executing SQL queries, retrieving table structures, and accessing data seamlessly. Integrate database capabilities into applications and workflows effectively. - **[Swagger MCP Server](https://github.com/Vizioz/Swagger-MCP)** - Connects to a Swagger specification to generate comprehensive MCP tool definitions, enabling efficient API integration workflows. Parses and stores local Swagger files, providing detailed endpoint and model information for AI assistants. - **[Kubernetes Monitor](https://github.com/vlttnv/k8s-mcp)** - Retrieve and diagnose issues in Kubernetes clusters through a comprehensive API, offering insights into resource utilization and pod statuses. Access real-time data for effective cluster management and troubleshooting. - **[Gateway for RFK Jr Endpoints](https://github.com/voitta-ai/mcp-voitta-gateway)** - Connect to RFK Jr endpoints using both STDIO and SSE transports to provide real-time data access and interaction. Simplify integration with easy configuration through a YAML configuration file. - **[Specif-ai MCP Server](https://github.com/vj-presidio/specif-ai-mcp-server-archive)** - Manage specification documents over stdio, integrating seamlessly with development environments to streamline access to business and product requirements. Provides tools for retrieving and managing project specifications efficiently. - **[Jokes MCP Server](https://github.com/VoltScp/MCPMS)** - Delivers humor-focused responses by fetching jokes from popular APIs, adapting to user preferences for context-aware interactions. It provides concise and engaging jokes that maintain a witty tone suitable for various styles. - **[Azure DevOps Assistant](https://github.com/Vortiago/mcp-azure-devops)** - Interact with Azure DevOps services to manage work items, pipelines, and pull requests through natural language commands. Supports tasks such as querying, creating, updating work items, and managing comments. - **[MCP-framework](https://github.com/w-jeon/mcp-framework)** - A framework for developing custom tools that interact with large language models, featuring comprehensive file processing capabilities for PDF, Word, and Excel files, along with advanced web content retrieval. - **[Waifu Queue](https://github.com/waifuai/mcp-waifu-queue)** - Generate engaging conversations with a virtual waifu character using the Google Gemini API, leveraging GPU acceleration and a Redis queue for efficient text generation and job management. - **[Waldur MCP Server](https://github.com/waldur/waldur-mcp-server)** - Connects to a Waldur instance for resource management and enables communication with Claude Desktop through the Model Context Protocol (MCP). Facilitates direct interactions with Waldur resources via API token authentication. - **[Test Server](https://github.com/w4uvic/test)** - Connects AI models to various tools and data sources enabling seamless access to dynamic data and real-time processing. Facilitates interactions with real-world data to enhance decision-making and actions. - **[Google Drive server](https://github.com/w-jeon/mcp-gdrive)** - Integrates with Google Drive to enable the listing, reading, and searching of files, supporting various file types and converting Google Workspace documents into usable formats. Facilitates seamless access to file management features within applications. - **[Agent2Agent Protocol](https://github.com/waldzellai/A2A-PLUS)** - Facilitates communication and interoperability between diverse AI agents, allowing them to discover capabilities, negotiate interactions, and exchange messages securely. Supports dynamic task management through real-time streaming and push notifications. - **[MCP Agent TypeScript Port](https://github.com/waldzellai/mcp-agent-ts)** - Build intelligent context-aware agents with a focus on workflow management and execution capabilities, utilizing a modular and type-safe framework. Supports step-based workflow execution and concurrent task processing. - **[Pipedream](https://github.com/WallaceObsidian01/pipedream)** - Create event-driven automations to connect various apps and services. Build workflows using pre-built components or custom code in languages like Node.js, Python, Golang, or Bash, and manage asynchronous event delivery to platforms like Amazon S3 and Snowflake. - **[Airtable Server](https://github.com/wanattichia-skeelo/airtable-mcp-server)** - Connect to Airtable databases to read and write records, inspect database schemas, and manage data efficiently. - **[ApiFox Interface Server](https://github.com/wangmhaha/apifox-mcp-server)** - Retrieve and manage ApiFox interface information seamlessly, offering both HTTP services and CLI commands for flexible integration. Interfaces using TypeScript ensure type-safe interactions for enhanced development workflows. - **[MCP](https://github.com/wangxinleo/wechat-public-account-push)** - The MCP server facilitates integration with WeChat public accounts, enabling automated message pushing and engagement with users through the WeChat platform. - **[MCP Hub Server](https://github.com/warpdev/mcp-hub-mcp)** - Connects and manages multiple MCP servers, allowing for seamless access to tools while bypassing tool limits. Facilitates the execution of tools from connected servers and provides a consolidated view of available resources. - **[DeepL Translator](https://github.com/watchdealer-pavel/deepl-mcp-server)** - Translate text between multiple languages using the DeepL API, providing real-time translation capabilities and access to a comprehensive list of supported languages. - **[WATI WhatsApp MCP Server](https://github.com/wati-io/whatsapp-api-mcp-server)** - Enable interaction with a WhatsApp account via AI agents, allowing searches for contacts, reading messages, and sending both text and media files. Supports the use of interactive buttons and media handling through the Wati API for secure communication. - **[Weaviate MCP Server](https://github.com/weaviate/mcp-server-weaviate)** - Integrate Weaviate with language learning models for improved data querying and manipulation processes. Enhances capabilities of AI models in handling unstructured data and retrieving relevant information from Weaviate's database. - **[Greenwhales-based AI Tool](https://github.com/weda-tech/GW-AI4SM)** - Facilitates intelligent automation and data-driven insights for smart manufacturing processes. Optimizes operations and enhances efficiency by integrating advanced AI capabilities. - **[AI驱动的 Mini Kubernetes Dashboard](https://github.com/weibaohui/k8m)** - A lightweight control panel tool designed to simplify Kubernetes cluster management with an intuitive user interface. It provides AI-driven resource guidance and command recommendations, supports multi-cluster management, and enables integration with custom large models. - **[Kubernetes Operations Manager](https://github.com/weibaohui/kom)** - Manage Kubernetes resources efficiently with capabilities for creating, updating, deleting, and querying resources across multiple clusters. Supports custom resource definitions and offers streamlined workflows for resource management and logging. - **[Webflow MCP Server](https://github.com/webflow/mcp-server)** - Connects AI models to Webflow's APIs for site publishing and content management. Automates web development tasks directly through AI tools. - **[Terminal MCP Server](https://github.com/weidwonder/terminal-mcp-server)** - Execute system commands on local or remote hosts using SSH, manage sessions, and set environment variables with ease. Supports persistent sessions for reusing terminal environments efficiently. - **[Communicative Agents for AI Society Study](https://github.com/Wendong-Fan/camel)** - Facilitates the study of autonomous communicative agents by enabling cooperation among them to enhance task-solving abilities. Provides an open-source framework and library for research in AI societies. - **[Dify](https://github.com/weloyun/dify)** - Dify allows users to build and test AI workflows on a visual canvas, facilitating the integration of tools and data sources for enhanced AI interactions. It supports both cloud hosting and self-hosting options for flexible usage. - **[OneSignal Notification Manager](https://github.com/WeirdBrains/onesignal-mcp)** - Manage push notifications, emails, SMS, user devices, segments, and templates through a unified interface with access to the OneSignal REST API. Perform organization-level operations and streamline messaging workflows with comprehensive tools for sending, viewing, and managing notifications and app data. - **[Wanaku MCP Router](https://github.com/wanaku-ai/wanaku)** - Connects AI applications to various data sources and tools using standardized context for large language models (LLMs). Enables seamless integration and interaction management for AI-enabled applications. - **[MCP k8s eye](https://github.com/wenhuwang/mcp-k8s-eye)** - Manage Kubernetes clusters and analyze workload status. Perform core operations like resource management, diagnostics, and monitoring through various transport protocols. - **[OpenRouter Agents](https://github.com/wheattoast11/openrouter-deep-research-mcp)** - Connects to specialized AI agents for conducting complex research tasks through an orchestration system that enables multi-stage planning and parallel execution, resulting in high-quality, tailored research outcomes. - **[Spark](https://github.com/WhatIsSpark/spark)** - Process and analyze large datasets efficiently, providing insights and transforming data workflows with speed. - **[Eunomia MCP Server](https://github.com/whataboutyou-ai/eunomia-mcp-server)** - Enforces data governance on top of LLM or other text-based pipelines, integrating Eunomia instruments with the Model Context Protocol. - **[Remote MCP Server on Cloudflare Workers](https://github.com/wilhelmklopp/remote-mcp-server-authless)** - Deploys a remote MCP server on Cloudflare Workers without authentication for easy integration with AI clients. Supports the addition of custom tools for versatile remote interactions. - **[WildFly MCP](https://github.com/wildfly-extras/wildfly-mcp)** - Integrate Generative AI capabilities for monitoring and managing WildFly servers using natural language interactions. Enables users to leverage AI chatbots for server management tasks and integrates smoothly with existing WildFly functionalities. - **[Remote MCP Server](https://github.com/WilliamSuiself/remote-mcp)** - A remote MCP server utilizing Cloudflare Workers to provide APIs for Gmail and Google Calendar functionalities. It manages OAuth2 authentication and uses Durable Objects for state management. - **[MCP CLI client](https://github.com/williamvd4/mcp-client-cli)** - Run LLM prompts and interact with MCP-compatible servers directly from the terminal, enabling access to various LLM providers and execution of commands with AI assistance. - **[WildFly MCP Server](https://github.com/wildfly-extras/wildfly-mcp)** - Integrate with WildFly servers using natural language to troubleshoot operational issues and retrieve log file contents. Facilitate interaction with the WildFly application server through AI chatbots by allowing users to query server status and analyze logs. - **[FastGPT](https://github.com/willsmith2099/FastGPT)** - FastGPT serves as an AI Agent building platform designed for streamlined data processing and model invocation. It features visual orchestration for complex workflow management and facilitates knowledge-based Q&A through LLM technology. - **[Open WebUI](https://github.com/willsmith2099/open-webui)** - Self-hosted web interface for interacting with language models, supporting offline usage and various LLM runners. Includes features for voice calls and document interactions, offering a customizable and secure chat experience. - **[Datadog API Integration](https://github.com/winor30/mcp-server-datadog)** - Integrates with the Datadog API to facilitate access to monitoring features, including incident management, logs, and metrics. Supports streamlined observability processes for enhanced incident response and monitoring capabilities. - **[Database Explorer](https://github.com/wirdes/db-mcp-tool)** - Manage and interact with various databases including PostgreSQL, MySQL, and Firestore. Execute queries, list tables, and export data seamlessly to enhance database management tasks. - **[Sublink Worker](https://github.com/wo601495635/sublink-worker)** - A subscription conversion service that transforms and manages subscription links via a web interface and API. It supports multiple protocols and integrates easily with various clients. - **[OHIF Medical Imaging Viewer](https://github.com/wodiluluya/Viewers)** - View and manipulate medical images directly in the browser with support for DICOMweb protocols. The platform features advanced functionalities like 2D and 3D rendering, measurement tracking, and customizable workflows for enhanced medical imaging capabilities. - **[MetaMCP Server](https://github.com/woodman33/mcp-server-metamcp)** - Acts as a proxy server that consolidates multiple MCP servers, routing requests for tools, prompts, and resources to the appropriate backend server. Facilitates dynamic updates and configuration management through a user-friendly GUI with namespace isolation. - **[PagerDuty MCP Server](https://github.com/wpfleger96/pagerduty-mcp-server)** - Interact with PagerDuty's API to automate incident management, service monitoring, and team coordination through structured API calls. Access real-time functionalities for efficient application integration. - **[Coolify Server Integration](https://github.com/wrediam/coolify-mcp-server)** - Manage Coolify instances by overseeing teams, servers, and services. Facilitate application lifecycle actions, deployment tracking, and private key management while also monitoring version and health status. - **[Premium UPVC](https://github.com/wwwiena/premium-upvc.io)** - Provides high-quality UPVC solutions focused on enhancing energy efficiency and aesthetics for home improvement. Offers access to product details, specifications, and support for installation inquiries. - **[Dify DSL Workflows](https://github.com/wwwzhouhui/dify-for-dsl)** - A collection of DSL workflow scripts for the Dify platform, enabling users to import and utilize various scripts to enhance their Dify experience for personal use and learning. - **[MCPify](https://github.com/wycats/quick-mcp)** - Converts OpenAPI Specification endpoints into MCP tools dynamically for integration between REST APIs and AI agents. Proxies requests in real-time, enabling existing REST APIs to function as MCP tools with support for debugging and authentication. - **[MCP Builder](https://github.com/XD3an/mcp-builder)** - A Python-based server for the installation and configuration of MCP servers across platforms. It supports package repository installations and local directory installations while managing configuration settings automatically. - **[MySQL MCP Server](https://github.com/xiangma9712/mysql-mcp-server)** - Manage MySQL databases with functionality for executing read-only queries and safely testing write queries that are rolled back after execution. - **[Xero MCP Server](https://github.com/XeroAPI/xero-mcp-server)** - Connect to Xero's accounting features to manage contacts, invoices, and accounts through a standardized interface, facilitating business operations. - **[ToolBox](https://github.com/xiaoguomeiyitian/ToolBox)** - Automate workflows and manage complex tasks with an AI-driven tool development platform. Integrates with services like MongoDB and Redis for seamless operations and real-time updates. - **[Big Data Service Management Platform](https://github.com/xiaoxiangxu/bmp)** - Manage and orchestrate big data services, facilitating the deployment, monitoring, and scaling of big data applications. Provide streamlined tools and interfaces for enhanced data infrastructure management. - **[Docker Server](https://github.com/xiispace/docker-mcp)** - Interact with Docker containers and images through a set of RESTful API endpoints using the Model Context Protocol. Capabilities include managing container lifecycle, accessing logs, and pulling images. - **[Firecrawl](https://github.com/xiyuefox/firecrawl)** - Provides advanced scraping, crawling, and data extraction capabilities to convert web content into structured formats. Facilitates the collection of clean data from any website for AI applications. - **[Hugging Face Spaces Connector](https://github.com/xiyuefox/mcp-hfspace)** - Connect to Hugging Face Spaces to access various AI models for tasks like image generation and text-to-speech with minimal setup. Leverage the default model for seamless integration into applications. - **[Browserbase MCP Server](https://github.com/xinzhongyouhai/mcp-server-browserbase)** - Automate cloud browser interactions, extract data, perform web navigation, and capture screenshots. Execute JavaScript within a cloud browser environment for enhanced LLM applications. - **[Skyvia Integration Server](https://github.com/xliberty2008x/skyvia-mcp-smithery)** - Interact with the Skyvia API to manage workspaces, connections, and integrations, enabling execution and monitoring of integration workflows through a standardized MCP interface. - **[Agentforce MCP Server](https://github.com/xlengelle-sf/agentforce-mcp-xlengelle)** - Authenticate and interact with Salesforce Agentforce agents, enabling session creation, message exchange, and management of agent interactions. Facilitates API integrations to enhance the Salesforce experience. - **[Model Context Protocol Servers](https://github.com/xiyuefox/servers)** - Facilitates integration between Large Language Models and external tools or data sources, enabling secure and controlled access to various resources. Demonstrates the versatility of the Model Context Protocol through multiple reference implementations. - **[Google Sheets Integration](https://github.com/xing5/mcp-google-sheets)** - Integrate with Google Sheets to create, modify, and manage spreadsheets. Streamline data handling and automate spreadsheet tasks directly from applications. - **[Model Context Protocol Server for Apache OpenDAL](https://github.com/Xuanwo/mcp-server-opendal)** - Provides access to multiple cloud storage solutions through a unified interface, enabling file listing, reading, and management across diverse storage backends. - **[MySQL MCP Server](https://github.com/xptotech/mcp2)** - Connect and interact with MySQL databases to execute SQL queries and manage database connections. Analyze data through a structured interface tailored for AI model integration. - **[Docker Tar Builder](https://github.com/xxycooper/DockerTarBuilder)** - Build and manage Docker images for various architectures and platforms, storing them efficiently in Artifact or Release files. Streamline Docker workflows while handling large images effectively. - **[GPTLink](https://github.com/xuzy8008/gptlink)** - Quickly set up a commercial ChatGPT site with features like a ready-to-use console, mobile compatibility, customizable payment plans, and easy conversation export. Supports Docker deployment and integration with various API keys for enhanced user engagement. - **[Monday.com Server](https://github.com/YajieQi123/mcp-server-monday-qi)** - Interact with Monday.com boards, items, updates, and documents through a standardized interface to automate workflows and manage resources efficiently. - **[Advanced HTTP Request Server](https://github.com/xxxbrian/mcp-rquest)** - Enables interaction with websites through advanced HTTP request capabilities, including realistic browser emulation and secure connections. Offers comprehensive customization for request handling and response management for AI models. - **[Obsidian iCloud Connector](https://github.com/YanceyOfficial/obsidian-mcp)** - Connects Obsidian Vaults stored in iCloud Drive to AI via the Model Context Protocol (MCP), facilitating data retrieval and interaction with notes. Designed for MacOS, it enhances personal knowledge management by leveraging AI capabilities directly within the Obsidian environment. - **[FastMCP](https://github.com/yamato-snow/2025_McpLab_FastMCP)** - Built using TypeScript, this server facilitates client session management for MCP by defining tools, resources, and prompts, while supporting authentication, logging, and real-time updates through SSE. It provides features like error handling, CORS, and CLI tools for testing and debugging. - **[Apache Airflow MCP Server](https://github.com/yangkyeongmo/mcp-server-apache-airflow)** - Integrates Apache Airflow's REST API with the Model Context Protocol, enabling MCP clients to interact with Airflow tasks and workflows effectively. Facilitates standardized communication between AI models and Apache Airflow for job orchestration. - **[OpenMetadata MCP Server](https://github.com/yangkyeongmo/mcp-server-openmetadata)** - Integrate OpenMetadata with MCP clients using a standardized interface to interact with OpenMetadata's REST API. Facilitates access to data assets and related metadata through the Model Context Protocol. - **[Qiniu MCP Server](https://github.com/YangSen-qn/qiniu-mcp-server)** - Access Qiniu Cloud storage and intelligent multimedia services through an AI model client. The server provides functionalities for file management, intelligent media processing, and CDN operations. - **[Dify MCP Server](https://github.com/YanxingLiu/dify-mcp-server)** - A simple implementation of an MCP server enabling the invocation of Dify workflows through the Model Context Protocol (MCP). It supports configuration via environment variables or a config.yaml file for flexible deployment options. - **[MongoDB and MySQL Database Server](https://github.com/yaoxiaolinglong/mcp-mongodb-mysql-server)** - Enables interaction with MySQL and MongoDB databases via a standardized interface, streamlining database operations with secure connections and robust error handling. Supports both SQL and NoSQL functionalities for seamless application development. - **[Conversation Agent Server](https://github.com/Yash-Kavaiya/mcp-server-conversation-agents)** - Integrates AI assistants with Dialogflow CX for real-time tool invocation and access to external resources, enhancing user interactions and streamlining workflows. - **[Sample MCP Server](https://github.com/YashKushwaha/sample_mcp_server)** - Provides a basic implementation of the Model Context Protocol (MCP) using the official Python SDK, enabling developers to quickly set up and experiment with MCP server functionalities. - **[Multi-Cluster MCP Server](https://github.com/yanmxa/ocm-mcp-server)** - Manage multiple Kubernetes clusters, interact with them using `kubectl` commands, and gain insights through observability features. Streamline operations and manage Kubernetes resources across clusters seamlessly. - **[YDB Database Server](https://github.com/ydb-platform/ydb-mcp)** - Enable natural language interactions and manage YDB databases through intuitive commands. Run SQL queries, list directories, and control database paths seamlessly with any LLM that supports the Model Context Protocol. - **[YCloud WhatsApp API Server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server)** - Integrates with YCloud's WhatsApp API, automating tool generation from OpenAPI specifications for direct AI model interactions. Handles API authentication, parameter validation, and HTTP request/response processing. - **[Nornir Network Automation Server](https://github.com/yhvh-chen/nornir_mcp)** - Provides network automation capabilities by exposing Nornir and NAPALM operations as MCP tools, enabling network device inventory management and concurrent task execution. Facilitates seamless information retrieval and command execution across multiple vendors in a network management context. - **[Repomix](https://github.com/yamadashy/repomix)** - Transforms codebases into AI-friendly formats to facilitate analysis by AI tools, improving code reviews and enabling refactoring suggestions. Consolidates repository information through a single command for better AI understanding. - **[mcp-server](https://github.com/yiGmMk/mcp-server)** - Create and run an MCP server using Python and the uv package manager, enabling dynamic integrations between large language models and real-world data sources. - **[MCP Server Implementation](https://github.com/yisu201506/mcp_server)** - A Flask-based server for implementing the Model Context Protocol (MCP), enabling Large Language Models to invoke external tools directly based on natural language responses. It supports maintaining conversation context and provides sample tools for tasks like weather queries and calculations. - **[Yunxiao DevOps Server](https://github.com/yjiace/alibabacloud-devops-mcp-server)** - Facilitates interaction with the Yunxiao platform for tasks such as code repository management, file operations, code reviews, and project management. Automates workflow processes to enhance team productivity and reduce repetitive tasks in software development environments. - **[Twilio MCP Server](https://github.com/YiyangLi/sms-mcp-server)** - Send SMS and MMS messages using Twilio with pre-built prompts for common messaging scenarios while ensuring secure handling of Twilio credentials. - **[YepCode MCP Server](https://github.com/yepcode/mcp-server-js)** - Integrates AI platforms with YepCode's cloud infrastructure using the Model Context Protocol (MCP), enabling secure execution of code and dynamic management of processes. Supports real-time monitoring and logging of executions, with an emphasis on enterprise-grade security and flexibility. - **[Cloudinary MCP Server](https://github.com/yoavniran/cloudinary-mcp-server)** - Interacts with Cloudinary's Upload & Admin API methods for asset management in the Cloudinary cloud. Facilitates uploading and managing assets efficiently through AI integrations. - **[Cosense](https://github.com/yosider/cosense-mcp-server)** - Access and interact with the Cosense knowledge sharing platform by retrieving, listing, and searching for pages, as well as inserting text into existing pages. - **[ChatPPT](https://github.com/YOOTeam/ChatPPT-MCP)** - AI-powered service for generating PowerPoint presentations based on themes or uploaded documents, with features for online editing and downloading final outputs. - **[Strava MCP Server](https://github.com/yorrickjansen/strava-mcp)** - Interact with the Strava API to retrieve user activities, detailed activity information, and segment leaderboards. Enhance applications with Strava's rich data through an easy-to-setup server. - **[Figma UI](https://github.com/yuangenb666/figma-ui)** - Create user interfaces using design components and templates, facilitating prototype development and team collaboration. - **[Database Manager](https://github.com/yuangjay/db_manager)** - Streamline data operations by providing tools for querying, updating, and maintaining database systems efficiently. - **[Quantum Simulator](https://github.com/YuChenSSR/quantum-simulator-mcp)** - Simulates quantum circuits incorporating noise models and visualizes results. Supports OpenQASM 2.0 and various quantum algorithms with integration into MCP clients for streamlined use. - **[OceanBase MCP Server](https://github.com/yuanoOo/oceanbase_mcp_server)** - Enables secure interaction with OceanBase databases for listing tables, reading data, and executing SQL queries through a structured interface. Provides proper error handling and secure access via environment variables. - **[Cursor MCP Installer](https://github.com/yumia-pretty/cursor-mcp-installer)** - Automates the installation and configuration of MCP servers for Cursor, leveraging npm or PyPi to streamline setup. Supports both local and package-based MCP servers, enabling seamless integration and extension of AI capabilities. - **[Clickzetta Server](https://github.com/yunqiqiliang/mcp-clickzetta-server)** - Enable seamless database interactions and insights analysis with SQL queries. Run complex queries and manage data efficiently while gaining valuable insights through a dynamic memo resource. Enhance your data-driven applications with powerful tools for querying and analysis. - **[Cursor MCP Installer](https://github.com/yumia-pretty/cursor-mcp-installer)** - Automates the installation and configuration of MCP servers for Cursor, using npm or PyPi. Supports both local and package-based server setups, streamlining the process for users. - **[HackMD MCP Server](https://github.com/yuna0x0/hackmd-mcp)** - Interact with HackMD notes and teams, manage note-taking, view reading histories, and collaborate seamlessly with AI assistants through API integrations. - **[AWS Nova Canvas Server](https://github.com/yunwoong7/aws-nova-canvas-mcp)** - Generate and edit images with advanced features such as text-to-image generation, image inpainting, and background removal, using the Nova Canvas model from Amazon Bedrock. - **[thirdweb MCP Server](https://github.com/yuri-xyz/ai)** - Integrates thirdweb's blockchain tools and services via the Model Context Protocol for accessing on-chain execution, data analysis, contract deployments, and decentralized storage. Provides real-time insights and interactions with blockchain data through a unified interface. - **[Dune Analytics](https://github.com/yuri-xyz/dune-analytics-mcp)** - Bridge Dune Analytics data to AI agents by fetching and running Dune queries. Retrieve query results as CSV-formatted strings for easy processing and integration. - **[Dify AI Server](https://github.com/yuru-sha/mcp-server-dify)** - Enables interaction with Dify AI's chat completion capabilities and supports functionalities like restaurant recommendations and conversation context management. - **[Langfuse Integration Server](https://github.com/z9905080/mcp-langfuse)** - Integrates with Langfuse workspaces to query LLM metrics by specified time ranges, enabling insights into AI performance and capabilities. - **[Gmail API Integration Server](https://github.com/zacco16/gmail-mcp-server)** - Integrate with Gmail services to perform email operations, manage drafts, and handle calendar events. Streamline workflows with functionality for advanced email filtering and event management. - **[Docker MCP Server](https://github.com/zaycruz/docker_mcp)** - Executes code securely in isolated Docker containers, supporting various programming languages and complex scripts. Provides robust error handling, dependency management, and clear, color-coded feedback for output. - **[Google Tasks Server](https://github.com/zcaceres/gtasks-mcp)** - This MCP server integrates with Google Tasks for managing tasks, including capabilities to list, read, search, create, update, and delete tasks. - **[UniFi Network Control Server](https://github.com/zcking/mcp-server-unifi)** - Manage and control UniFi network devices using natural language through AI agents. Interact with your network by leveraging the UniFi Network API for intuitive device management. - **[MSBuild Build Automation Server](https://github.com/zenoengine/msbuild-mcp-server)** - Automates the building of MSBuild projects and solutions, providing dynamic detection of MSBuild executables and customizable build configurations. It offers clear error reporting and integrates seamlessly with various MCP clients to enhance build workflows. - **[ZenML MCP Server](https://github.com/zenml-io/mcp-zenml)** - Connects AI applications to ZenML's ML and AI pipeline management, allowing for live information access about users, pipelines, and artifacts. It supports triggering new pipeline runs and facilitates standardized data interactions. - **[GitLab Integration Server](https://github.com/ZephyrDeng/mcp-server-gitlab)** - Integrate with GitLab to manage projects, tasks, and merge requests while automating interactions using GitLab's RESTful APIs. - **[Sentry Server](https://github.com/zereight/sentry-mcp)** - Fetch and manage Sentry issue and event details to streamline debugging processes. Integrate with Sentry projects and retrieve insights using a standardized API interface. - **[GitLab communication server](https://github.com/zereight/gitlab-mcp)** - Integrate with the GitLab API to access repositories, manage issues, and perform various actions seamlessly through a standardized protocol. This server offers enhancements and bug fixes over the original GitLab MCP server. - **[Confluence communication server](https://github.com/zereight/confluence-mcp)** - Integrate with the Confluence API to access and manipulate Confluence data. Execute CQL queries and retrieve page content seamlessly. - **[Zerocracy MCP Server](https://github.com/zerocracy/zerocracy-mcp-server)** - Integrates Zerocracy's product development management advice into AI agents, providing real-time management insights and progress updates. Configurable for use with Claude Desktop to deliver actionable development guidance. - **[Bithumb MCP Server](https://github.com/zereight/bithumb-mcp)** - Fetch cryptocurrency information and manage transactions using the Bithumb API. Provides access to real-time data and the ability to execute trades through a standardized interface. - **[Xorbits Inference](https://github.com/zhanghaiqiangshigezhu/inference)** - Serves large language, speech recognition, and multimodal models with simplified deployment processes. Provides flexible options for easily implementing and using state-of-the-art AI capabilities. - **[EVM Signer](https://github.com/zhangzhongnan928/mcp-evm-signer)** - Manage Ethereum private keys and deploy smart contracts while securely interacting with EVM-compatible blockchains. Perform tasks such as signing transactions, querying blockchain data, and viewing account balances. - **[OpenIM Server](https://github.com/zhqiang-li/open-im-server)** - Provides real-time messaging capabilities for applications, supporting high performance and scalability. It enables integration with various platforms and offers rich messaging features to enhance user engagement. - **[AI App Lab](https://github.com/zhuyali-yl/ai-app-lab)** - Facilitates the development of AI applications tailored to specific business scenarios, allowing integration of AI models with various tools and data sources. Provides a high-code SDK and prototype application code to support rapid deployment for small and medium enterprises. - **[Dify MCP Server](https://github.com/zhuzhoulin/dify-mcp-server)** - Connects Dify applications to MCP Clients, dynamically fetching application specifications and enabling interaction with multiple tools through a unified interface. Facilitates robust error handling and dynamic tool generation based on the application metadata retrieved from Dify APIs. - **[Jianshu](https://github.com/zhushengxiao/jianshu)** - A development environment for React applications that includes features like hot reloading, testing, and optimized production builds. Facilitates building and deploying applications with minimal setup. - **[Email Management Interface](https://github.com/ZilongXue/claude-post)** - Manage emails through natural language conversations, enabling functionalities such as searching, reading, and sending emails securely. The server supports features like CC recipients and daily email statistics. - **[Milvus MCP Server](https://github.com/zilliztech/mcp-server-milvus)** - Connects LLM applications to the Milvus vector database, enabling effective search and data management for AI workflows. Provides a standardized protocol for accessing vector data and integrating tools. - **[Laravel Framework](https://github.com/zlt002/two)** - Facilitates the development of web applications using expressive syntax and provides a suite of powerful tools and features to handle common web development tasks efficiently. - **[Bing Webmaster Tools Integration](https://github.com/zizzfizzix/mcp-server-bwt)** - Connect to Bing Webmaster Tools for managing websites, submitting URLs, and analyzing traffic through AI interfaces. Leverage Bing's SEO tools to improve website performance and visibility. - **[Kaltura MCP Server](https://github.com/zoharbabin/kaltura-mcp)** - Integrates Kaltura's media management for uploading, retrieving, and managing media with standardized API interactions. Supports operations like metadata retrieval, media search, category management, and user permissions management. - **[Remote MCP Server on Cloudflare Workers](https://github.com/zpg6/remote-mcp-server-authless)** - Deploy a remote MCP server on Cloudflare Workers without requiring authentication, enabling seamless integration of custom tools and connectivity to various AI applications. - **[MCP Installer](https://github.com/ZNCOU/mcp-installer)** - Manage the installation of various MCP servers hosted on npm or PyPi with simple commands. Streamline your development workflow by using a centralized process to install and maintain MCP servers. - **[Agi Proxy](https://github.com/zhuzhu0221/agi-proxy)** - Agi Proxy resolves issues related to accessing OpenAI services by acting as an intermediary, facilitating improved performance and reliability in AI interactions. It streamlines the integration of OpenAI capabilities into applications, making it easier for developers to utilize these features without direct access challenges. - **[Docker MCP Server](https://github.com/zskycode/docker-mcp)** - Manage Docker containers and images using standard Docker commands and Docker Compose operations, ensuring compatibility with both new and legacy versions. It provides functions for container lifecycle management, image management, and Docker Compose service operations. - **[OneNote Server](https://github.com/ZubeidHendricks/azure-onenote-mcp-server)** - Manage Microsoft OneNote notebooks, sections, and pages through a standardized interface, enabling operations such as creating, reading, updating, deleting, and searching OneNote content securely through Azure authentication. - **[Cloudflare API MCP](https://github.com/zueai/cloudflare-api-mcp)** - Interface with Cloudflare's REST API through a lightweight MCP server deployed on Cloudflare Workers, enabling interactions with various Cloudflare tools. - **[Vercel API Integration](https://github.com/zueai/vercel-api-mcp)** - Manage deployments, DNS records, and environment variables through the Vercel API. Automate interactions with Vercel projects directly from your development environment. - **[WorkOS MCP Server](https://github.com/zueai/workos-mcp)** - Facilitates interactions between agents and the WorkOS API, enabling functionalities like user management and organization handling. - **[Neon API Integration Server](https://github.com/fefergrgrgrg/insight)** - Connect and manage interactions with the Neon REST API for database operations. Use a lightweight MCP server hosted on Cloudflare Workers to facilitate secure API key management and simplify deployment. - **[Amazon Bedrock Server](https://github.com/zxkane/mcp-server-amazon-bedrock)** - Integrates with Amazon Bedrock's Nova Canvas model to generate high-quality images based on text descriptions. Provides advanced features for refining image composition through negative prompts and allows control over image dimensions and quality. - **[Distributed Machine Learning Studio](https://github.com/zxsimple/dmls)** - A drag-and-drop machine learning platform that utilizes Apache Spark for big data computation, enabling users to perform machine learning tasks without cloud services. It offers an intuitive interface for rapid setup and execution of data processing workflows. - **[Neon MCP Server](https://github.com/zueai/neon-mcp)** - Lightweight MCP server that facilitates interaction with the Neon REST API through a customizable interface on Cloudflare Workers. - **[Kusto MCP Server](https://github.com/ZZZHDW/mcp-server-kusto)** - Access Azure Data Explorer clusters to execute queries, list tables, and retrieve schemas. Provide seamless exploration of internal and external data sources. - **[Sentry Server](https://github.com/Zzzccs123/mcp-sentry)** - Connect to Sentry's error tracking service to retrieve and analyze error reports and gain insights into application issues with detailed information such as status and stack traces. - **[XYTEST](https://github.com/zzy2121/XYTEST)** - Provides testing capabilities for applications, enabling code validation and ensuring reliability through comprehensive test coverage. Aims to streamline the development process and facilitate the delivery of high-quality software. ## Task and Project Management - **[时间查询服务器](https://github.com/1259187996/mcp-time)** - The MCP-Time server is a Node.js application that provides accurate time and date information, allowing users to query the current time in various time zones, calculate date differences, and format time displays. - **[Job Searchoor MCP Server](https://github.com/0xDAEF0F/job-searchoor)** - The Job Searchoor MCP Server helps users find job listings based on their preferences, such as keywords, remote work options, and time frames for job availability. - **[PowerPoint Presentation Automation Server](https://github.com/1282saa/ppt_se)** - The PowerPoint Presentation Automation Server allows users to easily create and edit PowerPoint presentations using Python. It streamlines the process of generating slides and incorporating various elements like text, images, and charts, making it accessible for AI models and other applications. - **[TEN Agent](https://github.com/1313057/TEN-Agent)** - TEN Agent is an open-source server designed to enhance AI models by integrating various features that allow them to process multiple types of data and respond in real-time. - **[PowerPoint Presentation Automation Server](https://github.com/1282saa/ppt_se)** - The PowerPoint Presentation Automation Server enables users to automatically create and manage PowerPoint presentations through a simple API. It allows for generating new slides, editing existing presentations, and adding various content elements like text, images, and charts. - **[PowerPoint Presentation Automation Server](https://github.com/1282saa/ppt)** - The PowerPoint Presentation Automation Server allows users to create and edit PowerPoint presentations automatically. It provides an easy way to generate slides, add content, and customize designs through simple API calls or natural language commands. - **[Jira Server](https://github.com/1broseidon/mcp-jira-server)** - The Jira MCP Server allows users to programmatically manage Jira issues through its REST API. It enables creating, updating, listing, and deleting various types of issues in Jira, along with adding comments. - **[1Panel MCP Server](https://github.com/1Panel-dev/mcp-1panel)** - The 1Panel MCP Server allows users to connect and manage their 1Panel environment, enabling efficient interaction with various tools and applications in real-time. - **[Wait Timer Server](https://github.com/199-mcp/mcp-wait-timer)** - The Wait Timer Server is an MCP server that helps regulate the timing of workflows by introducing specific pauses. This ensures that time-sensitive operations, such as web requests or file actions, complete fully before moving on to the next step. - **[One MCP](https://github.com/1mcp-app/agent)** - One MCP is a server that simplifies the management of multiple AI models by combining them into a single interface, making it easier and more efficient to use various AI tools without needing separate servers for each one. - **[Work-Related](https://github.com/2Emma-zhou/Work-Related)** - The Work-Related MCP server helps you integrate different tools and resources to make your work processes more efficient. It allows for easy access to important data and actions to improve teamwork and task management. - **[Make MCP Server](https://github.com/3rzy/make-mcp-integration-issue)** - The Make MCP Server enables users to automate workflows by connecting the Make automation platform with Claude Desktop, using the Model Context Protocol for seamless data exchange and communication. - **[School MCP](https://github.com/54yyyu/school-mcp)** - School MCP is a server designed to help students manage their academic tasks more efficiently. It connects to platforms like Canvas and Gradescope to fetch assignment deadlines, download course materials, and integrate with your calendar for reminders. - **[Qwen Max MCP Server](https://github.com/66julienmartin/MCP-server-Qwen_Max)** - The Qwen Max MCP Server allows users to generate text using the Qwen Max language model, making it useful for various text-based applications. - **[ActivityWatch MCP Server](https://github.com/8bitgentleman/activitywatch-mcp-server)** - The ActivityWatch MCP Server allows AI models to access and analyze your time tracking data from ActivityWatch. This server makes it easy to manage and retrieve insights from your productivity information. - **[Solana Trading Server](https://github.com/8bitsats/solana-MCP-tradingserver)** - The Solana Trading Server allows users to trade Solana tokens easily by creating wallets, checking balances, and executing token swaps. It offers real-time transaction tracking and customizable options for better trading management. - **[Swiss MCP](https://github.com/a1j9o94/swiss)** - Swiss MCP is designed to orchestrate complex AI tasks by coordinating multiple AI tools, enabling streamlined interactions across various resources. - **[QuickBooks Time MCP Server](https://github.com/aallsbury/qb-time-mcp-server)** - Access all QuickBooks Time API functionalities through a single interface, enabling management of job codes, reports, timesheets, and user tools. - **[Targetprocess MCP Server](https://github.com/aaronsb/apptio-target-process-mcp)** - Manage project entities in Targetprocess, including querying, creating, and updating user stories and bugs through natural language interaction. Generate custom reports and insights without switching to the Targetprocess user interface. - **[Confluence Cloud](https://github.com/aaronsb/confluence-cloud-mcp)** - Interact with Confluence Cloud to manage spaces, pages, and content, including page creation, updates, and search functionalities. - **[Jira Insights](https://github.com/aaronsb/jira-insights-mcp)** - Manage Jira Insights asset schemas by creating, reading, updating, and deleting object schemas and types. Query objects using AQL for enhanced data insights and streamlined Jira management. - **[Atlassian Jira Integration Server](https://github.com/aashari/mcp-server-atlassian-jira)** - Connects AI systems to Atlassian Jira, enabling real-time retrieval and management of projects and issues. Facilitates interaction between AI assistants and Jira resources to enhance workflow efficiency. - **[RetellAI Voice Service Integration](https://github.com/abhaybabbar/retellai-mcp-server)** - Manage and interact with RetellAI's voice services, facilitating call management, voice agent creation, phone number provisioning, and voice option access through a unified interface. - **[Think Tool Server](https://github.com/abhinav-mangla/think-tool-mcp)** - Provides a structured thinking space to enhance complex reasoning and problem-solving capabilities for AI models, enabling step-by-step thought processes and improving performance on tasks that require long chains of reasoning and adherence to policies. - **[Airflow MCP Server](https://github.com/abhishekbhakat/airflow-mcp-server)** - Control Airflow deployments through its APIs, enabling effective management and understanding of workflows. - **[Code Assistant](https://github.com/abhishekbhakat/mcp_server_code_assist)** - Facilitates code creation, modification, and deletion using advanced language models. Supports automated file management and code generation through structured XML instructions. - **[Gatherings MCP Server](https://github.com/abutbul/gatherings-mcp-python)** - Manage shared expenses for social events by creating gatherings, adding expenses, calculating reimbursements, and generating payment summaries. AI assistants can assist users in tracking costs and payments among participants. - **[Todoist MCP Server](https://github.com/abhiz123/todoist-mcp-server)** - Integrate with the Todoist API for natural language task management, allowing users to create, update, complete, and delete tasks as well as search and filter tasks based on various criteria. - **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video sharing platform that supports real-time interactions, including video playback, comments, and user engagement. It features video transcoding, WebSocket-based real-time communication, and role-based access control for secure management. - **[Taskeract Server](https://github.com/Acqusys/taskeract-mcp)** - Integrates with the Taskeract platform to provide context on active tasks, allowing for streamlined task management within a code editor. It enables synchronization of stakeholder requirements directly into the development environment for enhanced productivity. - **[OmniTaskAgent](https://github.com/ACNet-AI/OmniTaskAgent)** - Manage and decompose complex tasks across multiple task management systems, facilitating intelligent workflows and enabling integration with various editors. Supports task tracking, dependency management, and automatic analysis of task complexity through a Python-native implementation. - **[Activepieces](https://github.com/activepieces/activepieces)** - Activepieces is a workflow automation platform that connects various services, enabling users to create and integrate custom workflows. It supports both technical and non-technical users in enhancing productivity through automation. - **[Atlassian Integration](https://github.com/adamjbird2/mcp-atlassian-sprint)** - Integrates AI language models with Atlassian products Jira and Confluence, facilitating contextual AI interactions to streamline project management and documentation. Supports both Cloud and Server/Data Center deployments, ensuring data privacy and security while enhancing workflow processes. - **[Crew AI Server](https://github.com/adam-paterson/mcp-crew-ai)** - Orchestrates multi-agent workflows by managing tasks and agents configured through YAML files, facilitating communication with Large Language Models and various tools. Supports local development and testing for building intelligent applications. - **[Browser Use](https://github.com/adamdude828/mcp-browser-use)** - A lightweight note storage system that allows users to easily add and summarize notes. Notes can be accessed via a custom URI scheme and are summarized based on user-defined detail levels. - **[Resource Hub Server](https://github.com/adamwattis/resource-hub-server)** - Connects to a centralized hub for managing and configuring MCP servers, facilitating access to shared tools and resources across various environments. Simplifies the management of MCP server settings from a single configuration point. - **[TeamRetro MCP Server](https://github.com/adepanges/teamretro-mcp-server)** - Integrates with TeamRetro's platform to manage users, teams, actions, agreements, health checks, and retrospectives through its official API. Provides standardized access to tools that enhance team management and analytics workflows. - **[MCP Server](https://github.com/adrianozagallo-home/mcp-server)** - Connect to AI models and external data sources using the Model Context Protocol, facilitating secure and scalable interactions with large language model (LLM) applications on Azure Kubernetes Service. - **[Harvest Natural Language Time Entry Server](https://github.com/adrian-dotco/harvest-mcp-server)** - Log time entries in Harvest using natural language inputs, with specific features for handling leave requests. It supports configurable work hours, timezone adjustments, and smart parsing of dates and projects. - **[FileScopeMCP](https://github.com/admica/FileScopeMCP)** - Analyzes codebases to rank files by importance, track dependencies, and provide summaries to enhance understanding of code structure. It helps visualize relationships between critical files for improved development workflows. - **[Aegntic MCP Servers](https://github.com/aegntic/aegntic-MCP)** - Provide external tool integration for AI assistants, enabling project exports, cloud service management, and workflow automation through various specialized servers. - **[Aegntic MCP Servers](https://github.com/aegntic/aegntic-MCP)** - Extend AI assistants with external tools and services for enhanced functionality in conversations. Access various platforms like Firebase and n8n for workflow automation and project exports. - **[Practices MCP Server](https://github.com/agentience/practices_mcp_server)** - Automate Git operations and enforce consistent development practices with tools for branch validation, version management, and pull request preparation. Integrates with platforms like GitHub and Jira to streamline the development workflow. - **[Agentico MCP Server](https://github.com/agentico-dev/mcp-server)** - A simple server implementing the Model Context Protocol (MCP) to provide an easier API for interaction with MCP agents. It enables developers to create MCP servers by simplifying the registration and management of tools with custom logic. - **[Tribal](https://github.com/agentience/tribal_mcp_server)** - Tribal tracks and retrieves programming errors with full context, facilitating the building of a personalized knowledge base that learns from user mistakes and suggests solutions. It integrates with language models for enhanced error management, utilizing a variety of storage and search functionalities. - **[Agentset MCP Server](https://github.com/agentset-ai/mcp-server)** - Build intelligent, document-based applications with integrated data retrieval capabilities, leveraging Retrieval-Augmented Generation (RAG) methodologies. - **[Sleep Tool](https://github.com/AgentsWorkingTogether/mcp-sleep)** - Pause execution for a specified duration to control the flow of agents. Useful for introducing timed delays, ensuring tasks are executed in a desired sequence, especially in workflows that require waiting periods between actions. - **[Room MCP](https://github.com/agree-able/room-mcp)** - Connects and interacts with virtual rooms using the Room protocol, enabling agents to collaborate in a peer-to-peer environment for various tasks. - **[Playwright Browser Automation Server](https://github.com/ahai72160/playwright-mcp)** - Facilitates browser automation through structured accessibility snapshots, enabling interaction with web pages without visual models. Supports web navigation, form-filling, data extraction, and automated testing with a deterministic approach. - **[AI Agent Marketplace Index Search Server](https://github.com/AI-Agent-Hub/ai-agent-marketplace-index-mcp)** - Provides functionalities to search for AI agents based on keywords or categories and monitors web traffic performance metrics. Enables users to list their AI agents in a marketplace through a comprehensive API. - **[Open MCP Marketplace](https://github.com/AI-Agent-Hub/mcp-marketplace)** - A web-based plugin that enables browsing, selecting, and installing MCP tools from various marketplaces, enhancing AI agents with capabilities such as map location, search, and payment integration. It features an autonomous tool dispatcher to optimize tool selection based on ratings and usage statistics. - **[Yourware MCP](https://github.com/ai-zerolab/yourware-mcp)** - Upload and manage projects through a user-friendly interface, enabling seamless handling of single files or entire directories. Integrates various development workflow features for enhanced productivity. - **[Bengaluru BMTC Transit Server](https://github.com/ajeetraina/bengaluru-bmtc-mcp)** - Provides real-time transit data including live bus locations, route details, stop information, and ETA calculations for Bangalore Metropolitan Transport Corporation buses through a standardized API. - **[Knowledge Graph Server](https://github.com/aiuluna/knowledge-graph-mcp)** - Manage, analyze, and visualize knowledge graphs with support for various graph types, including ontologies and timelines. Integrate effectively with MCP-compatible AI assistants to query and manipulate knowledge graph data while tracking resource management and version status. - **[Amazon Rainforest Travel Guide](https://github.com/Ajey95/MCP)** - An AI-powered travel assistant that helps users plan routes and discover accommodations, adventure spots, and cultural sites in the Amazon Rainforest while providing essential travel precautions and real-time information through location-based services. - **[Flight and Stay Search Server](https://github.com/AkekaratP/flights-mcp-ts)** - Provides flight and accommodation search capabilities using the Duffel API, enabling users to search for one-way, round-trip, and multi-city flights and obtain detailed flight offers. Users can also filter results based on preferences like cabin class and passenger count, while accessing guest reviews for stays. - **[Airbnb Search and Listing Details Server](https://github.com/AkekaratP/mcp-server-airbnb)** - Search Airbnb listings and retrieve detailed information about specific listings using structured JSON data. The server respects Airbnb's robots.txt rules and does not require an API key. - **[Bear MCP Server](https://github.com/akseyh/bear-mcp-server)** - Access and manage Bear Notes through a Model Context Protocol (MCP) server. Retrieve, search, and list notes and tags stored in a SQLite database. - **[Argo CD MCP Server](https://github.com/akuity/argocd-mcp)** - Integrate Argo CD management through natural language, enabling interaction with applications and workflows. Supports communication via stdio and Server-Sent Events for seamless development integration. - **[Solana Docs Server](https://github.com/aldrin-labs/solana-docs-mcp-server)** - TypeScript-based MCP server that provides a system for creating and managing text notes, allowing access to notes via URIs along with metadata. It includes functionality for generating summaries of notes and listing note resources. - **[Map MCP Server](https://github.com/Alex-Smith-1234/Map_MCP)** - Integrate dynamic data and manipulate context in real-time to enhance user interactions with external resources. Navigate to specified locations using an asynchronous tool function within a Docker environment. - **[Clockify Time Tracker](https://github.com/alex198710/clockify-mcp-server)** - Manage time entries by interacting with the Clockify API through a command-line tool. List projects, manage tags, and generate detailed time reports efficiently. - **[Telegram MCP Server](https://github.com/alexandertsai/mcp-telegram)** - Access Telegram accounts to read and send messages, manage chats, and respond to conversations. Retrieve chat lists and mark messages as read for efficient communication management. - **[File Organizer](https://github.com/AlexanderVTr/cursor-mcp-file-organizer)** - Automatically organizes files in the Downloads folder by type, enhancing productivity through configured organization rules and real-time file system monitoring. Supports multiple file categories, including images, documents, archives, code files, media files, design files, databases, and fonts. - **[TickTick API Server](https://github.com/alexarevalo9/ticktick-mcp-server)** - Manage tasks, projects, and habits with the TickTick API, providing capabilities for task creation, updates, and tracking along with secure OAuth authentication. Supports full control over task properties including priorities, deadlines, and subtasks. - **[hh-jira-mcp-server](https://github.com/alexeydubinin/hh-jira-mcp-server)** - Connects to Jira for real-time data access and manipulation, enhancing project management through integration of tasks into applications. - **[Chat Logger](https://github.com/AlexiFeng/MCP_Chat_Logger)** - Logs chat history in a formatted Markdown file, complete with timestamps for each message. It allows customization of save directories and differentiates conversations using session IDs. - **[Language Server MCP](https://github.com/alexwohletz/language-server-mcp)** - TypeScript-based MCP server for code editing that provides hover information, code completion, and diagnostic capabilities. Designed to support additional languages with a focus on TypeScript and theoretical support for Python. - **[MCP Server for Continue](https://github.com/alexsmirnov/obsidian-second-brain-mcp)** - Expose customizable prompt templates and tools to assist in software development. Integrate a conversational LLM for refining ideas, generating tests, and creating project blueprints while streamlining the coding process with web search and documentation resources. - **[Godspeed Task Management Connector](https://github.com/AliNagy/godspeed-mcp)** - Manage tasks efficiently using the Godspeed Task Management API. Create, update, and organize tasks seamlessly within applications. - **[EcoGo-AI](https://github.com/alisajil/ecogotravel)** - Search for and book flights, retrieve booking details, and access ticket information through an integrated MCP server. It leverages API integrations for reliable flight data and booking management. - **[Prefect MCP Server](https://github.com/allen-munsch/mcp-prefect)** - Interact with Prefect to manage flows, deployments, and tasks using natural language. Monitor and control the Prefect environment through simplified commands for better workflow management. - **[Google Tasks MCP](https://github.com/alvinjchoi/gtasks-mcp)** - Integrate with Google Tasks to manage tasks through natural language commands, supporting task creation, updates, deletions, and organization across multiple lists. Query tasks easily and automate completion marking, enhancing productivity workflows. - **[simctl-mcp](https://github.com/ambar/simctl-mcp)** - Implementation of the Model Context Protocol for controlling iOS Simulator operations, enabling interactions with the simulator through both STDIO and HTTP modes. - **[mcp-installer - A MCP Server to install MCP Servers](https://github.com/anaisbetts/mcp-installer)** - Installs other MCP servers hosted on npm or PyPi, enabling users to easily manage and set up various MCP servers through command prompts. - **[Poe Proxy Server](https://github.com/Anansitrading/poe-proxy-mcp)** - Proxy for the Poe.com API that enables querying multiple AI models with session management, real-time streaming responses, and file sharing capabilities. Facilitates integration with web clients using SSE transport and offers special support for Claude 3.7 Sonnet's thinking protocol. - **[Command Server](https://github.com/Andrew-Beniash/mcp-command-server)** - Execute system commands securely with a focus on user confirmation, input validation, and audit logging to ensure safe command usage. Integration with LLM applications enables controlled command execution with a whitelist approach. - **[Command-Line MCP Server](https://github.com/andresthor/cmd-line-mcp)** - Execute Unix/macOS terminal commands through a secure interface with interactive permission management and comprehensive command filtering. Ensures safe operations by classifying commands based on their impact and required approvals. - **[Trello MCP Server](https://github.com/andypost/mcp-server-ts-trello)** - Integrate with Trello to manage boards, lists, and cards through the Model Context Protocol. Provides tools for AI assistants to perform asynchronous operations and manage Trello data using a TypeScript implementation. - **[Flowise Integration](https://github.com/andydukes/mcp-flowise)** - Integrates with the Flowise API to manage chatflows and create predictions, offering functionalities for dynamic tool registration and flexible access to chatflow resources. - **[Multi-Agent AWS Management Server](https://github.com/anirban1592/google_openai_mcp)** - Automate the provisioning and termination of AWS EC2 instances using natural language commands while facilitating multi-agent communication through the MCP framework. Integrates intelligent agents to streamline cloud management tasks on AWS. - **[Nuxt MCP](https://github.com/antfu/nuxt-mcp)** - Enhances Vite/Nuxt applications with advanced model understanding capabilities to improve interactions and functionalities. Integrates seamlessly into applications for better AI model performance in recognizing and processing app-specific data. - **[fal.ai Model Server](https://github.com/antonioevans/mcp-fal)** - Provides access to fal.ai models and services through a standardized interface for listing, searching, generating content, managing queued requests, and uploading files to a CDN. - **[Context7](https://github.com/antonioevans/context7)** - Fetches up-to-date, version-specific code documentation and examples from source libraries to enhance prompts, reducing reliance on outdated code and inaccurate APIs. Integrates real-time library documentation into LLM context to improve coding accuracy and productivity. - **[RunPod Server Manager](https://github.com/antonioevans/runpod-mcp-ts)** - Manage RunPod resources through an MCP-compatible client, enabling operations such as creating, listing, updating, and deleting pods, serverless endpoints, templates, network volumes, and container registry authentications. - **[database-updater](https://github.com/AnuragRai017/database-updater-MCP-Server)** - Update databases by importing data from CSV and Excel files, with capabilities for managing documentation through built-in note-taking features. Supports PostgreSQL, MySQL, MongoDB, and SQLite for flexible database type management. - **[XMind Server](https://github.com/apeyroux/mcp-xmind)** - Analyze and query XMind mind maps using features for searching, extracting, and managing content across multiple files. Supports task management, hierarchical navigation, and secure directory access. - **[mcp-editor](https://github.com/arathald/mcp-editor)** - Edit files using a TypeScript MCP server, based on Anthropic's filesystem editing tools. It facilitates direct file manipulation while working with MCP protocols. - **[Sequential Thinking](https://github.com/arben-adm/mcp-sequential-thinking)** - Facilitates structured thinking by breaking down complex problems into sequential steps, allowing users to track their thought progression and generate summaries of their reasoning. - **[Apify Actors MCP Server](https://github.com/apify/actors-mcp-server)** - Enable interaction with various Apify Actors to perform specific tasks through an MCP server configuration. It supports HTTP server access via Server-Sent Events (SSE) and local server functionality through standard input/output. - **[Linear Task Fetcher](https://github.com/argia-andreas/linear-mcp-server)** - Fetch and manage Linear todo tickets using user-specific identifiers such as user ID or email, facilitating streamlined task management and integration of Linear data into workflows. - **[GitHub Projects MCP Server](https://github.com/Arclio/github-projects-mcp)** - Manage GitHub Projects V2 by listing projects, viewing and updating project fields and items, creating issues, and organizing project workflows effectively through MCP clients. - **[Local Utilities](https://github.com/arjshiv/localutils-mcp-server)** - Provides quick access to local system utilities, allowing retrieval of system information such as time, hostname, public IP, directory listings, Node.js version, and process checks on specific ports. - **[Redis Server](https://github.com/arjunkmrm/mcp-redis)** - Manage and search data in Redis using natural language queries, enabling efficient data operations like caching, indexing, and real-time event processing for AI applications. - **[Flight Search Service](https://github.com/arjunprabhulal/mcp-flight-search)** - Enables flight searches with real-time data integration through SerpAPI for one-way and round-trip flights, featuring rich logging and a modular code structure for maintenance and scalability. - **[Notion MCP Server](https://github.com/arre-ankit/notion-mcp-server)** - Query and manipulate Notion Pages by creating, reading, and updating content directly from prompts. Seamlessly manage Notion databases and enhance productivity through integration. - **[Google Tasks Integration Server](https://github.com/arpitbatra123/mcp-googletasks)** - Manage Google Tasks and task lists, enabling operations such as creating, updating, deleting, and completing tasks through a conversational interface. - **[Claude Code Python Edition](https://github.com/arthurcolle/openai-mcp)** - A Python-based MCP server designed for software development tasks that integrates with multiple LLM providers, offering real-time visualization and cost management. It supports multi-agent synchronization for intricate problem-solving scenarios. - **[MTG Deck Manager and Scryfall Integration](https://github.com/artillect/mtg-mcp-servers)** - Manage Magic: The Gathering decks, including uploading decks, drawing cards, handling mulligans, and sideboarding. Retrieve card information and perform searches using the integrated Scryfall API. - **[Canvas MCP](https://github.com/aryankeluskar/canvas-mcp)** - Interact with Canvas LMS and Gradescope to query courses and assignments, retrieve resources, and check submission statuses using natural language. Provides tools for finding relevant course materials and managing upcoming assignments. - **[GitHub](https://github.com/asbloom-py/mcp-servers)** - Interact with GitHub repositories, manage files, perform repository operations, and search code, issues, and users utilizing the GitHub API. - **[Playwright MCP](https://github.com/Ashish-Bansal/playwright-mcp)** - Connects AI assistants to your web application's DOM, enabling the generation of accurate Playwright tests based on real elements instead of textual descriptions. This integration helps to reduce flaky tests and debugging issues related to AI-generated scripts. - **[Furikake CLI](https://github.com/ashwwwin/furi)** - Manage MCP servers locally through a command line interface and HTTP API, with functionality to download, start, stop, and restart servers from public GitHub repositories. Access HTTP routes for monitoring and invocation of tools, alongside process management features. - **[ClickUp Task Integration Server](https://github.com/aukik/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders using natural language commands. Streamline task management, time tracking, and document handling through a standardized protocol for AI applications. - **[WhatsApp Personal Account Connector](https://github.com/aukik/whatsapp-mcp-ts)** - Connects a personal WhatsApp account to an AI agent for searching messages, contacts, and chats, as well as sending messages. Utilizes the WhatsApp Web multi-device API for secure data handling. - **[AutoGPT](https://github.com/Autogpt33/Auto--GPThirty3)** - Create and manage AI agents for various tasks, enabling users to build, test, and delegate assignments effectively. Designed to facilitate the integration of AI into workflows, enhancing productivity and creativity. - **[autogpt](https://github.com/Autogpt33/AutoGPT)** - AutoGPT provides a modular and extensible framework for developing AI agents, enabling users to build and test various functionalities in a cohesive environment. - **[Agent Orchestration System](https://github.com/aviz85/mcp-agents-orchestra)** - Facilitates state-based orchestration to manage task planning, execution, and context maintenance through defined agent states. Integrates various resources, tools, and prompts to enhance workflows and knowledge management with LLMs. - **[Notion MCP Server](https://github.com/awkoy/notion-mcp-server)** - Integrates with Notion's API to facilitate the creation, updating, and management of pages and blocks. Enables AI interactions with Notion databases and supports batch operations for enhanced productivity. - **[TaskWarrior Server](https://github.com/awwaiid/mcp-server-taskwarrior)** - Manage tasks by viewing, adding, and completing them through applications, with the ability to filter by project and tags. - **[Jira Context Server](https://github.com/ayasahmad/Jira-Context-MCP)** - Integrate with Jira to fetch issue details, list assigned tickets, filter issues by type, and track recent changes. Facilitate automation of Jira workflows and enhance productivity within development environments. - **[Jira Context Server](https://github.com/ayasahmad/Jira-Context-MCP)** - Integrate with Jira to access issue details, manage assigned tickets, filter issues by type, and track changes within development environments. Automate workflows and streamline issue resolution with direct access to Jira's API. - **[Personel İzin Yönetim Sistemi](https://github.com/azalin/mcp-test)** - Manage personnel leave requests, view leave history, and check remaining leave days through an API. Facilitates the creation of new leave requests and integrates with an SQLite database for efficient tracking. - **[Personel İzin Yönetim Sistemi](https://github.com/azalin/mcp-test)** - Manage personnel leave requests with functionalities for viewing leave history, submitting new leave requests, and calculating remaining leave days, all integrated with an SQLite database. - **[Terrakube MCP Server](https://github.com/terrakube-io/mcp-server-terrakube)** - Manage Terrakube workspaces, variables, modules, and organizations through a comprehensive API. Ensure type safety and robust error handling while simplifying operations and enabling flexible environment configurations. - **[Notion MCP](https://github.com/Badhansen/notion-mcp)** - Manage personal to-do lists using Notion's API, enabling task addition, updates, and viewing directly within the workspace. Integrates with a Model Context Protocol server for efficient task management. - **[Xmind Generator](https://github.com/BangyiZhang/xmind-generator-mcp)** - Generate structured mind maps with hierarchical topics, notes, and labels, and save them as files to local storage. Integrate seamlessly with Claude Desktop and other MCP clients for enhanced mind mapping capabilities. - **[Agent Construct](https://github.com/batteryshark/agent_construct)** - Standardizes access to tools and data for AI applications, facilitating dynamic tool discovery and execution through a unified interface. It serves as a central hub for managing context and tool integration in AI models. - **[MCP Finder and Installer](https://github.com/bbangjooo/mcp-installer)** - Discover and connect to Model Context Protocol servers using tools for finding, collecting configuration, and local installation of MCP servers. - **[Radarr and Sonarr Integration](https://github.com/BerryKuipers/mcp_services_radarr_sonarr)** - Access and manage your movie and TV show collection through Radarr and Sonarr APIs. Query and filter media information based on various criteria such as watched status and year. - **[shadow-cljs-mcp](https://github.com/Bigsy/shadow-cljs-mcp)** - Monitors shadow-cljs builds and provides real-time updates on build status, errors, and metrics after editing ClojureScript files. Integrates seamlessly with development environments for enhanced workflow efficiency. - **[Neovim Server](https://github.com/bigcodegen/mcp-neovim-server)** - Integrates Claude Desktop with Neovim using the Model Context Protocol (MCP), allowing interaction with Neovim's text editing features and workflows. Enables viewing of current buffers, accessing cursor locations, executing Vim commands, and making text edits through a socket connection. - **[禅道任务管理助手](https://github.com/bigtian99/mcp-zentao)** - A management tool for efficiently retrieving and handling personal tasks and bugs in ZenTao, with functionalities for task management, bug tracking, and product management. - **[禅道任务管理助手](https://github.com/bigtian99/mcp-zentao)** - Quickly retrieve and manage personal tasks and bugs in ZenTao project management system, offering task, bug, and product management functionalities. - **[ZentaoAPI Integration Package](https://github.com/bigtian99/mcp-zentao)** - Integrates with the ZenTao project management system to manage tasks and bugs within Node.js projects. Offers a complete package for task management and bug tracking through a high-level API interface. - **[ChatGPT Server](https://github.com/billster45/mcp-chatgpt-responses)** - Access OpenAI's ChatGPT API for dynamic conversations with Claude Desktop, featuring customizable parameters and automatic conversation state management. Engage in real-time discussions between AI models with web search capabilities. - **[Speckle MCP Server](https://github.com/bimgeek/speckle-mcp)** - Connects AEC tools with Speckle's collaborative data hub, enabling users to list and search projects, retrieve detailed project information, access model versions, and query object properties efficiently. - **[Playwright Server](https://github.com/blackwhite084/playwright-plus-python-mcp)** - An MCP server that facilitates web automation tasks using Playwright tools and features a note storage system. It allows summarization of stored notes with customizable detail levels. - **[Code MCP](https://github.com/block/vscode-mcp)** - Enables AI agents to interact with VS Code for tasks such as modifying files, opening projects, and checking extension statuses. This facilitates a more efficient integration of AI assistance into the coding environment. - **[VSCode MCP Server](https://github.com/block/vscode-mcp)** - Facilitates interaction between AI agents and Visual Studio Code, enabling file modifications, project management, and extension status checks directly within the development environment. - **[Manifold Markets MCP Server](https://github.com/bmorphism/manifold-mcp-server)** - Interact with prediction markets through a structured MCP interface, enabling the creation, management, and trading of markets while utilizing collective intelligence features for enhanced decision-making. - **[Human Loop Server](https://github.com/boorich/mcp-human-loop)** - Manage human-agent collaboration by using a sequential scoring system to evaluate and determine the necessity of human intervention in AI operations based on complexity and sensitivity of requests. - **[Integrator Automation Server](https://github.com/boostspace/integrator-mcp-server)** - Enables AI assistants to interact with Integrator automation workflows, facilitating bidirectional communication and complex automation logic. Exposes scenarios with parameter descriptions and structured JSON outputs for seamless integration with AI systems. - **[Datetime Note Storage Server](https://github.com/bossjones/datetime-mcp-server)** - Provides datetime information and simple note management functionalities, including current time, date formatting, and event scheduling prompts. - **[Jira Integration Server](https://github.com/brianstone/jira-mcp-server)** - Manage Jira issues through the MCP protocol, including creating, searching, assigning, unassigning, and editing issues to enhance project management workflows. - **[POC MCP Server](https://github.com/BrunoSSantana/poc-mcp-server)** - Access and manipulate data related to Loomers, forms, form responses, and projects with advanced pagination, filtering, and sorting capabilities. - **[Chain of Draft Server](https://github.com/bsmi021/mcp-chain-of-draft-server)** - Enhance decision-making through systematic, iterative refinement of thoughts and designs using the Chain of Draft protocol. Supports reasoning, API design, code reviews, and implementation planning with comprehensive error handling and real-time logging. - **[DeltaTask](https://github.com/brysontang/DeltaTask)** - Manage tasks with the ability to prioritize based on urgency and effort, while integrating seamlessly with Obsidian. The server provides a full API for advanced task management, including task creation, updating, and synchronization. - **[Conversation Server for OpenRouter Models](https://github.com/bsmi021/mcp-conversation-server)** - Manage and interact with multiple conversations using OpenRouter's language models through a standardized interface, facilitating message creation, real-time streaming, and persistent conversation states. Features include error handling and recovery, along with automatic token counting and model context management. - **[Node Omnibus Server](https://github.com/bsmi021/mcp-node-omnibus-server)** - Automates Node.js project setup, component generation, and TypeScript integration, providing tooling for frameworks like React and Next.js. Facilitates smart dependency management and automatic configuration for efficient development workflows. - **[Calendar Tools](https://github.com/cablate/mcp-google-calendar)** - Manage calendar events by creating, listing, updating, and deleting them efficiently. - **[Kakao Navigation](https://github.com/CaChiJ/kakao-navigation-mcp-server)** - Provides navigation services in South Korea, allowing for location searches and route optimization between starting and destination points, incorporating real-time traffic information. - **[Desktop Notification Server](https://github.com/Cactusinhand/mcp_server_notify)** - Sends desktop notifications and alert sounds upon the completion of agent tasks, enhancing user interaction with timely alerts. Supports integration with various LLM clients across multiple platforms including Windows, macOS, and Linux. - **[Kakao Mobility & Kakao Map Server](https://github.com/CaChiJ/kakao-navigation-mcp-server)** - Provides location search and route finding services using Kakao's mapping API, enabling geocoding of addresses and optimal path calculation across various transportation modes with consideration for real-time traffic data. - **[Langflow](https://github.com/caiomioto2/langflow)** - Langflow provides a low-code interface for building and managing AI applications. It facilitates the creation, testing, and deployment of workflows using various models and APIs without requiring extensive coding knowledge. - **[JIRA](https://github.com/CamdenClark/jira-mcp)** - Interact with JIRA to execute JQL searches and retrieve detailed information about specific issues, facilitating integration with Large Language Models (LLMs). - **[Anki Integration Server](https://github.com/CamdenClark/anki-mcp-server)** - Integrate with Anki to manage decks and notes through a simple API. Access Anki decks and note models, and perform operations like creating and managing notes. - **[WinTerm](https://github.com/capecoma/winterm-mcp)** - Programmatic access to the Windows command line allows execution of commands, retrieval of outputs, and sending of control signals within a standardized interface for AI model integration. - **[Anki MCP Server](https://github.com/captain-blue210/anki-mcp-server)** - Connects to Anki to retrieve leech-tagged cards and adds date-stamped review tags for analysis. Facilitates enhanced study sessions by tracking reviewed cards and integrating with Claude Desktop. - **[MCP Maker](https://github.com/CaptainCrouton89/mcp-maker)** - Create new Model Context Protocol servers using templates and tools for scaffolding MCP projects. It provides essential components and configurations for seamless integration with Claude Desktop. - **[Notion Integration Server](https://github.com/ccabanillas/notion-mcp)** - Integrate with Notion's API to manage your databases and pages, allowing for querying, creation, and updates of content within your Notion workspace. Features include searching across the workspace and retrieving database details with type safety and proper error handling. - **[Modes MCP Server](https://github.com/ccc0168/modes-mcp-server)** - Manage custom operational modes with full CRUD operations, ensuring configuration and management are programmatically controlled. Features include schema validation, file system watching, and error handling with standard MCP error codes. - **[myExcel](https://github.com/cct20152/myExcel)** - A web-based spreadsheet application that supports essential Excel functions such as cell merging, insertion, deletion, and custom formatting. Users can interactively edit cells, apply styles, and manage cell selections through intuitive controls. - **[任务管理工具](https://github.com/Ceeon/MCP-prompt)** - A task management tool that enables users to retrieve and manage tasks efficiently. It provides a simple API to access the task list and detailed information on specific tasks. - **[Mac Shell Server](https://github.com/cfdude/mac-shell-mcp)** - Execute macOS terminal commands securely through the MCP with features like command whitelisting and an approval workflow for potentially dangerous commands. Supports safe execution of commands managed by predefined security levels. - **[FastAPI](https://github.com/cetinibs/fastapi)** - FastAPI is a modern web framework designed for building APIs efficiently. It enables high performance in creating RESTful services that can quickly link to various AI models and tools. - **[Gausium OpenAPI Server](https://github.com/cfrs2005/mcp-gs-robot)** - Interact with Gausium robots through a standardized interface to access robot status, task reports, and maps. The server facilitates communication between AI models and Gausium's automation capabilities. - **[Android Preference Editor](https://github.com/charlesmuchene/pref-editor-mcp-server)** - Natural language editing of Android user preferences during app development, enabling management of preferences, listing connected devices, and querying installed apps through intuitive commands. - **[ELADMIN后台管理系统](https://github.com/ChaplinLittleJenius/eladmin-mp)** - A backend management system built on Spring Boot that supports user management, role management, menu management, and offers code generation for both front and back end. It integrates various tools for operational management and performance monitoring. - **[Python Jira MCP Server](https://github.com/Chase-Bullock/python-jira-mcp)** - Integrates with Jira to enable AI models to perform operations like searching for issues using JQL queries and retrieving detailed information about specific Jira issues. - **[Chat Summary Server](https://github.com/chatmcp/mcp-server-chatsum)** - Summarizes chat messages using provided queries and prompts, facilitating the extraction of key information from conversations. - **[Server Collector](https://github.com/chatmcp/mcp-server-collector)** - Collects and submits MCP servers over the internet, facilitating the gathering and indexing of various MCP servers for easier access and discovery. - **[MCP Router](https://github.com/chatmcp/mcp-server-router)** - Connects multiple remote MCP servers through a proxy, facilitating seamless integration and enhancing LLM applications by enabling access to various MCP server capabilities. - **[Xiaohongshu Auto Comment Tool](https://github.com/chenningling/RedBook-Search-Comment-MCP)** - Automates login, keyword searches, content retrieval, and comment management on Xiaohongshu (Redbook) notes, facilitating context-aware comment posting. Utilizes AI to generate natural comments based on note analysis. - **[Centralized Control Server](https://github.com/chinnuvani/test-sky-mcpserver)** - Manage and coordinate distributed agents and tasks through a secure API, enabling agent registration, task creation, monitoring, and status tracking. - **[Role-Specific Context Server](https://github.com/Chris-June/MCP-Server)** - Manages AI agents by defining contextual boundaries based on specific roles, ensuring tailored instructions and relevant memory for each agent while allowing for dynamic adjustments in tone and style. Supports the creation and management of custom roles with dedicated system prompts and memory isolation. - **[Vercel AI SDK MCP Server](https://github.com/chiziuwaga/vercel-ai-sdk-mcp-project)** - Integrates Vercel AI SDK capabilities into AI development environments to facilitate the generation of objects, text, and UI components. Supports seamless interaction with other tools like Figma and Magic MCP, enhancing design and development workflows. - **[Hevy Fitness API MCP Server](https://github.com/chrisdoc/hevy-mcp)** - Access and manage workout data through the Hevy fitness tracking app's API, enabling interaction with workouts, routines, and exercise templates. - **[Time Server](https://github.com/chrishayuk/chuk-mcp-time-server)** - Retrieve current times and convert between various global timezones using advanced utilities. Provides accurate and reliable time data through a microservice built with Python and asyncio. - **[Task Manager](https://github.com/chriscarrollsmith/taskqueue-mcp)** - Manage multi-step tasks with user approval checkpoints, streamline project workflows, and track progress efficiently. The tool features task visualization, status state management, and an enhanced CLI for inspection and management. - **[Gel Database Server](https://github.com/christian561/gel-mcp-server)** - Automate schema learning, query validation, and execution for Gel databases using natural language interactions. Integrates with EdgeQL for efficient database management and facilitates seamless connections with LLMs to enhance user interactions. - **[MCP Forge](https://github.com/chromewillow/mcp-forge)** - MCP Forge generates new MCP servers from customizable templates, facilitating integration with Cursor IDE and deployment instructions through Smithery. Users can create servers with various functionalities, such as web search or database interactions. - **[Todoist-mcp-server-extended](https://github.com/Chrusic/todoist-mcp-server-extended)** - Integrate natural language task management with Todoist to manage tasks, projects, and labels using everyday language. This server provides tools for creating, updating, and completing tasks seamlessly. - **[ClickUp Task Integration Server](https://github.com/cjohnstonr/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders using natural language commands. Enables creation, updating, organization, and tracking of tasks and tags within a workspace. - **[Shrimp Task Manager](https://github.com/cjo4m06/mcp-shrimp-task-manager)** - Guides agents through structured workflows to enhance programming efficiency and manage task memory effectively, reducing redundancy in coding processes. - **[Docker MCP Server](https://github.com/ckreiling/mcp-server-docker)** - Manage Docker containers using natural language commands, facilitating the composition of containers, introspection and debugging of running instances, and management of persistent data through Docker volumes. - **[ClickUp Task Integration Server](https://github.com/cjohnstonr/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders using natural language commands. Provides features for creating, updating, organizing, and tracking tasks and tags within the ClickUp workspace. - **[Puzzlebox](https://github.com/cliffhall/puzzlebox)** - Manage dynamic finite state machines to coordinate multiple agents effectively, facilitating complex workflows and ensuring real-time updates on state changes. Streamline transitions between project phases to keep teams aligned with overall project goals. - **[Drupal Modules MCP](https://github.com/Cleversoft-IT/drupal-tools-mcp)** - Manage a simple notes system with resources for creating and accessing text notes using URIs and metadata. Generate summaries of stored notes through LLM prompts. - **[Flight & Stay Search Server (Duffel API)](https://github.com/clockworked247/flights-mcp-ts)** - A TypeScript implementation that connects to the Duffel API for searching one-way, round-trip, and multi-city flights, as well as finding accommodation options. It facilitates detailed flight offer retrieval, cabin class specification, passenger count, and time window filtering. - **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with Cline and Claude Desktop for intelligent search and documentation retrieval, facilitating API discovery and code modernization while maintaining context across interactions. Uses advanced query processing and rate management for efficient operation. - **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with intelligent search and documentation retrieval to assist coding by discovering APIs and modernizing code. Maintains context across queries using a database, while employing advanced query processing and intelligent rate management for effective responses. - **[Time Server](https://github.com/clssck/mcp-time-server)** - Provides timezone conversions and performs time-related operations such as retrieving the current time in specified timezones and converting time between different timezones. - **[free-for.dev](https://github.com/coclock/free-for-dev)** - A curated resource for discovering free developer services and tools, specifically targeting infrastructure developers, system administrators, and DevOps practitioners. Offers a collection of SaaS, PaaS, IaaS, and APIs with free tiers to facilitate project acceleration. - **[GitLab PR Analysis Server](https://github.com/CodeByWaqas/MRConfluenceLinker-mcp-server)** - Fetch and analyze GitLab merge requests, and store the analysis results in Confluence documentation to enhance documentation workflows. - **[CodeAlive](https://github.com/CodeAlive-AI/codealive-mcp)** - Provides enriched context from a project's codebase for advanced semantic code search and interaction, improving AI client efficiency and understanding of the repository. - **[ClickUp Task Integration Server](https://github.com/coinspiracynut/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders through natural language commands. Support for task creation, updates, dependencies, tagging, time tracking, and organization in ClickUp workspaces. - **[Next.js Project](https://github.com/colechengame/TCM_FBT)** - A web application framework that enables the building and deployment of performant web applications with features like automatic page updates and optimized font loading. - **[Time MCP Server](https://github.com/ConechoAI/time-mcp-local)** - Provides current time information and facilitates timezone conversions using IANA timezone names. Enables real-time time data access and conversion between different timezones for applications. - **[Confluence MCP Server](https://github.com/cosmix/confluence-mcp)** - Interact with Confluence content, enabling retrieval, creation, and updates of pages, comments, and attachments through a standardized interface. - **[Crawlab MCP Server](https://github.com/crawlab-team/crawlab-mcp)** - Interact with Crawlab's features for spider management, task handling, file operations, and resource access through a standardized interface. Facilitates seamless integration of Crawlab functionalities into AI applications using natural language commands. - **[Linear Issue and Project Management Server](https://github.com/crafted-app/linear-mcp)** - Manage issues, projects, and teams within the Linear platform by creating, listing, updating, and retrieving detailed information with flexible filtering and customizable properties. Integrate directly with Linear's API to streamline project workflows. - **[Crawlab MCP Server](https://github.com/crawlab-team/crawlab-mcp)** - Interact with Crawlab's spider and task management features, perform file operations, and access resources through a standardized interface for seamless AI application integration. - **[Vibe-Coder](https://github.com/crazyrabbitLTC/mcp-vibecoder)** - Facilitates a structured development workflow for LLMs focused on coding by organizing feature clarification, generating PRDs and implementation plans, and tracking progress with phased task management. - **[Hippycampus](https://github.com/cromwellian/hippycampus)** - Integrates dynamic OpenAPI specifications and facilitates visual workflow creation using LangFlow. Provides a command-line interface for seamless interaction with various data sources and APIs. - **[Asana Integration Server](https://github.com/cristip73/mcp-server-asana)** - Connects AI tools to Asana for managing tasks, projects, and workspaces directly through an LLM interface, facilitating streamlined workflow and productivity. - **[AWS CodePipeline Integration Server](https://github.com/cuongdev/mcp-codepipeline-server)** - Manage AWS CodePipeline pipelines by triggering executions, retrieving metrics, approving actions, and obtaining execution logs through natural language commands in Windsurf. Streamline CI/CD processes with a standardized interface for AWS CodePipeline services. - **[Word Document Editor Server](https://github.com/cuongpham2107/word-mcp-server)** - Facilitates the creation and editing of Microsoft Word documents via a straightforward API. Supports adding formatted text, images, and tables, enabling document generation and modification through natural language commands with LLM integration. - **[Whoop MCP Server](https://github.com/ctvidic/whoop-mcp-server)** - Access Whoop data for insights into cycles, recovery, strain, and workout metrics by querying the Whoop API. Retrieve data based on specific date ranges or calculate averages for strain over time. - **[Lark Function Call AI Agent](https://github.com/cv-cat/LarkAgentX)** - Enables function calls and message handling within the Lark ecosystem, utilizing a user's Lark account as an AI assistant. It automatically analyzes user input to invoke relevant functions and stores messages in a MySQL database for chat management. - **[Currents Test Results Context Server](https://github.com/currents-dev/currents-mcp)** - Connects AI agents to Currents for detailed test results context, enabling analysis and optimization of failing tests in continuous integration workflows. Integrates with development tools to enhance test reliability and debugging efficiency. - **[ATLAS MCP Server](https://github.com/cyanheads/atlas-mcp-server)** - Hierarchical task management with a focus on projects and knowledge automation enabling adaptive logic and task handling. - **[Mentor MCP Server](https://github.com/cyanheads/mentor-mcp-server)** - Provides LLM Agents with AI-powered Deepseek-Reasoning mentorship capabilities, enabling functionalities such as code review and design critique. - **[agile-planner-mcp-server](https://github.com/cyberlife-coder/agile-planner-mcp-server)** - Generates structured agile backlogs with AI-guided annotations based on project descriptions, facilitating user story creation and task tracking. Provides AI-optimized guidance for backlog organization and progress tracking. - **[Cocos MCP Log Bridge](https://github.com/czh2774/cocosMCP)** - Synchronizes logs between Cocos Creator and Cursor AI, enabling efficient problem analysis and resolution. Features include real-time log syncing, intelligent filtering, and scene management capabilities. - **[esa-mcp-server](https://github.com/d-kimuson/esa-mcp-server)** - Access the esa.io API through the Model Context Protocol (MCP), enabling search, creation, updating, and deletion of articles on esa.io. - **[Nessus Vulnerability Scanner Server](https://github.com/Cyreslab-AI/nessus-mcp-server)** - Interact with the Tenable Nessus vulnerability scanner to perform vulnerability scanning and analysis. Start and monitor scans, retrieve results, and search for vulnerabilities using a standardized protocol. - **[Logseq MCP Server](https://github.com/dailydaniel/logseq-mcp)** - Integrate with Logseq's knowledge base to create and manage pages, blocks, and organize information programmatically. Enhance productivity by automating workflows and interacting directly with data within Logseq. - **[Perplexity-researcher-mcp](https://github.com/DaInfernalCoder/perplexity-mcp)** - An intelligent research assistant that utilizes Perplexity's AI models for query handling, featuring automatic complexity detection to optimize routing to appropriate models for various tasks. It includes search capabilities for efficient information retrieval and basic query handling. - **[DevDb](https://github.com/damms005/devdb-vscode)** - Integrate database functionalities within IDEs like VS Code without configuration. Access and manipulate database tables, enhancing development and debugging workflows with rich features. - **[Notion Integration](https://github.com/danhilse/notion_mcp)** - Integrates with Notion's API to manage a personal todo list with tasks, deadlines, and completion status. Supports basic operations for adding, updating, and checking off tasks in a minimalist Notion setup. - **[Omnispindle Todo Server](https://github.com/MadnessEngineering/Omnispindle)** - Manage todo requests with efficient integration between FastMCP and MongoDB, supporting task processing through agent-based workers and real-time updates. Ideal for enhancing task management workflows with AI model integration. - **[Todo Server](https://github.com/MadnessEngineering/Omnispindle)** - Receive and manage todo requests with efficient storage and processing using MongoDB integration. Designed for compatibility with the Swarmonomicon project, this server utilizes FastMCP for seamless task management. - **[Perplexity Chat MCP Server](https://github.com/daniel-lxs/mcp-perplexity)** - Provides a Python-based interface to the Perplexity API for querying responses, maintaining chat history, and managing conversations. Supports model configuration via environment variables and stores chat data locally. - **[Perplexity MCP Server](https://github.com/daniel-lxs/mcp-perplexity)** - Provides a Python-based interface to access the Perplexity API, enabling users to query responses, maintain chat history, and manage conversations while mimicking browser interactions with Perplexity Chat. - **[DNDzgz Zaragoza Transit Server](https://github.com/danilat/mcp-dndzgz)** - Provides real-time transit information for Zaragoza, including arrival estimations for trams, bus details, and public bicycle rental services. Includes Google Maps links for easy navigation to transit points. - **[Think Tool Server](https://github.com/DannyMac180/mcp-think-tool)** - Enhances reasoning capabilities by providing a structured thinking space for complex problem-solving with a record of thought history and analysis. Facilitates improved decision-making in scenarios involving long chains of tool calls. - **[DARPEngine](https://github.com/DARPAI/darp_engine)** - DARPEngine provides smart search capabilities by storing metadata for MCP servers online, enabling efficient discovery and connection to relevant MCP tools. It offers a CLI and API for users to search and route requests based on user queries. - **[飞书多维表格](https://github.com/DarkNoah/feishu-mcp)** - Provides Model Context Protocol (MCP) services for Feishu (Lark) applications, enabling interaction with Feishu's API for multidimensional table operations. Supports creation, updating, searching, and deletion of records, as well as application and table creation. - **[Databutton](https://github.com/databutton/databutton-mcp)** - Facilitates the planning and development of business applications by generating initial app plans and creating foundational structures using React and Python APIs. Supports seamless integration for building complex applications with an AI-driven approach. - **[AutoGPT](https://github.com/Davidchoi79/AutoGPT)** - Create, deploy, and manage continuous AI agents that automate complex workflows using a library of pre-configured options or custom-built agents. - **[Code Knowledge Tool](https://github.com/davidvc/code-knowledge-mcptool)** - Manage and query knowledge about code repositories using advanced embedding techniques. This tool facilitates the organization and retrieval of insights related to a codebase through vector embeddings. - **[Project Handoffs](https://github.com/davidorex/project-handoffs)** - Manage AI session handoffs, track next steps, and organize projects based on priority levels for implementation impact. - **[Claude Server](https://github.com/davidteren/claude-server)** - Manages project-specific contexts and maintains conversation continuity with hierarchical structures and metadata tagging. Facilitates quick retrieval for efficient workflows within specified project contexts. - **[Gravitino Metadata Server](https://github.com/datastrato/mcp-server-gravitino)** - Integrates with Apache Gravitino services to manage metadata including catalogs, schemas, tables, tags, and user roles through an intuitive interface. Facilitates optimized metadata retrieval and management, enhancing data governance workflows. - **[dbt MCP Server](https://github.com/dbt-labs/dbt-mcp)** - Interact with dbt to execute CLI commands, query metrics from the semantic layer, and explore project models efficiently, streamlining data workflows. - **[Memory Server with Knowledge Graph](https://github.com/ddkang1/mcp-mem)** - Provides session-based memory management for chat applications using an efficient knowledge graph to search and retrieve information from multiple sources, including uploaded files. - **[Context7](https://github.com/decvb/context7)** - Fetches up-to-date, version-specific code documentation and examples to enhance LLM prompts, reducing outdated code and hallucinated APIs. Integrates real-time library documentation into coding workflows for improved accuracy and productivity. - **[Think Tool Server](https://github.com/ddkang1/mcp-think-tool)** - Provides a structured space for Claude to enhance reasoning capabilities through thought history and analysis, facilitating detailed problem-solving. Maintains a record of thoughts with timestamps for reference and analytical purposes. - **[Codebase MCP](https://github.com/DeDeveloper23/codebase-mcp)** - Retrieve and analyze entire codebases, enabling AI agents to understand complex projects and enhancing developer collaboration. Supports processing of remote repositories and allows saving of codebase analyses for future use. - **[Voice Recorder](https://github.com/DefiBax/mcp_servers)** - Record audio and transcribe it using advanced AI models like OpenAI's Whisper. Supports integration with AI agents for enhanced interactivity and includes prompts for common recording scenarios. - **[Google Forms Integration Server](https://github.com/delorenj/google-forms-mcp)** - Create and manage Google Forms, including adding questions and retrieving responses. Streamline form management through the integration with the Google Forms API. - **[DeepWriter MCP Server](https://github.com/deepwriter-ai/Deepwriter-MCP)** - Integrates with DeepWriter's API for managing content generation and project management tasks. Facilitates project creation, updating, deletion, and retrieval of project details through a standardized MCP interface. - **[Trello Server](https://github.com/delorenj/mcp-server-trello)** - Interact with Trello boards, manage cards, lists, and activities, while automating API interactions with built-in rate limiting and error handling. - **[Coding Todo Server](https://github.com/dennismartis/mcp-todo)** - Manage a coding project's todo list by viewing, adding, updating, and deleting todo items while tracking their status and details. - **[Slack Integration Server](https://github.com/dev-palboksoft/kimpalbok-slack-mcp-server)** - Enables interaction with Slack workspaces, allowing users to list channels, post messages, reply to threads, add reactions, and retrieve user and message information. - **[Google Spreadsheet Manipulator](https://github.com/dev-ithitchhiker/mcp-google-docs)** - Manipulate Google Spreadsheets and Drive to create, copy, and manage files, allowing for efficient integration of document operations within applications. - **[MCP Servers](https://github.com/devalexandre/mcp-servers)** - Control a headless browser for automated navigation, screenshot capturing, and interaction with web page elements. Facilitates the creation of automation projects using the Multi-Context Protocol framework. - **[GitHub Projects](https://github.com/devassistantai/mcp-servers)** - Interact with the GitHub Projects V2 API to manage projects, tasks, items, fields, and views using GraphQL. Automated project organization and workflow enhancements are facilitated through this interface. - **[Meilisearch MCP Server](https://github.com/devlimelabs/meilisearch-ts-mcp)** - Enables interaction with Meilisearch through a standardized interface for managing indexes, documents, search capabilities, and system operations. - **[macos-notification-mcp](https://github.com/devizor/macOS-Notification-MCP)** - Triggers native macOS notifications, plays system sounds, and converts text to speech. Supports customizable visual notifications and voice management features for AI assistants. - **[Xcode MCP Server](https://github.com/devyhan/xcode-mcp)** - Connects to Xcode for project management, enabling operations such as building, testing, archiving, code signing, and deployment to iOS devices. It also supports Swift Package Manager and iOS Simulator management. - **[LLM Gateway](https://github.com/Dicklesworthstone/ultimate_mcp_server)** - Connects AI models to various tools and data sources, facilitating intelligent task delegation and optimizing workflows by routing tasks to suitable models for cost-effective and high-quality outputs. - **[Sequential Tools Server](https://github.com/dhkts1/sequentialStory)** - Enhances problem-solving and memory retention by structuring complex problems as engaging stories or sequential thoughts. Integrates with AI systems using the Model Context Protocol and offers techniques for narrative-based and sequential thinking. - **[Anki Flashcard Creator](https://github.com/dhkim0124/anki-mcp-server)** - Facilitates the creation and management of Anki flashcards using natural language commands through integration with Claude. Supports adding vocabulary, example sentences, and managing flashcard decks seamlessly. - **[Ultimate MCP Server](https://github.com/Dicklesworthstone/ultimate_mcp_server)** - Connects AI models to various tools and data sources, facilitating seamless integration and orchestration for complex multi-step workflows. Enables intelligent task delegation among multiple LLM providers for enhanced cognitive capabilities. - **[TESS Integration Server](https://github.com/diegofornalha/mcp-server-tess)** - Integrate with the TESS API to manage and execute TESS agents, handle file associations, and customize messages for agent interactions. Provides an interface to streamline AI workflows with TESS functionalities. - **[TESS-MCP Server](https://github.com/diegofornalha/tess-mcp-server)** - Integrates multiple AI services, providing a unified command-line interface for accessing tools, managing files, and interacting with language models. Facilitates seamless communication between various APIs without reimplementing them. - **[Development Server](https://github.com/dillip285/mcp-dev-server)** - Manage software development projects with complete context awareness, facilitating code execution in secure Docker environments, and integrating Git operations for streamlined project management. - **[Terminal](https://github.com/dillip285/mcp-terminal)** - Execute commands securely within specified file system paths while managing environment variables and supporting cross-platform operations. Enables interaction with remote systems through command execution. - **[Custom GitLab Server](https://github.com/Din-djarin2/custom-gitlab)** - Integrate with GitLab repositories for project search, file management, and issue handling. Supports multi-file commits, repository forking, and creating branches with enhanced schema validation. - **[Apple Notes](https://github.com/Dingzeefs/mcp-apple-notes)** - Enables semantic search and retrieval of Apple Notes with advanced indexing capabilities. Supports both semantic and full-text searches, integrating seamlessly with Apple Notes on macOS. - **[Trip Planner](https://github.com/Dips1902/Trip_Advisor)** - AI-powered trip planning assistant that creates personalized itineraries collaboratively based on user preferences using various interfaces including CLI, FASTAPI, and Streamlit. - **[SQLite](https://github.com/direkt/mcp-test)** - Create and interact with an SQLite database derived from compressed log files, enabling efficient analysis of log data through structured queries. Gain insights into application behavior and performance seamlessly using the Model Context Protocol. - **[Aider MCP Server](https://github.com/disler/aider-mcp-server)** - Offloads AI coding tasks to Aider, facilitating code generation and modifications to enhance development efficiency and control over the coding process. Integrates seamlessly with coding environments to support a more organized workflow through automation. - **[Plex Media Server Integration](https://github.com/djbriane/plex-mcp)** - Integrates with the Plex Media Server API to search for movies, retrieve movie details, and manage playlists. Provides functionalities such as finding movies by director and identifying missing films from a specific director's collection. - **[Todoist Integration](https://github.com/dkeesey/todoist-mcp-server)** - Manage Todoist tasks including creating, updating, completing, and deleting tasks, as well as organizing them into projects and labels. Search and filter tasks based on various criteria directly through conversational commands. - **[Browser Extension and MCP Server](https://github.com/djyde/browser-mcp)** - Interact with the browser to execute commands, modify styles, and access browsing history. Enables retrieval of content from the current page in markdown format and customization of page styles directly through an MCP interface. - **[Chroma MCP Server](https://github.com/djm81/chroma_mcp_server)** - Provides a persistent, searchable working memory for AI-assisted development, enabling automated recall of context from previous sessions while managing insights effectively. Integrates with ChromaDB to enhance workflow continuity across complex tasks. - **[Flutter Tools](https://github.com/dkpoulsen/flutter-tools)** - Analyzes and provides diagnostics for Dart/Flutter files and applies fix suggestions based on the Flutter SDK. - **[Canvas MCP Server](https://github.com/DMontgomery40/mcp-canvas-lms)** - Manage courses, assignments, enrollments, and grades within the Canvas LMS by interacting with the Canvas API. Automate educational tasks and streamline course management for educators and administrators. - **[Meta MCP Server](https://github.com/DMontgomery40/meta-mcp-server)** - Facilitates the creation and management of multiple customized MCP servers by automating file management and integrating various MCP tools. Provides robust error handling and debugging support for development environments. - **[LeetCode MCP Server](https://github.com/doggybee/mcp-server-leetcode)** - Access LeetCode problems, user details, and contest information through fast queries, utilizing both CLI and programmable API for integration. - **[Memo Server for Session Memory Management](https://github.com/doggybee/mcp-server-memo)** - Manage session summaries and memos for large language models with persistent local storage and version tracking. Store, retrieve, and list detailed session histories to enhance context retention for improved memory capabilities. - **[Sensei](https://github.com/dojoengine/sensei-mcp)** - Provides expert guidance for Dojo and Cairo development on Starknet. Assists developers with knowledge of the Dojo Entity Component System framework and best practices for smart contract development. - **[Airbnb Search Server](https://github.com/Domoteek/mcp-server-airbnb)** - Search for Airbnb listings based on various parameters such as location, check-in and check-out dates, and guest count. Retrieve detailed information and direct links to the listings for easy access and trip planning. - **[Expo App](https://github.com/doorknob-dev/p4)** - Framework for developing mobile applications that run on Android, iOS, and the web using a single codebase. Supports building, testing, and deploying applications with a range of libraries and tools. - **[한국 학교 급식 정보 조회 서버](https://github.com/dragonku/mcp_school_food)** - Retrieve school meal information across South Korea using natural language queries, providing access to daily and weekly meal data for any school. - **[Things3 Integration Server](https://github.com/drjforrest/mcp-things3)** - Integrate with Things3 to manage tasks and projects via the MCP protocol, enabling synchronization with Agenda projects. The server supports creating and listing projects and to-dos with various properties. - **[JIRA MCP Server](https://github.com/Dsazz/mcp-jira)** - Integrate directly with JIRA to view assigned issues, obtain detailed information, and convert JIRA issues into local tasks without switching contexts. This server enhances productivity by facilitating seamless access to JIRA functionalities within the development environment. - **[IMAP Netflix Household Automation](https://github.com/ducphu0ng/imap-netflix-household-automation)** - Automates the process of accepting Netflix household primary location verification emails by monitoring emails via IMAP. It requires minimal configuration and can operate on devices like a Raspberry Pi using Docker. - **[FamilySearch MCP Server](https://github.com/dulbrich/familysearch-mcp)** - Interact with FamilySearch's family history data seamlessly. Search for person records, view detailed information, and explore ancestors and descendants using AI tools. Authenticate securely and access historical records with ease. - **[Unity MCP Template](https://github.com/dunward/unity-mcp-template)** - A TypeScript-based MCP server that facilitates interaction with Unity, allowing for the creation and configuration of custom tools to enhance Unity projects. The server supports basic functionalities through a Unity-based interface while ensuring compatibility with legacy systems. - **[Micromanage Development Task Manager](https://github.com/Durable-Technology/mcp-micromanage-your-agent)** - Manage development tasks by breaking them down into pull requests and commits, requiring user feedback at each step. Visualize and track real-time progress through a React-based dashboard to maintain oversight on coding agents' work. - **[Aider](https://github.com/duzitao1/aider)** - AI-assisted pair programming tool that integrates directly into the terminal, enabling users to edit code, manage git repositories, and receive intelligent suggestions for improvements or bug fixes in real-time. - **[Siri Shortcuts Server](https://github.com/dvcrn/mcp-server-siri-shortcuts)** - Access Siri Shortcuts functionality to list, open, and run shortcuts from the macOS Shortcuts app seamlessly. Integrates with AI models for dynamic execution of available shortcuts. - **[Advanced PocketBase Server](https://github.com/DynamicEndpoints/advanced-pocketbase-mcp-server)** - Manage PocketBase databases with advanced operations for schema management and data manipulation. Provides tools for collection management, index management, and schema validation. - **[AutoGen Server](https://github.com/DynamicEndpoints/Autogen_MCP)** - Facilitates the creation and management of AI agents that engage in natural language interactions and collaborate to solve problems. Supports orchestration of both individual and group conversations with customizable configurations and built-in error handling. - **[DevTools](https://github.com/DXHeroes/mcp-devtools)** - Connect AI assistants to various external services and tools through a robust framework, enabling data manipulation and powerful interactions. Supports integrations with Jira and Linear for enhanced project management capabilities. - **[Mesh Scanner](https://github.com/DynamicEndpoints/mesh-scanner)** - Create and manage text notes with unique URIs, allowing easy retrieval and organization. Generate summaries of notes through dedicated prompts and tools. - **[Supabase Server](https://github.com/DynamicEndpoints/supabase-mcp)** - Connects to Supabase databases, enabling database operations, storage management for files and assets, and invocation of edge functions. - **[Gherkin File Generator Server](https://github.com/eax/testai-mcp-server)** - Generate Gherkin feature files based on user-defined data through a standardized interface, enabling easy integration with other applications. Streamline the creation of behavior-driven development (BDD) specifications with automated file generation. - **[WeRead to Notion Sync](https://github.com/EarmorVincent/weread2notion)** - Automatically sync highlights and notes from WeChat Reading to Notion on a daily basis using GitHub Actions. - **[Memory Server](https://github.com/ebailey78/mcp-memory)** - Manage and maintain structured memories across chat sessions to enhance project continuity and context. Save and retrieve important information over time, building a comprehensive knowledge base tailored to long-term project workflows. - **[LimeSurvey Survey Management Server](https://github.com/edgarrmondragon/limesurvey-mcp)** - Manage surveys and responses from a LimeSurvey instance through a standardized MCP interface, enabling automation of survey handling and data retrieval. - **[Dart MCP Server](https://github.com/egyleader/dart-mcp)** - Facilitates the execution of Dart SDK commands to analyze, compile, and manage Dart projects, enhancing the integration of AI coding assistants within Dart/Flutter development environments. It provides intelligent path handling and requires no configuration for streamlined development. - **[Freshservice Integration Server](https://github.com/effytech/freshservice_mcp)** - Integrates with Freshservice to manage IT service tickets and operations, enabling automated ticket creation, updates, and asset management. - **[Freshdesk Integration Server](https://github.com/effytech/freshdesk_mcp)** - Integrate AI models with Freshdesk to automate support operations, facilitating the creation, update, and management of support tickets through the Freshdesk API. Enhance customer support interactions with automated ticket handling and AI-driven responses. - **[Nocodb MCP Server](https://github.com/edwinbernadus/nocodb-mcp-server)** - Seamlessly interact with a Nocodb database to perform CRUD operations on its tables using the Model Context Protocol. Manage data efficiently with functionalities for adding, updating, deleting, and retrieving records. - **[EduBase MCP server](https://github.com/EduBase/MCP)** - Interact with EduBase to create dynamic quizzes, manage secure exams, and automate assessment workflows. Integrates with existing systems through a secure API to facilitate personalized learning experiences and enterprise-level security. - **[SystemPrompt Notion](https://github.com/Ejb503/systemprompt-mcp-notion)** - Integrates Notion for interactions with pages, databases, and comments, facilitating the management of Notion content within AI workflows. - **[Arc MCP Server](https://github.com/elblanco2/hostbridge-mcp)** - Facilitates the deployment of web applications using the Wasp framework across various hosting providers, including traditional shared hosting and platforms like Netlify and Vercel. It offers a conversational interface with guided prompts to assist users throughout the deployment process. - **[hash2GO Telegram Mini App](https://github.com/elinmaks/hash2GO-telegram-app)** - Telegram mini application for mining activities, enabling users to manage and interact with mining operations directly within the Telegram platform. Provides an integrated interface to streamline mining management and enhance user engagement. - **[Lovable Project Interface](https://github.com/elinmaks/mining-terminal-express)** - Facilitates intuitive web-based editing and deployment of applications with automatic commits to a repository. Supports integration with IDEs and GitHub Codespaces for flexible project management and development workflows. - **[Lovable Project Web Interface](https://github.com/elinmaks/jetton-factory-web)** - An interface for seamless editing and deployment of web projects, with integration options for IDEs and direct editing in GitHub. It supports custom domains, instant previews, and automatic synchronization of project changes. - **[Linear MCP Server](https://github.com/emmett-deen/Linear-MCP-Server)** - Connects Claude to Linear project management systems, enabling interaction with issues and projects through Linear's GraphQL API. - **[Notion Integration Server](https://github.com/emmanuelsystems/mcpnotionslack)** - Connect to Notion workspaces to enable AI assistants to interact with databases, pages, and blocks for efficient content management and retrieval. - **[Confluence Integration Server](https://github.com/enjoyzl/mcp-server-confluence-ts)** - Enables interaction with Confluence to access spaces, retrieve page content, search, and perform CRUD operations on pages using a standardized protocol. - **[Canvas MCP Server](https://github.com/enkhbold470/mcp-server-canvas)** - Interact programmatically with Canvas LMS to manage courses and enrollments by utilizing the Canvas API. Streamline educational workflows through features like course listing and enrollment type filtering with interactive help prompts. - **[tldraw](https://github.com/eperez28/tldraw)** - A digital whiteboard library designed for creating infinite canvas experiences in React applications, enabling collaborative drawing and design functionalities. - **[EpicMe](https://github.com/epicweb-dev/epic-me-mcp)** - Facilitates natural language interaction with applications, managing user registration, authentication, and data operations through the Model Context Protocol. It allows users to interact with applications using LLMs without traditional interfaces. - **[LogSeq](https://github.com/ergut/mcp-logseq-server)** - Interact with LogSeq knowledge management system via its API to manage and retrieve information from graphs and pages. - **[Blowback](https://github.com/ESnark/blowback)** - Integrate front-end development servers with an MCP server to capture browser console logs, manage checkpoints, and improve debugging workflows. Supports various frameworks, enhancing development processes through log management and streamlined testing capabilities. - **[Vite MCP Server](https://github.com/ESnark/blowback)** - Connects front-end development environments to Cursor agents for real-time code modification and live updates, enhancing debugging and testing efficiency through automated browser integration and log management. - **[J.A.R.V.I.S.](https://github.com/essenecrucix-netizen/jarvis)** - An intelligent coding assistant that supports multiple AI models for code generation, modifications, and technical discussions. It can handle various file types for text extraction and data parsing to facilitate development tasks. - **[Anki Flashcard Integration Server](https://github.com/ethangillani/Anki-MCP-Server)** - Enables interaction with Anki flashcard software by creating decks, adding notes, and searching cards using Anki's native syntax. Facilitates bulk note additions and queries to enhance learning workflows. - **[MIRO Whiteboard Connector](https://github.com/evalstate/mcp-miro)** - Connects to the MIRO Whiteboard Application for board manipulation and sticky creation. Supports bulk operations and integrates with AI for enhanced functionality. - **[Inbox Zero](https://github.com/elie222/inbox-zero)** - Manage emails effectively with an AI assistant that automates various tasks related to inbox organization and communication. Integrates into environments like Cursor and Claude Desktop for enhanced email management. - **[Memory Server](https://github.com/evangstav/python-memory-mcp-server)** - Manage entities and their relationships within a knowledge graph with strict validation to ensure data consistency. Perform complex queries and maintain observations to enhance application functionality. - **[Personal Health Tracker](https://github.com/evangstav/personal-mcp)** - Track personal health, workouts, and nutrition with AI-assisted analysis and supportive features for performance optimization and rehabilitation. Provides tools for logging exercises, meals, and daily wellness insights. - **[OpenFGA MCP Server](https://github.com/evansims/openfga-mcp)** - Enables Large Language Models to interact with OpenFGA stores, facilitating reading, searching, and manipulation tasks. Supports fine-grained authorization through agentic AI and vibe coding. - **[Conversational Application Framework](https://github.com/eversonpereira/mcp)** - Build conversational applications that utilize local large language models, vector memory for context management, and a plugin system to perform real actions. Features include multi-user and session support, along with automatic long history summarization. - **[Nerve](https://github.com/evilsocket/nerve)** - Create and execute LLM-based agents using a simple YAML configuration and a powerful CLI. Integrate with various MCP servers and utilize built-in tools for common tasks in agent development and deployment. - **[Terragrunt Docs Provider](https://github.com/Excoriate/mcp-terragrunt-docs)** - Provides access to up-to-date Terragrunt documentation and GitHub issue information for enhanced infrastructure-as-code development. Enables contextual querying and assistance for AI workflows or IDE integrations. - **[Things MCP Server](https://github.com/excelsier/things-fastmcp)** - Manage tasks in the Things app using natural language commands, enabling task creation, project analysis, and priority management. - **[Task Master](https://github.com/eyaltoledano/claude-task-master)** - An AI-powered task-management system designed to integrate seamlessly with various applications like Cursor, Lovable, Windsurf, and Roo, facilitating task organization and management. - **[Browser Control](https://github.com/eyalzh/browser-control-mcp)** - Control and manage local browser tabs and history, perform web content reading and searching, and integrate browsing capabilities with AI agents. Offers features such as tab management and text highlighting within web pages. - **[Code MCP](https://github.com/ezyang/codemcp)** - Facilitates coding interactions with Claude Sonnet, allowing for direct edits to codebases, integration with Git for project management, and running tests. It supports collaborative coding environments where users can communicate with Claude about project changes and enhancements. - **[Deskaid](https://github.com/ezyang/codemcp)** - Enhance file management by reading, writing, and editing text and image files with powerful MCP tools. Supports efficient file operations with optional customization parameters. - **[Easy Copy Service](https://github.com/f-is-h/mcp-easy-copy)** - Lists all available MCP services configured in Claude Desktop, providing easy access for reference and copying. Keeps the list dynamically updated and accessible from the tools menu for quick selection. - **[Gemini Data Analysis & Research](https://github.com/falahgs/Gemini-Data-Analysis-Research-MCP-Server)** - Analyze datasets, generate research papers, and automate email delivery using advanced AI capabilities. Provides detailed data analysis, insights, and reporting directly from data files. - **[Super Windows CLI Server](https://github.com/Faucet94/super-win-cli-mcp-server)** - Control Windows environments via a command-line interface with unrestricted access to files, processes, and system settings. Designed for environments where SYSTEM-level privileges are appropriate and security risks are managed. - **[iTerm](https://github.com/ferrislucas/iterm-mcp)** - Connects directly to an iTerm session to execute commands, interact with REPLs, and manage terminal output efficiently. Provides control over terminal actions and integrates with the model for real-time task delegation and responses based on the terminal content. - **[Hardhat Project](https://github.com/firevenus/Keam)** - Facilitates the development and deployment of smart contracts using Hardhat. It includes built-in testing and deployment tools, along with sample contracts to enhance the development process. - **[FindingAlpha AI Server](https://github.com/finding-alpha/findingalpha-ai-mcp)** - Provides tools for fundamental analysis and processing of publicly traded stocks, enabling users to access stock data and analytics for investment research and decision-making. - **[Excel MCP Server](https://github.com/fish0710/excel-mcp)** - Manipulate Excel files without requiring Microsoft Excel. Create, modify, and format workbooks while utilizing advanced features like charts and pivot tables. - **[Linear MCP Server](https://github.com/floodfx/mcp-server-linear)** - Interact with Linear for searching, creating, and managing issues and projects. Provides tools for issue tracking and project management within applications. - **[Backlog API Integration Server](https://github.com/fleagne/backlog-mcp-server)** - Integrate Backlog project management data with LLM applications, enabling access and manipulation of projects, issues, and wikis through a standardized MCP interface. Simplifies interactions with the Backlog API to enhance project tracking and collaboration. - **[Zoom Transcript Server](https://github.com/forayconsulting/zoom_transcript_mcp)** - Manage Zoom meeting transcripts by listing, downloading, and searching through them with a structured interface. Organize transcripts by month for streamlined access to discussions. - **[Prefect MCP Server](https://github.com/fortunto2/prefect-mcp-server)** - Interacts with the Prefect API to manage tasks and resources efficiently. Provides a reliable server configuration for the Cursor IDE to streamline development workflows. - **[think-tool](https://github.com/fourcolors/think-tool)** - Provides a structured thinking environment for AI assistants to reason through complex problems step-by-step, utilizing built-in templates for various thinking frameworks and ensuring compliance with policies. - **[Sequential Thinking Multi-Agent System](https://github.com/FradSer/mcp-server-mas-sequential-thinking)** - Collaborate with a team of specialized agents to enhance problem-solving through a dynamic analysis of ideas. This system processes and synthesizes thoughts for nuanced and evolving interactions. - **[Hex MCP Server](https://github.com/franccesco/hex-mcp)** - Manage and execute Hex projects effectively. Retrieve project details, track run statuses, and manage project executions with a variety of provided tools. - **[Omi MCP Server](https://github.com/fourcolors/omi-mcp)** - Manage conversations and memories with the Omi API, enabling retrieval, creation, and manipulation of user data for enhanced conversational capabilities. - **[Postman Mock Collection Processor Server](https://github.com/freebeiro/postman-mcp-server)** - Manage API testing workflows by creating mock servers and running tests against Postman collections. The server facilitates test scenario management and integrates with Newman for API testing. - **[MCP Server](https://github.com/freedanfan/mcp_server)** - Enables standardized context interaction between AI models and development environments, enhancing scalability and maintainability. Provides efficient API endpoints for model deployment, input/output consistency, and management of AI tasks. - **[Vibe Coder](https://github.com/freshtechbro/Vibe-Coder-MCP)** - Facilitates software development tasks through code generation, refactoring, and project management, while enhancing AI assistance in research and planning. - **[V2EX MCP Server](https://github.com/funnythingfunnylove/mcp-server-v2ex)** - Access and manage V2EX API functionalities including retrieving notifications, managing user tokens, and exploring various topics through a unified interface. - **[FluentLab Funding Assistant](https://github.com/fundfluent-admin/funding-assistant)** - Access various funding opportunities for startups and small businesses, manage necessary documents, and streamline the funding application process via an API. - **[FunPay Viper](https://github.com/FunPayViper/FunPayViper)** - Automate activities on the FunPay marketplace such as managing listings and responding to orders, while receiving notifications through Telegram. Customizable plugins enhance user engagement and workflow management. - **[Agentic Control Framework](https://github.com/FutureAtoms/agentic-control-framework)** - Manage and organize development tasks using a CLI, with features for breaking down complex projects, tracking progress, and adapting to changing requirements. Integrates with Cursor IDE via MCP for enhanced productivity. - **[Fusion Copilot](https://github.com/fusion-tech-org/fusion-copilot)** - Integrates Tauri, React, and TypeScript to facilitate the development and previewing of applications using Vite. Offers a comprehensive template that supports modern web development workflows. - **[Futuur API Integration](https://github.com/futuur/Futuur-MCP)** - Integrates real-time market data and manages user profiles while facilitating betting operations and market tools through a TypeScript-based server implementing the Model Context Protocol (MCP). Provides a robust interface for handling market data, categories, and user information. - **[WhatsApp Web Integration](https://github.com/fyimail/whatsapp-mcp2)** - Automate and enhance WhatsApp interactions by connecting WhatsApp Web with AI models through a standardized Model Context Protocol (MCP) interface. Supports flexible deployment options and integrated functionality for communication improvement. - **[Server Commands](https://github.com/g0t4/mcp-server-commands)** - An MCP server that executes shell commands or scripts, returning both standard output and error messages. It supports the execution of various commands and allows input via stdin for enhanced functionality. - **[Memory Management Server](https://github.com/g0t4/mcp-server-memory-file)** - Manage and enhance chat experiences by allowing AI models to remember and recall information during conversations. Effortlessly add, search, delete, and list memories using a simple text file system to improve context retention and response relevance. - **[macOS Defaults MCP Server](https://github.com/g0t4/mcp-server-macos-defaults)** - Read and write macOS system settings through commands to manage user preferences efficiently. Offers tools for listing domains, searching settings, and reading or modifying preferences. - **[Car Database Query System](https://github.com/Gabriel-Maxsy/MCP-Car)** - Interact with a SQLite database to search for cars based on various criteria such as make, model, year, color, and price. This system facilitates efficient database queries to help users find the desired vehicle information. - **[Unix Shell Server](https://github.com/gamunu/mcp-unix-shell)** - Execute Unix shell commands securely and efficiently while listing previous command executions and configuring allowed commands to enhance security. Integrate with applications to leverage shell capabilities without compromising safety. - **[Sleep Server](https://github.com/Garoth/sleep-mcp)** - Introduces delays in operations for managing timing between API calls or testing systems that require eventual consistency. Utilizes a simple sleep function to wait for specified durations in milliseconds. - **[Firebase MCP Server](https://github.com/gannonh/firebase-mcp)** - Integrate Firebase services with AI models for real-time access to authentication, Firestore document operations, and file management. This protocol allows seamless interaction with Firebase capabilities through a standardized interface. - **[Prompt Server](https://github.com/gdli6177/mcp-prompt-server)** - Offers preset prompt templates for tasks like code review, API documentation generation, and code refactoring, supporting dynamic parameter replacements and easy modifications. Integrates seamlessly with editors like Cursor and Windsurf to enhance user experience. - **[Postman MCP Server](https://github.com/Gechmind/mcp-postman)** - Executes Postman collections using Newman to conduct API tests and retrieves detailed results with success/failure status and test summaries. It also supports environment files and global variables for comprehensive testing setups. - **[Jira MCP Server](https://github.com/George5562/Jira-MCP-Server)** - Interact with Jira using natural language for project management, enabling automation of tasks, issue handling, and team assignments. Streamline project workflows with intuitive commands for enhanced productivity and collaboration. - **[Database MCP Server](https://github.com/georgi-terziyski/database_mcp_server)** - Connect and interact with various database systems by executing SQL queries, managing schemas, and handling transactions through a unified interface. Provides support for multiple databases including SQLite, PostgreSQL, MySQL/MariaDB, and SQL Server. - **[Linear Integration Server](https://github.com/gerbal/linear-mcp-server-1)** - Integrate with Linear's issue tracking system to manage tasks and issues efficiently using the Model Context Protocol. - **[Linear MCP Server](https://github.com/geropl/linear-mcp-go)** - Interact with the Linear API to manage issues, comments, and team information. Create, update, and search for issues while automating workflows through a streamlined interface. - **[Grafana Server Integration](https://github.com/GetSherlog/mcp-grafana)** - Provides access to Grafana instances and their ecosystem, enabling dashboard search, datasource querying, and incident management. Integrates Prometheus and Loki functionalities, including log and metric queries, along with alert rules and metadata fetching. - **[Notion Integration Server](https://github.com/ghubnerr/Notion-MCP)** - Integrate AI models with Notion to access and manage tasks, deadlines, and project statuses. Supports querying and modifying content within Notion workspaces through a standardized interface. - **[AutoGPT Server](https://github.com/Giftedx/AutoGPT)** - Create, deploy, and manage continuous AI agents to automate complex workflows. Monitor and optimize agent performance using built-in analytics and controls. - **[GibsonAI Server](https://github.com/GibsonAI/mcp)** - Facilitates project creation and updates, database interaction, and API usage within IDEs, enhancing coding workflows and AI-assisted development. - **[UIAutomator2 Android Automation Server](https://github.com/GitDzreal93/uiautomator2-mcp)** - Provides automation capabilities for Android devices, including command execution, app management, and UI interactions such as clicks and text inputs. Supports seamless control of Android devices or emulators with integrated OCR and device management features. - **[Cloud Tasks Server](https://github.com/gitskyflux/cloudtasks-mcp)** - Interact seamlessly with Google Cloud Tasks queues and manage task workflows by listing, pausing, resuming, and deleting tasks directly from applications. - **[ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp)** - Send real-time notifications to devices using the ntfy service, enabling updates on task completion, errors, or milestones. Supports smart features like clickable URLs and rich markdown formatting for notifications from public or self-hosted ntfy servers with secure token authentication. - **[Glif](https://github.com/glifxyz/glif-mcp-server)** - Run AI workflows and manage user profiles with ease while accessing detailed glif information and metadata through the Model Context Protocol. Customize tools for AI-driven tasks by adding or removing them as needed. - **[Homestay Management System](https://github.com/goaltang/homestay3)** - A comprehensive solution for managing homestay bookings, including guest check-ins, reservation tracking, and a user-friendly interface for both guests and administrators. - **[Simple Memory Extension Server](https://github.com/gmacev/Simple-Memory-Extension-MCP-Server)** - Store and recall important information for agents, manage memory through context item and namespace functionalities, and facilitate semantic search capabilities for relevant context retrieval. - **[moling](https://github.com/gojue/moling)** - Moling is a local office automation assistant that interacts with the operating system through APIs, facilitating system-level operations. - **[PowerPoint Manipulation Server](https://github.com/GongRzhe/Office-PowerPoint-MCP-Server)** - Create, edit, and manipulate PowerPoint presentations using various automation tools. Streamlines workflow by providing functionalities to enhance presentation tasks. - **[Travel Planner](https://github.com/GongRzhe/TRAVEL-PLANNER-MCP-Server)** - Enables interaction with Google Maps and travel planning services for tasks including location search, place details lookup, and travel time calculations. - **[gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server)** - Request human reviews for AI-generated content through a webhook-based workflow. Supports seamless integration into AI workflows, allowing for customizable human approval processes. - **[Dify Workflow Server](https://github.com/gotoolkits/mcp-difyworkflow-server)** - Manage and execute Dify workflows with support for on-demand operation of multiple custom workflows. - **[TypeScript Prompt MCP](https://github.com/gpaul-mcp/MCP_prompt_localDev)** - Provides pre-defined prompt templates for generating detailed project plans in TypeScript, including API architectures and GitHub workflows. Facilitates structured project planning for AI models, enhancing their ability to produce high-quality, project-specific outputs. - **[GitHub](https://github.com/github/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's APIs for seamless integration and advanced functionality. - **[Grey Swan LLM Safety Challenge](https://github.com/GravityPhone/SwanzMCP)** - Document and analyze safety challenges related to LLMs, track vulnerabilities, and facilitate structured analysis of interactions with AI systems. - **[Obsidian Integration Server](https://github.com/gregkonush/mcp-obsidian)** - Integrate with Obsidian to manage notes by reading, creating, and manipulating files in the vault. Supports various operations including searching notes and handling file content. - **[Nautobot MCP](https://github.com/gt732/nautobot-app-mcp)** - Integrates AI assistants with network data to facilitate automation and management. Provides standardized tools for network operations and enhances efficiency through AI-ready interfaces. - **[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Integrate various data sources such as Slack, Gmail, and web feeds into Graphlit projects, enabling efficient retrieval and searching of relevant content via MCP clients. - **[n8n Workflow Integration Server](https://github.com/guinness77/n8n-mcp-server)** - Connects to n8n workflows to manage executions, credentials, and other resources through the Model Context Protocol, facilitating automation integration with AI tools. - **[Postgres MCP Server](https://github.com/guoling2008/go-mcp-postgres)** - Perform CRUD operations on Postgres databases with a focus on automation and safety. Features include a read-only mode and query plan checks using the `EXPLAIN` statement before execution. - **[Zotero Connector](https://github.com/gyger/mcp-pyzotero)** - Integrates a local Zotero library with Claude Desktop, enabling direct read access to bibliographic data through a local web API in Zotero 7. - **[Research MCP Server](https://github.com/h-yanagawa/research-mcp-server)** - Facilitates management of survey data by retrieving and creating survey pages in Notion. - **[WisdomForge](https://github.com/hadv/wisdomforge)** - Manage and retrieve knowledge efficiently using a vector database. Capable of intelligent storage and retrieval of various knowledge types, including best practices, lessons learned, and insights. - **[Geeker-Admin](https://github.com/HalseySpicy/Geeker-Admin)** - Geeker-Admin is an open-source management system framework built with Vue3, TypeScript, and Vite. It supports dynamic routing, button-level permission control, and includes a variety of reusable components and hooks to enhance development efficiency. - **[Stata MCP](https://github.com/hanlulong/stata-mcp)** - Integrates Stata commands into coding environments such as VS Code and Cursor, enabling the execution of Stata scripts and real-time output viewing. Supports AI assistance for enhanced coding and data insights within the Stata context. - **[iMessage Query](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server)** - Provides secure access to the iMessage database, enabling queries and analysis of iMessage conversations with validated phone numbers and attachment handling. - **[Phone Control Plugin](https://github.com/hao-cyber/phone-mcp)** - Control an Android phone using ADB commands for tasks such as making calls, sending messages, managing contacts, and automating various phone operations directly from a computer. - **[DataX Admin](https://github.com/happyhope/datax-admin)** - Manage and monitor data synchronization tasks through a user-friendly interface, enabling the configuration of DataX jobs, scheduling executions, and real-time monitoring of task statuses across multiple data sources. - **[n8n Workflow Builder](https://github.com/hardspoon/n8n-workflow-builder)** - Manage n8n workflows by listing, creating, updating, activating, and deleting them through a standardized MCP interface. Access detailed workflow and execution data to enhance context and control in automation environments. - **[Jotdown](https://github.com/Harry-027/JotDown)** - Connects large language models to Notion for creating and updating pages, while also generating markdown books and managing their structure. - **[Berlin Transport Server](https://github.com/harshil1712/berlin-transport-mcp)** - Access real-time public transport data for Berlin-Brandenburg, including stop searches, upcoming departures, and journey planning between stops. Integrate local transit information into applications using the VBB API. - **[HANA Cloud Server](https://github.com/HatriGt/hana-mcp-server)** - Integrates machine learning operations with SAP HANA Cloud by managing model metadata, execution contexts, and providing communication protocols. Supports a standardized interface for efficient interaction with the HANA Cloud database and Cursor IDE. - **[Shell MCP Server](https://github.com/hdresearch/mcp-shell)** - Execute shell commands securely in a controlled environment with built-in security measures to prevent dangerous operations while validating command existence. - **[GitHub Notes Server](https://github.com/HeatherFlux/github-issue-mcp-server)** - Create and manage text notes with URIs, metadata, and the ability to generate summaries of stored notes. - **[n8n](https://github.com/hectormago/n8n)** - An automation platform that enables the creation of workflows by integrating over 400 tools and services, providing both code-based and no-code solutions. It supports building AI agent workflows using user-defined data and models with JavaScript or Python. - **[Linear Regression](https://github.com/HeetVekariya/Linear-Regression-MCP)** - Train a linear regression model by uploading a CSV dataset, with a complete machine learning workflow that includes data preprocessing, model training, and evaluation using RMSE. - **[GCP Management](https://github.com/henihaddad/gcp-mcp)** - Manage Google Cloud Platform resources using natural language commands, enabling users to interact with GCP projects, compute instances, and storage buckets without complex configurations or credential setups. - **[Yuque MCP Server](https://github.com/HenryHaoson/Yuque-MCP-Server)** - Integrate with the Yuque API for managing documents and user information. Supports creating, reading, updating, and deleting documents while providing access to analytics and statistics for knowledge bases. - **[umi-plugin-mobx](https://github.com/HeskeyBaozi/umi-plugin-mobx)** - Integrates MobX state management with Umi applications, enabling the use of the MobX state tree in a structured manner. Automatically wraps route components with state tree nodes and allows for dynamic imports of state tree nodes. - **[Python Code Explorer](https://github.com/hesiod-au/python-mcp)** - Analyze and extract Python code structures with a focus on import relationships between files, while providing relevant code sections and project documentation for enhanced development workflows. - **[GitHub MCP Server](https://github.com/HeskeyBaozi/servers)** - Integrate with the GitHub API to manage repositories, perform file operations, and execute advanced searches. Automate workflows with features like automatic branch creation and comprehensive error handling. - **[Heurist Mesh](https://github.com/heurist-network/heurist-agent-framework)** - Heurist Mesh is an open network of modular AI agents designed to process data, generate reports, and engage in conversations collaboratively. It enables seamless integration of these agents into workflows through APIs, allowing for the deployment of decentralized and specialized AI solutions. - **[TODO Checklist](https://github.com/hevener10/mcp-todo-checklist)** - Manage multiple task lists with features for setting priorities, due dates, and tags. Share lists between users and persist data using a file system. - **[Automate GUI Testing and Control](https://github.com/hetaoBackend/mcp-pyautogui-server)** - Control mouse movements, simulate keyboard input, and capture screenshots for automated GUI testing across multiple platforms, including Windows, macOS, and Linux. - **[Backup Server](https://github.com/hexitex/MCP-Backup-Server)** - Provides backup and restoration capabilities specifically designed for AI agents and code editing tools, simplifying the backup process and preserving the context of changes without the complexity of traditional version control systems. - **[TripAdvisor Vacation Planner](https://github.com/hhw67865/tripadvisor-mcp-server)** - Access TripAdvisor data to plan vacations by discovering attractions, restaurants, and hotels, while viewing photos and reviews. Offers an interactive prompt for vacation planning and detailed location information. - **[Goal Story](https://github.com/hichana/goalstory-mcp)** - Goal Story transforms goal tracking through an engaging narrative approach, focusing on one goal at a time and providing personalized insights and storytelling. It incorporates visualization techniques to enhance planning and goal completion. - **[Postmancer](https://github.com/hijaz/postmancer)** - Standalone MCP server facilitating API testing and management, enabling AI assistants to communicate with RESTful APIs using natural language. Supports making HTTP requests, organizing requests in collections, and managing authentication methods. - **[Trello](https://github.com/Hint-Services/mcp-trello)** - Interact with Trello boards, manage and move cards, and handle list interactions and board activities. Provides integration with Trello's API while managing rate limits and ensuring type safety. - **[Raindrop.io Integration](https://github.com/hiromitsusasaki/raindrop-io-mcp-server)** - Interact with Raindrop.io bookmarks by creating, searching, and filtering them using a user-friendly interface. Integrates seamlessly with AI models to enhance bookmark management. - **[Dify Plugin](https://github.com/hjlarry/dify-plugin-mcp_server)** - Transform Dify applications into MCP servers for integrating and managing workflows, allowing for real-time data access while ensuring data security within a private network. - **[OpenAPI MCP Server](https://github.com/hks-anakin/openapi-mcp-server)** - Explores and summarizes OpenAPI specifications, providing overviews and specific endpoint details without requiring authentication. Facilitates understanding of APIs by generating code snippets and offering insights into operations. - **[pymcp MySQL Integration Server](https://github.com/hoonzinope/pymcp-mysql)** - Enable seamless interaction with MySQL databases, allowing the execution of SQL queries and retrieval of results in real-time. Integrate MySQL tools into MCP workflows for data querying and analysis. - **[Command Proxy](https://github.com/Hormold/mcp-command-proxy)** - Acts as a proxy for executing CLI commands, capturing logs and key presses for interactive command-line applications. Specifically useful for Expo development, facilitating real-time command output integration. - **[Spreadsheet MCP Server](https://github.com/HosakaKeigo/spreadsheet-mcp-server)** - Accesses Google Spreadsheet data, enabling retrieval of spreadsheet information and specific sheet data formatted in markdown for integration with language models. - **[Clockify Time Entry Manager](https://github.com/https-eduardo/clockify-mcp-server)** - Manage time entries in Clockify through AI prompts. Perform tasks such as adding, viewing, and controlling time tracking directly via AI interactions. - **[ChatGPT Integration Tool](https://github.com/htlin222/claude-chatgpt-mcp)** - Seamlessly interact with the ChatGPT desktop app on macOS, allowing users to ask questions, view conversation history, and continue discussions. This integration facilitates enhanced productivity by bridging Claude and ChatGPT. - **[Wordware MCP Server](https://github.com/hugobiais/wordware-mcp)** - Integrates Wordware deployed flows within conversations, enabling functionalities like founder analysis, sales prospect research, and saving content to Notion. Supports Google search and API capabilities to streamline workflow and task-solving. - **[Tasks Organizer](https://github.com/huntsyea/mcp-tasks-organizer)** - Converts AI-generated plans into structured markdown task lists and organizes them in a repository, facilitating task management and tracking. Automatically categorizes tasks with descriptive filenames and completion indicators. - **[Bruno MCP Server](https://github.com/hungthai1401/bruno-mcp)** - Enables the execution of API tests through Bruno collections, providing detailed execution results and insights via a standardized interface. Supports environment files and variables for enhanced testing workflows. - **[iFlytek Workflow Server](https://github.com/hygao1024/xingchen-mcp-server)** - Build intelligent workflows and automate complex tasks with a platform that integrates real-time data and tools for LLM applications. - **[Hypefury MCP Server](https://github.com/Hypefury/hypefury-mcp)** - Authenticate with Hypefury to schedule social media posts and streamline social media management. Integrates with Hypefury's API for seamless post scheduling. - **[Lucidity](https://github.com/hyperb1iss/lucidity-mcp)** - Enhances AI-generated code quality through intelligent, prompt-based analysis by identifying common quality issues in code changes. Offers actionable feedback to improve maintainability and clarity of the code. - **[Hyperspell](https://github.com/hyperspell/hyperspell-mcp)** - Integrate real-time spell checking and correction capabilities into applications to enhance text accuracy and clarity. Offers seamless integration with existing workflows for instant feedback on spelling errors. - **[Node.js Debugger](https://github.com/workbackai/mcp-nodejs-debugger)** - Debug Node.js applications at runtime, enabling the identification and resolution of issues efficiently. Integrates with tools like Cursor and Claude Code for enhanced debugging capabilities. - **[QA Sphere](https://github.com/Hypersequent/qasphere-mcp)** - Connects with the QA Sphere test management system to facilitate interactions with test cases within AI-powered IDEs. Enables discovery, summarization, and conversation about test cases directly in the development workflow. - **[Readwise MCP Server](https://github.com/IAmAlexander/readwise-mcp)** - Access and interact with a Readwise library, enabling retrieval of articles, books, highlights, and documents. Allows for natural language queries to search highlights and facilitates integration with MCP-compatible AI assistants. - **[Dida365 (TickTick) MCP Server](https://github.com/iamjzx/dida)** - Manage tasks and projects in Dida365 (TickTick) through authenticated API interactions, enabling functionalities such as task creation, updating, and deletion. Retrieve project lists and tasks seamlessly to enhance productivity. - **[GitHub API MCP Server](https://github.com/iamadk/reference-servers)** - Interact with GitHub repositories to manage files, issues, and pull requests while preserving Git history. Supports batch operations and advanced search functionalities for enhanced repository management. - **[Ollama LLM Web Interface](https://github.com/IBK-Insurance/IBKI_LLM)** - Provides a web interface for real-time interaction with LLM models using Ollama, enabling users to chat and engage with various LLM capabilities through a responsive design. - **[Think Tool](https://github.com/iamwavecut/MCP-Think)** - Capture and analyze reasoning processes for AI models to enhance decision-making. Maintain focus by easily recording, retrieving, and clearing thought histories. - **[Memory Cache Server](https://github.com/ibproduct/ib-mcp-cache-server)** - Efficiently caches data between language model interactions to reduce token consumption, enhancing performance and speeding up responses. Integrates seamlessly with any MCP client and language model that uses tokens. - **[Linear](https://github.com/ibraheem4/linear-mcp)** - Interact with Linear's API to manage issues, projects, and teams, enabling programmatic control over workflows and task assignments. - **[Powerpoint Server](https://github.com/Ichigo3766/powerpoint-mcp)** - Create dynamic PowerPoint presentations by generating slides with titles, content, images, tables, and charts through a simple API. Enhance presentations with images created from text prompts using Stable Diffusion. - **[Wingman](https://github.com/ilychi/wingman)** - Integrates various tools and resources to enhance productivity by enabling seamless access and manipulation of real-world data within workflows. Facilitates efficient project management through intelligent assistance. - **[iFlytek Workflow Server](https://github.com/iflytek/ifly-workflow-mcp-server)** - Automate complex tasks and enhance efficiency through advanced orchestration modes and flexible model choices, enabling the development of intelligent workflows. The server supports real-time processing and robust node configurations to streamline business processes. - **[Redmine Integration Server](https://github.com/ilask/Redmine-MCP)** - Integrate and manage Redmine projects and issues with seamless interactions through the Cline VS Code extension. Supports user actions via the Redmine REST API for effective project management within the development environment. - **[n8n MCP Server](https://github.com/illuminaresolutions/n8n-mcp-server)** - Provides access to n8n workflows, manages executions, and handles credentials through a secure connection using the Model Context Protocol. - **[Teams Messenger Integration Server](https://github.com/imoon/mcp-teams)** - Integrates Microsoft Teams messaging with MCP-compatible clients, providing advanced search capabilities and persistent storage for chat history. Enables live event streaming and rich interaction through a CLI and MCP tools without relying on REST APIs. - **[AutoGPT](https://github.com/imgompanda/AutoGPT123)** - AutoGPT enables users to build, test, and deploy AI agents, facilitating the automation of various tasks and the realization of innovative ideas in AI development. - **[VibeShift Web Tester](https://github.com/GroundNG/VibeShift)** - Automates web testing workflows by recording, executing, and discovering test scripts using natural language prompts. Integrates with AI coding assistants to generate Playwright-based tests, execute regression suites, and provide detailed feedback including screenshots and logs. - **[VibeCheck Web Testing Agent](https://github.com/GroundNG/VibeShift)** - Automates web testing workflows by recording and executing test scripts using natural language prompts. Provides detailed feedback, including test results and logs, and integrates with AI coding assistants for enhanced regression testing. - **[VoiceMacro](https://github.com/ImOrenge/VoiceMacroProject)** - VoiceMacro enables executing keyboard shortcuts and macros through voice commands on Windows. It supports custom voice command configurations and manages presets for frequent macro operations while running in the background. - **[Trello-Claude Integration](https://github.com/inakitka/trello-claude-integration)** - Integrates the Claude language model with Trello to facilitate task management, including task creation, assignment, deadline setting, tagging, and list management based on user input. - **[Teams Server](https://github.com/InditexTech/mcp-teams-server)** - Integrates Microsoft Teams to facilitate advanced messaging capabilities, enabling users to read, create, and reply to messages while managing team interactions. Automates message handling and user mentions to improve communication efficiency. - **[Jira MCP Server](https://github.com/InfinitIQ-Tech/mcp-jira)** - Interact with Jira using natural language commands to manage projects, issues, and comments directly. It integrates Jira functionalities seamlessly into workflows for more productive project management. - **[Practera Learning Data Server](https://github.com/intersective/practera-mcp-server)** - Provides access to Practera's GraphQL API for querying and analyzing learning projects and assessments. Enables generation of project blueprints, restructuring of content for various audiences, and evaluation of assessments for improvement. - **[Make MCP Server](https://github.com/integromat/make-mcp-server)** - Connects to Make accounts to utilize On-Demand scenarios as callable tools for AI assistants, enabling seamless interaction with automation workflows. Returns output in structured JSON for AI processing. - **[Limitless MCP Server](https://github.com/ipvr9/mcp-limitless-server)** - Connects Limitless Pendant data to AI tools for structured interactions and enables retrieval and management of Lifelog data via AI chat interfaces and agents. - **[React + Vite Starter Template](https://github.com/irew-j/Web)** - Provides a minimal React setup with Vite for fast development, including Hot Module Replacement and ESLint integration. Supports official plugins for enhanced React functionality using Babel or SWC, and allows expansion of ESLint configuration for production applications with TypeScript support. - **[AI Query Enhancement Engine](https://github.com/iRahulPandey/PromptLab)** - Transforms basic user queries into optimized prompts for AI systems by dynamically matching requests to appropriate templates and applying extracted parameters. Ensures high-quality responses through structured input while maintaining the original intent of the query. - **[MLflow Natural Language Interface Server](https://github.com/iRahulPandey/mlflowMCPServer)** - Provides a natural language interface to query and manage MLflow tracking servers, enabling users to explore machine learning experiments and registered models using plain English. Facilitates interactions with system status and experiment data through a conversational AI interface. - **[Obsidian Vault Integration Server](https://github.com/IraBond/obsidian-mcp-tools)** - Facilitates secure access and interaction with Obsidian vaults for AI assistants, enabling semantic searches, template execution, and file management through a local server bridge while ensuring data privacy. - **[Google Drive server](https://github.com/isaacphi/mcp-gdrive)** - Integrates with Google Drive for listing, reading, and searching files, and facilitates reading and writing to Google Sheets. Provides access to Google Drive content and spreadsheet data for various applications. - **[Vega-Lite Data Visualization Server](https://github.com/isaacwasserman/mcp-vegalite-server)** - Provides an interface for visualizing data using Vega-Lite syntax and allows the storage of data tables for later visualization. - **[Jupyter MCP Extended](https://github.com/itisaevalex/jupyter-mcp-extended)** - Enables interactive communication between AI models and live Jupyter notebooks in JupyterLab, allowing for seamless manipulation of notebooks, code execution, and file management directly from MCP clients. - **[REAPER MCP Server](https://github.com/itsuzef/reaper-mcp)** - Integrate AI-driven music production workflows with REAPER to manage projects, tracks, MIDI composition, audio recording, mixing, and mastering. Provide full control over MIDI and audio capabilities for creating and rendering music tracks. - **[Ableton Live Integration](https://github.com/itsuzef/ableton-mcp)** - Enable direct interaction with Ableton Live through natural language commands, allowing users to create, modify, and control tracks, clips, instruments, and session parameters efficiently. - **[Expression Evaluation Server](https://github.com/ivan-saorin/mcp-expr-lang)** - Evaluate complex expressions and manipulate data directly within conversations, enabling operations such as mathematical calculations, data transformation, sorting, and string manipulation. - **[Dart](https://github.com/its-dart/dart-mcp-server)** - A server implementation for the Model Context Protocol using Dart, enabling connection between AI models and various tools or data sources. It supports prompt management and resource templates, along with tools for task and document management. - **[web-route](https://github.com/IveHD/web-route)** - Provides a framework for easily configuring API routes and managing associated logic, including parameter validation, authentication, and cross-origin settings. Facilitates rapid development of API interfaces while keeping configuration and business logic separate. - **[Linear MCP Server](https://github.com/Iwark/linear-mcp-server)** - Access Linear resources and manage issues seamlessly through an MCP interface. - **[Google Workspace Server](https://github.com/j3k0/mcp-google-workspace)** - Interact with Gmail and Google Calendar through a unified protocol, enabling advanced email management and calendar event handling across multiple Google accounts. - **[MCPStopWatch](https://github.com/jabrena/jbang-mcp-examples)** - An MCP server designed for timing tasks, allowing users to start and stop a stopwatch to monitor the duration of various activities or tasks. - **[ORTools Constraint Solver](https://github.com/Jacck/mcp-ortools)** - Integrates Google's OR-Tools constraint programming solver with Large Language Models to enable constraint model submission, validation, parameter setting, and solution retrieval and analysis. - **[TickTick Task Management Server](https://github.com/jacepark12/ticktick-mcp)** - Interact with your TickTick task management system using natural language to create, update, and manage tasks and projects. View all tasks and projects, mark tasks as complete, and delete items seamlessly via integration with TickTick's API. - **[CodeChecker](https://github.com/jacklandis29/codechecker-mcp)** - Provides intelligent real-time code analysis and suggestions directly within the Cursor IDE by leveraging OpenAI's GPT models. - **[MCP Tools for Obsidian](https://github.com/jacksteamdev/obsidian-mcp-tools)** - Connects AI applications like Claude Desktop to an Obsidian vault, enabling access to notes, execution of templates, and semantic searches while maintaining data security and privacy. - **[EPICS Control Server](https://github.com/Jacky1-Jiang/EPICS-MCP-Server)** - Interact with EPICS process variables to retrieve and set values, and fetch detailed information about PVs, facilitating integration into automated workflows and monitoring solutions. - **[Workato MCP Server](https://github.com/jacobgoren-sb/workato-mcp-server)** - Integrate with Workato's API to manage recipes, connections, and activity logs. Provide tools for organizing automation workflows and overseeing project-level configurations. - **[Mattermost MCP Host](https://github.com/jagan-shanmugam/mattermost-mcp-host)** - Connects Mattermost to Model Context Protocol (MCP) servers, enabling interactions with a LangGraph-based AI agent for executing tools and automating user requests directly within Mattermost channels. - **[GitHub Support Assistant](https://github.com/Jake-Mok-Nelson/mcp-find-similar-github-issues)** - Helps support engineers quickly find similar GitHub issues to enhance troubleshooting efficiency using similarity scoring and ranked issue details with direct links. - **[OpenStreetMap Server](https://github.com/jagan-shanmugam/open-streetmap-mcp)** - Provides access to location-based services and geospatial data from OpenStreetMap, enabling geocoding of addresses, search for points of interest, and neighborhood analysis for real estate insights. - **[CLI Command Execution Server](https://github.com/jakenuts/mcp-cli-exec)** - Execute shell commands in a specified directory and obtain structured output, including execution results such as success status, stdout, stderr, and error handling. Enhance automation workflows with detailed command management capabilities. - **[FreeCAD Integration](https://github.com/jango-blockchained/mcp-freecad)** - Integrates AI assistants with FreeCAD for interaction and manipulation of CAD models. Provides a standardized protocol for executing commands and receiving real-time updates, facilitating intelligent automation and integration with design workflows. - **[Claude Debugs for You](https://github.com/jasonjmcghee/claude-debugs-for-you)** - Interactively debug code with breakpoints, evaluate expressions, and enhance the coding experience using LLMs. The server is language-agnostic and works with valid launch configurations in Visual Studio Code. - **[Knowledge Graph Memory Server](https://github.com/jasonmorganson/servers)** - Utilizes a local knowledge graph for the creation, management, and retrieval of entities and their relationships, enabling users to maintain context and continuity in conversations across chats. - **[Anki Integration](https://github.com/jasperket/clanki)** - Manage Anki flashcards by creating, updating, and organizing decks and cards with AI assistance, integrating seamlessly with Anki and AnkiConnect. - **[Zoom Meeting Scheduler](https://github.com/JavaProgrammerLB/zoom-mcp-server)** - Schedule Zoom meetings using AI assistance to simplify the setup process. Manage meeting listings, create new meetings, and delete existing ones directly through commands. - **[Git Auto Commit](https://github.com/hypermodel-labs/mcp-server-auto-commit)** - Analyzes Git changes in a repository and generates conventional commit messages using AI. Summarizes modifications, additions, and deletions with detailed insights into the files changed. - **[MCP Server Template](https://github.com/hypermodel-labs/mcp-server-template)** - A starter template for building custom Model Context Protocol (MCP) servers, featuring a basic setup with TypeScript and a sample tool implementation. Designed for integration with platforms like Cursor or Claude Desktop for developing arbitrary tools or data sources. - **[WhatsApp MCP Server](https://github.com/jaw9c/mcp-whatsapp)** - Search and manage personal WhatsApp messages, handle contacts, and send messages to individuals or groups. Connects directly to the personal WhatsApp account via the Web multi-device API, ensuring data remains local and secure while interacting with AI models. - **[Cursor DB MCP Server](https://github.com/jbdamask/cursor-db-mcp)** - Access and interact with SQLite databases from Cursor IDE. Retrieve project data, chat history, and composer information for enhanced data analysis and querying. - **[Knowledge Base Server](https://github.com/jeanibarz/knowledge-base-mcp-server)** - Retrieve and list content from various knowledge bases with enhanced semantic search capabilities for efficient information access and management. - **[Daily Todo](https://github.com/jeezliu/daily-todo)** - Manage tasks effectively with an intuitive interface for tracking daily to-dos. Supports organization and productivity through easy task management. - **[GitHub MCP Server](https://github.com/Jehan26/MCP-Inspector-v0.6.0)** - Interact with GitHub repositories, manage issues, and handle pull requests through a structured API. Gain insights and statistics to enhance development workflows. - **[TickTick Task Management Server](https://github.com/jen6/ticktick-mcp)** - Manage tasks, projects, and tags in TickTick with advanced filtering and manipulation capabilities. Integrate task management into AI workflows for creating, updating, deleting, and organizing tasks and subtasks. - **[OpenProject Integration Server](https://github.com/jessebautista/mcp-openproject)** - Enables AI agents to manage projects and tasks within a self-hosted OpenProject instance, facilitating CRUD operations through a serverless MCP endpoint. Supports secure environment handling and SSE client connections via proxy bridging. - **[Linear MCP Server](https://github.com/jerhadf/linear-mcp-server)** - Integrates with Linear's issue tracking system via the Model Context Protocol, facilitating interaction with Linear issues for AI models. - **[MSSQL MCP Server](https://github.com/JexinSam/mssql_mcp_server)** - Enables secure and structured interaction with Microsoft SQL Server databases, allowing users to list tables, read table contents, and execute SQL queries with controlled access. - **[Overseerr MCP](https://github.com/jgarciaga/overseerr-mcp)** - Manage movie and TV show requests through the Overseerr API, providing real-time status updates and request management. Access pending requests and availability updates to streamline your media library experience. - **[JFrog MCP Server](https://github.com/jfrog/mcp-jfrog)** - Manages repositories, tracks builds, and oversees the release lifecycle in conjunction with the JFrog Platform API. Provides tools for artifact search through AQL queries and runtime cluster monitoring. - **[Python MCP Tutorial Server](https://github.com/jhj0517/mcp-python-tutorial)** - Set up a local MCP server to interact with a simple database and mock data. Manage resources such as users and posts while utilizing reusable prompts for efficient LLM interactions. - **[Microsoft Todo Service](https://github.com/jhirono/todoMCP)** - Manage tasks and lists in Microsoft To Do using natural language. Create, update, and organize tasks effortlessly through an AI assistant. - **[JetBrains MCP Proxy Server](https://github.com/JetBrains/mcp-jetbrains)** - Proxies requests from clients to JetBrains IDE, facilitating communication between external tools and the development environment. - **[JetBrains MCP Proxy Server](https://github.com/JetBrains/mcp-jetbrains)** - Proxies requests from clients to JetBrains IDEs, enabling integration with various tools and data sources through the Model Context Protocol. - **[Mintlify Starter Kit](https://github.com/jiawei0816/docs)** - A starter kit designed for creating and managing project documentation with features like guide pages, navigation, and API references. It facilitates local previews and automatic deployment of documentation changes through a GitHub app integration. - **[Google Toolbox](https://github.com/jikime/py-mcp-google-toolbox)** - Integrate with Google services to manage emails, calendar events, perform file searches, and conduct web searches through a unified interface. - **[n8n Workflow Builder](https://github.com/Jimmy974/n8n-workflow-builder)** - Programmatically create and manage workflows in n8n. Supports workflow creation, validation, export, and REST API interactions via the Model Context Protocol. - **[LeetCode](https://github.com/jinzcdev/leetcode-mcp-server)** - Enables automation and interaction with LeetCode problems, contests, solutions, and user data through an API. Supports authenticated requests for comprehensive access to LeetCode features. - **[Continue](https://github.com/jimmyek85/continue)** - Facilitates the creation, sharing, and utilization of custom AI code assistants within development environments, providing intelligent code suggestions, chat assistance, and quick actions. Integrates seamlessly with IDEs for an enhanced coding experience. - **[JSON Document Collection Server](https://github.com/jimpick/mcp-json-db-collection-server)** - Manage multiple JSON document databases with capabilities for creating, reading, updating, and deleting documents. Sync databases to the cloud for easy access and enable collaboration on structured data. - **[Gitee Server](https://github.com/JJ-H/mcp-gitee)** - Enable management of Gitee repositories, issues, pull requests, and notifications through seamless API integration. Automate repository operations and streamline collaboration workflows with configurable options. - **[Overseerr MCP Server](https://github.com/jmagar/overseerr-mcp-server)** - Interact with Overseerr to manage your media requests effortlessly. Search for movies and TV shows, get detailed information, and request new media to be added to your library with ease. Streamline your media discovery and management process using this powerful tool. - **[WhatsApp MCP Server](https://github.com/jlucaso1/whatsapp-mcp-ts)** - Connects personal WhatsApp accounts to AI agents, enabling the search of messages, contacts, and recent chats. Supports sending messages to individuals or groups and retrieving message history for specific chats. - **[Pokemon TCG Card Search](https://github.com/jlgrimes/ptcg-mcp)** - Search and display detailed information about Pokemon Trading Card Game cards, including attributes, legality, and statistics. Access high-resolution images to enhance gameplay effectively. - **[HWP MCP Server](https://github.com/jkf87/hwp-mcp)** - Control and manage HWP (Hangul Word Processor) documents by creating, editing, and automating tasks through AI models. It offers features like text editing, table manipulation, and batch processing of documents. - **[Dart MCP Server](https://github.com/jmanhype/dart-mcp-server)** - Manage tasks, documents, and workspaces seamlessly with capabilities for task creation, updates, priority settings, and team assignments, along with document handling features. - **[Software Planning](https://github.com/Jo-Lion/software-planning-mcp)** - Streamline project management and planning with tools for organizing tasks, tracking progress, and managing resources. The server facilitates the creation of software development goals and provides structured planning capabilities. - **[Logseq Tools](https://github.com/joelhooks/logseq-mcp-tools)** - Integrate Logseq knowledge graphs with AI assistants to manage notes and journal entries effectively. Retrieve content from specific pages, generate journal summaries, and explore linked pages. - **[BuildingLink Data Connector](https://github.com/johnagan/buildinglink-mcp)** - Connects to BuildingLink data to access information such as occupant profiles, vendors, deliveries, announcements, and events. Facilitates retrieval of personalized user and building information for enhanced applications. - **[Cursor MCP](https://github.com/johnneerdael/multiplatform-cursor-mcp)** - Bridge between Claude's desktop application and the Cursor editor for AI-powered automation and multi-instance management. Facilitates real-time context sharing and context-aware command execution using standardized communication with AI models. - **[Anki MCP Server](https://github.com/johwiebe/anki-mcp)** - Integrates AI assistants with Anki to facilitate study by adding, updating, and querying notes while providing access to review statistics. Enables interaction with the Anki collection and leverages spaced repetition algorithms for enhanced learning. - **[Rednote Automatic Xiaohongshu Commenting Tool](https://github.com/JonaFly/RednoteMCP)** - Automates login, content retrieval, and commenting on Xiaohongshu posts through keyword searches and URL-based access. Enables tailored interactions with various comment types to enhance user engagement. - **[Jira Weekly Reporter](https://github.com/Jongryong/jira_reporter)** - Generate detailed weekly reports of Jira issues based on customizable JQL queries while securely connecting to Jira instances. Optionally summarize reports using a Large Language Model for improved readability. - **[Smithery MCP Server Test](https://github.com/joon1251ai/smithery-mcp-server-test)** - Interact with GitHub repositories, manage file operations, automate branch creation, and perform advanced searches for code, issues, and users. - **[GitHub API MCP Server](https://github.com/joon1251ai/smithery-mcp-server-test)** - Interact with GitHub repositories, manage issues, and automate workflows while preserving Git history. Support for batch operations and advanced search capabilities enhances repository management. - **[ComfyUI Integration Server](https://github.com/jonpojonpo/comfy-ui-mcp-server)** - Connect and manage notes using a streamlined interface that supports adding, summarizing, and accessing notes through a custom URI scheme. It features a single prompt for summarizing all notes with customizable detail levels. - **[CrewAI Studio](https://github.com/jorbecalona/CrewAI-Studio)** - Provides a user-friendly interface for interacting with CrewAI, requiring no coding skills. Supports multi-platform usage and allows users to integrate custom knowledge sources and view past results. - **[Obsidian Integration Server](https://github.com/Jordanm37/mcp-obsidian)** - Interact with an Obsidian vault to retrieve, search, and modify notes. Utilize a Local REST API to enhance productivity and organization through effective note management. - **[Backlog API Integration Server](https://github.com/jootsuki/backlog-mcp-server)** - Connect to Backlog's API to search for, retrieve, and update project issues, facilitating effective task management directly within applications. - **[AppleScript Control](https://github.com/joshrutkowski/applescript-mcp)** - Enables interaction with macOS through AppleScript for system control, file management, and handling notifications. Provides functionalities like managing calendar events, clipboard operations, and system controls. - **[Rock Paper Scissors](https://github.com/JoshMayerr/rps-mcp)** - Engage in a game of rock paper scissors against Josh Mayer, designed to be a challenging opponent. - **[Mac Apps Launcher](https://github.com/JoshuaRileyDev/mac-apps-launcher)** - MCP server for launching and managing applications on macOS, capable of listing applications installed in the `/Applications` folder and launching them by name or opening specific files with designated applications. - **[Supabase MCP Server](https://github.com/JoshuaRileyDev/supabase-mcp-server)** - Provides programmatic access to the Supabase Management API for managing projects and organizations in Supabase, enabling tasks such as retrieving project details, creating new projects, and managing API keys. - **[Supabase Server](https://github.com/JoshuaRileyDev/supabase-mcp-server)** - Provides programmatic access to the Supabase Management API for managing projects and organizations, facilitating tasks such as creation, deletion, and retrieval of project details and API keys. - **[Canvas Learning Management System Server](https://github.com/jpablomm/mcp-canvas-hackathon)** - Access and manage Canvas LMS data, including courses, assignments, submissions, users, and announcements through a local interface. Integrates with Claude Desktop for interactive API usage. - **[Canvas Integration Server](https://github.com/jpablomm/mcp-hackathon-canvas)** - Integrate with Canvas LMS and Gradescope to query courses, assignments, modules, and calendar events using natural language. Retrieve detailed breakdowns of upcoming assignments and submission statuses to improve educational productivity. - **[JSer.info MCP Server](https://github.com/jser/mcp)** - Provides search and retrieval capabilities for JSer.info data, enabling users to efficiently query items, posts, and product information through a standardized MCP interface. Facilitates integration with VSCode and other clients for seamless access to JSer.info resources. - **[Laravel Helpers](https://github.com/jsonallen/laravel-mcp)** - Enhance Laravel development by integrating tools for log management, artisan command execution, and accessing model information directly within Cursor IDE. The server supports seamless access to relevant functionalities through Cursor's command palette. - **[Strategy Agenda Server](https://github.com/JuhyupKim/strategy_agenda)** - Manage and interact with strategic agendas to facilitate efficient planning and decision-making. Integrate strategic data and tools to enhance workflow organization and information utilization. - **[Unity MCP](https://github.com/justinpbarnett/unity-mcp)** - Facilitates communication between Unity and Large Language Models, enabling workflow automation and asset manipulation within the Unity Editor. Integrates LLM capabilities for managing assets, controlling scenes, and editing scripts directly in Unity. - **[MCPunk](https://github.com/jurasofish/mcpunk)** - Explore and analyze codebases through conversational queries, enabling users to search and retrieve specific code chunks effortlessly by breaking down files into logical sections. - **[Databricks MCP Server](https://github.com/JustTryAI/databricks-mcp-server)** - Interact with Databricks clusters, jobs, and notebooks using the MCP protocol. Provides seamless access to Databricks functionalities for efficient data workflow management and automation. - **[Apple Tools](https://github.com/jxnl/apple-mcp)** - Integrates with Apple applications to manage messages, notes, and emails. Enables automation of tasks across the Apple ecosystem using simple commands for improved productivity. - **[Python Apple MCP](https://github.com/jxnl/python-apple-mcp)** - Interact with macOS applications using AppleScript to automate tasks across various native apps such as Contacts, Notes, Mail, Messages, Reminders, Calendar, and Maps. Provides asynchronous operations and type-safe interfaces for efficient application interactions. - **[Spotify Control Server](https://github.com/KaanCL/Spotify-MCP-Server)** - Enables AI assistants and clients to control Spotify playback using the Model-Context-Protocol. Offers functionalities such as searching for songs, playing music, pausing playback, and skipping tracks on Spotify devices. - **[Figma API Integration Server](https://github.com/kailashAppDev/figma-mcp-toolkit)** - Integrate and interact with Figma's API to convert Figma designs into React Native components, facilitating seamless connection and automation between design and development processes. - **[iodraw Files](https://github.com/kakukontrol/iodraw-files)** - Provide access to various diagram and chart file formats used by iodraw, including flow charts, mind maps, Gantt charts, whiteboards, code charts, and online charts. Enable seamless integration and manipulation of these specialized file types within your applications. Enhance your workflows by leveraging structured visual data formats. - **[Azure Integration Server](https://github.com/kalivaraprasad-gonapa/azure-mcp)** - Enable natural language interaction with Azure cloud services for managing subscriptions, tenants, and resources. Provides smooth user experience through automatic authentication and robust error handling. - **[Weekly Report Checker](https://github.com/kaneyxx/weekly-report-mcp)** - Check and track weekly report submissions in a Google Sheet, identify missing reports, and access detailed statuses and submission statistics for team members. - **[JIRA](https://github.com/Kallows/mcp-jira-python)** - Integrate with JIRA for issue management, enabling actions like creating and deleting issues programmatically. This server facilitates secure and local communication with JIRA from AI applications. - **[Karakeep](https://github.com/karakeep-app/karakeep)** - Organizes and archives bookmarks, notes, images, and PDFs with automatic tagging and full-text search capabilities. Features include OCR, link previews, and multi-language support for enhanced accessibility and content management. - **[Slack Workspace Automation Server](https://github.com/KaranThink41/Official-Slack-MCP)** - Automate interactions in Slack workspaces, including posting messages, replying to threads, adding reactions, and retrieving channel or user information. Enhance workflow efficiency by leveraging Slack API functionalities directly through the Model Context Protocol. - **[Pretty PowerShell](https://github.com/karleeov/karleeov-powershell-profile)** - A PowerShell profile that enhances the aesthetic and usability of the PowerShell terminal interface, making it visually appealing and functional, similar to Linux environments. - **[EvolveX Demo](https://github.com/karthiknagpuri/evolvexdemo)** - A modern web application framework that integrates authentication and database services, supports real-time webhook processing, and manages user profiles with Clerk and Supabase integration. It facilitates the development of scalable Next.js applications with built-in security and data handling features. - **[Bing Proxy](https://github.com/Karry-cpu/go-proxy-bingai)** - Access Microsoft Bing AI with a consistent user interface for seamless chat interactions and advanced features such as image generation. The server supports local deployment and customization while facilitating use without the need for a Microsoft account login. - **[Backlog Integration Server](https://github.com/katsuhirohonda/mcp-backlog-server)** - Integrates with Backlog projects to provide data access and analysis. Retrieve project details, manage issues, and generate summaries using Backlog's API. - **[RAG Server for Documents](https://github.com/kazuph/mcp-docs-rag)** - Manage and query documents in a local directory using retrieval-augmented generation techniques, integrating context from text files and Git repositories. Supports listing documents and generating responses based on queries with context from the stored content. - **[Devin AI Slack Integration Server](https://github.com/kazuph/mcp-devin)** - Integrate Devin AI sessions with Slack for automated task posting, maintaining context in conversations, and managing session information efficiently. Facilitates communication between Devin AI and Slack threads while providing session details and task updates. - **[Browser Tabs](https://github.com/kazuph/mcp-browser-tabs)** - Manage and retrieve information about currently open Chrome browser tabs, enabling interactions with the browser's tab content and control functions. - **[TaskManager](https://github.com/kazuph/mcp-taskmanager)** - Manage and execute tasks in a queue-based system for efficient task handling and organization. - **[Pocket Connector](https://github.com/kazuph/mcp-pocket)** - Fetch and manage saved articles from the Pocket API to streamline access within the Claude Desktop interface. - **[Linear Issues Server](https://github.com/keegancsmith/linear-issues-mcp-server)** - Provides read-only access to Linear issues and their comments, enabling retrieval of issue details and associated comments through a Linear API token. - **[PopUI](https://github.com/kelnishi/PopUI)** - PopUI enhances interactions with Claude Desktop by providing collaborative user interface tools that allow for real-time creation and manipulation of user interfaces. It streamlines workflows by facilitating seamless communication without the need for keyboard input. - **[Post Management API](https://github.com/Kekniskd/cursor-IDE-API)** - Manage posts with functionalities for creating, reading, updating, and deleting entries while enforcing user authentication and maintaining detailed logs. Implements paginated responses and integrates with an SQLite database for robust content management. - **[Keboola](https://github.com/keboola/mcp-server)** - Explore and manage Keboola Connection projects, including browsing buckets, tables, and components. Query tables directly, manage configurations, and trigger jobs through integration with AI tools. - **[Keboola Explorer Server](https://github.com/keboola/mcp-server)** - Seamlessly access Keboola Connection data, manage table descriptions, and integrate SQL transformations. Query and export data efficiently to enhance analytics workflows with various AI tools. - **[Plane MCP Server](https://github.com/kelvin6365/plane-mcp-server)** - Manage projects and issues using Plane's API, enabling LLMs to interact with project management workflows while maintaining user control and security. - **[Azure DevOps Integration](https://github.com/kevinmeyvaert/azure-devops-mcp)** - Interact with Azure DevOps resources to manage projects, work items, and repositories programmatically. Perform code searches and streamline operations within Azure DevOps environments. - **[Telegram Client Library and MCP Server](https://github.com/kfastov/telegram-mcp-server)** - Interact with Telegram channels and messages, enabling searches for channels and retrieval of messages using regex patterns. It utilizes the user client API for comprehensive access to Telegram's features. - **[Mantis Bug Tracker Integration](https://github.com/kfnzero/mantis-mcp-server)** - Integrate with the Mantis Bug Tracker system to query and analyze issues, users, and projects. Utilize statistical analysis tools and features such as pagination and automatic data compression for optimized performance. - **[QGIS Model Context Protocol Integration](https://github.com/kicker315/deepseek_qgis_mcp)** - Connects Claude AI to QGIS for project management and layer manipulation, enabling the creation, loading, and saving of projects as well as executing processing algorithms and running Python code directly from Claude. - **[Kibela Server](https://github.com/kibela/kibela-mcp-server)** - Interact with Kibela's knowledge base to search, organize, and manage notes and folders while utilizing AI-assisted writing and content creation. Integrate seamlessly with MCP clients like Claude Desktop or VSCode for enhanced productivity. - **[Sequential Thinking](https://github.com/kiennd/reference-servers)** - Facilitates dynamic and reflective problem-solving through a structured thinking process by breaking down complex problems into manageable steps, revising thoughts, and exploring alternative reasoning paths. Generates and verifies solution hypotheses effectively, adjusting the total number of thoughts as needed. - **[Code Review](https://github.com/kimsehwan90/code-review)** - Facilitates code review requests by allowing users to submit their code for evaluation. Users can manage the review process through a structured repository system. - **[Confluence Chat Service](https://github.com/kinsha-dev/confluence-chat-mcp-service)** - Integrate chat applications with Confluence to access and manage Confluence data efficiently. This server facilitates user interactions and improves workflow automation by allowing real-time data manipulation. - **[TaskFlow Memory Server](https://github.com/kiranraathod/taskflow-memory-server)** - Manage tasks with persistent memory to maintain project context and streamline workflow execution using intelligent planning and execution modes. The server integrates seamlessly with FastMCP-compatible clients for enhanced task and context management. - **[PyMCPAutoGUI](https://github.com/kitfactory/PyMCPAutoGUI)** - Automate GUI tasks by controlling the mouse and keyboard to interact with desktop applications, enabling AI agents to perform repetitive actions and streamline workflows. - **[Jenkins MCP](https://github.com/kjozsa/jenkins-mcp)** - Manage Jenkins operations efficiently, facilitating build and deployment processes. - **[Kibela MCP Server](https://github.com/kiwamizamurai/mcp-kibela-server)** - Integrate with the Kibela API to search for and retrieve notes stored within the platform. - **[Browser Use](https://github.com/kkk929/browser-use)** - Control and automate browser tasks through integrated AI functionality, facilitating seamless interaction and task execution in web environments. - **[JIRA Integration Server](https://github.com/klauseduard/vibe-coded-jira-mcp)** - Integrates JIRA with Cursor IDE for efficient issue management. Allows fetching, searching, and filtering JIRA issues using JQL, alongside capabilities to create, update, and comment on issues. - **[Log Reader](https://github.com/klara-research/MCP-Analyzer)** - Analyze and debug Model Context Protocol logs from various platforms. Filter, paginate, and retrieve log entries for troubleshooting and understanding tool interactions. - **[Pipeline Control](https://github.com/kkshaxqd/pipline_contral)** - Manage and control data pipelines efficiently, facilitating data movement and transformation processes. - **[Time Server](https://github.com/koch3092/time-mcp-server)** - Provides current time information and performs timezone conversions using IANA timezone names. Supports querying system or specified timezones for accurate time-related calculations. - **[MSSQL Database Connector](https://github.com/knight0zh/mssql-mcp-server)** - Connect to Microsoft SQL Server databases to execute SQL queries and manage database connections. Enhance data handling through direct query execution and connection management within applications. - **[GitHub Actions MCP Server](https://github.com/ko1ynnky/github-actions-mcp-server)** - Manage and operate GitHub Actions workflows by triggering, canceling, and analyzing workflow executions. Provides error handling and type validation for integrating with the GitHub Actions API. - **[Discord Chat Notes Server](https://github.com/koladev32/mcp-discord-chat)** - Stores and summarizes notes in a Discord chat environment using a custom note URI scheme. Users can add notes and create summaries based on stored content with options for detail level. - **[Linode Cloud Manager](https://github.com/komer3/linode-mcp)** - Manage Linode cloud resources through a standardized interface, enabling seamless interactions with Linode's API. Perform actions such as listing regions, instance types, and instances, along with creating, rebooting, or deleting Linode instances. - **[Atlassian MCP Server](https://github.com/kompallik/ATLASSIAN-MCP)** - Integrate with Atlassian JIRA and Confluence to manage tickets, retrieve content, and enhance collaboration workflows. Supports operations like ticket creation, content search, and adding comments directly through the MCP protocol. - **[Speelka Agent](https://github.com/korchasa/speelka-agent)** - Orchestrates and enhances LLM workflows by integrating multiple MCP servers and tools, enabling complex multi-step task management with robust retry mechanisms. Facilitates accurate and cost-effective solutions by utilizing various LLM providers and tools based on specific task requirements. - **[Jira MCP Server for Cursor](https://github.com/kornbed/jira-mcp-server)** - Integrate Jira ticket management into workflows by listing, creating, and updating tickets directly. Supports detailed interactions including retrieving ticket comments and status updates. - **[Playwright MCP Server](https://github.com/Kotelberg/playwright-mcp-server)** - Retrieve web page content and interact with it by simulating user actions, navigating pages, and extracting data using a standardized protocol. - **[SNCF API Server](https://github.com/Kryzo/mcp-sncf)** - Access real-time train schedules, detailed station information, and monitor service disruptions across France. Enables intelligent journey planning for an enhanced travel experience. - **[Jira communication server MCP Server](https://github.com/KS-GEN-AI/jira-mcp-server)** - Interact with Jira to execute JQL queries, manage Jira tickets, and retrieve project statuses. Provides functionality to create, edit, and delete tickets as well as fetch ticket details. - **[Sound Notification Server](https://github.com/ks0318-p/sound-notification-mcp)** - Plays notification sounds to alert users when AI coding assistants require attention, such as for task completions or approvals. Designed to enhance the coding experience by providing timely audio cues. - **[Redmine Integration Server](https://github.com/ksyrang/Redmine-MCP-Server)** - Integrate Redmine with MCP clients to query issue lists, view detailed issue information, and retrieve project lists. Access Redmine data directly through seamless connections using environment variables for configuration. - **[Zotero MCP](https://github.com/kujenga/zotero-mcp)** - Access and manage your Zotero library through a Model Context Protocol server, enabling interactions with AI assistants. It provides a focused set of functionalities to streamline library management and integration. - **[Crypto Portfolio](https://github.com/kukapay/crypto-portfolio-mcp)** - Track and manage cryptocurrency portfolios with real-time price updates, generate visual charts of portfolio value, and perform analysis on diversification and risk strategies. - **[Vault Python Server](https://github.com/kumartheashwani/vault-python-mcp-server)** - Integrate applications with secure vault capabilities to access and manage secrets while ensuring data protection and compliance. Provides secure storage and retrieval of sensitive information. - **[PumpSwap Token Trading Server](https://github.com/kukapay/pumpswap-mcp)** - Enable real-time token swaps and automated on-chain trading on the Solana blockchain using PumpSwap. Manage transactions securely with customizable parameters and query detailed pool data. - **[mem0 MCP Server for Project Management](https://github.com/KunihiroS/mem0-mcp-for-pm)** - Facilitates the management of project memories and allows users to store, retrieve, and search project-related information efficiently. Utilizes structured templates for improved organization and collaboration in project management. - **[GitHub Project Manager](https://github.com/kunwarVivek/mcp-github-project-manager)** - Manage GitHub projects, milestones, tasks, and sprints using a standardized MCP interface. This implementation leverages GitHub's GraphQL API to handle project configurations and metrics while ensuring state management and error handling according to MCP specifications. - **[JIRA Integration Server](https://github.com/kuvanov-2/mcp-server-jira)** - Interact with JIRA issues to retrieve detailed information, enhancing project management workflows. Provides seamless integration for AI assistants to work directly with JIRA data. - **[File System Server](https://github.com/kvas-it/mcp-server-fs)** - Provide basic file system operations including navigation, reading, writing, and analyzing files, as well as executing commands related to file management. - **[Strapi MCP Server](https://github.com/l33tdawg/strapi-mcp)** - Manage Strapi CMS content through the Model Context Protocol, including the ability to create, read, update, and delete content entries and types seamlessly. Integrate with an existing Strapi instance to enhance content management workflows. - **[KiCad MCP Server](https://github.com/lamaalrajih/kicad-mcp)** - Manage KiCad projects, run design rule checks, and visualize PCB layouts through an MCP-compliant interface. Enhance the PCB design workflow and simplify troubleshooting of design issues. - **[Jenkins MCP Server](https://github.com/lanbaoshen/mcp-jenkins)** - Connects Jenkins with AI language models to automate and manage CI/CD pipelines, facilitating secure interaction with Jenkins tools and simplifying job management and build monitoring. - **[Slack Server](https://github.com/lance2016/mcp_weather)** - Seamlessly interact with Slack workspaces by listing channels, posting messages, replying to threads, adding reactions, and retrieving user and message information. Automate communication workflows and enhance collaboration within applications. - **[Coder Toolbox](https://github.com/lamemind/coder-toolbox-mcp-server)** - A utility toolkit designed for integrating code analysis, manipulation, and testing workflows, specifically for Java projects. It facilitates management of Java classes and retrieval of test execution logs. - **[Multiverse MCP Server](https://github.com/lamemind/mcp-server-multiverse)** - Middleware server enabling multiple isolated instances of MCP servers to operate independently with unique namespaces and configurations, allowing for conflict-free execution of identical server types in separate operational spaces. - **[Divide and Conquer Server](https://github.com/landicefu/divide-and-conquer-mcp-server)** - Breaks down complex tasks into manageable pieces using a structured JSON format, tracks progress, and maintains context across multiple conversations. - **[Documentation Server](https://github.com/langchain-ai/mcpdoc)** - Provides a user-defined list of llms.txt files and fetches documents from URLs within those files for auditing tool calls and enhancing context retrieval for LLM interactions. Connects with various IDEs and applications to improve the development experience while ensuring transparency and control. - **[Langfuse Prompts](https://github.com/langfuse/mcp-server-langfuse)** - Access and manage Langfuse prompts through the Model Context Protocol. Supports prompt discovery and retrieval with optional cursor-based pagination. - **[Slack User Server](https://github.com/lars-hagen/slack-user-mcp)** - Interact with Slack workspaces as a user, enabling functionalities like listing channels and posting messages in specific channels. - **[MCP Gateway](https://github.com/lasso-security/mcp-gateway)** - Intermediary that centralizes multiple MCP servers, managing their configurations and lifecycle while sanitizing sensitive data in requests and responses. Provides a unified interface for interaction and monitoring of MCP interactions with risk assessment and usage analytics. - **[Sentry Issue MCP Server](https://github.com/Leee62/sentry-issues-mcp)** - Provides access to Sentry issues and events for analysis and retrieval of detailed or summarized error information. Facilitates fetching single event details or lists of project events with options for concise or comprehensive data. - **[Xcode Diagnostics Plugin](https://github.com/leftspin/mcp-xcode-diagnostics)** - Extracts and displays errors and warnings from Xcode build logs, enabling AI assistants to quickly identify issues in Swift projects. Provides detailed diagnostics including error messages, warnings, notes, and fix-it suggestions from build logs. - **[Smart-Thinking](https://github.com/Leghis/Smart-Thinking)** - Enhances AI assistants with multi-dimensional reasoning capabilities to analyze thoughts, verify information, and visualize reasoning processes. Facilitates collaboration for tackling complex problems effectively. - **[MCP Tunnel](https://github.com/leomercier/mcp-tunnel)** - Access the command line of a VM securely and remotely through a web-based terminal interface. Execute shell commands and enjoy automatic tunneling for easy accessibility from anywhere. - **[MySQL Server](https://github.com/LeonMelamud/mysql-mcp)** - Interact with MySQL databases by executing SQL queries, managing notes, and exploring database structures. Create, list, and search database content seamlessly within AI workflows. - **[n8n Workflow Automation Server](https://github.com/leonardsellem/n8n-mcp-server)** - Manage n8n workflows with natural language commands, enabling listing, creating, updating, deleting, and executing workflows while monitoring their statuses and accessing detailed execution statistics. - **[Memos MCP Server](https://github.com/LeslieLeung/mcp-server-memos)** - Search and create memos using a simple API for memo management, enhancing note-taking and organization in applications. - **[Codebase Context Dumper](https://github.com/lex-tools/codebase-context-dumper)** - Automates the extraction of context from a codebase for integration with Large Language Models by scanning project directories while respecting .gitignore rules. Formats and structures relevant text files for seamless use by MCP-compatible clients. - **[Foundry MCP Server](https://github.com/lhemerly/foundry-mcp)** - Manage Foundry projects by creating, building, and testing Solidity contracts while retrieving metadata and executing scripts. Streamline Ethereum development workflows with a set of integrated tools. - **[Lark Tools](https://github.com/Li-vien/lark-tools-mcp)** - Integrate Feishu operations with AI agents to perform tasks such as reading documents, sending messages, approving contracts, and processing data. Connects LLMs to enable efficient task management and information retrieval using Feishu functionalities. - **[Notion Todo and Content Manager](https://github.com/liaoweiqiang-dao42/notion-api-mcp)** - Integrate with Notion's API to manage tasks and content, enabling users to create, update, and track todos, manage databases, and structure content. Supports advanced features such as nested subtasks, Markdown formatting, and custom database views for effective productivity. - **[Jenkins Integration Server](https://github.com/lieee1995/mcp-jenkins-server)** - Integrates with a Jenkins server to manage jobs, retrieve build information, and trigger builds. Provides direct access to Jenkins data for enhanced automation and CI/CD processes. - **[Multi LLM Cross-Check Server](https://github.com/lior-ps/multi-llm-cross-check-mcp-server)** - Supports simultaneous querying of multiple LLM providers to cross-check responses, enhancing the reliability of AI insights. Facilitates easy integration with Claude Desktop for asynchronous processing of queries from various APIs. - **[Lotus Wisdom](https://github.com/linxule/lotus-wisdom-mcp)** - An MCP server that provides a structured approach to problem-solving inspired by the Lotus Sutra, integrating both analytical techniques and intuitive insights. It features a step-by-step thought process, meditation pauses for natural insight development, and the ability to visualize the thought process with colors and symbols. - **[Chain of Thought](https://github.com/liorfranko/mcp-chain-of-thought)** - Provides an intelligent task management system that guides AI Agents through structured workflows for systematic programming, enhancing task memory management and improving development efficiency. Facilitates deep task planning, execution tracking, and initialization of project rules to maintain consistency and quality. - **[iTerm MCP](https://github.com/lite/iterm-mcp)** - Access and control an iTerm session to execute terminal commands and interact with REPL environments. The server enables the model to inspect specific outputs and manage terminal sessions seamlessly. - **[Documentation Management and Integration](https://github.com/llmian-space/devdocs-mcp)** - Manage and integrate documentation resources with a flexible template system for URI-based access. Ensure robust error handling and type safety while enhancing workflows through property-based testing and structured resource management. - **[FastPostgresMCP](https://github.com/llm-graph/postgres-mcp)** - Connects AI agents to multiple PostgreSQL databases for secure read and write operations, schema inspection, and transaction management with detailed logging and progress reporting. - **[Enhanced Sequential Thinking Server](https://github.com/lnehc/mcp-sequential-thinking)** - Facilitates structured problem-solving and decision-making by breaking down complex issues into manageable stages, while tracking progress and categorizing thoughts for better organization. Dynamically adapts the thinking process as new insights emerge and generates comprehensive summaries of the problem-solving journey. - **[Multi Fetch MCP Server](https://github.com/lmcc-dev/mult-fetch-mcp-server)** - Fetch web content in various formats such as HTML and JSON using intelligent scraping techniques while providing bilingual support for English and Chinese. - **[Kube MCP Server](https://github.com/lochgeo/kube-mcp)** - Seamlessly connect to and manage Kubernetes clusters by integrating AI agents for the automation of Kubernetes resources. Provides development and testing support with Minikube and a Kubernetes Python client. - **[MySQL数据库服务](https://github.com/log6262635/mcp-mysql)** - Interact with MySQL databases through the MCP protocol, enabling operations such as creating, reading, updating, and deleting database tables alongside executing custom SQL queries. - **[n8n MCP Server](https://github.com/lowprofix/n8n-mcp-server)** - Validate n8n workflows to ensure adherence to best practices, manage workflow interactions, and facilitate NextJS integration with generated API routes and documentation. - **[GitHub API Server](https://github.com/lowkeyrd/servers)** - Interact with GitHub repositories, manage issues, and automate workflows efficiently. Perform operations such as creating, updating, and searching repositories, issues, and pull requests while preserving Git history. - **[Servidor de Herramientas para Claude](https://github.com/lpsDevelopers/LPS-MCP)** - Proporciona acceso seguro al sistema de archivos y capacidades de pensamiento secuencial para mejorar la interacción de Claude con su entorno. Permite desglosar problemas complejos en pasos estructurados y acceder a archivos de manera controlada. - **[Google Maps API Server](https://github.com/lowkeyrd/servers)** - Integrate with Google Maps to provide location services, directions, and place details, enabling applications to access real-time geographic data. - **[OpenAI Agents MCP Server](https://github.com/lroolle/openai-agents-mcp-server)** - Connects OpenAI agents to various tools and data sources, enabling specialized tasks such as web searching, file analysis, and computer actions. Supports coordination through a multi-agent orchestrator to enhance AI functionalities. - **[Yudao UI Admin Vue3](https://github.com/lowkeyrd/yudao-ui-admin-vue3)** - A flexible admin interface designed for rapid application development using open-source technologies like Vue3 and Element Plus. It provides a rich set of customizable components for building applications efficiently. - **[mitmproxy-mcp](https://github.com/lucasoeth/mitmproxy-mcp)** - Store and summarize notes with a simple note storage system featuring a custom note URI scheme. Provides functionality to add notes and generate summaries with different detail levels. - **[LumbreTravel MCP Server](https://github.com/lumile/lumbretravel-mcp)** - Access the LumbreTravel API to manage travel programs and activities effectively. It offers functionalities to create, update, delete, and reactivate travel programs. - **[Swift](https://github.com/lumix-labs/swift)** - Transforms legacy systems to enhance deployment speed and minimize incidents by enabling incremental modernization without extensive rewrites. Facilitates faster deployment cycles from weeks to days while reducing technical debt. - **[Assistant Server](https://github.com/Lutra23/mcp-assistant-server)** - Provides intelligent task analysis and recommends suitable MCP tools based on task characteristics. Integrates large language models for advanced analysis and maintains context throughout task execution. - **[T4Template](https://github.com/lvanovchen/T4Template)** - Generates data models and a Dapper-based Data Access Layer (DAL) efficiently from a database schema. Supports batch generation of models and allows customization and extension of the generated code to fit specific needs. - **[UltimateCoder](https://github.com/m-ahmed-elbeskeri/UltimateCoderMCP)** - Automate terminal commands, edit files locally, and integrate AI tools for efficient development workflows without cloud latency. - **[Trello MCP Server](https://github.com/m0xai/trello-mcp-server)** - Interact with Trello boards, lists, and cards through AI Hosts, facilitating task management using natural language commands to read, create, and update boards and cards. - **[Branch Thinking](https://github.com/m-siles/branch-thinking)** - Manage branching lines of thought with features for navigation, cross-references, insight generation, and priority tracking based on confidence and connections. - **[End to End Testing Server](https://github.com/m2rads/limetest-arch)** - Automate testing processes using AI-driven validation with a focus on end-to-end testing. Utilizes Playwright for lightweight and deterministic testing, allowing tests to be defined in natural language and executed efficiently. - **[PocketBase MCP Server](https://github.com/mabeldata/pocketbase-mcp)** - Manage PocketBase collections by fetching, creating, updating, and deleting records. Handle file uploads and downloads to streamline database operations. - **[Linear Integration Server](https://github.com/magarcia/mcp-server-linearapp)** - Integrate with Linear's issue tracking system to manage issues, projects, and teams through a standardized interface. Enhance workflows and productivity by enabling LLMs to interact effectively with Linear issues. - **[Documentation Server](https://github.com/mahawi1992/mcp-documentation-server)** - AI-assisted management of documentation and code improvement, supporting various frameworks with smart search capabilities. Integrates with Claude Desktop for an enhanced coding experience and improves suggestions over time. - **[Project Content Server](https://github.com/MaheshDoiphode/mcp-cline-project-content-server)** - Access project files and their contents from a specified directory, retrieving the latest data for projects stored in that location. - **[Confluence MCP Server](https://github.com/MahithChigurupati/Confluence-MCP-Server)** - Integrate with Confluence's REST API to manage spaces and pages, execute content searches, and navigate through page structures. It facilitates programmatic access to Confluence content using API token-based authentication. - **[n8n Workflow Builder](https://github.com/makafeli/n8n-workflow-builder)** - Manage n8n workflows programmatically by listing, creating, updating, deleting, activating, and deactivating them. - **[Plane Server](https://github.com/makeplane/plane-mcp-server)** - Integrate with Plane APIs to manage projects, work items, and automations. Update, track, and analyze project data while enhancing collaboration and productivity workflows. - **[DBT CLI MCP Server](https://github.com/MammothGrowth/dbt-cli-mcp)** - Wraps the dbt CLI tool to enable interaction with dbt projects for executing data transformation commands like run, test, and compile. Facilitates environment variable management and configurable paths for dbt execution. - **[Everything Search](https://github.com/mamertofabian/mcp-everything-search)** - Provides fast file searching capabilities across multiple operating systems, utilizing platform-specific tools for efficient file and folder retrieval. Supports advanced search syntax on Windows, basic filename and content search on macOS, and filename search on Linux. - **[Notion API Server](https://github.com/makenotion/notion-mcp-server)** - Integrate applications with Notion by automating tasks and managing workspace contents through the Notion API. Support for various operations is provided while adhering to the limitations of the Notion API. - **[Kubernetes MCP Server](https://github.com/containers/kubernetes-mcp-server)** - Manage Kubernetes and OpenShift resources seamlessly, facilitating operations and configurations within Kubernetes clusters. - **[Obsidian Vault Integration Server](https://github.com/marcelmarais/obsidian-mcp-server)** - Facilitates interaction with Obsidian vaults by enabling reading, writing, and managing notes and todos through natural language commands, all while allowing direct filesystem access even when the Obsidian app is not running. - **[SAP GUI Automation Server](https://github.com/mario-andreschak/mcp-sap-gui)** - Automate interactions with SAP GUI to control transactions programmatically, allowing for seamless integration and execution of various SAP tasks. - **[mcp-whatsapp-web](https://github.com/mario-andreschak/mcp-whatsapp-web)** - Provides integration with WhatsApp Web for reading messages, searching contacts, and sending both text and media files. Facilitates interaction with personal WhatsApp data and messages through a TypeScript implementation. - **[Mapas Mentais Server](https://github.com/marioluciofjr/mapas_mentais_mcp)** - Generates automated mind maps to facilitate study, review, comparison, and presentation of topics. Directly interacts with Claude Desktop to organize ideas visually and efficiently. - **[MCP Notes](https://github.com/markacianfrani/mcp-notes)** - Capture and organize daily thoughts and insights into structured, searchable information. Automatically summarize and categorize notes to enhance productivity and provide actionable insights. - **[Daily Scribe](https://github.com/markacianfrani/mcp-notes)** - A personal knowledge management system that captures and organizes daily notes into a searchable format using AI-assisted categorization and summarization. It integrates with MCP-compatible clients to enhance productivity and manage fragmented knowledge effectively. - **[Google Workspace Integration](https://github.com/MarkusPfundstein/mcp-gsuite)** - Interact with Gmail and Google Calendar to manage multiple Google accounts, search and compose emails, and handle calendar events. - **[FreeAgent Server](https://github.com/markpitt/freeagent-mcp)** - Manage FreeAgent timeslips and timers, enabling tracking of time, creation and updating of timeslips, and control of timers through application integration. - **[Lambda Server](https://github.com/markvp/mcp-lambda-sam)** - Implement a server for the Model Context Protocol (MCP) on AWS Lambda, featuring administrative capabilities for tool registration and IAM management, as well as client functionality for establishing SSE connections and handling streaming responses. - **[Lambda Server](https://github.com/markvp/mcp-lambda-sam)** - Serverless implementation of the Model Context Protocol using AWS Lambda for registering tools and managing permissions, while establishing Server-Sent Events (SSE) connections for streaming responses and sending commands. - **[Excel Frontend](https://github.com/mashangjh/excel-frontend2)** - A minimal setup for developing React applications using TypeScript and Vite with hot module replacement and ESLint integration. It streamlines the development process with recommended linting configurations and supports modern web applications. - **[Zoho Creator Scaflog App](https://github.com/mastercode-io/scaflog-zoho-mcp-server)** - Store and manage notes, providing features for summarizing and organizing content through a custom URI scheme. It integrates with Zoho Creator to enhance productivity in note-taking tasks. - **[Figma MCP Server](https://github.com/MatthewDailey/figma-mcp)** - Interact with Figma files to view, comment, and analyze designs directly through AI assistants, facilitating collaboration and feedback. - **[MCP Starter](https://github.com/MatthewDailey/mcp-starter)** - A minimal framework for creating tools that connect AI models to various functionalities, specifically designed to work with AI assistants like Claude. It includes a basic 'hello world' example and utilizes TypeScript with a preconfigured build setup. - **[Cursor MCP Installer](https://github.com/matthewdcage/cursor-mcp-installer)** - Facilitates the installation and configuration of MCP servers directly within the Cursor IDE, streamlining setup and enhancing the development workflow. - **[DBT Docs MCP Server](https://github.com/mattijsdp/dbt-docs-mcp)** - Interact with dbt project metadata to explore and query node details, lineage, and compiled SQL code. Perform searches within node names and columns, and retrieve detailed attributes and upstream/downstream dependencies. - **[Flowise API](https://github.com/matthewhand/mcp-flowise)** - Integrates with the Flowise API to list chatflows, create predictions, and register tools dynamically for Flowise chatflows or assistants. Offers both dynamic registration of tools and static configurations for simpler use cases. - **[Nuanced MCP Server](https://github.com/mattmorgis/nuanced-mcp)** - Enables analysis of Python code structures through function call graphs, facilitating the exploration of function relationships and dependency analysis. Provides contextually aware insights for improved code assistance. - **[YNAB Budget Management Server](https://github.com/mattweg/ynab-mcp)** - Facilitates interaction with YNAB accounts for budget management, transaction tracking, and financial insights using natural language queries. Secure OAuth access is implemented for user authentication and data protection. - **[Jira Integration Server](https://github.com/maximepeabody/simple-jira-mcp)** - Interact with Jira to manage tickets, including fetching assigned tickets, adding comments, and updating ticket statuses. Automate workflows and streamline task management directly through AI assistants. - **[GitHub Actions Server](https://github.com/Maxteabag/github-actions-mcp)** - Interact with GitHub Actions workflows to monitor and query workflow runs. Provides filtering options to access the status of CI/CD processes efficiently. - **[GitHub Notifications Server](https://github.com/mcollina/mcp-github-notifications)** - Manage GitHub notifications with natural language commands, enabling users to list, read, and organize notifications efficiently. Control repository-specific settings and automate notification management to streamline workflows. - **[Ripgrep Server](https://github.com/mcollina/mcp-ripgrep)** - Enables high-performance text searches across files using ripgrep for efficient pattern finding and file management. This MCP server connects AI applications to powerful search capabilities, streamlining data retrieval processes. - **[macOS MCP Server](https://github.com/mcp-get/community-servers)** - Provides macOS-specific system information and operations, including retrieval of CPU, memory, disk, and network details, as well as enabling native macOS notifications. - **[mcp2tcp](https://github.com/mcp2everything/mcp2tcp)** - Connects hardware devices with AI models using natural language commands, enabling real-time control and understanding of complex instructions. Integrates seamlessly with the Model Context Protocol (MCP) for resource management and tool invocation. - **[MCP Router](https://github.com/mcp-router/mcp-router)** - MCP Router simplifies the management of multiple MCP servers by providing a unified interface to route and direct MCP requests. It supports both local and remote servers, facilitating connections to various MCP resources and tools with secure access control and logging features. - **[Create MCP Server](https://github.com/mcpdotdirect/template-mcp-server)** - Build custom servers for AI agents to connect with external systems and data sources. Supports both stdio and HTTP transports, enabling flexible interactions and structured tool definitions. - **[MySQL Navigator](https://github.com/Medsaad/mcp-db-navigator)** - Facilitate navigation and management of MySQL and MariaDB databases via a secure and type-safe MCP server. Execute SQL queries, retrieve schema information, and manage connections efficiently. - **[Meeting BaaS](https://github.com/Meeting-BaaS/meeting-mcp)** - Manage meeting data including transcripts, recordings, and calendar events while providing search functionality for easy organization and retrieval. - **[YNAB Server](https://github.com/Meh-S-Eze/ynab-mcp-client2)** - Seamlessly access YNAB functionality to manage budgets by viewing account balances, creating transactions, and retrieving financial data through a standardized interface. - **[FEAPDER](https://github.com/meicanhong/feapder)** - A Python framework designed for building web scrapers, featuring tools for breakpoint resuming, monitoring alerts, and browser rendering. It incorporates a management system for deploying and scheduling scrapers efficiently. - **[Meilisearch MCP](https://github.com/meilisearch/meilisearch-mcp)** - Interact with Meilisearch to manage indices and documents, configure settings, monitor tasks, and handle API keys. It supports dynamic connections to multiple Meilisearch instances and offers smart search capabilities across indices. - **[Memory Tool](https://github.com/mem0ai/mem0-mcp)** - Store and retrieve user-specific memories to maintain context and make informed decisions based on past interactions using a simple API. Features relevance scoring to enhance memory management with user preferences. - **[Outlook Calendar Tool](https://github.com/merajmehrabi/Outlook_Calendar_MCP)** - Manage and access Microsoft Outlook calendar events, including viewing, creating, and updating events. Provides functionality for finding optimal meeting times and supporting multiple calendars within the Outlook profile. - **[MetaMCP Server](https://github.com/metatool-ai/mcp-server-metamcp)** - Manages multiple MCP servers and dynamically routes requests across them. Fetches tool, prompt, and resource configurations from the MetaMCP App. - **[SSH Server](https://github.com/mfangtao/mcp-ssh-server)** - Execute remote commands securely over SSH using the Model Context Protocol, with support for password and private key authentication. The server returns the results of command executions, including standard output, standard error, and exit codes. - **[Virtual Traveling Bot](https://github.com/mfukushim/map-traveler-mcp)** - Create immersive travel experiences by navigating Google Maps with an avatar, providing real-time updates and photos of the journey. Integrate unique travel narratives and social media interactions during the exploration. - **[Ghost MCP Server](https://github.com/MFYDev/ghost-mcp)** - Interact with your Ghost blog through LLM interfaces to manage posts, users, and members securely. Provides streamlined access and improved reliability with TypeScript integration. - **[Test Gru](https://github.com/mgl-sh21/testgru-example)** - Automatically adds unit tests to your codebase, primarily for Node.js and TypeScript. Integrates with GitHub accounts for seamless usage. - **[ServiceNow MCP Server](https://github.com/michaelbuckner/servicenow-mcp)** - Facilitates interaction with ServiceNow data through natural language queries and a secure API, enabling users to search, update, and manage records efficiently. - **[Goose App Maker](https://github.com/michaelneale/goose-app-maker-mcp)** - Manage and serve custom web applications locally using HTML, CSS, and JavaScript, facilitating straightforward creation and updates of applications stored in a dedicated directory. - **[Alpaca MCP Server](https://github.com/miguelyad26/alpaca-mcp-server)** - Interact with the Alpaca trading API using natural language for managing stock trading, including checking positions, fetching market data, and executing orders. This server provides real-time insights and facilitates account management. - **[Twist Workspace Integration Server](https://github.com/mikemc/twist-mcp-server)** - Interact with a Twist workspace to access and manage inbox threads, channels, and messages. Automate organizational tasks such as archiving, starring, pinning, and marking threads to improve productivity. - **[Todoist Server](https://github.com/mikemc/todoist-mcp-server)** - Integrate and manage Todoist tasks with applications using a Python-based MCP server. Automate task retrieval and management to enhance productivity through seamless interaction with Todoist data. - **[Linear MCP Server](https://github.com/mikephul/linear-mcp)** - Manage issues, projects, and teams through Linear's API, enabling programmatic interactions for efficient project management. It provides functionalities for creating, updating, and listing issues while also facilitating team and project management. - **[GenAIScript](https://github.com/microsoft/genaiscript)** - Assemble prompts for language models programmatically using JavaScript, facilitating the orchestration of LLMs, tools, and data within a cohesive coding environment. Offers integration with Visual Studio Code and built-in support for various AI models and services. - **[Task API Server](https://github.com/milkosten/task-mcp-server)** - Manage tasks through a standardized API interface with support for creating, updating, and deleting tasks. The server operates in both STDIO mode for CLI applications and HTTP+SSE mode for web-based clients. - **[Real-time Chat Application](https://github.com/Mimo-Inverse/realtime-chat-supabase-react)** - Facilitates real-time chat experiences using React and Supabase, allowing users to send and receive messages instantly. The application supports seamless communication through a user-friendly interface, underpinned by a PostgreSQL database. - **[TaskMaster](https://github.com/mingolladaniele/taskMaster-todoist-mcp)** - Integrates Todoist tasks into the coding environment, enabling users to filter, view, and manage tasks seamlessly. Provides rich task formatting and supports advanced filtering using Todoist's syntax. - **[Untun Secure Tunnel Manager](https://github.com/minte-app/untun-mcp)** - Manage secure tunnels from local servers to the public internet using simple natural language commands, allowing for easy creation, listing, and stopping of tunnels without complex command-line interaction. - **[Todoist Integration](https://github.com/miottid/todoist-mcp)** - Connects to Todoist to manage tasks and projects using the Todoist API. Provides functionalities like creating, updating, retrieving, and deleting tasks, as well as managing projects and accessing productivity statistics. - **[Reference Servers](https://github.com/mirinda-cmd/reference-servers-check)** - Implement a structured thinking process for problem-solving and analysis, breaking down complex problems into manageable steps while allowing dynamic adjustment of thought paths and generation of solution hypotheses. - **[CrewAI Multi-Agent System](https://github.com/miudinho420/crewai-claude)** - Collaborative multi-agent AI system designed to tackle complex tasks through effective agent collaboration, utilizing web search and data analysis capabilities via a REST API interface. Offers a flexible framework for customizing agents, tasks, and logic to enhance productivity and collective intelligence. - **[Habibi Dashboard](https://github.com/Mirxa27/habibi-dashboard-85)** - A complete property management system that facilitates the management of properties, bookings, financial reporting, and owner-tenant communication through a FastAPI backend and a React frontend. - **[GitHub API Server](https://github.com/MissionSquad/mcp-github)** - Manage GitHub repositories, including file operations, issue tracking, and pull request handling while preserving Git history. Features include automated branch creation, error handling, and support for both single and batch operations. - **[Apify Actors Server](https://github.com/MJBeauty/actors-mcp-server)** - Interact with Apify Actors for tasks like data extraction and web searching through a Model Context Protocol (MCP) interface. Supports both HTTP and local standard input/output methods for flexible integration with various clients. - **[Neo4j Knowledge Graph Server](https://github.com/mjftw/mcp_neo4j_knowledge_graph)** - Manage and interact with knowledge graphs using Neo4j. This server provides an stdio-based interface for creating, updating, and searching entities and relationships in a graph database format. - **[Cross-System Agent Communication Server](https://github.com/mkc909/agent-communication-mcp-server)** - Facilitates communication and collaboration among specialized LLM agents across systems, enabling context sharing, task management, and asynchronous coordination. Integrates with GitHub for issue tracking and PlanetScale for scalable data management. - **[Open Model Zoo](https://github.com/MJBeauty/open_model_zoo)** - A collection of optimized deep learning models and demos designed to facilitate the development of high-performance deep learning inference applications using pre-trained models. Offers integration and validation tools with automation scripts for rapid deployment. - **[Playwright Automation](https://github.com/microsoft/playwright-mcp)** - Automate web interactions on web pages using structured accessibility data for reliable navigation and data extraction without the need for visual models. Enables LLMs to perform actions by leveraging Playwright's accessibility tree. - **[Google Sheets Connector](https://github.com/mkummer225/google-sheets-mcp)** - Interact with Google Sheets to create, read, and edit spreadsheets. Automate spreadsheet tasks to improve data management workflows. - **[DependencyMCP Server](https://github.com/mkearl/dependency-mcp)** - Analyzes codebases to generate dependency graphs and architectural insights, providing an understanding of code structure, dependencies, and architectural patterns across multiple programming languages. - **[Azure DevOps Integration](https://github.com/mmruesch12/azdo-mcp)** - Integrate AI assistants with Azure DevOps for managing work items, pull requests, and wikis. Automate tasks and retrieve information to enhance collaboration and productivity within development workflows. - **[Orchestrator Server](https://github.com/mokafari/orchestrator-server)** - Provides task management and coordination for distributed systems, enabling AI agents to create, share, and execute tasks across multiple instances of MCP enabled LLMs. - **[MCP Server](https://github.com/mokemoke0821/MCP)** - Execute shell commands across various platforms with full support for Japanese environments. The server supports PowerShell, CMD, and GitBash, allowing advanced file operations and handling of special characters. - **[AI Agent with MCP](https://github.com/moises-paschoalick/ai-agent-with-mcp)** - Interacts with external data sources and tools using the Model Context Protocol, enabling AI agents to manage user information and perform real-time data manipulation. - **[Zulip Integration Server](https://github.com/Monadical-SAS/zulip-mcp)** - Enable interaction with Zulip workspaces by managing channels, posting messages, sending direct messages, adding reactions, and retrieving conversation history for effective communication and automation. - **[Momento Cache](https://github.com/momentohq/mcp-momento)** - Leverages a caching solution to efficiently store and retrieve data, enabling quick access to frequently used values. Simplifies data management with straightforward commands for setting and getting cache values. - **[monday.com API MCP Server](https://github.com/mondaycom/mcp)** - Interact with monday.com to manage workflows by creating, updating, and retrieving data from boards and items. Offers full GraphQL API access with custom queries for advanced data manipulation. - **[Go Process Inspector](https://github.com/monsterxx03/gospy)** - Inspect and analyze running Go processes, providing detailed information about goroutines, memory usage, and binary data through an interactive terminal and an HTTP API. Features include programmatic access via a Server-Sent Events endpoint and tools for inspecting goroutine states and memory statistics. - **[网易云音乐升级API](https://github.com/moqihai/tset)** - Automates daily tasks on 网易云音乐 such as login, user info queries, and provides functionality to listen to 300 songs daily. It is a PHP-based API designed for easy deployment with minimal programming knowledge required. - **[Mobile Automation Server](https://github.com/mobile-next/mobile-mcp)** - Automates mobile applications across iOS and Android platforms using structured accessibility data and coordinate-based actions. Enables interaction with native apps, facilitating testing and data-entry workflows via LLMs for complex user journeys. - **[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Connect and query local DuckDB and cloud-based MotherDuck databases. Provides SQL analytics capabilities and integrates with cloud storage for data access and sharing. - **[DeepSeek MCP Server](https://github.com/moyu6027/deepseek-MCP-server)** - Integrates the DeepSeek R1 model to enhance reasoning capabilities by allowing advanced logical analysis and structured cognitive frameworks. Evaluates confidence and uncertainty while monitoring reasoning quality and detecting biases in user interactions. - **[User Feedback](https://github.com/mrexodia/user-feedback-mcp)** - Facilitates a feedback loop in tools for desktop application development by collecting user insights during complex interactions. Enhances testing processes by prompting users for feedback before task completion. - **[Django Migrations Management Service](https://github.com/mrrobotke/django-migrations-mcp)** - Manage Django migrations in distributed environments through MCP endpoints, simplifying migration processes with validations and safety checks for CI/CD integration. - **[Dooray Schedule Manager](https://github.com/mskim8717/dooray-mcp)** - Integrates with the Dooray API for efficient schedule management, enabling the addition of events with automatic start and end times, as well as support for location and description details. - **[Yellhorn](https://github.com/msnidal/yellhorn-mcp)** - Integrates with GitHub to generate detailed work plans and automate issue creation and code reviews based on the entire codebase context. Evaluates code diffs against original workplans, facilitating seamless software development tasks. - **[Google Tasks Management](https://github.com/mstfe/mcp-google-tasks)** - Manage Google Tasks by creating, updating, deleting, and listing tasks through a structured interface with the Google Tasks API. Tasks can be accessed in a machine-readable JSON format, allowing for efficient task management. - **[Airtable Integration Tool](https://github.com/mufonix/airtable-mcp)** - Connects AI tools to Airtable for querying, creating, updating, and deleting records using natural language. It facilitates base management, table operations, schema manipulation, record filtering, and data migration through a standardized interface. - **[Linux Comprehensive Testing Script](https://github.com/muaimingjun/LinuxCTS)** - A comprehensive testing script for Linux systems that evaluates system performance, configuration, and service status through various tests. It provides insights into system information, conducts performance and network tests, and checks the operational status of common services. - **[Cal.com Calendar Integration](https://github.com/mumunha/cal_dot_com_mcpserver)** - Integrates with the Cal.com Calendar API to manage calendar appointments, enabling users to schedule, update, delete, and list appointments efficiently. - **[Journaling Server](https://github.com/mtct/journaling-mcp)** - Manage interactive journaling sessions with features for emotional analysis and automatic saving. It supports reading recent entries and organizes journal content chronologically in Markdown format. - **[Gmail Notes Server](https://github.com/mundume/gmail-mcp)** - Create and manage notes with a simple interface while utilizing LLM capabilities for summarization. Supports creating new notes and accessing existing notes through URIs with associated metadata. - **[GitHub MCP Server](https://github.com/modelcontextprotocol/servers)** - Interact with GitHub repositories, manage file operations, conduct repository management tasks, and perform advanced searches for code, issues, and users. - **[Intervals.icu MCP Server](https://github.com/mvilanova/intervals-mcp-server)** - Connects Claude with the Intervals.icu API to retrieve and manage fitness activities, events, and wellness data, enabling real-time insights and training analysis. - **[MCP Server Template for Cursor IDE](https://github.com/MyBlockcities/mcp-server-heroku)** - Create custom tools for Cursor IDE that connect using the Model Context Protocol (MCP) to enhance agent capabilities with real-world data and actions. Deploy and configure easily, allowing for testing agent responses in a user-friendly environment. - **[Mintlify Starter Kit](https://github.com/mybytecode/mintlify-docs)** - A customizable documentation platform for creating API references and guides. It facilitates automatic deployments from GitHub repositories, enabling seamless updates and local previews of documentation changes. - **[Web Research Server](https://github.com/mzxrai/mcp-webresearch)** - Integrates real-time web research capabilities by utilizing Google search for obtaining information and extracting content from webpages. It allows for tracking research sessions, including visited pages and search queries, while also enabling screenshot captures. - **[Bazel MCP Server](https://github.com/nacgarg/bazel-mcp-server)** - Expose Bazel build system functionality to AI agents, enabling seamless building, querying, and testing of Bazel targets. Enhances workflows by operating effectively in misconfigured environments without a traditional command-line tool. - **[Anki MCP Server](https://github.com/nailuoGG/anki-mcp-server)** - Interact with Anki flashcard software through AnkiConnect to create, manage, and search flashcards efficiently. Automate various operations on flashcards and decks with a simple API interface. - **[Toast MCP Server](https://github.com/naru-sensei/-toast-mcp-server)** - Connects to MCP clients to display desktop notifications on Windows 10 and macOS using customizable parameters such as title, message content, and display time. Utilizes win10toast for Windows notifications and osascript for macOS notifications, supporting both synchronous and asynchronous requests. - **[Africa's Talking Airtime Server](https://github.com/nasoma/africastalking-airtime-mcp)** - Manage airtime transactions by sending airtime, checking account balances, and retrieving transaction history with the Africa's Talking API. Store and summarize airtime top-ups securely using SQLite, supporting automatic phone number formatting and integration with AI tools across African countries. - **[GitLab MCP Server](https://github.com/modelcontextprotocol/servers)** - Enables project management and file operations through the GitLab API, including automatic branch creation and comprehensive error handling. Supports both single-file and multi-file operations while preserving Git history. - **[ClickUp MCP Server](https://github.com/Nazruden/clickup-mcp-server)** - Integrate AI assistants with ClickUp workspaces for task management and workflow automation. - **[User Prompt](https://github.com/nazar256/user-prompt-mcp)** - Enables interactive user input requests during AI model generation, facilitating a dynamic exchange with the user. Integrates with MCP-compatible clients to present input prompts via a simple GUI dialog box. - **[MCP Aggregator](https://github.com/nazar256/combine-mcp)** - Combines multiple MCP servers into a single interface, facilitating streamlined tool usage and compatibility management. It serves as a bridge between MCP clients and various backend MCP servers, offering a unified stdio interface and automatic tool name sanitization. - **[Nash MCP Server](https://github.com/nash-app/nash-mcp)** - Execute shell commands, run Python code, manage reusable tasks, and fetch web content while ensuring secure handling of credentials. Provides error handling for both command execution and Python execution. - **[Datadog API Integration Server](https://github.com/ndevvy/mcp-server-datadog)** - Retrieve and manage incidents, monitors, logs, dashboards, metrics, traces, hosts, and downtimes from Datadog for enhanced incident management and observability workflows. - **[Excel](https://github.com/negokaz/excel-mcp-server)** - Read and write data in Microsoft Excel files, including text values and formulas. It supports creating new sheets and offers live editing and screen capture functionalities on Windows. - **[NPM Sentinel MCP](https://github.com/Nekzus/npm-sentinel-mcp)** - Provides real-time analysis and intelligence on NPM packages, focusing on security, dependencies, performance, and quality metrics. Delivers insights such as vulnerability scanning, download trends, and maintenance status for optimized package management decisions. - **[Ollama MCP Server](https://github.com/NewAITees/ollama-MCP-server)** - Integrates with local Ollama LLM instances to manage tasks, evaluate results, and streamline workflows through standardized communication. Features advanced error handling, performance optimization, and distinct URI schemes for task access, result evaluation, and model management. - **[TaskMateAI](https://github.com/NewAITees/TaskMateAI)** - Manage and execute tasks autonomously using AI, enabling users to create, update, and track tasks through a simple interface. Supports subtask management, progress tracking, and multiple AI agents for project organization. - **[Obsidian MCP Local Server](https://github.com/newtype-01/obsidian-mcp)** - Connects AI models to Obsidian knowledge bases, enabling direct access to read, create, update, and delete notes, as well as manage folder structures and perform full-text searches. - **[Travel Planner Server](https://github.com/nexusconnects/TRAVEL-PLANNER-MCP-Server)** - Facilitate travel-related tasks by connecting to Google Maps services for location searches, retrieving place details, calculating routes, and obtaining timezone information. - **[Travel Planner Server](https://github.com/nexusconnects/TRAVEL-PLANNER-MCP-Server)** - Enables interaction with Google Maps services for travel-related tasks, including location search, retrieving place details, calculating travel times, and managing itineraries. Facilitates seamless integration of travel planning functionalities into applications using a Google Maps API key. - **[Code Snippet](https://github.com/ngeojiajun/mcp-code-snippets)** - Manage and store code snippets across various programming languages with functionalities to create, list, and delete snippets using a standardized protocol. Supports filtering by language or tag and offers persistent local storage. - **[GitHub Action Trigger](https://github.com/nextDriveIoE/github-action-trigger-mcp)** - Integrate with GitHub to fetch available actions, trigger workflows, and retrieve release information from repositories, enhancing CI/CD processes with automation capabilities. - **[MyMCP Server](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol)** - Integrate various tools for enhanced development workflows, including managing emails, calendars, and research tasks. It provides functionalities for development tools, data fetching, and leveraging academic resources. - **[MyMCP Server](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol)** - Integrates various tools and services for AI-powered workflows, facilitating interaction with email, calendars, development tools, and research resources. - **[Lead Qualifier Tool](https://github.com/nick-wati/lead-qualifier-mcp)** - Qualifies leads interactively using the BANT framework by extracting and scoring lead information through a conversational flow. Implements in-memory session tracking and integrates with platforms like Dify or Cursor via MCP. - **[A git MCP server](https://github.com/modelcontextprotocol/servers)** - Interacts with Git repositories, providing tools to read the status and changes of the working directory. Offers automation capabilities for managing repository interactions via AI models. - **[MongoDB MCP Server](https://github.com/nickiiitu/MongoDB-Model-Context-Protocol-MCP-)** - Enables interaction with MongoDB databases using natural language commands for querying collections, managing data, and inspecting schemas. Supports a range of document operations including inserting, updating, and deleting records. - **[Jira MCP](https://github.com/nguyenvanduocit/jira-mcp)** - Connects AI models to Atlassian Jira for performing operations such as managing issues, retrieving comments, and interacting with sprints in a seamless manner. - **[Tmux Session Controller](https://github.com/nickgnd/tmux-mcp)** - Interact with and control tmux terminal sessions, enabling navigation of windows and panes, execution of commands, and capturing terminal content. Manage and create tmux sessions directly from AI workflows. - **[Code Summarizer](https://github.com/nicobailon/code-summarizer)** - Summarizes code files in a directory while respecting `.gitignore` rules and skips irrelevant directories. Outputs detailed summaries to a text file and supports integration with LLM tools via an MCP server. - **[Software Planning Tool](https://github.com/NightTrek/Software-planning-mcp)** - Facilitates software development planning through interactive sessions, enabling users to break down projects into manageable tasks and track implementation progress. - **[Everything MCP Server](https://github.com/modelcontextprotocol/servers)** - A test server that showcases all features of the Model Context Protocol, implementing prompts, tools, and resources for builders of MCP clients. Provides interactive tools for echoing messages, adding numbers, and demonstrating progress for long-running operations. - **[Render Deployment Server](https://github.com/niyogi/render-mcp)** - Deploy and manage services on Render.com, enabling interaction with the Render API for various deployment processes and service management tasks. - **[Filesystem MCP Server](https://github.com/modelcontextprotocol/servers)** - Node.js implementation of the Model Context Protocol (MCP) for performing various filesystem operations, including file reading and writing, directory management, and file metadata retrieval. - **[Paperless NGX](https://github.com/nloui/paperless-mcp)** - Manage documents, tags, correspondents, and document types through the Paperless-NGX API. Enables efficient organization and retrieval of document-related information. - **[ClickUp Operator](https://github.com/noah-vh/mcp-server-clickup)** - Manage and organize notes with a simple storage system, allowing users to add notes, summarize them, and access them via a custom URI scheme. - **[iOS Development Bridge Integration](https://github.com/noahlozevski/mcp-idb)** - Integrates MCP with Facebook's iOS Development Bridge for automated management of iOS devices and execution of tests, facilitating seamless interactions within iOS development workflows. - **[IMAP Server](https://github.com/non-dirty/imap-mcp)** - Manage emails by browsing and searching through inboxes, organizing messages, composing replies, and learning user preferences. Automate email summarization and categorization for enhanced productivity. - **[Webhook MCP Server](https://github.com/noobnooc/webhook-mcp)** - Integrates webhook-based services with large language model applications, facilitating dynamic data retrieval and action handling. Supports connections to external webhooks for enhanced AI workflows. - **[Interactive Feedback](https://github.com/noopstudios/interactive-feedback-mcp)** - Facilitates a human-in-the-loop workflow for AI-assisted development by executing commands, displaying their output, and allowing users to provide feedback directly to AI models. Supports integration with tools like Cursor, Cline, and Windsurf to enhance resource efficiency and performance in development environments. - **[Notte MCP Server](https://github.com/nottelabs/notte)** - Manage sessions and run agents for web observation, scraping, actions, and authentication on various websites. Control cloud browser sessions and execute tasks efficiently with Notte agents. - **[Novita AI](https://github.com/novitalabs/novita-mcp-server)** - Manage GPU instance resources with operations like listing clusters, creating and controlling GPU instances, and managing templates and network storage through Novita's interface. - **[Hello World MCP Server for Warp Terminal](https://github.com/NoveltyEngine/python-hello-warp-mcp)** - A simple MCP server that provides a greeting tool and personalized greeting resources specifically for integration with Warp Terminal. It enables users to easily add conversational capabilities through a straightforward Python implementation. - **[Echo Map](https://github.com/ns-personal/echo-map)** - A customizable Model Context Protocol (MCP) server that supports building and extending MCP-compatible applications, with features for graceful shutdown handling and various build configurations suited for development and production environments. - **[Nx Console](https://github.com/nrwl/nx-console)** - Integrates command-line tools with a user-friendly interface to enhance development workflows while providing real-time insights within the editor for improved project management and AI interactions. - **[ClickUp MCP Server](https://github.com/nsxdavid/clickup-mcp-server)** - Integrate with ClickUp to access and manage workspaces, tasks, and documents through a standardized API interface. Facilitate seamless interaction between AI assistants and ClickUp data for enhanced productivity. - **[YNAB Budget Management Server](https://github.com/ntdef/ynab-mcp)** - Interact with YNAB budgeting data through a standardized protocol, enabling retrieval and management of budgets, accounts, categories, and transactions. Automate updates for budgeted amounts and streamline financial workflows. - **[ClickUp MCP Server](https://github.com/nsxdavid/clickup-mcp-server)** - Enable interaction with ClickUp data, facilitating access to and manipulation of workspaces, tasks, and documents through a standardized API. It supports project management enhancements with AI-driven insights and automation. - **[Google Calendar](https://github.com/nspady/google-calendar-mcp)** - Integrates with Google Calendar to manage events, enabling functionalities such as reading, creating, updating, and searching for calendar events through a standardized interface. - **[Backlog Server](https://github.com/nulab/backlog-mcp-server)** - Manage projects, issues, wiki pages, and pull requests in Backlog. Optimize interactions with GraphQL-style field selection and control token limits for efficient project management workflows. - **[JIRA Tools](https://github.com/NZenitram/mcp-jira)** - Interact with JIRA APIs to manage projects and issues, enabling functionalities such as searching, creating, updating, and deleting JIRA issues. Supports user management while ensuring GDPR compliance. - **[GitHub Tools](https://github.com/NZenitram/github-mcp)** - Interact with GitHub repositories, manage issues and pull requests, configure repository settings, and handle workflows and collaborators. - **[Terraform Model Context Protocol Tool](https://github.com/nwiizo/tfmcp)** - Manage and operate Terraform environments through command-line interactions, enabling reading Terraform configurations, analyzing plans, and applying changes. Integrates AI assistants for enhanced infrastructure management. - **[NBA MCP Server](https://github.com/obinopaul/nba-mcp-server)** - Access real-time NBA statistics and live game data, including player stats, team standings, and game results for integration into sports applications. - **[Soccer Data Server](https://github.com/obinopaul/soccer-mcp-server)** - Access live match data and comprehensive football statistics for leagues, teams, and players. Retrieve real-time information and historical data to enhance applications with up-to-date football insights. - **[DolphinScheduler MCP Server](https://github.com/ocean-zhc/dolphinscheduler-mcp)** - Interact with Apache DolphinScheduler to manage workflows, automate project tasks, and access a wide range of tools through a standardized interface. Provides full API coverage for comprehensive workflow management via a Model Context Protocol. - **[SeaTunnel MCP Server](https://github.com/ocean-zhc/seatunnel-mcp)** - Manage and monitor SeaTunnel jobs and system status through an intuitive LLM interface, allowing for dynamic job submission, stopping, and tracking while configuring connections on-the-fly. Provides comprehensive insights into the SeaTunnel cluster along with built-in monitoring tools. - **[Letta MCP Server](https://github.com/oculairmedia/Letta-MCP-server)** - Manage agents and memory blocks within the Letta system, enabling the creation, listing, and attachment of memory blocks to agents while facilitating seamless communication through message sending and response receiving. - **[Flight and Stay Search Server](https://github.com/Octember/flights-mcp-ts)** - Provides comprehensive search capabilities for flights and accommodations by utilizing the Duffel API, allowing users to search for various flight types and travel stays along with detailed offers and reviews. - **[Remobot](https://github.com/OdaiAlqohaly/Remobot)** - Enhance automation workflows through intelligent interactions with various tools and resources. Utilize advanced language processing for streamlined tasks and improved efficiency. - **[Shell Command Execution Server](https://github.com/odysseus0/mcp-server-shell)** - Connect AI models to execute shell commands in a secure and controlled environment, retrieving real-time outputs for task automation and system information gathering. - **[DateTime Server](https://github.com/odgrim/mcp-datetime)** - Provides datetime and timezone information for AI agents and chat interfaces, enabling access to the current time, listing available timezones, and retrieving timezone-specific data. - **[Gemini Context MCP Server](https://github.com/ogoldberg/gemini-context-mcp-server)** - Manage and cache large conversational contexts efficiently using Gemini's capabilities, with session-based support and automatic context tracking. Features include semantic search for relevant context retrieval and intelligent caching strategies for optimizing costs. - **[Octomind MCP Server](https://github.com/OctoMind-dev/octomind-mcp)** - Facilitates the creation, execution, and management of end-to-end tests using Octomind's testing framework and resources within a local development environment. Offers automated features and integrates seamlessly with existing workflows to enhance testing capabilities. - **[iCal Server](https://github.com/Omar-V2/mcp-ical)** - Transform calendar management on macOS into a conversational experience using natural language to check schedules and manage events. - **[Dealer MCP Server](https://github.com/onick/Dealer-vehicles)** - Automate vehicle dealership operations through a user-friendly API that streamlines inventory management, financing, scheduling test drives, and invoicing processes. - **[n8n Assistant](https://github.com/onurpolat05/n8n-Assistant)** - Search for n8n documentation, example workflows, and community forums efficiently, while providing relevant information and resources. It employs asynchronous processing for improved response times and effective content retrieval. - **[SiYuan Note Server](https://github.com/onigeya/siyuan-mcp-server)** - Integrate with the SiYuan Note system to access and manage notebooks, documents, and content blocks while supporting SQL queries and various file operations. - **[OmniMCP](https://github.com/OpenAdaptAI/OmniMCP)** - OmniMCP enhances AI models with structured responses and visual analysis to automate UI operations. It provides rich UI context and interaction capabilities through the Model Context Protocol, facilitating precise user interface interactions. - **[Web QA Agent](https://github.com/Operative-Sh/web-eval-agent)** - An MCP server designed for debugging web applications by autonomously executing tasks and providing insights directly in the code editor, capturing network traffic and console errors for improved development efficiency. - **[WebEvalAgent](https://github.com/Operative-Sh/web-eval-agent)** - Automates the debugging of web applications by executing and analyzing code directly in the editor. Captures network traffic, collects console errors, and performs autonomous debugging to enhance web app performance and functionality. - **[RAGFlow](https://github.com/oraichain/ragflow-mcp)** - Launch an MCP server designed for RAGFlow applications to facilitate dynamic integration and real-time data manipulation in development workflows. - **[Coda Document Interaction Server](https://github.com/orellazri/coda-mcp)** - Enable seamless interaction with Coda documents, including listing, creating, reading, updating, and duplicating pages. Provides command access to manipulate document content directly within an AI framework. - **[Notion MCP Server](https://github.com/orbit-logistics/notion-mcp-server)** - Interact with Notion through natural language instructions, enabling operations such as reading, creating, updating, and deleting Notion pages. - **[Ory SSE MCP Server](https://github.com/ory/mcp-sse)** - Provides a secure environment for real-time communication through Server-Sent Events while integrating OAuth 2.1 for authentication and authorization. It includes dynamic client management and tools for overseeing Ory Network projects, aimed at enhancing interactions with AI models. - **[GitLab Integration Server](https://github.com/owayo/gitlab-mcp-server)** - Fetches pipeline failure details and unresolved merge request comments from GitLab to provide real-time insights for AI assistants, enhancing development workflows based on GitLab data. - **[ComfyUI Integration Server](https://github.com/Overseer66/comfyui-mcp-server)** - Integrates ComfyUI workflows with applications through the Model Context Protocol (MCP). Manages image generation workflows, downloads generated images, and extends functionality by adding custom workflows as tools. - **[Open Deep Research](https://github.com/Ozamatash/deep-research-mcp)** - Performs deep research on various topics by integrating search engines, web scraping, and language models to create comprehensive reports and follow-up questions. - **[mcptix](https://github.com/ownlytics/mcptix)** - An efficient ticket tracking system that integrates with AI assistants to manage and collaborate on tasks, bugs, and features. It aims to enhance project management and productivity through intelligent ticket tracking. - **[Structured Memory & Cognitive Framework](https://github.com/p-funk/fegis)** - Provides structured, persistent memory for AI models through customizable cognitive tools, enabling enhanced organization and retrieval of thoughts across conversations using a schema-driven approach. - **[Linear Integration Server](https://github.com/packetnomad/linear-mcp)** - Integrate with Linear's issue tracking system to create, update, and manage issues. Provide advanced search capabilities and access project updates while utilizing markdown for comments. - **[MCP Code-snippets](https://github.com/pablof7z/tenex-tools)** - Facilitates access to a collaborative registry for publishing and discovering coding instructions and reusable code snippets, enhancing AI coding agents' performance while ensuring code quality through community verification. - **[Tripadvisor MCP Server](https://github.com/pab1it0/tripadvisor-mcp)** - Access Tripadvisor location data, reviews, and photos through standardized MCP interfaces. Search for travel destinations and experiences, and retrieve detailed information based on user queries. - **[GDB Debugging Server](https://github.com/pansila/mcp_server_gdb)** - Manage and debug applications remotely using GDB, supporting breakpoints, stack information, and program execution control. Enables concurrent debugging sessions to enhance workflow efficiency. - **[Jira MCP Server](https://github.com/ParasSolanki/jira-mcp-server)** - Integrates Jira with LLMs to facilitate interaction with projects, boards, and sprints through a standardized protocol. Enhances workflow and productivity by connecting AI models to Jira tasks. - **[Terminal.shop MCP Server](https://github.com/pashaydev/terminal.shop.mcp)** - Interact with Terminal.shop's API to browse coffee products, manage shopping carts, place orders, and handle subscriptions. The server also facilitates user profile management and secure payment processing. - **[MCP Tools Documentation](https://github.com/patelnav/my-tools-mcp)** - Provides an integrated command-line tool documentation panel in VSCode, retrieving and displaying documentation for various command-line tools detected in the workspace. It features a built-in MCP server for real-time event streaming and tool discovery from local and global binaries. - **[Autodocument](https://github.com/PARS-DOE/autodocument)** - Generates comprehensive documentation, test plans, and code reviews by analyzing code repositories and directory structures. Utilizes AI to enhance development workflows with detailed insights into security and best practices. - **[n8n](https://github.com/passeth/n8n)** - Automate workflows with a platform that combines code flexibility and no-code speed, featuring 400+ integrations and AI capabilities for building agent workflows with custom data and models. - **[Model Context Protocol Manager](https://github.com/pathintegral-institute/mcpm.sh)** - Manages Model Context Protocol servers through a CLI tool, facilitating configuration, grouping, and discovery of multiple server instances behind a single endpoint. Supports shared sessions for streamlined server management. - **[AIDaily](https://github.com/PawNzZi/aidaily)** - An automatic acquisition tool that provides the latest news and updates in the AI field by connecting to a remote tool. It exposes functions to list available resources and tools, and to utilize those tools effectively through the MCP protocol. - **[Notion API](https://github.com/pbohannon/notion-api-mcp)** - Integrate with Notion's API to manage databases, track tasks, and organize content. Enable advanced todo list management with support for rich text, nested subtasks, and real-time data interaction. - **[AppleScript Executor](https://github.com/peakmojo/applescript-mcp)** - Execute AppleScript commands for seamless interaction with macOS applications, enabling automation of tasks such as managing Notes, Calendar, Contacts, and Messages. - **[Moodle MCP Server](https://github.com/peancor/moodle-mcp-server)** - Manage Moodle courses, students, assignments, and quizzes through integration with LLMs, enabling automation of feedback and progress tracking. - **[Mermaid Diagram Generator](https://github.com/peng-shawn/mermaid-mcp-server)** - Converts Mermaid diagram descriptions into high-quality PNG images using the Mermaid markdown syntax. Supports customizable themes and backgrounds for visual representations of data and processes. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - RuoYi is a Java-based framework that facilitates rapid web application development using a separated front-end architecture with Vue3 and Element Plus. It features built-in capabilities for user management and role assignment, streamlining the development process. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - A modern web application framework built on Spring Boot and Vue3, designed for rapid development with features for user management and role assignment. Supports a decoupled front-end and back-end architecture, providing a robust environment for creating interactive applications. - **[Playwright Visual Test](https://github.com/pengqiAngus/playwright-mcp)** - Automated visual regression testing tool that captures screenshots and generates comparison reports to identify discrepancies in UI across various viewport sizes. Integrates with MCP protocol for enhanced testing capabilities. - **[RuoYi](https://github.com/penghongru/RuoYi-Vue3)** - Efficient management system framework utilizing SpringBoot and Vue3, designed for rapid development with features for user and role management, as well as system monitoring. - **[Atlassian Integration Server](https://github.com/petrsovadina/mcp-atlassian)** - Integrate Atlassian products such as Confluence and Jira with the Model Context Protocol to access content and tickets directly. Perform advanced searches using CQL and JQL, filter results by space, and retrieve issue details including status and assignments. - **[Canvas LMS Server](https://github.com/PewterZz/CanvasLMS-ModelContextProtocol)** - Seamless access to Canvas LMS course data including assignments, discussions, and PDF content extraction. Supports both standard and AWS-hosted Canvas instances with a simple API interface for fetching detailed information and executing tools upon authentication. - **[SSE Calculator Server](https://github.com/phamtienduceng/calculator-mcp-remote-server)** - Provides real-time stateful calculator operations with history tracking through Server-Sent Events, enabling dynamic calculation sessions while integrating with AI assistants via the Model Context Protocol. - **[Playwright Browser Automation Server](https://github.com/PhamQuangVinh22022648/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for reliable browser automation without the need for vision models. Supports tasks such as web navigation, form-filling, and data extraction using deterministic methods. - **[Playwright Browser Automation Server](https://github.com/PhamQuangVinh22022648/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for browser automation. Facilitates web navigation, form-filling, data extraction, and automated testing, all without relying on visual models. - **[GitHub MCP Server Plus](https://github.com/PhialsBasement/mcp-github-server-plus)** - Interact with GitHub repositories, perform file operations, manage branches, and utilize search functionality through the GitHub API. - **[Puppeteer Linux](https://github.com/PhialsBasement/MCP-Puppeteer-Linux)** - Provides browser automation capabilities using Puppeteer with support for Linux display servers, enabling interaction with web pages, taking screenshots, and executing JavaScript in a browser environment. - **[mcp-webresearch-stealthified](https://github.com/PhialsBasement/mcp-webresearch-stealthified)** - Connects AI models to the web for real-time information retrieval, webpage content extraction, and research session tracking, along with the ability to capture screenshots. - **[CMD Server](https://github.com/PhialsBasement/CMD-MCP-Server)** - Executes CMD commands on both Windows and Linux platforms and facilitates SSH connections. Built on the official MCP SDK, it enables command-line operations integration with MCP-compatible applications. - **[Software Planning Tool](https://github.com/PhilippMT/Software-planning-mcp)** - Facilitates software development planning by breaking down projects into manageable tasks, tracking progress, and maintaining detailed implementation plans with features like complexity scoring and code example integration. - **[Atlassian Integration Server](https://github.com/phuc-nt/mcp-atlassian-server)** - Connects AI agents to Atlassian Jira and Confluence for querying data and performing actions through a standardized interface. Supports management of issues, projects, pages, and comments, aimed at streamlining workflows for developers and teams using Atlassian tools. - **[Echo MCP Server for Testing](https://github.com/piebro/echo-mcp-server-for-testing)** - A simple echo tool designed to test Model Context Protocol (MCP) clients and serve as a template for developing new MCP servers. It facilitates integration and testing of MCP functionalities with minimal setup requirements. - **[TfNSW Realtime Alerts](https://github.com/piddlingtuna/tfnsw-realtime-alerts-mcp-server)** - Access real-time transport alerts and information, including current disruptions and planned works across the NSW transport network. Retrieve and filter alerts by transport mode for efficient management of transport-related data. - **[Pipedream](https://github.com/PipedreamHQ/pipedream)** - Build event-driven automations using pre-built components or custom code in Node.js, Python, Golang, or Bash. Integrate over 1,000 applications and streamline workflows effortlessly. - **[mcp-tool](https://github.com/PiuQiuPiaQia/mcp-tool)** - Build and deploy a Model Context Protocol server with support for generating San components and integrating Cosmic UI. It features quick setup and real-time data processing capabilities. - **[Korea Tour](https://github.com/pjookim/mcp-visit-korea)** - Provides information related to tourism in Korea, including attractions, festivals, and accommodations. Supports various search methods based on area codes, keywords, or locations for detailed tourism content. - **[pkgx Tool Runner](https://github.com/pkgxdev/mcp)** - Run various open source tools through pkgx integration, enabling AI agents to execute commands and gather data securely in a sandboxed environment while managing file read access cautiously. - **[PHPocalypse](https://github.com/plapinski/PHPocalypse-MCP)** - Automate PHP testing and static analysis with predefined commands for code quality checks and unit tests. Streamlines the testing process, allowing developers to focus on coding without manual intervention. - **[NuGet Context Server](https://github.com/plucked/nuget-context-server)** - Provides detailed information about .NET project dependencies and NuGet packages, analyzes project files, searches NuGet feeds, and retrieves package metadata programmatically. Integrates real-time NuGet context into applications to enhance development workflows. - **[Xcode MCP Server](https://github.com/PolarVista/Xcode-mcp-server)** - The Xcode MCP Server facilitates building and testing Xcode projects through a standardized Model Context Protocol interface. It enables real-time access to build progress, test results, and logs, while supporting granular control over testing and reporting. - **[Second Opinion](https://github.com/PoliTwit1984/second-opinion-mcp-server)** - Provides AI-powered assistance for coding problems by integrating insights from multiple sources, including AI models and community-driven solutions. Features include automatic language detection, code snippet extraction, and Markdown report generation. - **[PowerShell Server](https://github.com/posidron/mcp-powershell)** - Execute PowerShell commands and scripts, retrieve system information, and manage PowerShell modules. Enhance automation and system management workflows by integrating PowerShell capabilities directly within an LLM environment. - **[PostHog MCP Server](https://github.com/PostHog/posthog-mcp)** - Manage your PostHog projects and create annotations seamlessly. Interact with your data directly through Claude Desktop for enhanced project management and insights. - **[TaskaDoo](https://github.com/powolnik/TaskaDoo)** - Enhance daily motivation and organization through voice and text inputs to plan tasks, create routines, and send reminders. - **[Google Calendar Integration Server](https://github.com/pranavmanoj1/mcp-server)** - Integrates with Google Calendar for intelligent management of calendar events through natural language commands, supporting operations like creating, updating, listing, and deleting events while maintaining secure authentication and error handling. - **[OAuth-Enabled MCP Server](https://github.com/pratham-svg/MCP-OAuth)** - Enables secure user authentication and authorization for MCP servers through OAuth, facilitating calls to protected APIs on behalf of authenticated users. Simplifies integration with Auth0 and Cloudflare Workers for effective identity management. - **[Comprehensive WordPress Server](https://github.com/prathammanocha/wordpress-mcp-server)** - Enables programmatic management of WordPress sites through the WordPress REST API, facilitating operations on posts, users, comments, categories, tags, and custom endpoints. - **[Script Generator Server](https://github.com/Pratik-Kumar-Cse/script-generation-mcp)** - Store and manage notes with a simple system that allows adding new notes and generating summaries based on user-defined detail levels. Supports accessing notes through a custom URI scheme, enhancing the organization and retrieval of written content. - **[Amadeus Flight Search Server](https://github.com/privilegemendes/amadeus-mcp-server-standalone)** - Connect to the Amadeus API for comprehensive flight search, booking, and price analysis. Access information on flights, airports, and economical travel dates to enhance travel planning. - **[Test Runner](https://github.com/privsim/mcp-test-runner)** - Run and parse test results from various testing frameworks, providing a unified interface for executing tests and processing their outputs. - **[PhonePi](https://github.com/priyankark/phonepi-mcp)** - Transform a mobile phone into a toolbox for AI assistants using natural language commands, enabling tasks such as managing contacts, sending messages, and controlling phone settings. - **[Jenkins API Server](https://github.com/ProgrammerAgua/jenkins-mcp-server)** - Manage Jenkins jobs through a unified API interface, facilitating job creation, triggering builds, retrieving job information, and updating configurations. - **[Fireflies MCP Server](https://github.com/Props-Labs/fireflies-mcp)** - Retrieve, search, and summarize meeting transcripts. Manage transcripts with advanced search capabilities and generate concise summaries in various formats. - **[Server Playground](https://github.com/psaboia/mcp-server-playground)** - An MCP Server built with TypeScript designed for experimentation and integration testing, particularly with Claude Desktop and Cursor IDE. Serves as a learning resource for building and enhancing MCP functionalities. - **[Obsidian MCP REST Server](https://github.com/PublikPrinciple/obsidian-mcp-rest)** - Access Obsidian vault contents via a local REST API, enabling interactions with notes, content management, and search capabilities. - **[Dmitry's DevOps Hub](https://github.com/punprapor/punprapor)** - Connect with a community focused on enhancing DevOps skills through practical insights and collaborative opportunities. Engage with like-minded individuals to foster growth in various tech initiatives. - **[Playwright (with stealth) MCP Server](https://github.com/pvinis/mcp-playwright-stealth)** - Automates browser interactions, enabling LLMs to navigate web pages, capture screenshots, generate test scripts, and execute JavaScript in real-time. - **[Apache JMeter Test Execution Server](https://github.com/QAInsights/jmeter-mcp-server)** - Execute JMeter tests in both GUI and non-GUI modes while capturing and returning execution outputs seamlessly through MCP-compatible clients. - **[Locust Load Testing Server](https://github.com/QAInsights/locust-mcp-server)** - Integrates Locust load testing capabilities into AI development environments, enabling configurable load tests with real-time output in both headless and UI modes. Supports customizable test scenarios through an easy-to-use API. - **[Telegram Communicator](https://github.com/qpd-v/mcp-communicator-telegram)** - Enables communication with users through Telegram bots, facilitating interactions such as asking questions, sending notifications, and sharing files. Supports asynchronous response handling and reply-based message tracking. - **[Vector Sync Service](https://github.com/qtoexdj/mcp_vector_sync)** - Automates synchronization of multi-tenant search vectors with Supabase using a fully event-driven system. Generates embeddings with OpenAI in response to real-time notifications and maintains efficient vector searches for each tenant. - **[Calculator](https://github.com/QuantGeekDev/mcp-add-sse)** - Provides functionality for executing mathematical operations and tools through the Model Context Protocol. - **[MongoDB MCP Server](https://github.com/QuantGeekDev/mongo-mcp)** - Enables LLMs to interact directly with MongoDB databases using natural language, facilitating schema inspection, document querying, and data management. - **[byted fe resources](https://github.com/qubaomingg/byted_fe_mcp)** - - **[mcp-framework-starter](https://github.com/QuantGeekDev/mcp-framework-starter)** - Manage and create Model Context Protocol (MCP) servers for custom tools and real-time data integration. Leverage a standardized interface to enhance capabilities of language models. - **[n8n](https://github.com/quantumKaz/n8n)** - n8n is a workflow automation platform that supports integrating over 400 different tools and services, enabling the creation of automated workflows using both no-code and code-based solutions. It features AI capabilities to build workflows leveraging custom AI models and data, allowing for flexible automation tailored to specific needs. - **[Vercel MCP Server](https://github.com/Quegenx/vercel-mcp-server)** - Manage Vercel deployments, including projects, domains, and environment variables through an intuitive interface. Provides administrative control via MCP integration with Cursor's Composer. - **[Foundry MCP Server](https://github.com/qwert666/mcp-server-foundry)** - Interact with datasets, ontology objects, and functions within a Foundry instance, enabling AI assistants to perform dynamic data interactions and intelligent processing. - **[Anytype MCP Server](https://github.com/Qwinty/anytype-mcp)** - Access and manage Anytype data, including spaces, objects, and templates. Perform searches, create and delete spaces, and export objects in markdown format. - **[NS Travel Information Server](https://github.com/r-huijts/ns-mcp-server)** - Provides real-time travel information for Dutch Railways (NS), enabling users to access schedules, train statuses, and travel-related queries. - **[Portkey MCP Server](https://github.com/r-huijts/portkey-admin-mcp-server)** - Connects AI assistants to Portkey's API for managing AI configurations, workspaces, analytics, and user access. - **[Strava MCP Server](https://github.com/r-huijts/strava-mcp)** - Access and manage Strava data, including recent activities, profile stats, and detailed activity streams. Supports exploration of segments, management of routes, and exporting route files in GPX or TCX format. - **[kintone MCP Server](https://github.com/r3-yamauchi/kintone-mcp-server)** - Access and update kintone data directly from the Claude Desktop app, as well as create new kintone applications. Integrates seamlessly with the Model Context Protocol for various interactions with kintone data sources. - **[Xcode Server](https://github.com/r-huijts/xcode-mcp-server)** - Integrates with Xcode projects for intelligent code assistance and project management, enabling interactions with iOS simulators and various Xcode-related tasks. Offers capabilities for project management, file operations, and workspace parsing. - **[Unreal Server](https://github.com/radial-hks/MCP-Unreal-Server)** - Manage and execute Python code in Unreal Engine environments, with automatic discovery of Unreal instances and real-time monitoring of their status. Provides robust logging capabilities and support for remote execution in both attended and unattended modes. - **[Appium Mobile Automation Server](https://github.com/Rahulec08/appium-mcp)** - Integrate Appium capabilities for mobile app automation to perform element interactions, manage applications, control devices, and execute advanced gestures through standardized MCP calls. Streamline mobile testing workflows with comprehensive device support. - **[TypeScript-based MCP Server](https://github.com/RahulRana0707/mcp-server)** - Integrates various services like JIRA and TODO management, providing modular tools with type-safe implementations for reliable performance. Supports multiple integrations and features schema validation for data integrity. - **[Jira Context MCP](https://github.com/rahulthedevil/Jira-Context-MCP)** - Fetch and manage Jira issues efficiently, including retrieving issue details from a provided Jira ticket link and filtering issues based on specific criteria. - **[Azure DevOps Integration Server](https://github.com/RainyCodeWizard/azure-devops-mcp-server)** - Integrate with Azure DevOps to manage work items, repositories, and pipelines. Automate tasks and retrieve data directly from Azure DevOps services, streamlining development workflows. - **[Command History Explorer](https://github.com/rajpdus/mcp-histfile)** - Access and manage shell command history through a powerful MCP interface, enabling users to search, retrieve, and explore previously executed commands. Integrates seamlessly with Cursor and other MCP-compatible tools for enhanced productivity. - **[Spotify MCP Server](https://github.com/rakshitha2207/spotify-mcp)** - Programmatic interaction with Spotify using a standardized interface for searching tracks, controlling playback, and managing playlists through the Spotify Web API. - **[Notion Integration Server](https://github.com/ramidecodes/mcp-server-notion)** - Connects AI models to Notion workspaces using the Notion API for managing pages, databases, and content. Provides easy setup and robust error handling for integration with Notion's capabilities. - **[Files-DB-MCP](https://github.com/randomm/files-db-mcp)** - Provides fast and efficient vector search capabilities for software projects, automatically indexing codebases and responding to search queries in real-time. Integrates seamlessly with LLM tools for enhanced coding agent performance without complex configurations. - **[Swarms Documentation Server](https://github.com/Ransom-Alpha/Swarms_MCPserver)** - Retrieve and interact with documentation databases using hybrid semantic and keyword search. Automatically index and reindex various file types while supporting live file watching and low-latency document querying through a FastMCP tools API. - **[Airtable MCP](https://github.com/rashidazarang/airtable-mcp)** - Connect to Airtable to perform operations such as querying, creating, updating, and deleting records using natural language. Supports base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface. - **[Ramp MCP Server](https://github.com/ramp-public/ramp_mcp)** - Retrieve and analyze data or run tasks using an in-memory SQLite database for efficient data processing. Supports data interaction through a Developer API with an ETL pipeline for handling data requests and queries. - **[Find Flights](https://github.com/ravinahp/flights-mcp)** - Search and retrieve flight information through the Duffel API, particularly useful for handling complex travel plans with contextual memory of previous flight searches. - **[Find Flights](https://github.com/ravinahp/flights-mcp)** - Search and retrieve flight information leveraging the Duffel API, particularly adept at managing complex travel plans with contextual memory of previous searches. - **[MCPHub.nvim](https://github.com/ravitemer/mcphub.nvim)** - Integrate and manage MCP servers within Neovim, providing an intuitive UI for browsing, installing, and testing tools and resources. The plugin facilitates real-time status monitoring and automatic server management to enhance workflow with large language models. - **[Qase Test Management Server](https://github.com/RayYokoyama/qase-mcp-server)** - Integrate with the Qase test management platform to create, retrieve, and manage test cases, suites, and test runs. Automate test management workflows and streamline testing processes using Qase's API. - **[Ollama MCP Server](https://github.com/rawveg/ollama-mcp)** - Integrates Ollama's local LLM models with MCP-compatible applications, supporting functionalities like listing models, pulling new models, and chatting through an API. - **[LinkedIn MCP Server](https://github.com/Rayyan9477/linkedin_mcp)** - Interact with LinkedIn for job searching, profile management, and application tracking. Generate customized resumes and cover letters tailored to specific job positions. - **[Strava Integration](https://github.com/rbctmz/mcp-server-strava)** - Analyzes training sessions and provides personalized recommendations based on data from Strava, leveraging the Model Context Protocol SDK. Supports automatic token updates and implements rate limiting for API requests. - **[Steel Puppeteer](https://github.com/rdvo/mcp-server)** - Automate web interactions by navigating to URLs, taking screenshots, and executing JavaScript in real browsers to enhance interaction with web pages. Monitor console logs and capture content effortlessly through a browser automation framework. - **[Overseerr MCP](https://github.com/reallycleansauce/overseerr-mcp)** - Manage movie and TV show requests by interacting with the Overseerr API for real-time status updates and request management. Streamline media library operations efficiently based on user inputs. - **[Chat Analysis](https://github.com/rebots-online/mcp-chat-analysis-server)** - Semantic analysis of chat conversations using vector embeddings and knowledge graphs, enabling the extraction of concepts and analysis of conversation patterns. - **[Trading Simulator](https://github.com/recallnet/trading-simulator-mcp)** - Interact with the Trading Simulator API to manage trading operations, check balances, execute trades, and retrieve market data. Provides structured tool calls for account, price, trading, and competition operations. - **[Neo4j MCP Server](https://github.com/rebots-online/mcp-neo4j)** - Manage and manipulate knowledge graphs with Neo4j, supporting operations for creating, reading, and modifying entities and relationships in graph databases. - **[Apple Shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts)** - Connects AI assistants to Apple Shortcuts automations, enabling task automation on macOS through user-defined shortcuts in a safe manner. - **[Redis](https://github.com/redis/mcp-redis)** - Manage and search data in Redis using natural language queries. It enables interaction with Redis data structures like hashes, lists, sets, and streams for efficient data operations and insights. - **[Todo List Server](https://github.com/RegiByte/todo-list-mcp)** - Manage tasks with functionalities to create, update, complete, and delete todo items, while providing search capabilities to find tasks efficiently. - **[A2A Agent Bridge Server](https://github.com/regismesquita/MCP_A2A)** - Facilitates interaction between Claude Desktop and A2A protocol agents by managing server registration, listing agents, and sending prompts. Designed for development and experimentation, it provides tools specifically for agent communication and management. - **[Rember](https://github.com/rember/rember-mcp)** - Facilitates the creation of flashcards from conversations and PDF documents, enhancing learning through spaced repetition. Integrates with AI models to schedule reviews and improve study efficiency. - **[Zendesk MCP Server](https://github.com/reminia/zendesk-mcp-server)** - Integrates with Zendesk for managing tickets and comments, providing tools for ticket analysis and response drafting, along with access to Zendesk Help Center articles. - **[GitHub API MCP Server](https://github.com/renantrendt/reference-servers)** - Interact with GitHub repositories, manage files, issues, and pull requests, while preserving Git history and enabling advanced search functionalities. - **[Revit MCP](https://github.com/revit-mcp/revit-mcp)** - Interact with Revit projects to retrieve project data, modify elements, and execute AI-generated code within the Revit environment, facilitating intelligent automation and real-time collaboration. - **[Microsoft SQL Server MCP Server](https://github.com/RichardHan/mssql_mcp_server)** - Enables secure interaction with Microsoft SQL Server databases, allowing users to list tables, read data, and execute SQL queries through a controlled interface. Provides structured access for database exploration and analysis. - **[Chatbot SQL Query Backend](https://github.com/rick-noya/mcp-chatbot)** - Generates and executes SQL queries on a Postgres database using OpenAI's GPT models, returning structured JSON responses optimized for chatbot user interfaces. Integrates with frontend applications via a FastAPI REST API, supporting deployment on AWS Lambda or local environments. - **[Notion Knowledge Base Server](https://github.com/rickydata-indexer/notion_mcp_server)** - Provides access to a Notion knowledge base for querying and retrieving detailed answers with references to specific Notion pages, enhancing productivity within the development environment. - **[YouTube to Google Sheets](https://github.com/Rickyyy1116/mcp-youtube-sheets)** - Search YouTube videos and save results to Google Sheets with structured data including video title, URL, channel name, and publish date. - **[GitLab Server](https://github.com/rifqi96/mcp-gitlab)** - Manage GitLab projects, branches, merge requests, and CI/CD pipelines. Review code, add comments, and configure integrations through an AI assistant. - **[Qase Integration Server](https://github.com/rikuson/mcp-qase)** - Integrates with the Qase test management platform to manage projects, test cases, and test runs. Provides tools for listing, retrieving, creating, and deleting various project entities and test cases. - **[Terminal Execution Server](https://github.com/RinardNick/mcp-terminal)** - Execute shell commands securely with controlled access and resource limits, providing robust error handling and output capture. Features include command timeouts and maximum output size limits to ensure command safety and compliance. - **[NotesY](https://github.com/Rish-it/Notes-MCP)** - Enable interaction with Apple Notes through natural language commands, allowing users to create, update, delete, and search for notes. Automatically manages trip planning requests by generating detailed notes based on user input. - **[Fantasy Premier League Server](https://github.com/rishijatia/fantasy-pl-mcp)** - Retrieve Fantasy Premier League data, including player statistics, team information, and gameweek details. Offers comparisons between players and tailored advice for team optimization. - **[Google Calendar Integration](https://github.com/rishipradeep-think41/google-calendar-mcp)** - Manage events, retrieve calendar data, and automate scheduling tasks through Google Calendar. Facilitate seamless interaction with calendar functionalities using a standardized protocol. - **[iTerm Terminal Integration Server](https://github.com/rishabkoul/iTerm-MCP-Server)** - Integrate with iTerm2 terminal sessions to create, manage, and execute commands while also reading output and monitoring active sessions. Enhance terminal workflows on macOS via direct AI-assisted control. - **[CucumberStudio MCP Server](https://github.com/rizaqpratama/mcp-cucumberstudio)** - Fetch and manipulate data from CucumberStudio, enabling the generation and modification of test scenarios and features using the CucumberStudio API. Provides rich context about projects, scenarios, and resources within CucumberStudio. - **[Omi Memories](https://github.com/Ritesh2351235/Omi-MCP)** - Fetch and manage personal Omi memories through a tool interface, providing personalized insights and accessible memory handling for users within the Omi App. - **[Google Workspace Server](https://github.com/rishipradeep-think41/gsuite-mcp)** - Manage emails and calendar events through a unified interface by interacting with Gmail and Calendar APIs. Automate tasks such as sending emails and scheduling events programmatically. - **[SearchAPI Server](https://github.com/RmMargt/searchAPI-mcp)** - Provides standardized access to various search services such as Google Maps, Google Flights, and Google Hotels, enabling efficient retrieval of information through a unified interface. It encapsulates search operations, functioning as a bridge between AI assistants and these services. - **[Snappy Server with Xano Integration](https://github.com/roboulos/remote-mcp-server)** - Remote MCP server integrating with Xano for tool management, session tracking, and OAuth authentication. Supports Streamable HTTP transport protocol for efficient communication and can be deployed on Cloudflare Workers. - **[MindManager MCP Server](https://github.com/robertZaufall/mindm-mcp)** - Interact programmatically with MindManager to retrieve and manipulate mindmap structures. Export mindmaps to various formats for enhanced productivity and creativity, integrating seamlessly with LLMs. - **[MongoDB MCP Server](https://github.com/rock913/mongo-mcp)** - Enables interaction with MongoDB databases, facilitating collection schema inspection, document querying, and basic data management through natural language commands. Streamlines operations like document insertion, updating, and deletion. - **[Google Sheets Integration Server](https://github.com/rohans2/mcp-google-sheets)** - Securely interact with Google Sheets to create, read, update, and manage spreadsheets through a standardized protocol. Supports operations like listing sheets, updating cells, and sharing spreadsheets using OAuth2 or Service Account authentication methods. - **[Kubectl MCP Tool](https://github.com/rohitg00/kubectl-mcp-server)** - Connect to Kubernetes clusters and manage resources using natural language commands. Enables AI assistants to interact with Kubernetes for efficient cluster management through intelligent command construction. - **[飞书项目管理工具](https://github.com/Roland0511/mcp-feishu-proj)** - Integrates with Feishu's project management system to manage and query work items within projects. Provides features like view lists and work item management to streamline project management workflows. - **[Proxy Provider Converter](https://github.com/Rootless-cmd/proxy-provider-converter)** - Converts Clash subscriptions into Proxy Provider and External Group formats, simplifying proxy management by consolidating proxy servers from multiple subscriptions into a single configuration file. - **[Lovable Project](https://github.com/Roustammmmm/Rr)** - Edit and deploy applications using an intuitive platform that supports real-time collaboration. Changes made through the web interface or preferred IDE are automatically reflected in the project repository. - **[OBS Studio MCP Server](https://github.com/royshil/obs-mcp)** - Control OBS Studio with tools for scene management, source control, and streaming operations using the MCP protocol. Integrates with OBS WebSocket server to automate and enhance streaming workflows. - **[Asana Integration Server](https://github.com/roychri/mcp-server-asana)** - Connect to Asana's API to retrieve and manage tasks, projects, and workspaces directly through an MCP Client. - **[智能对话机器人](https://github.com/rsagacom/chatgpt-on-wechat)** - A multi-platform intelligent dialogue service that supports text, voice, and image interactions. It can connect to various AI models and allows for custom enterprise AI applications through plugin extensions. - **[Binary Ninja Integration Server](https://github.com/rsprudencio/binja_mcp)** - Interact and automate tasks with Binary Ninja through Large Language Models, providing access to assembly code, decompiled code, and the ability to rename functions and add comments to binaries. - **[TaskManager](https://github.com/Rudra-ravi/mcp-taskmanager)** - Manage and execute tasks using a queue-based system, enabling sequential task execution and tracking of completion status. Integrate task management directly with MCP clients for enhanced workflow automation. - **[1Panel MCP Server](https://github.com/ruibaby/1Panel-mcp)** - Automates website deployment to 1Panel servers, creating new websites as needed and uploading static files while adhering to the MCP standard protocol. - **[Runbook MCP Server](https://github.com/runbookai/runbook-mcp-server)** - Runbook MCP Server facilitates the execution of operational runbooks and manual test plans through integration with Claude Desktop. It enables automation of tasks such as deploying services and running integration tests seamlessly. - **[Redmine Assistant](https://github.com/runekaagaard/mcp-redmine)** - Connects Claude to a Redmine instance for project and issue management, enabling browsing of projects, creating and updating issues, handling file attachments, tracking time entries, and updating issue statuses through the Redmine API. - **[REST-to-Postman](https://github.com/runninghare/rest-to-postman)** - Converts REST API endpoints and environment variables to Postman collections, enabling automatic syncing of API configurations with Postman for enhanced development workflows. Supports various authentication methods and intelligently merges new endpoints with existing collections while managing sensitive data. - **[wcgw](https://github.com/rusiaaman/wcgw)** - Shell and coding agent that integrates shell and code editing tools for executing commands and building applications locally. - **[IntelliPlan](https://github.com/RyanCardin15/IntelliPlan-MCP)** - Organize and manage your development projects with an AI-powered task management system that integrates directly into your coding environment. Break down complex projects into epics, tasks, and subtasks, and receive AI-assisted planning, implementation suggestions, and progress tracking. Stay focused and efficient by managing your workflow without leaving your editor. - **[RunPod](https://github.com/runpod/runpod-mcp)** - Manage RunPod cloud resources through an MCP-compatible client, enabling operations such as creating, updating, and deleting pods, serverless endpoints, templates, network volumes, and container registry authentications. - **[Obsidian MCP Tool Server](https://github.com/Rwb3n/obsidian-mcp)** - Interact with your Obsidian vault to read, write, and manage notes and metadata. Enhance the note-taking experience through various powerful tools designed for seamless integration with Obsidian. - **[Azure DevOps Integration](https://github.com/RyanCardin15/AzureDevOps-MCP)** - Manage work items, repositories, boards, and sprints in Azure DevOps through a standardized API. This integration facilitates streamlined development workflows and team collaboration by providing easy access to Azure DevOps functionalities. - **[BatchIt](https://github.com/ryanjoachim/mcp-batchit)** - Batch multiple MCP tool calls into a single request to reduce overhead and token usage for AI agents, executing multiple tasks in parallel to streamline complex workflows. - **[Memos Server](https://github.com/RyoJerryYu/mcp-server-memos-py)** - Interact with a memo hub to search, create, and manage memos with customizable visibility and secure authentication. Enhance LLM applications by integrating memo functionalities seamlessly. - **[Tavily MCP Server](https://github.com/Rz017/tavily-mcp)** - Integrates real-time web search and intelligent data extraction to enhance AI assistants with up-to-date information and sophisticated filtering capabilities. Supports domain-specific data retrieval and processing features for improved AI workflows. - **[n8n Workflow Automation Server](https://github.com/S17S17/n8n-mcp-server)** - Execute and manage n8n workflows through a standardized JSON-RPC interface, enabling seamless automation tasks. Integrate various tools and data sources by utilizing the capabilities of the n8n workflow automation platform. - **[Raindrop](https://github.com/sachin-philip/raindrop.io-mcp)** - Manage and organize bookmarks efficiently by adding, searching, and categorizing favorite links through an MCP server integration. It supports features like tagging and retrieving recent bookmarks to enhance browsing management. - **[ModuleFedPattern Workspace](https://github.com/sachin-walunj/module-fed-pattern)** - Manage a modern Nx monorepo workspace optimized for React and Next.js development, facilitating the running of development servers, building production bundles, and adding new projects through Nx plugins and generators. Streamlines CI pipeline integration for efficient builds and task distribution. - **[Everything](https://github.com/s2005/mcp-everything)** - A comprehensive test server that showcases the features of the Model Context Protocol (MCP), providing tools, resources, prompts, and sampling capabilities for developers. It includes implementations in TypeScript and Python for building and testing MCP clients. - **[Notion Integration Server](https://github.com/SAhmadUmass/notion-mcp-server)** - Integrate with Notion workspaces to manage content through LLMs, enabling functionality such as searching, creating, and updating pages and databases. Query and update database entries to streamline workflow and enhance productivity. - **[Code Analysis Server](https://github.com/saiprashanths/code-analysis-mcp)** - Enables natural language exploration and analysis of codebases, providing insights into system architecture, data flows, and specific code elements. Facilitates dynamic understanding of code through conversational queries. - **[Monday.com MCP Server](https://github.com/sakce/mcp-server-monday)** - Enable interaction with Monday.com boards and items, allowing users to manage boards, create items, and post updates directly within the platform. - **[Flight Planner](https://github.com/salamentic/google-flights-mcp)** - Create travel plans with detailed flight searches, generate itineraries, and access airport code information. Utilize templates for common travel-related queries to streamline the planning process. - **[AI Vision MCP Server](https://github.com/samihalawa/mcp-ai-vision-debug-ui-automation)** - Capture and analyze website screenshots with AI-powered visual analysis. Generate comprehensive UI/UX reports and maintain context across multiple analysis steps for enhanced debugging. Streamline your visual testing process with precise file operations and automated insights. - **[MCPHub](https://github.com/samanhappy/mcphub)** - MCPHub aggregates and manages multiple Model Context Protocol (MCP) servers through a unified HTTP interface, allowing for real-time status monitoring and configuration on the fly. It supports integration with various tools and implements group-based access control with built-in authentication and role management. - **[Time MCP Server](https://github.com/samay58/time-mcp)** - Provides real-time, timezone-aware date and time information. Integrates seamlessly with Claude AI to retrieve the current time in any IANA timezone via simple JSON responses. - **[Reference Servers](https://github.com/SAKETH11111/reference-servers)** - Facilitates a structured thinking process for dynamic and reflective problem-solving by breaking down complex problems into manageable steps, allowing for the revision of thoughts and exploration of alternative reasoning paths. - **[AnkiConnect Integration](https://github.com/samefarrar/mcp-ankiconnect)** - Integrates Claude conversations with Anki to facilitate spaced repetition learning by reviewing and creating flashcards through simple commands. It provides tools to retrieve due cards and submit review answers directly within dialogues. - **[Visual UI Debug Agent](https://github.com/samihalawa/visual-ui-debug-agent-mcp)** - Enables autonomous visual analysis, testing, and debugging of web interfaces using AI-powered tools. Detect UI bugs, validate user workflows, monitor performance, and generate detailed reports through Playwright integration. - **[Data Extractor](https://github.com/sammcj/mcp-data-extractor)** - Extracts embedded data such as i18n translations and configurations from TypeScript and JavaScript source code, converting them into structured JSON files while preserving the hierarchical structure and template variables. - **[GitHub Issue](https://github.com/sammcj/mcp-github-issue)** - Fetch GitHub issue details for use as task descriptions, facilitating integration of issue tracking with language model capabilities. - **[MCP Manager](https://github.com/samihalawa/2025-FINAL-mcpMaster)** - Manage multiple MCP servers from a unified interface, enabling seamless tool discovery and real-time communication with AI models. Operates in headless mode for API-first integration, enhancing workflow and server management capabilities. - **[UniAuto](https://github.com/samuelvinay91/uniauto-mcp-server)** - Automates web and desktop applications with advanced self-healing capabilities and AI integration, enabling seamless test execution and case management. Incorporates a multi-layered recovery strategy to adapt to changes in applications during testing processes. - **[Atlassian Integration Server](https://github.com/samwang0723/mcp-atlassian)** - Interact with Atlassian products such as Confluence and Jira through a standardized interface for searching content, retrieving details, and managing projects and issues. - **[Jira MCP Server](https://github.com/samuelrizzo/jira-mcp-server)** - Integrate with Jira to manage projects and issues, enabling retrieval of project details, creation of issues, and checking of user assignments. - **[AutoSpectra](https://github.com/samuelvinay91/autospectra-mcp-server)** - Automate browser interactions and perform various testing capabilities, including accessibility checks and visual testing, through a comprehensive MCP server. Provides tools for API testing and debugging, integrating seamlessly with compatible AI systems. - **[Excel MCP Server](https://github.com/sarayd/excel-mcp-server)** - Manipulates Excel files without requiring Microsoft Excel. Supports creating, reading, and modifying workbooks, along with advanced features like formatting, charting, and generating pivot tables. - **[Vilnius Transport](https://github.com/sarunasdaujotis/vilnius-transport-mcp-server)** - Provides access to real-time Vilnius public transport data, allowing integration with large language models for transport-related queries and functionality. - **[SourceSync.ai MCP Server](https://github.com/scmdr/sourcesyncai-mcp)** - Integrate and manage knowledge from various data sources using a standardized interface to retrieve and update documents. Perform semantic searches and manage connections to external services within a knowledge management platform. - **[APIKit](https://github.com/scarqin/mcp-apikit)** - Integrates with Eolink OpenAPI to retrieve and manage API specifications within the Windsurf IDE. Facilitates API discovery, testing, and standardized communication through the Model Context Protocol. - **[Votars MCP](https://github.com/scarletlabs-ai/Votars-MCP)** - Integrate advanced AI functionalities for processing complex tasks through robust APIs. Supports voice recording, transcription, and intelligent AI processing for meetings. - **[Tesla MCP Server](https://github.com/scald/tesla-mcp)** - Connects to the Tesla Fleet API to control Tesla vehicles, providing functionality to wake up vehicles, retrieve vehicle information, and access real-time updates and debugging tools. - **[Todoist Integration Server](https://github.com/Scofieldkoh/todoist_mcp)** - Enable interaction with Todoist for task and project management through natural language commands by utilizing the Todoist API. - **[Anki](https://github.com/scorzeth/anki-mcp-server)** - Connects to a locally running Anki to facilitate card review and creation. Provides access to current decks, unseen cards, and cards due for review. - **[Coze Workflow](https://github.com/sdaaron/coze-workflow-mcp)** - Integrates workflow automation into applications, enabling streamlined processes through various tools and commands. Implements the Model Context Protocol to connect workflows seamlessly. - **[Coze Workflow](https://github.com/sdaaron/coze-workflow-mcp)** - Integrate workflow automation into applications, streamlining processes and enhancing productivity through customizable workflows that can be run directly from the development environment. - **[ClaudeKeep](https://github.com/sdairs/claudekeep)** - A server implementation that enables the saving and sharing of AI conversations from Claude Desktop, featuring both a private chat storage and a public chat display web app. This implementation utilizes the Model Context Protocol (MCP) to manage interactions with AI chat logs. - **[Claude Code](https://github.com/SDGLBL/mcp-claude-code)** - Enhances coding workflows by directly executing commands to modify and analyze project files. Integrates with various clients for file access and targeted code modification, with robust command execution and error handling capabilities. - **[Dingo MCP Server](https://github.com/seanpjlab/dataeval_dingo)** - Comprehensive data quality evaluation tool that facilitates interaction with rule-based and LLM-based evaluation capabilities. Capabilities include listing of data evaluation rules and prompts. - **[Time Server](https://github.com/SecretiveShell/MCP-timeserver)** - Provides current date and time information across various timezones using a datetime URI scheme, and offers a tool for retrieving the local system time. - **[SeekChat](https://github.com/seekrays/seekchat)** - An AI desktop assistant that automates tasks such as file management, data analysis, and code development while providing a modern interface with multi-language support. - **[Cooking Units Converter](https://github.com/sellisd/mcp-units)** - Provides tools for converting cooking measurements between various volume, weight, and temperature units commonly used in cooking, such as milliliters to cups and grams to pounds. - **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrate with the Perplexity API to query programming responses and manage chat history. Maintain conversations and list previous chats using a local data storage system. - **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrates with the Perplexity API to provide expert programming assistance and chat functionalities through a Python-based interface. It enables querying responses, maintaining chat history, and managing conversations while storing chat data locally. - **[File Finder](https://github.com/sergey-fintech/MCP)** - Search for files based on specified text fragments in their names, enabling efficient file retrieval based on keywords. - **[Code with GitHub Copilot](https://github.com/seoneum/skills-copilot-codespaces-vscode)** - Provides AI-powered autocomplete-style code suggestions in Visual Studio Code and Codespaces, enhancing coding speed and efficiency with real-time assistance for lines and functions. - **[Trello MCP Server](https://github.com/sergerehem/trello-mcp-server)** - Integrate with Trello to manage boards, lists, and cards through a comprehensive API. Provides error handling and type safety for improved interaction with Trello's operations. - **[ArgoCD MCP Server](https://github.com/severity1/argocd-mcp)** - Manage ArgoCD applications and resources through natural language interactions, integrating directly with the ArgoCD API for application creation, updates, synchronization, and user information retrieval. - **[Apple Calendars](https://github.com/shadowfax92/apple-calendar-mcp)** - Interact with Apple Calendars by accessing, creating, updating, and deleting calendar events through a standardized interface on macOS. - **[Knowledge Graph Memory Server](https://github.com/shaneholloman/mcp-knowledge-graph)** - Enables persistent memory for AI models using a local knowledge graph, allowing them to remember user information across chats. Customizable memory paths enhance the management of stored knowledge. - **[Apple Reminders Integration](https://github.com/shadowfax92/apple-reminders-mcp)** - Manage Apple Reminders by listing, creating, completing, and deleting reminders directly through AI assistants. Supports handling due dates with proper ISO date format and integrates seamlessly into macOS applications. - **[Vertex AI Server](https://github.com/shariqriazz/vertex-ai-mcp-server)** - Provides seamless access to Google Cloud's Vertex AI Gemini models for coding assistance and general query answering, with enhanced query responses grounded in web search and direct knowledge. - **[xcodebuild](https://github.com/ShenghaiWang/xcodebuild)** - Build and test iOS projects using Xcode workspaces in Visual Studio Code. Provides automation tools for immediate error feedback and integrates with extensions like Cline or Roo Code. - **[DeepSeek Server](https://github.com/Sheshiyer/deepseek-mcp-with-MoE)** - Provides code generation, completion, and optimization capabilities using the DeepSeek API. Supports intelligent tool chaining and includes built-in caching for cost efficiency, focusing on various programming languages. - **[Data Wrangling](https://github.com/shibuiwilliam/mcp-server-data-wrangler)** - Streamline data preprocessing, transformation, and analysis tasks with a standardized interface for integrating data wrangling operations. Enhance workflows by enabling data aggregation and descriptive statistics within the MCP ecosystem. - **[Heimdall](https://github.com/shinzo-labs/heimdall)** - Manage local MCP Servers and authorize specific tools across MCP clients. Provides a lightweight service for configuring and maintaining MCP server settings. - **[AI Pull Request Generator](https://github.com/Shougakusei/plan_pr_mcp)** - Automates the creation of pull requests and code generation by leveraging AI for task planning and code synthesis. Integrates seamlessly with GitHub to enhance development workflows through AI-driven productivity enhancements. - **[MySQL MCP Server](https://github.com/shreyansh-ghl/mysql-mcp-server)** - Provides read-only access to MySQL databases, enabling execution of SQL queries and inspection of database schemas securely. Facilitates streamlined data access for enhanced application insights. - **[Liquidium PostHog Analytics Server](https://github.com/Shudufhadzo/liquidium-mcp)** - Interact with PostHog analytics to view projects, create annotations, and search for insights. Access detailed information about specific insights through the server integration with Liquidium. - **[Terminal](https://github.com/sichang824/mcp-terminal)** - Integrate AI with terminal operations to execute commands and retrieve outputs directly from conversations. Supports various terminal controllers and multiple server modes for flexible interaction with the terminal across platforms. - **[CountDown.js](https://github.com/Sign312/CountDown)** - Create simple countdown timers for web pages, customizable with various options and callbacks for enhanced user experience. Suitable for events, promotions, or any time-sensitive activities. - **[React Lazy Bundle](https://github.com/Sign312/react-lazy-bundle)** - Facilitates lazy loading of React components, which optimizes application performance by loading necessary components only when they are needed. It simplifies the process of code splitting and enhances user experience by allowing placeholder content to display while components are loading. - **[Ableton Live Controller](https://github.com/Simon-Kansara/ableton-live-mcp-server)** - Facilitates communication between AI models and Ableton Live through OSC messages, enabling music production automation and workflow enhancement. Maps OSC addresses to available tools for MCP clients. - **[Windows CLI Server](https://github.com/SimonB97/win-cli-mcp-server)** - Enables secure command-line interactions on Windows systems with controlled access to PowerShell, CMD, Git Bash, and remote systems using SSH. - **[Swift Package Manager Automation Server](https://github.com/simpleswift/spm-mcp)** - Automates package management and build processes for Swift projects using Swift Package Manager. Integrates SPM functionalities to enhance development workflows and simplify package handling. - **[Storm MCP Server](https://github.com/sionic-ai/serverless-rag-mcp-server)** - Integrates LLM applications with RAG data sources and tools, enabling the creation of customized RAG solutions via powerful embedding models and vector databases. Facilitates interaction between LLMs and data sources through a standardized protocol. - **[Cursor10x Memory System](https://github.com/sizzlebop/context-mcp)** - A memory system that maintains and retrieves comprehensive project and conversation memory, enabling contextually aware AI assistance. It supports multiple memory types including short-term, long-term, episodic, and semantic memory for enhanced development workflows. - **[ts-morph Refactoring Server](https://github.com/SiroSuzume/mcp-ts-morph)** - Provides refactoring capabilities for TypeScript and JavaScript codebases through AST analysis, enabling renaming of symbols, changing file or folder names with automatic import/export adjustments, and finding symbol references for project consistency. - **[Up Bank API Access Server](https://github.com/sirmews/mcp-upbank)** - Access Up Bank account data to retrieve transaction lists, analyze spending habits, and integrate financial data into applications securely and in a read-only manner. Provides real-time financial insights for improved decision-making without the risk of account mutations. - **[TestRail Server](https://github.com/sker65/testrail-mcp)** - Enable interaction with TestRail's core entities including projects, cases, runs, results, and datasets through a standardized protocol. Authenticate directly with the TestRail API for seamless workflow integration and full MCP compatibility. - **[Notion Integration Server](https://github.com/Sjotie/notionMCP)** - Connect AI assistants to Notion workspaces for interacting with databases, pages, and blocks to streamline content management and retrieval. - **[Linear Integration Server](https://github.com/skspade/mcp-linear-server)** - Integrate with Linear for issue tracking and project management, enabling the creation, search, update, and management of issues, teams, and sprints through a standardized protocol interface. Automate project workflows and access detailed issue data programmatically. - **[Rememberizer Server](https://github.com/skydeckai/mcp-server-rememberizer)** - Interact with Rememberizer's document and knowledge management API to perform document search, retrieval, and management. Supports access to both documents and Slack discussions. - **[sodukusolver](https://github.com/Skywalker-Harrison/mcp-soduku)** - Store and manage notes with an efficient system that allows adding notes and generating summaries based on customizable detail levels. - **[Jinni](https://github.com/smat-dev/jinni)** - Consolidates relevant project files for Large Language Models in a single operation, optimizing context size and relevance with customizable inclusion and exclusion rules. Facilitates easy integration with MCP clients and allows for the generation of context dumps via CLI. - **[Playwright Browser Automation Server](https://github.com/SleepyRabbit/playwright-mcp)** - Enables interaction with web pages through structured accessibility snapshots for browser automation without relying on vision models. Facilitates web navigation, form-filling, data extraction, and automated testing using structured data. - **[Slidespeak](https://github.com/SlideSpeak/slidespeak-mcp)** - Create PowerPoint presentations and automate the generation of reports and slide decks using SlideSpeak's API. - **[Deebo Debugging Agent](https://github.com/snagasuri/deebo-prototype)** - Enables autonomous debugging through structured investigations in parallel Git branches, returning structured reports and solutions. Improves development efficiency by offloading bug investigations to enhance coding agents' productivity. - **[Agile Flow](https://github.com/smian0/mcp-agile-flow)** - Streamlines agile development processes with AI-assisted project management tools, facilitating documentation generation and project organization. Integrates with various AI IDEs through a modern API to enhance performance and resource access. - **[Modal MCP Server](https://github.com/smehmood/modal-mcp-server)** - Interact with Modal volumes and deploy applications within a local development environment, managing files and directories efficiently. - **[Hotel Date Picker](https://github.com/Soho-Spring/vue3-datapicker)** - A responsive date range picker for Vue.js that facilitates effortless selection of date ranges with features like customizable check-in/check-out rules and localization support. It displays the number of nights selected and offers a user-friendly interface. - **[upbit mcp server](https://github.com/solangii/upbit-mcp-server)** - Connects to the Upbit Cryptocurrency Exchange OpenAPI to interact with services such as retrieving market data, managing account information, and executing trade operations. - **[Solana Development MCP](https://github.com/solana-foundation/solana-dev-mcp)** - Interact with Solana's blockchain to fetch account balances, retrieve transaction details, and provide essential tools for developers. It offers basic RPC methods tailored for Solana development. - **[ObsidianFetch](https://github.com/soukouki/obsidian_fetch)** - Retrieve and load notes efficiently from Obsidian vaults, enabling enhanced interactions with language models by cleaning link queries and displaying backlinks to opened files. Streamlined for local GPU setups to improve note retrieval speed and efficiency. - **[Project Orchestrator](https://github.com/sparesparrow/mcp-project-orchestrator)** - Streamlines software project setup using standardized templates and best practices, automatically generating comprehensive documentation and visual diagrams to enhance project architecture and implementation strategy. - **[Telegram MCP server](https://github.com/sparfenyuk/mcp-telegram)** - Connects AI assistants to Telegram, providing tools to access and manage chats and messages. Enables functionalities like summarizing unread messages and automating interactions. - **[Microsoft 365 Integration Server](https://github.com/Softeria/ms-365-mcp-server)** - Enables interaction with Microsoft 365 services through the Graph API, allowing management of Excel files, calendar events, emails, and OneDrive files securely using the Microsoft Authentication Library. - **[Sequential Thinking Tools](https://github.com/spences10/mcp-sequentialthinking-tools)** - Guides the problem-solving process by breaking down complex problems into manageable steps and providing recommendations for the most effective MCP tools at each stage. Offers confidence-scored suggestions along with rationale for tool usage. - **[AI Villagers](https://github.com/spirita1204/AI-Villgers)** - Create an interactive 2D world where players engage with NPCs through tasks and conversations. It utilizes advanced AI technologies for dynamic NPC behaviors and real-time interactions based on player choices. - **[Nuclei Server](https://github.com/Spritualkb/nuclei-mcp)** - Manage and summarize text notes using a TypeScript-based Model Context Protocol server. Create and access notes through standardized URIs, with tools for generating summaries of stored content. - **[Spheron Network Plugin](https://github.com/spheronFdn/spheron-mcp-plugin)** - Integrate with the Spheron Protocol SDK for deploying and managing compute resources within a cloud environment. This server facilitates wallet balance checks, retrieval of deployment URLs, and detailed lease information, streamlining cloud compute workflows. - **[Feature Discussion Server](https://github.com/squirrelogic/mcp-feature-discussion)** - Facilitates discussions regarding feature implementation and architecture, maintaining context and providing intelligent guidance throughout the development process. Offers persistent memory of discussions and context-aware recommendations based on project history. - **[Memory Context Provider Server](https://github.com/Srish-ty/MCP-Testing-interface-for-LLMs)** - Manage user contexts for LLM interactions by storing and retrieving relevant prompts to ensure continuity in conversations. Provides a RESTful API for context management with support for in-memory storage and TypeScript integration. - **[Inbox Note Sender](https://github.com/sseaan/mcp-server-inbox)** - Send notes to an Inbox API endpoint using a configured user token, supporting notes up to 3000 characters. Integrate seamlessly into MCP-enabled environments to enhance note-taking workflows. - **[Branch-Thinking Server](https://github.com/ssdeanx/branch-thinking-mcp)** - Manage and visualize branching thoughts, tasks, and code while generating insights and performing semantic searches. Support collaborative workflows through real-time visualization and persistent project management. - **[MCP-Atlassian](https://github.com/sooperset/mcp-atlassian)** - Access Atlassian products such as Confluence and Jira, facilitating interactions with content management and project tracking functionalities. Supports both Cloud and Server/Data Center deployments for seamless integration. - **[Todoist MCP Server](https://github.com/stanislavlysenko0912/todoist-mcp-server)** - Integrate AI assistants with Todoist for task management using natural language commands. Manage tasks, projects, comments, and labels seamlessly via conversational AI. - **[Retrieval-Augmented Thinking](https://github.com/stat-guy/retrieval-augmented-thinking)** - Enhances AI model reasoning and problem-solving capabilities by employing structured retrieval-augmented thinking processes. Provides features like adaptive thought chains, iterative hypothesis generation, and real-time context coherence for complex reasoning tasks. - **[Beancount Server](https://github.com/StdioA/beancount-mcp)** - Execute Beancount queries and submit transactions to a ledger. Provides real-time data processing and integration for financial management and accounting tasks. - **[Steel MCP Server](https://github.com/steel-dev/steel-mcp-server)** - Connects LLMs to the web using Puppeteer-based tools, enabling actions like clicking, scrolling, typing, and taking screenshots. Facilitates tasks such as searching for recipes, tracking shipments, comparing product prices, and filling out online forms. - **[Azure DevOps Server](https://github.com/stefanskiasan/azure-devops-mcp-server)** - Integrate with Azure DevOps services to access work items, repositories, and pull requests, enabling streamlined project management and collaboration. Provides functionalities for retrieving and managing Azure DevOps resources efficiently. - **[create-mcp-ts](https://github.com/stephencme/create-mcp-ts)** - Create MCP servers in TypeScript with zero build configuration, facilitating integration with various clients like Cursor, Windsurf, and Claude Desktop. Streamlines the development and publishing process of MCP servers with a straightforward setup and no vendor lock-in. - **[File Finder](https://github.com/StepanCooleague/file-finder-mcp)** - Search for files in the filesystem based on a specified path fragment. Retrieve file metadata such as name, full path, size, and creation date for the located files. - **[Todoist Task and Project Manager](https://github.com/stevengonsalvez/todoist-mcp)** - Manage Todoist tasks, projects, sections, labels, comments, and collaborators through a natural language interface. Perform operations such as creating, updating, and deleting tasks and projects to enhance productivity. - **[Obsidian](https://github.com/StevenStavrakis/obsidian-mcp)** - Interact with Obsidian vaults to manage notes and tags, including reading, creating, editing, moving, and deleting notes and directories. - **[LinkedIn MCP Server](https://github.com/stickerdaniel/linkedin-mcp-server)** - Interact with LinkedIn to scrape profiles, analyze companies, and search for job listings. Provides insights and recommendations based on LinkedIn data. - **[Tavily MCP Server](https://github.com/StevenFengLi/tavily-mcp)** - Real-time web search and intelligent data extraction through advanced filtering and domain-specific capabilities. Seamlessly integrates up-to-date web information into AI workflows, enhancing data access and content extraction tasks. - **[Beeper MCP Server](https://github.com/stopWarByWar/beeper-mcp-server)** - Store and manage notes with customizable summaries and detailed interaction through a simple interface. Utilizes a custom URI scheme for note access and supports note addition and summarization based on user-defined detail levels. - **[Code Assistant](https://github.com/stippi/code-assistant)** - Assists with code-related tasks by exploring codebases, managing file contents, and providing insights through summarization. Facilitates interactive communication for effective code manipulation. - **[Beeminder MCP (Unofficial)](https://github.com/strickvl/mcp-beeminder)** - Integrate with the Beeminder API to manage and track goals and progress across applications. Enables data exchange between Beeminder and AI models using the Model Context Protocol. - **[GitLab Kanban Server](https://github.com/Sunwood-ai-labs/gitlab-kanban-mcp-server)** - Manage GitLab Kanban boards by creating, updating, and deleting tasks through a standardized protocol, enabling efficient project management and seamless integration with applications. - **[Weather Service](https://github.com/Sunwood-ai-labs/mcp-weather-service-server)** - A simple note management system that allows users to add new notes and generate summaries of stored notes with customizable detail levels. Access individual notes using a custom URI scheme. - **[Powerpoint Server](https://github.com/supercurses/powerpoint)** - Create dynamic PowerPoint presentations by adding slides, images, tables, and charts. Manage presentation content seamlessly and enhance presentations with generated images. - **[SurveyMars MCP Server](https://github.com/surveymars/surveymars-mcp)** - Facilitates the creation, distribution, and analysis of surveys using SurveyMars APIs. Provides tools for managing unlimited surveys, questions, and responses while offering advanced analytics for insights. - **[MCP Crash Course Server](https://github.com/suryanshp1/mcpcrashcourse)** - A demo server that showcases the capabilities of the MCP Python SDK, enabling users to run and test MCP servers locally and integrate with clients like Claude Desktop and Cursor. It provides practical examples and tools for learning and experimenting with MCP functionality. - **[Time Agent Server](https://github.com/suryawanshishantanu6/time-mcp)** - Integrates a tool-augmented LLM pipeline to provide answers to time-related and general inquiries. Utilizes a Flask API for current timestamps and employs an MCP Agent for intent detection and interaction with an LLM via OpenRouter. - **[GitHub Kanban Server](https://github.com/Sunwood-ai-labs/github-kanban-mcp-server)** - Manage GitHub issues in a Kanban board format for streamlined task oversight and enhanced collaboration. Automate workflows and visualize project progress using large language models (LLMs). - **[Docker MCP Server](https://github.com/suvarchal/docker-mcp)** - Interact with Docker to manage containers and images through simple commands. Perform operations like listing, running, stopping, and removing containers, as well as pulling images from registries. - **[Paradex Server](https://github.com/sv/mcp-paradex-py)** - Connects AI assistants to the Paradex trading platform for retrieving market data, managing accounts, and executing trades. Facilitates real-time insights and automated trading tools for a seamless trading experience. - **[Zotero MCP Server](https://github.com/swairshah/zotero-mcp-server)** - Access and manage your Zotero library programmatically, enabling the search of papers, management of notes, and the ability to request summaries through MCP clients. Facilitates seamless integration into research workflows with existing tools. - **[Model Context Protocol Server](https://github.com/Swan-and-Co-Innovations/MCP)** - Integrate applications with real-world data and tools for enhanced workflows through a structured and dynamic problem-solving process. Break down complex problems and adjust thought processes with the help of a sequential thinking tool. - **[Outlook Tool](https://github.com/syedazharmbnr1/claude-outlook-mcp)** - Interacts with Microsoft Outlook to manage emails, calendar events, and contacts directly. Users can read, send, and search emails, create calendar events, and list or search contacts. - **[Neo4j Knowledge Graph Memory Server](https://github.com/sylweriusz/mcp-neo4j-memory-server)** - Utilizes a knowledge graph for dynamic information retrieval and storage, enhancing AI interactions by remembering user preferences and context. Integrates seamlessly with Neo4j for efficient data management. - **[QGIS Model Context Protocol Integration](https://github.com/syauqi-uqi/qgis_mcp_modify1)** - Integrate QGIS with Claude AI for managing GIS projects and manipulating layers through direct interaction. The server facilitates project creation, layer loading, execution of processing algorithms, and Python code execution. - **[Filesystem](https://github.com/sylphxltd/filesystem-mcp)** - Provides secure access to project files with capabilities for performing batch operations on files and directories. Facilitates efficient workflow management with a comprehensive set of filesystem tools. - **[Memory Bank](https://github.com/t3ta/memory-bank-mcp-server)** - Manage project documentation and context effectively across sessions with structured memory banks in JSON format. Facilitate consistent knowledge retention for AI agents and support multilingual documentation through a powerful API for document management and retrieval. - **[Knowledge Graph Memory Server](https://github.com/T1nker-1220/memories-with-lessons-mcp-server)** - This server enables the implementation of persistent memory in AI models through a local knowledge graph, allowing for information retention across chats and an error-learning mechanism via a lesson system. - **[ClickUp MCP Server](https://github.com/taazkareem/clickup-mcp-server)** - Integrate and manage ClickUp tasks, spaces, lists, and folders through a standard protocol for AI applications. Supports complete time tracking functionalities. - **[Linear](https://github.com/tacticlaunch/mcp-linear)** - Interact with Linear project management through AI assistants to access and manage projects, issues, and teams using AI-driven commands. Streamline and automate project management tasks effectively. - **[Notion ReadOnly Server](https://github.com/Taewoong1378/notion-readonly-mcp-server)** - Provides read-only access to Notion content, enabling retrieval of pages, blocks, databases, comments, and properties with optimized performance. Focuses on minimizing API calls and supports parallel processing for efficient data acquisition. - **[Obsidian MCP](https://github.com/takuya0206/obsidian-mcp)** - Interact with an Obsidian vault to read, write, and manipulate notes using a standardized interface, facilitating enhanced productivity and organization. - **[Slack Search](https://github.com/takuya0206/slack_search_function_mcp)** - Access and retrieve users, channels, messages, and conversations from a Slack workspace using its search functionality. It facilitates streamlined communication and information retrieval within the Slack environment. - **[Google Calendar Integration](https://github.com/takumi0706/google-calendar-mcp)** - Integrate with Google Calendar to manage events using natural language commands, enabling the creation, updating, and deletion of calendar events. Supports recurring events through designated parameters for enhanced scheduling flexibility. - **[Taiga MCP Bridge](https://github.com/talhaorak/pytaiga-mcp)** - Integrate with the Taiga project management platform to manage projects, tasks, and sprints programmatically, enhancing AI-driven project management workflows. - **[AutoGen](https://github.com/tan-wen-yuan/autogen)** - Create multi-agent AI applications that can collaborate with humans and operate autonomously. Provides a framework and tools for building and prototyping workflows without coding. - **[mcp-inception](https://github.com/tanevanwifferen/mcp-inception)** - TypeScript-based MCP server that enables calling another MCP client, allowing for task delegation and context window offloading. Supports parallel and map-reduce execution of tasks. - **[Desktop Automation](https://github.com/tanob/mcp-desktop-automation)** - Control desktop environments through mouse movements, keyboard input simulation, and screenshot capture. Integrate these automation features with AI models to enhance user interactivity and functionality. - **[MCP GitHub Projects](https://github.com/taylor-lindores-reeves/mcp-github-projects)** - Connect and manage Agile Sprint-based projects using GitHub Projects, integrating with GitHub's GraphQL Projects v2 API to create and manage related tasks and issues. Streamline workflows by automating interactions with GitHub repositories and ensuring type safety through TypeScript implementation. - **[Jira Integration Server](https://github.com/tbreeding/jira-mcp)** - Facilitates interaction with Jira for issue retrieval, creation, and updates, while guiding users through a streamlined wizard for managing Jira tasks and maintaining workflows. - **[Tavily MCP Server](https://github.com/tavily-ai/tavily-mcp)** - Enables real-time web search and data extraction capabilities by providing seamless integration with various data sources and tools through the Model Context Protocol. - **[Curri MCP Server](https://github.com/teamcurri/mcp-linear)** - Interact with Curri's API to manage text notes and generate summaries. Provides features for creating notes, listing them, and summarizing their contents. - **[WooCommerce Integration Server](https://github.com/techspawn/woocommerce-mcp-server)** - Manage a WooCommerce store using a unified API with JSON-RPC calls. Interact with various store elements such as products, orders, customers, shipping, and tax configurations directly through the WordPress REST API. - **[Quick-start Auto MCP](https://github.com/teddynote-lab/mcp-usecase)** - Enables rapid integration of Anthropic's Model Context Protocol (MCP) into Claude Desktop and Cursor with easy setup and continuous updates to various tools, including document search and real-time web search. - **[Your Friendly Task Completion Notifier](https://github.com/teddyzxcv/ntfy-mcp)** - Integrates with the Model Context Protocol to send notifications via ntfy about task completions performed by an AI assistant, helping users stay informed while they multitask. Maintains an efficient workflow by allowing users to receive updates without interruptions. - **[IP Geolocation Server](https://github.com/tedlikeskix/mcp-ip-geolocator)** - Provides detailed geolocation information for any IP address, including network data, ISP, and timezone details. No API key or registration is required for access. - **[Student MCP Server](https://github.com/tejpalvirk/contextmanager)** - Track courses, assignments, and exams while optimizing study sessions and monitoring progress through a structured knowledge graph. Manage deadlines and priorities effectively within an academic context. - **[Qualitative Researcher](https://github.com/tejpalvirk/contextmanager)** - Organize and analyze qualitative research data, manage participant information, and derive insights from interviews and observations. Facilitates tracking of research projects and maintains domain-specific context across sessions. - **[Developer MCP Server](https://github.com/tejpalvirk/contextmanager)** - Manages software development context by tracking project structure, dependencies, and progress across sessions, enabling continuity in development efforts through a knowledge graph. - **[Quantitative Researcher](https://github.com/tejpalvirk/contextmanager)** - Organize and analyze quantitative research data by tracking hypotheses, managing datasets, and documenting statistical analyses for insight generation. Facilitate context management across different research projects with a domain-specific knowledge graph. - **[Cursor Rust Tools](https://github.com/terhechte/cursor-rust-tools)** - Access real-time Rust type information and documentation, retrieve crate documentation, hover over types, and execute Cargo commands directly from an LLM. Provides up-to-date resources for improving Rust development workflows. - **[Supabase Notes](https://github.com/tengfone/supabase-nextjs-mcp-server)** - Create, manage, and summarize notes using a Supabase backend. This TypeScript-based MCP server offers resources for text notes, tools for creating new notes, and prompts for generating summaries. - **[Binance MCP Server](https://github.com/TermiX-official/binance-mcp)** - Interact with the Binance exchange to manage portfolios, convert tokens, and execute trades. Provides real-time data retrieval and supports algorithmic trading strategies through structured transactions. - **[Smartsheet MCP Server](https://github.com/terilios/smartsheet-server)** - Facilitates integration with Smartsheet for automated document operations and enhances healthcare analytics through AI-driven insights. Supports intelligent document management and analysis aligned with compliance and data integrity standards. - **[Dynamic MCP Server Management](https://github.com/tesla0225/mcp-create)** - Dynamically creates and manages MCP servers, enabling efficient execution of server code and lifecycle management within a flexible MCP ecosystem. It currently supports TypeScript for tool execution and server management tasks. - **[CEDARScript](https://github.com/th3w1zard1/cedarscript-mcp)** - CEDARScript provides code manipulation using a SQL-like syntax for editing files, supporting various operations such as file creation, deletion, and transformation through a comprehensive set of grammar rules and pattern matching capabilities. - **[Buttondown API Integration](https://github.com/The-Focus-AI/buttondown-mcp)** - Manage newsletters with a TypeScript integration that provides email draft management, scheduling, and analytics retrieval through a CLI and an MCP server. - **[Tox Testing](https://github.com/that1guy15/tox-testing)** - Execute and manage Python tests with flexible execution modes using tox commands. Supports running all tests, specific files, cases, and tests by directory or group, facilitating efficient test coverage and debugging. - **[MCP SSE Server](https://github.com/the-freetech-company/mcp-sse-authenticated-cloud-run)** - Host a secure MCP server on Google Cloud Run for real-time access to data and tools using Google Cloud's IAM for secure access. Enables quick integration with minimal configuration while awaiting full authentication features. - **[Enhanced Gmail Server](https://github.com/theposch/gmail-mcp)** - Manage Gmail effortlessly with commands for sending, reading, organizing, and searching emails, alongside managing drafts and labels. Automate filtering and streamline workflow with a comprehensive Gmail integration. - **[Local AI Stack for VPS Deployment](https://github.com/ThijsdeZeeuw/avg-kwintes)** - Deploys a comprehensive self-hosted AI stack on VPS, supporting automation, monitoring, vector search, and speech-to-text capabilities. Integrates tools such as n8n, Ollama, Qdrant, Prometheus, and Grafana for efficient AI processing and maintenance. - **[Tool Chainer](https://github.com/thirdstrandstudio/mcp-tool-chainer)** - Chain multiple MCP tools in sequence to streamline workflows and transfer results seamlessly. It optimizes data processing by reducing token usage and minimizing latency through efficient task execution. - **[Google Calendar](https://github.com/thisnick/google-calendar-mcp)** - Manage Google Calendar events by creating, modifying, and accessing scheduled items through MCP URIs. Features include structured event data handling and tools for generating calendar insights and listing upcoming events. - **[Yeoman Server](https://github.com/thirdstrandstudio/mcp-yeoman)** - Integrate with Yeoman generators to programmatically search for and run templates, facilitating the automation of application creation with customizable options and arguments. - **[MSSQL MCP Server](https://github.com/thochi/mssql-mcp-server)** - Connects to Microsoft SQL Server databases to execute SQL queries and manage database connections. - **[Barely Logical Agent Host](https://github.com/thomasdavis/blah)** - Facilitates interaction between AI agents and external tools or data sources, enabling dynamic capabilities and integration with real-world data. Supports various functionalities like local and hosted functions, providing tools for debugging, extension, and communication protocols. - **[Azure DevOps Server](https://github.com/Tiberriver256/mcp-server-azure-devops)** - Interact with Azure DevOps APIs to manage projects, work items, and repositories. Execute DevOps workflows and access repository content securely through a standardized protocol. - **[Figma Server](https://github.com/TimHolden/figma-mcp-server)** - Access and manipulate Figma resources, including files, components, and variables. Currently supports read-only operations for retrieving Figma files and listing available projects. - **[Azure DevOps MCP Server](https://github.com/Tiberriver256/mcp-server-azure-devops)** - Interact with Azure DevOps APIs to manage projects, work items, and repositories using natural language commands. Facilitate secure execution of common DevOps workflows and access repository content through standardized URIs. - **[OpenManus](https://github.com/tinninhi/OpenManus)** - OpenManus facilitates the creation of custom AI agents through a user-friendly terminal interface, enabling users to input their concepts directly. It fosters collaboration and offers a platform for developers to enhance their projects without requiring an invite code. - **[Gumloop Automation Server](https://github.com/tiovikram/gumloop-mcp)** - Manage and execute automation workflows through a standardized interface, enabling flow management, workspace discovery, input schema retrieval, file operations, and context-aware execution. - **[Linear MCP Server](https://github.com/tiovikram/linear-mcp)** - Interact with Linear's API to manage issues, projects, and teams programmatically, enabling automated workflows and issue tracking within the Linear platform. - **[Linear Issue and Project Manager](https://github.com/timottowitz/linear-mcp)** - Manage issues, projects, and teams within Linear through an MCP server interface, enabling operations such as creation, updating, deletion, and searching of issues along with secure integration using API key authentication. - **[Unix Manual Server](https://github.com/tizee/mcp-unix-manual)** - Retrieve Unix command documentation, including help pages and version information. List common commands and check command availability within conversations. - **[Tiny TODO](https://github.com/tkc/tinyt-todo-mcp)** - Manage tasks with persistent storage capabilities, including creating, updating, and tracking TODOs. Provides time-aware reminders and efficient task management features to maintain context over time. - **[Backlog API Server](https://github.com/tmhr1850/backlog-mcp-server)** - Access project management, issue tracking, and file operations through a seamless integration with the Backlog API. Manage projects, issues, users, and attachments effectively within applications. - **[Card News](https://github.com/todaygroup/cardnews)** - Create and share dynamic card news articles using templates, with tools for real-time editing, version management, and user interaction like comments and likes. Supports multi-language content delivery to engage audiences effectively. - **[Dify Workflow Tool Server](https://github.com/TomokiIshimine/dify-mcp-server)** - Integrates with Dify Workflow for dynamic retrieval and management of workflow parameters using the Model Context Protocol, supporting bidirectional communication with Claude. Utilizes environment variables for configuration and enables the use of multiple API keys for flexible tool creation. - **[Memory MCP Server](https://github.com/tomschell/mcp-long-term-memory)** - Long-term memory storage for LLMs that maintains project context across sessions, enabling efficient retrieval and recall of past interactions and decisions via semantic search. Organizes memories by type, tags, and relationships for streamlined management. - **[Codebase Insight](https://github.com/tosin2013/mcp-codebase-insight)** - Analyzes codebases through semantic analysis and pattern detection, manages architecture decisions, and generates documentation. Enhances development workflows with intelligent insights and AI-assisted debugging. - **[Hub Server for MCP](https://github.com/tpavelek/mcp-hub-mcp)** - Connects and manages multiple MCP servers, aggregates tools from them, and facilitates execution of those tools through a single interface. It helps navigate MCP tool limits and minimizes errors by streamlining tool visibility. - **[Dev Memory Server](https://github.com/TrackerXXX23/dev_memory_mcp)** - Captures and organizes development context, tracking code changes and user interactions across multiple projects. Provides persistent memory for a more effective coding experience. - **[Cursor Task Master](https://github.com/tradesdontlie/cursor-task-master)** - An AI task management system that integrates with Cursor IDE to automatically generate, analyze, and organize tasks, manage dependencies, and track statuses. It facilitates seamless task execution through MCP integration, allowing for automated command execution without manual input. - **[Confluence Server](https://github.com/masna-ai/mcp-confluence-server)** - Interact with Confluence Data Center content through a REST API, enabling operations such as searching, retrieving, creating, updating, and deleting pages using natural language commands. - **[MySQL数据库服务](https://github.com/TristanLib/mcp_server_mysql_windows)** - Connect to and manipulate a local MySQL database through a RESTful API, supporting parameterized queries to enhance security. Includes real-time data push capabilities via Server-Sent Events. - **[MCP Gateway](https://github.com/trtyr/MCP-Gateway)** - Aggregates capabilities from multiple backend MCP servers and exposes them through a unified SSE endpoint, streamlining client connections and enabling orchestration of diverse MCP tools. - **[Notes Server](https://github.com/truaxki/mcp-notes)** - Manage notes with persistent storage and access through URI. Supports create, read, update, and delete operations, along with note summarization and timestamp tracking. - **[Unity Bridge for AI Assistants](https://github.com/TSavo/Unity-MCP)** - Enable interaction between AI assistants and Unity game environments through a standardized interface for tasks such as executing C# code, inspecting game objects, analyzing scenes, running tests, and modifying game state at runtime. - **[GitHub API MCP Server](https://github.com/tuanle96/mcp-github)** - Interact with GitHub repositories to manage files, issues, and pull requests while preserving Git history. Perform batch operations and utilize advanced search features for efficient project management. - **[Memory Bank](https://github.com/tuncer-byte/memory-bank-MCP)** - Create and manage structured project documentation with AI assistance, generating interconnected Markdown files that capture project knowledge from goals to progress. It supports context-aware querying for efficient searching and exporting of project information. - **[Rand](https://github.com/turlockmike/mcp-rand)** - Provides random generation utilities including UUIDs, numbers, strings, passwords, Gaussian distribution, dice rolling, and card drawing. - **[CodeSavant](https://github.com/twolven/mcp-codesavant)** - CodeSavant enables code manipulation and execution across various programming languages while maintaining version control and change history. It supports reading, writing, executing code, and searching within code files. - **[Local Development Environment Manager](https://github.com/txbm/mcp-local-dev)** - Automatically sets up and manages local development environments sourced from GitHub repositories or local paths. This tool facilitates dependency management and testing for development projects. - **[Linear Task Manager](https://github.com/Tyru5/linear-mcp)** - Fetch tasks, teams, users, and detailed task information from Linear to enhance project management workflows. Integrates Linear API capabilities for efficient task data retrieval and filtering. - **[Prem AI MCP Server](https://github.com/ucalyptus/prem-mcp-server)** - Integrates with Prem AI's features for chat interactions and document management, supporting Retrieval-Augmented Generation with document repositories and real-time streaming responses. - **[Workflow Learner](https://github.com/u3588064/WorkflowLearner)** - Records user workflows using PSR.exe on Windows to create MHT files, enabling large language models (LLMs) to learn and understand these workflows through parsed data. - **[UI Flowchart Creator](https://github.com/umshere/uiflowchartcreator)** - Creates UI flowcharts to visualize user interfaces and their interactions, facilitating a better understanding of UI designs and workflows. - **[Membase Decentralized Memory Server](https://github.com/unibaseio/membase-mcp)** - Enables AI agents to store and retrieve historical interactions and persistent data on a decentralized memory layer. Facilitates conversation management by saving and fetching messages, ensuring continuity and traceability of interactions. - **[TypeScript MCP Servers](https://github.com/ukkz/claude-ts-mcps)** - Integrate tools for web search, file system operations, Git management, and shell command execution to facilitate software development using LLMs. Designed to work seamlessly with the Claude Desktop application, providing a cost-effective solution for developers. - **[MarkAI](https://github.com/umuthopeyildirim/markai)** - MarkAI is a platform that enables users to ask questions and receive answers derived from their documents, providing efficient data access. It supports various file formats and offers both public and private collaboration options. - **[Union MCP](https://github.com/unionai-oss/union-mcp)** - Facilitates seamless connectivity to Union tasks, workflows, and applications, enabling integration of various tools and resources. Streamlines the development process for enhanced productivity. - **[GPT Computer Assistant](https://github.com/Upsonic/Upsonic)** - Integrates MCP to automate routine and advanced computing tasks across various operating systems. It serves as a framework to enhance AI model interactions with system-level functionalities. - **[Context7](https://github.com/upstash/context7)** - Fetches up-to-date, version-specific documentation and code examples directly from source libraries to enhance prompts. Integrates real-time documentation into AI coding workflows for improved code accuracy and productivity. - **[Upstash](https://github.com/upstash/mcp-server)** - Manage Upstash Developer API operations through natural language commands, enabling users to create and manage Redis databases, list existing databases, retrieve specific keys, and perform backups. - **[Speedy](https://github.com/utkarsh-dixit/speedy)** - A template for developing applications using Tauri, Next.js, and TypeScript, facilitating the creation of desktop applications with web technologies. - **[Google Calendar](https://github.com/v-3/google-calendar)** - Manage events and find available time slots in Google Calendar, enabling users to create and list meetings efficiently. - **[ClickUp MCP Server](https://github.com/v4lheru/clickup-mcp-server)** - Integrates ClickUp tasks with AI to enhance task management by utilizing features such as dependencies, comments, and checklists. Connects via the Model Context Protocol for optimized project management workflows. - **[Discord MCP Server](https://github.com/v-3/discordmcp)** - Enables interaction with Discord channels by sending and reading messages through Discord's API, allowing for real-time communication and message handling. - **[Generic MCP Server Template](https://github.com/v4lheru/generic-mcp-template)** - A customizable and extensible server framework for the Model Context Protocol that enables integration with various tools and services through a modular architecture. It provides robust error handling and type safety via TypeScript for a reliable development experience. - **[CS2 RCON Server Manager](https://github.com/v9rt3x/cs2-rcon-mcp)** - Manage CS2 game servers using natural language commands through a standardized protocol. Allows execution of RCON commands, monitoring of server status, and remote control of game settings. - **[Notion MCP Server](https://github.com/v-3/notion-server)** - Integrate with Notion to perform operations such as searching, creating, reading, updating pages, and managing comments and blocks within your workspace. - **[Trello MCP Server](https://github.com/v4lheru/trello-mcp-server)** - Interact seamlessly with Trello boards, lists, and cards through a robust API that supports all major Trello operations. Provides comprehensive error handling and type safety for reliable development. - **[Server Time](https://github.com/vaebe/mcp)** - Retrieve the current time effortlessly, integrating time-fetching capabilities into applications with accurate and reliable time data. - **[Business Central MCP Server](https://github.com/vanachterjacob/BC-MCP)** - Standardizes development rules and context for Business Central projects using JSON-based configurations. Ensures consistent coding practices and deployment processes across team members with dynamic or static rule management. - **[Rundeck CLI Integration Server](https://github.com/vanisoul/rundeck-mcp-server)** - Enables management of Rundeck operations through AI, facilitating job execution, information retrieval for projects and nodes, and system monitoring without manual CLI interaction. Streamlines Rundeck workflows with an AI interface for efficient tracking and execution of jobs and executions. - **[Variflight Flight Information Server](https://github.com/variflight/variflight-mcp)** - Provides real-time flight information including searches, transfer options, comfort metrics, aircraft tracking, and weather forecasts. Enables access to detailed flight data and purchasing options for enhanced travel planning. - **[Kubernetes Management Control Panel](https://github.com/vazylin1124/k8s-mcp)** - Manage Kubernetes clusters through a user-friendly interface, facilitating interactions like retrieving pod statuses and accessing logs. Supports HTTP/WebSocket and Smithery stdio JSON-RPC communication modes for flexible integration. - **[Tripo MCP Server](https://github.com/VAST-AI-Research/tripo-mcp)** - Generate 3D assets from natural language and import them directly into Blender using Tripo's API. Integrates with MCP-enabled AI assistants for enhanced creative workflows. - **[Apple Books MCP](https://github.com/vgnshiyer/apple-books-mcp)** - Manage and explore your Apple Books library, summarize highlights, and receive book recommendations by harnessing Claude's capabilities. - **[MCP Server for Browser-Use](https://github.com/vinayak-mehta/mcp-browser-use)** - Connects MCP clients with web browsers seamlessly, utilizing existing language model setups without needing additional API keys. Enhances browser interactions through integrated language model capabilities. - **[Japanese Vocab Anki Server](https://github.com/vionwinnie/jap-vocab-anki-mcp-server)** - Programmatically interact with Anki decks for Japanese language learning, enabling management of decks and cards, vocabulary imports, and review tracking through a standardized interface. - **[Eventbrite MCP Server](https://github.com/vishalsachdev/eventbrite-mcp)** - Integrates with the Eventbrite API for managing events, tracking attendees, and generating analytics reports. Provides functionality for viewing and managing event details, as well as attendee interaction and reporting features. - **[Canvas MCP Server](https://github.com/vishalsachdev/canvas-mcp)** - Interact with the Canvas Learning Management System API to manage courses, assignments, users, and announcements. Access course details, submissions, and generate summaries effortlessly. - **[my-server](https://github.com/vivalalova/mcp_practice)** - Create and manage text notes with a simple interface, providing resources for accessing notes, tools for adding new notes, and functionality to generate summaries of the notes. - **[Emacs MCP Server](https://github.com/vivekhaldar/emacs-mcp-server)** - Generate and execute elisp code within a running Emacs environment using the Model Context Protocol. Facilitate automation tasks and script execution directly from the server interface. - **[MongoDB MCP Server](https://github.com/vivek1612/mongodb-mcp)** - Enable interaction with MongoDB databases to query collections, inspect schemas, and manage data through natural language commands, facilitating database operations. - **[Specif-ai MCP Server](https://github.com/vj-presidio/specif-ai-mcp-server-archive)** - Manage specification documents over stdio, integrating seamlessly with development environments to streamline access to business and product requirements. Provides tools for retrieving and managing project specifications efficiently. - **[Jokes MCP Server](https://github.com/VoltScp/MCPMS)** - Delivers humor-focused responses by fetching jokes from popular APIs, adapting to user preferences for context-aware interactions. It provides concise and engaging jokes that maintain a witty tone suitable for various styles. - **[Document Outline Assistant](https://github.com/Vortiago/mcp-outline)** - Enables interaction with Outline's document management services through natural language commands for searching, creating, and managing documents. Facilitates tasks like reading document content and managing comments within a structured collection. - **[Shopping Mall Web Application](https://github.com/w-beom/shoppingMall)** - A web application for managing user registrations and logins, along with performing CRUD operations on a simple bulletin board. Built using Spring Boot, Gradle, Mybatis, and Thymeleaf, it serves as a foundational project for learning web development in a Java environment. - **[Azure DevOps Assistant](https://github.com/Vortiago/mcp-azure-devops)** - Interact with Azure DevOps services to manage work items, pipelines, and pull requests through natural language commands. Supports tasks such as querying, creating, updating work items, and managing comments. - **[Collaborative Reasoning Server](https://github.com/waldzellai/model-enhancement-servers)** - Enables structured collaboration among simulated experts to address complex problems through diverse perspectives, facilitating ideation, critique, integration, and decision-making with explicit disagreement management and visual representation. - **[MCP Agent TypeScript Port](https://github.com/waldzellai/mcp-agent-ts)** - Build intelligent context-aware agents with a focus on workflow management and execution capabilities, utilizing a modular and type-safe framework. Supports step-based workflow execution and concurrent task processing. - **[Metacognitive Monitoring Server](https://github.com/waldzellai/model-enhancement-servers)** - Provides a structured framework for language models to evaluate and monitor their cognitive processes, improving their ability to track knowledge boundaries, classify claims, and assess reasoning quality. Supports visualization of metacognitive states for applications in technical advising, scientific analysis, decision support, and educational content. - **[Pipedream](https://github.com/WallaceObsidian01/pipedream)** - Create event-driven automations to connect various apps and services. Build workflows using pre-built components or custom code in languages like Node.js, Python, Golang, or Bash, and manage asynchronous event delivery to platforms like Amazon S3 and Snowflake. - **[AutoGen](https://github.com/wang316902972/AutoGenV04Test)** - Build and manage complex AI agent systems and applications that facilitate multi-agent collaboration, integrate with various language models, and connect to external tools for streamlined processes. Features low-code development, command-line interfaces, and support for human feedback and termination conditions. - **[MCP Hub Server](https://github.com/warpdev/mcp-hub-mcp)** - Connects and manages multiple MCP servers, allowing for seamless access to tools while bypassing tool limits. Facilitates the execution of tools from connected servers and provides a consolidated view of available resources. - **[Clear Thought MCP Server](https://github.com/waldzellai/waldzell-mcp)** - Provides systematic thinking and mental models for problem-solving, facilitating approaches like first principles thinking and opportunity cost analysis. It supports various design patterns for modular architecture, API integration, and scalability. - **[Meeting Scheduler](https://github.com/watanka/schedulia-mcp)** - Manage meeting schedules and send or respond to meeting requests while integrating with external calendars like Google Calendar. Provide an intuitive interface for organizing and tracking appointments. - **[JIRA Server](https://github.com/Warzuponus/mcp-jira)** - Interact with JIRA tasks and workflows, enabling issue creation and management along with basic project tracking. Supports API key authentication and follows a standardized request/response format for AI interactions. - **[File System Operations Server](https://github.com/Wayazi/mcp_file_system)** - Facilitates secure access to filesystem operations, enabling users to manipulate files and directories, retrieve metadata, and perform searches through a standardized interface. - **[Apple MCP Tools](https://github.com/wearesage/mcp-apple)** - Facilitate interactions between AI assistants and various Apple applications for tasks like searching, creating, and managing data. Enable operations across Contacts, Notes, Messages, Mail, Reminders, Calendar, and Maps using a unified protocol. - **[Vite Plugin for Vue](https://github.com/webfansplz/vite-plugin-vue-mcp)** - Provides real-time insights into a Vue application's component tree, state, and routing, enhancing interactivity and debugging capabilities. - **[AI驱动的 Mini Kubernetes Dashboard](https://github.com/weibaohui/k8m)** - A lightweight control panel tool designed to simplify Kubernetes cluster management with an intuitive user interface. It provides AI-driven resource guidance and command recommendations, supports multi-cluster management, and enables integration with custom large models. - **[Kubernetes Operations Manager](https://github.com/weibaohui/kom)** - Manage Kubernetes resources efficiently with capabilities for creating, updating, deleting, and querying resources across multiple clusters. Supports custom resource definitions and offers streamlined workflows for resource management and logging. - **[Terminal MCP Server](https://github.com/weidwonder/terminal-mcp-server)** - Execute system commands on local or remote hosts using SSH, manage sessions, and set environment variables with ease. Supports persistent sessions for reusing terminal environments efficiently. - **[Dify](https://github.com/weloyun/dify)** - Dify allows users to build and test AI workflows on a visual canvas, facilitating the integration of tools and data sources for enhanced AI interactions. It supports both cloud hosting and self-hosting options for flexible usage. - **[Nexus MCP Bridge](https://github.com/wesnermichel/nexus-mcp-claude-desktop-server)** - Connects Claude Desktop to VSCode, allowing file reading and writing within projects. It facilitates directory management and provides security controls for path accessibility. - **[MCP k8s eye](https://github.com/wenhuwang/mcp-k8s-eye)** - Manage Kubernetes clusters and analyze workload status. Perform core operations like resource management, diagnostics, and monitoring through various transport protocols. - **[OpenRouter Agents](https://github.com/wheattoast11/openrouter-deep-research-mcp)** - Connects to specialized AI agents for conducting complex research tasks through an orchestration system that enables multi-stage planning and parallel execution, resulting in high-quality, tailored research outcomes. - **[WildFly MCP](https://github.com/wildfly-extras/wildfly-mcp)** - Integrate Generative AI capabilities for monitoring and managing WildFly servers using natural language interactions. Enables users to leverage AI chatbots for server management tasks and integrates smoothly with existing WildFly functionalities. - **[FastGPT](https://github.com/willsmith2099/FastGPT)** - FastGPT serves as an AI Agent building platform designed for streamlined data processing and model invocation. It features visual orchestration for complex workflow management and facilitates knowledge-based Q&A through LLM technology. - **[NetContextServer](https://github.com/willibrandon/NetContextServer)** - Provides deep understanding of .NET codebases for AI coding assistants, enabling semantic code search and intelligent navigation. Includes built-in security features and fast indexing suitable for large projects. - **[Crew AI Server](https://github.com/williamvd4/mcp-crew-ai)** - Lightweight Python-based server for managing and creating CrewAI workflows utilizing the Model Context Protocol (MCP) to communicate with Large Language Models and various tools. Supports automatic configuration of agents and tasks through YAML files and provides command line options for customization. - **[Playwright Server](https://github.com/williamvd4/playwright-plus-python-mcp)** - Leverage browser automation tools for web navigation, interaction, and content capture. Provides a note storage system with a custom URI scheme and allows for summarizing notes with an adjustable detail level. - **[Notes MCP Server](https://github.com/win4r/browser-use-MCP-Server)** - Manage and generate text notes through accessible URIs, create new notes with titles and content, and produce summaries of all stored notes. - **[ClickUp MCP Server](https://github.com/windalfin/clickup-mcp-server)** - Integrate ClickUp tasks with AI applications for efficient project management, facilitating interaction with tasks, lists, and folders using natural language. Automate workflows and manage tasks seamlessly within the ClickUp workspace. - **[nf-core MCP Server](https://github.com/wjlim/nf-core_mcp)** - Manage and navigate nf-core pipeline repositories, providing access to configurations, workflows, and modules while enabling the search through pipeline files to enhance bioinformatics project efficiency. - **[Alpaca Trading Integration](https://github.com/wlu03/ALPACA-MCP)** - Facilitates interaction with Alpaca's trading API for executing trades, fetching market data, and managing stock portfolios within LLM applications. Supports operations such as placing orders, retrieving account and order details, and managing positions. - **[Linear](https://github.com/wkoutre/linear-mcp-server)** - Interact with Linear project management through AI assistants to manage and modify project data. Retrieve information related to users, teams, projects, and issues, as well as create and update issues, projects, and manage labels. - **[Sublink Worker](https://github.com/wo601495635/sublink-worker)** - A subscription conversion service that transforms and manages subscription links via a web interface and API. It supports multiple protocols and integrates easily with various clients. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands, manage files, and perform diff editing. Facilitate coding, shell operations, and task automation. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands and manage system processes with real-time output streaming. Perform comprehensive filesystem operations including reading, writing, moving, and searching files, along with precise code editing through surgical text replacements and full file rewrites. - **[SSAFY Project Summary](https://github.com/wonnyboi/mcp-server)** - Automates the collection of project information from GitHub for students, assisting in resume writing, interview question generation, and portfolio management. Provides tools for project-based self-introduction and interview practice to streamline career preparation. - **[HowToCook Recipe Server](https://github.com/worryzyy/HowToCook-mcp)** - Provides personalized meal planning and recipe recommendations, allowing users to query recipes by category and generate daily menus based on dietary restrictions and the number of people. - **[Textwell Write Tool](https://github.com/worldnine/textwell-mcp)** - A specialized MCP server for writing text to the Textwell application on macOS, offering modes for replacing, inserting, or appending text. It facilitates text manipulation directly within the Textwell environment. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands, manage processes, and perform advanced file editing tasks, including text replacements and file rewrites. Enhance development workflows by automating repetitive tasks and running processes efficiently. - **[Canteen Data Server](https://github.com/wrdan/mcp-server-canteen)** - Provide access to statistics on employee dining at a canteen, including attendance counts for breakfast and lunch over specified date ranges. Enables easy retrieval of data for workforce dining analytics. - **[Make Functionality Server](https://github.com/wrale/mcp-server-make)** - Enables execution of make targets from Makefiles in a controlled environment, facilitating automation of development tasks and management of project dependencies. Provides immediate feedback to streamline build processes within development workflows. - **[Coolify Server Integration](https://github.com/wrediam/coolify-mcp-server)** - Manage Coolify instances by overseeing teams, servers, and services. Facilitate application lifecycle actions, deployment tracking, and private key management while also monitoring version and health status. - **[Calculator](https://github.com/wrtnlabs/calculator-mcp)** - Provides basic calculator functionalities for performing arithmetic operations such as addition, subtraction, multiplication, division, modulus, and square root. Integrates with development environments like VS Code to enhance agent capabilities, useful for testing MCP connections or for simple computational tasks. - **[Food Tracker](https://github.com/WTTeneger/food-tracker-mcp)** - Track food consumption, analyze nutrition, and manage dietary restrictions by searching for products, logging meals, and creating personalized meal plans. Evaluate product compatibility with dietary restrictions and view detailed nutrition summaries. - **[MemoDB](https://github.com/wuyunmei/momedb-mcp)** - Manage conversation context and a personal knowledge base for AI applications with efficient APIs. Create, update, and query user data while handling dialogue and knowledge management seamlessly. - **[Dify DSL Workflows](https://github.com/wwwzhouhui/dify-for-dsl)** - A collection of DSL workflow scripts for the Dify platform, enabling users to import and utilize various scripts to enhance their Dify experience for personal use and learning. - **[Shortcut.com Ticket Management Server](https://github.com/WynnD/mcp-server-shortcut)** - Interacts with Shortcut.com's ticket management system, enabling listing, searching, creating, updating, and commenting on stories, as well as retrieving workflow states and projects. - **[MCP Builder](https://github.com/XD3an/mcp-builder)** - A Python-based server for the installation and configuration of MCP servers across platforms. It supports package repository installations and local directory installations while managing configuration settings automatically. - **[Confluence Document Access Service](https://github.com/xiandan-erizo/ops-mcp)** - Search and retrieve Confluence documents, accessing full page content and associated metadata for efficient document management. Supports full-text search and retrieval of document details including title, space, and version information. - **[Flomo Notes Server](https://github.com/xianminx/mcp-server-flomo)** - Create and organize notes within Flomo using natural language commands through AI chat interactions. Enhance productivity by integrating AI assistance directly into the note-taking process. - **[Docker Server](https://github.com/xiispace/docker-mcp)** - Interact with Docker containers and images through a set of RESTful API endpoints using the Model Context Protocol. Capabilities include managing container lifecycle, accessing logs, and pulling images. - **[Phalcon MCP Server](https://github.com/xindong888999/phalcon-mcp)** - Execute Phalcon framework commands to create and manage Phalcon projects, controllers, and models using AI assistance. Integrate powerful command-line tools directly into the development workflow. - **[Sequential Thinking Tools](https://github.com/xinzhongyouhai/mcp-sequentialthinking-tools)** - Guides problem-solving by breaking complex tasks into manageable steps while providing tailored tool recommendations based on confidence scores and rationales at each stage. Facilitates structured decision-making in tackling challenges. - **[Skyvia Integration Server](https://github.com/xliberty2008x/skyvia-mcp-smithery)** - Interact with the Skyvia API to manage workspaces, connections, and integrations, enabling execution and monitoring of integration workflows through a standardized MCP interface. - **[GPTLink](https://github.com/xuzy8008/gptlink)** - Quickly set up a commercial ChatGPT site with features like a ready-to-use console, mobile compatibility, customizable payment plans, and easy conversation export. Supports Docker deployment and integration with various API keys for enhanced user engagement. - **[JVM Monitoring Server](https://github.com/xzq-xu/jvm-mcp-server)** - Monitor and analyze Java processes with real-time insights into JVM performance, memory usage, and thread information through a Python interface. Provides capabilities such as thread stack trace analysis, dynamic log adjustments, and AI-driven performance analysis. - **[Monday.com Server](https://github.com/YajieQi123/mcp-server-monday-qi)** - Interact with Monday.com boards, items, updates, and documents through a standardized interface to automate workflows and manage resources efficiently. - **[FastMCP](https://github.com/yamato-snow/2025_McpLab_FastMCP)** - Built using TypeScript, this server facilitates client session management for MCP by defining tools, resources, and prompts, while supporting authentication, logging, and real-time updates through SSE. It provides features like error handling, CORS, and CLI tools for testing and debugging. - **[Apache Airflow MCP Server](https://github.com/yangkyeongmo/mcp-server-apache-airflow)** - Integrates Apache Airflow's REST API with the Model Context Protocol, enabling MCP clients to interact with Airflow tasks and workflows effectively. Facilitates standardized communication between AI models and Apache Airflow for job orchestration. - **[JIRA Integration](https://github.com/Yash-Kavaiya/mcp-jira-python)** - Manage JIRA issues through a standardized interface that integrates with AI assistants. Supports creating, updating, and searching for issues using JIRA's API. - **[Smithery MCP Server](https://github.com/Yaswanth-ampolu/smithery-mcp-server)** - Provides terminal access through a web interface for executing shell commands, browsing directories, and managing server tasks without requiring root access. Supports real-time updates of command outputs for immediate feedback. - **[Multi-Cluster MCP Server](https://github.com/yanmxa/ocm-mcp-server)** - Manage multiple Kubernetes clusters, interact with them using `kubectl` commands, and gain insights through observability features. Streamline operations and manage Kubernetes resources across clusters seamlessly. - **[AI Development Assistant](https://github.com/yeakub108/mcp-server)** - Provides intelligent coding assistance by generating code plans, conducting code reviews, and analyzing UI designs. Offers functionalities such as single and multi-file reading for efficient data processing. - **[Dify](https://github.com/Yevanchen/difyapp_as_mcp_server)** - Expose Dify workflows as an MCP server for seamless integration with AI clients like Claude, enabling tool discovery and usage without workflow modifications. Supports JSON-RPC interface and secure session management. - **[Nornir Network Automation Server](https://github.com/yhvh-chen/nornir_mcp)** - Provides network automation capabilities by exposing Nornir and NAPALM operations as MCP tools, enabling network device inventory management and concurrent task execution. Facilitates seamless information retrieval and command execution across multiple vendors in a network management context. - **[Desktop TXT File Manager](https://github.com/YingHe-1/MyFirstMcpServer)** - Manage and organize TXT files on your desktop by counting, listing, and creating new files with user interaction. This tool simplifies file management tasks for users looking to handle their TXT documents efficiently. - **[Finder Server](https://github.com/yiye/MCP-Finder-Server)** - Enables searching for MCP server implementations through the filtering of results by name, description, or tags. Facilitates streamlined exploration of available MCP servers by allowing users to limit search results. - **[Desktop TXT File Manager](https://github.com/YingHe-1/MyFirstMcpServer)** - Manage TXT files located on the desktop by counting, listing, and creating them through a user-friendly interface. The tool simplifies file management tasks, enabling efficient interactions with TXT files. - **[Yunxiao DevOps Server](https://github.com/yjiace/alibabacloud-devops-mcp-server)** - Facilitates interaction with the Yunxiao platform for tasks such as code repository management, file operations, code reviews, and project management. Automates workflow processes to enhance team productivity and reduce repetitive tasks in software development environments. - **[Kanka API Server](https://github.com/ymgeva/kanka-mcp)** - Manage Kanka worldbuilding projects by listing, retrieving, creating, updating, and deleting campaigns, characters, locations, posts, notes, and journals. Handle HTML content and privacy settings for various entities seamlessly. - **[FastMCP Server](https://github.com/ynu/mcp-ynu)** - Dynamically load tools, resources, and prompts from specified directories to enhance application capabilities. Offers automatic module discovery and logging features for efficient server management. - **[GitLab MCP Server](https://github.com/yoda-digital/mcp-gitlab-server)** - Interact seamlessly with GitLab to manage repositories, track activities, and automate workflows. Tools are available for creating issues, merge requests, and monitoring project events. - **[Mintlify Starter Kit](https://github.com/yoannarz/docs)** - Facilitates the creation and customization of documentation by providing templates for guide pages, API references, and navigation. Supports automatic deployments from GitHub repositories to streamline publishing changes. - **[GNURadio MCP Server](https://github.com/yoelbassin/gr-mcp)** - Automate and control GNURadio flowgraphs programmatically, enabling the generation, modification, and validation of SDR workflows using Large Language Models and automation frameworks. - **[Time MCP Server](https://github.com/yokingma/time-mcp)** - Provides time awareness functionalities, including accessing the current time, converting between timezones, and generating timestamps. - **[Redmine](https://github.com/yonaka15/mcp-server-redmine)** - Integrates with Redmine's REST API to retrieve and manage ticket and project information, facilitating operations on issues, projects, users, and time entries. - **[iOS Simulator Screenshot Capture Server](https://github.com/yorifuji/mcp-ios-simulator-screenshot)** - Captures screenshots from the iOS Simulator and saves them to a specified directory with customizable options for filename and image resizing. - **[Cosense](https://github.com/yosider/cosense-mcp-server)** - Access and interact with the Cosense knowledge sharing platform by retrieving, listing, and searching for pages, as well as inserting text into existing pages. - **[Scrapbox Notes Server](https://github.com/YuheiNakasaka/scrapbox-mcp)** - Manage and organize notes using a URI system that supports creating new notes and generating summaries of existing notes. Notes can be accessed and listed by their URIs, with metadata available for each entry. - **[Cursor MCP Installer](https://github.com/yumia-pretty/cursor-mcp-installer)** - Automates the installation and configuration of MCP servers for Cursor, using npm or PyPi. Supports both local and package-based server setups, streamlining the process for users. - **[HackMD MCP Server](https://github.com/yuna0x0/hackmd-mcp)** - Interact with HackMD notes and teams, manage note-taking, view reading histories, and collaborate seamlessly with AI assistants through API integrations. - **[CODING DevOps MCP Server](https://github.com/yupengfei1209/coding_devops_mcp_server)** - Manage projects and work items on the CODING platform through a standardized interface, including functionalities to list, search, create, and delete projects and issues. - **[Sourcify Context Server](https://github.com/yura2100/sourcify-context-server)** - Manage text notes with structured URIs and metadata, facilitating the creation and summarization of notes using a TypeScript-based MCP implementation. - **[Memos MCP 服务器](https://github.com/yuzhi-jiang/memos-mcp)** - Connects securely to a Memos instance, enabling interaction through an AI assistant for searching, creating, updating, and managing notes. Supports advanced search capabilities, structured access to notes, and efficient tag management. - **[RT-Prompt](https://github.com/yuyao1999/rt-prompt-mcp)** - Provides specialized prompt engineering suggestions to enhance LLM outputs, focusing on backend and frontend development tasks. Integrates seamlessly with MCP-compatible clients to improve prompt quality and relevance. - **[Code Merge](https://github.com/yy1588133/code-merge-mcp)** - Streamline code analysis and merging processes by extracting, merging, and analyzing code files to enhance development workflows. Supports generating file trees, merging content from multiple files, analyzing code statistics, and implementing intelligent filtering based on .gitignore rules. - **[GDB MCP 服务器](https://github.com/yywz1999/gdb-mcp-server)** - Supports seamless interaction with GDB for efficient AI-assisted debugging, allowing for command execution, breakpoint management, and remote debugging across multiple architectures. - **[Python Interpreter](https://github.com/yzfly/mcp-python-interpreter)** - Seamlessly interact with Python environments to execute code, manage packages, and perform file operations. Includes templates for common tasks to streamline development workflows. - **[Excel MCP Server](https://github.com/yzfly/mcp-excel-server)** - Manage and analyze Excel files, including reading, writing, and visualizing data. Perform statistical analysis and data quality assessments to enhance data manipulation and insights. - **[Sequential Thinking Server](https://github.com/zalab-inc/mcp-sequentialthinking)** - Facilitates dynamic and reflective problem-solving through a structured step-by-step thinking process, enabling users to break down complex problems, revise their thoughts, and branch into alternative reasoning paths. - **[Sequential Thinking Server](https://github.com/zacharyliner1xds/my-sequential-thinking-mcp)** - Facilitates structured sequential thinking by breaking down complex problems into logical steps, validating reasoning chains, and visualizing thinking pathways. Integrates with a Memory Bank for managing and storing reasoning patterns to enhance problem-solving workflows. - **[Sequential Thinking Server](https://github.com/ZannyTornadoCoding/my-sequential-thinking-mcp-server)** - Facilitates structured sequential thinking by breaking down complex problems into logical steps, managing reasoning chains, and visualizing thinking pathways. Integrates with a Memory Bank for storing and retrieving thought processes, while providing tools for reasoning validation and analysis. - **[Transcripter MCP Server](https://github.com/zentala/zntl-mcp-server)** - Provides AI-powered transcription and analysis functionalities via a standardized Model Context Protocol interface, enabling efficient data searching, summarizing, and retrieval. Integrates with the Transcripter project to facilitate interaction with transcription and analysis data. - **[Google Tasks Server](https://github.com/zcaceres/gtasks-mcp)** - This MCP server integrates with Google Tasks for managing tasks, including capabilities to list, read, search, create, update, and delete tasks. - **[Revit Integration](https://github.com/ZedMoster/revit-mcp)** - Automate and interact with Autodesk Revit models, facilitating management of elements, structure creation, and command execution directly through AI assistants. - **[Shortcut MCP Server](https://github.com/zekus/shortcut-mcp)** - Interact with Shortcut to view projects, stories, epics, and objectives, enabling safe workflow management through read-only operations and the creation of new items without altering existing data. - **[Scientific Computing Resource Server](https://github.com/zchaffee1/mcp-server)** - Provides access to scientific computing resources, enabling HDF5 file operations, Slurm job management, and hardware information retrieval. Facilitates data compression and decompression using gzip or zlib. - **[MSBuild Build Automation Server](https://github.com/zenoengine/msbuild-mcp-server)** - Automates the building of MSBuild projects and solutions, providing dynamic detection of MSBuild executables and customizable build configurations. It offers clear error reporting and integrates seamlessly with various MCP clients to enhance build workflows. - **[Zerocracy MCP Server](https://github.com/zerocracy/zerocracy-mcp-server)** - Integrates Zerocracy's product development management advice into AI agents, providing real-time management insights and progress updates. Configurable for use with Claude Desktop to deliver actionable development guidance. - **[AutoCAD Integration Server](https://github.com/zh19980811/Easy-MCP-AutoCad)** - Interact with AutoCAD using natural language to create and modify drawings, manage layers, and generate professional schematics. Integrates with a built-in SQLite database for efficient storage and querying of CAD elements. - **[Personal Assistant Agent](https://github.com/zhangzhongnan928/mcp-pa-ai-agent)** - Manage calendar events, track tasks and to-dos, read and send emails, search the web for information, and control smart home devices. - **[Warpcast Integration Server](https://github.com/zhangzhongnan928/mcp-warpcast-server)** - Interact with your Warpcast account to post, read, search, and manage casts and channels. Engage with trending content and follow or unfollow channels seamlessly. - **[Desktop Commander](https://github.com/zhanyiwp/DesktopCommanderMCP)** - Execute terminal commands and manage processes on a local computer. Features include advanced file editing capabilities and real-time output streaming to enhance development tasks. - **[MySQL MCP Server](https://github.com/zhaoxin34/mcp-server-mysql)** - Access and query MySQL databases to execute read-only SQL queries and inspect database schemas. Facilitate data interactions for LLM applications with secure and optimized access. - **[3D Slicer Integration](https://github.com/zhaoyouj/mcp-slicer)** - Connect and control 3D Slicer through natural language for medical image processing and scene manipulation. Execute Python code directly in the Slicer environment to enhance workflow and automate tasks. - **[OpenIM Server](https://github.com/zhqiang-li/open-im-server)** - Provides real-time messaging capabilities for applications, supporting high performance and scalability. It enables integration with various platforms and offers rich messaging features to enhance user engagement. - **[AI App Lab](https://github.com/zhuyali-yl/ai-app-lab)** - Facilitates the development of AI applications tailored to specific business scenarios, allowing integration of AI models with various tools and data sources. Provides a high-code SDK and prototype application code to support rapid deployment for small and medium enterprises. - **[Playwright Server](https://github.com/ziux/playwright-plus-python-mcp)** - Provides browser automation capabilities for web navigation, interaction, content retrieval, and screenshot capture using Playwright. Includes a note storage system for summarizing notes with customizable detail levels. - **[go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql)** - Zero burden Model Context Protocol (MCP) server designed for CRUD operations on MySQL databases and tables. Supports a read-only mode and the option to check query plans with an `EXPLAIN` statement before execution. - **[Milvus MCP Server](https://github.com/zilliztech/mcp-server-milvus)** - Connects LLM applications to the Milvus vector database, enabling effective search and data management for AI workflows. Provides a standardized protocol for accessing vector data and integrating tools. - **[Laravel Framework](https://github.com/zlt002/two)** - Facilitates the development of web applications using expressive syntax and provides a suite of powerful tools and features to handle common web development tasks efficiently. - **[MCP Installer](https://github.com/ZNCOU/mcp-installer)** - Manage the installation of various MCP servers hosted on npm or PyPi with simple commands. Streamline your development workflow by using a centralized process to install and maintain MCP servers. - **[Docker MCP Server](https://github.com/zskycode/docker-mcp)** - Manage Docker containers and images using standard Docker commands and Docker Compose operations, ensuring compatibility with both new and legacy versions. It provides functions for container lifecycle management, image management, and Docker Compose service operations. - **[OneNote Server](https://github.com/ZubeidHendricks/azure-onenote-mcp-server)** - Manage Microsoft OneNote notebooks, sections, and pages through a standardized interface, enabling operations such as creating, reading, updating, deleting, and searching OneNote content securely through Azure authentication. - **[OneNote Server](https://github.com/ZubeidHendricks/azure-onenote-mcp-server)** - Implement interaction with Microsoft OneNote through standardized MCP methods, enabling management of notebooks and sections. - **[Frontend Review](https://github.com/zueai/frontend-review-mcp)** - Perform visual reviews of UI edit requests by taking screenshots of a page before and after an edit. Facilitate assessments of user interface modifications to ensure quality and design consistency. - **[Unity MCP with Ollama](https://github.com/ZundamonnoVRChatkaisetu/unity-mcp-ollama)** - Facilitates communication between Unity and local Large Language Models through a Python MCP server, enabling automation of workflows and manipulation of assets within the Unity Editor without relying on cloud services. - **[错误监控系统](https://github.com/Zwe1/error-monitor-frontend)** - 构建一个错误监控系统，集中收集、存储和展示 B 端应用的远程错误信息，旨在提升错误处理效率和用户体验。该系统支持前端错误上报和展示处理后的错误信息。 - **[Stook](https://github.com/Zwe1/stook)** - A state management library for React that simplifies state sharing across components using intuitive hooks. It facilitates the development of responsive and interactive UIs with a minimalist design. - **[代码索引器](https://github.com/zxfgds/mcp-code-indexer)** - A smart code search and analysis tool designed to enhance AI language models' capabilities in understanding and managing codebases through semantic code search and contextual processing. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Facilitates secure interaction with MySQL databases through natural language queries, enabling users to list tables, read data, and execute SQL commands efficiently. Enhances AI capabilities with structured database exploration and analysis. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure access to MySQL databases through natural language queries, facilitating data retrieval, table listing, and SQL command execution. Supports structured database exploration and analysis via natural language interfaces. ## Financial Data and Stock Market - **[Tradovate](https://github.com/0xjmp/mcp-tradovate)** - The Tradovate MCP server allows users to automate and manage their trading activities using Tradovate's trading API. It provides access to real-time market data and facilitates the execution of trades, enhancing the overall trading experience. - **[A-Share Market Data Server](https://github.com/24mlight/a-share-mcp-is-just-i-need)** - The A-Share Market Data Server provides up-to-date information about China's A-share stock market, including stock details, historical data, financial reports, and economic indicators, making it easier for users to access and analyze financial data. - **[DART Financial Data Server](https://github.com/2geonhyup/dart-mcp)** - The DART Financial Data Server provides users with easy access to corporate financial information and disclosures from Korean companies, enabling detailed analysis and visualization of financial metrics using the DART API. - **[그저디버깅용](https://github.com/2geonhyup/dart-mcp-test)** - This server provides an easy way to analyze and visualize financial data of publicly listed companies using the DART API. It enables users to perform detailed financial analyses, compare companies, and assess financial risks with real-time data. - **[Etherscan Tools](https://github.com/5ajaki/mcp-etherscan-server)** - The Etherscan Tools MCP server allows users to easily access and interact with Ethereum blockchain data. It provides functionalities like checking wallet balances, viewing transaction histories, tracking token transfers, and more. - **[Safe MCP Server](https://github.com/5ajaki/safe-mcp-server)** - The Safe MCP Server allows users to interact with Safe smart contract wallets, enabling them to query transaction histories, access multisig details, and decode transaction data easily through an integration with the Safe API. - **[Solana Trading Server](https://github.com/8bitsats/solana-MCP-tradingserver)** - The Solana Trading Server allows users to trade Solana tokens easily by creating wallets, checking balances, and executing token swaps. It offers real-time transaction tracking and customizable options for better trading management. - **[Web3 Research](https://github.com/aaronjmars/web3-research-mcp)** - Conduct comprehensive research on cryptocurrency tokens by aggregating data from multiple trusted sources. Manage and store research content, track progress through research stages, and generate detailed reports. - **[Bitcoin MCP Server](https://github.com/AbdelStark/bitcoin-mcp)** - Enable AI models to retrieve and interact with Bitcoin data, transaction management, and Lightning Network functionalities. - **[Lightning Network MCP Server](https://github.com/AbdelStark/lightning-mcp)** - Enables interaction with the Lightning Network for processing invoice payments. Provides a compliant API for AI model integration with Lightning Network functionalities. - **[BICScan](https://github.com/ahnlabio/bicscan-mcp)** - Provides risk scores and detailed asset information for blockchain addresses and decentralized applications using real-time scanning. Integrates with applications via a robust API for assessing potential risks and holdings securely. - **[Weather and Finance Data Server](https://github.com/akramsheriff5/MCP-Server)** - Provides real-time weather alerts and detailed forecasts for US states, along with capabilities for support ticket creation. Offers intraday stock market data, technical analysis, and trade recommendations through integrated APIs. - **[Yahoo Finance Integration](https://github.com/Alex2Yang97/yahoo-finance-mcp)** - Provides access to real-time financial data and analytics from Yahoo Finance, including detailed information on stocks, historical prices, financial statements, options data, and market news. - **[Tradovate Tools](https://github.com/alexanimal/tradovate-mcp-server)** - Connect with the Tradovate API to manage trading operations, including access to contracts, positions, market data, and executing trades directly on the platform. - **[MantraChain MCP Server](https://github.com/allthatjazzleo/mantrachain-mcp)** - Interact with the MantraChain blockchain to send tokens, delegate to validators, and query account balances using a standardized protocol. Perform blockchain operations effortlessly using both stdio and HTTP+SSE modes. - **[Coinmarket Server](https://github.com/anjor/coinmarket-mcp-server)** - Access Coinmarket API endpoints for retrieving currency listings and token quotes. It supports gathering the latest market data for various cryptocurrencies. - **[Zerodha Integration](https://github.com/aptro/zerodha-mcp)** - Interact with your Zerodha trading account through voice commands and automated processes, managing stocks, mutual funds, and trading orders seamlessly. - **[Tavily Search](https://github.com/arben-adm/tavily-mcp-search)** - Provides multi-topic search capabilities across various domains such as business, news, finance, and politics using the Tavily API. - **[PayPal MCP Server](https://github.com/arbuthnot-eth/PayPal-MCP-defunct)** - Integrate with PayPal's APIs for payment processing, invoicing, and subscription management. Handle secure authentication, input validation, and user information management through a standardized interface. - **[MetaTrader Trading Server](https://github.com/ariadng/metatrader-mcp-server)** - Facilitates algorithmic trading on the MetaTrader 5 platform by integrating AI language models through a Python-based infrastructure. Supports multiple LLM interfaces to streamline trading automation and execution of trades. - **[MetaTrader Trading Server](https://github.com/ariadng/metatrader-mcp-server)** - Enables AI language models to execute trades on the MetaTrader 5 platform and facilitates algorithmic trading through integration with AI agents. Provides secure and efficient trade execution capabilities using the Model Context Protocol. - **[Armor Crypto](https://github.com/armorwallet/armor-crypto-mcp)** - Integrate AI agents with blockchain capabilities for wallet management, trading, and crypto strategies. Supports swaps, event-based trades, and provides tools for seamless interaction across multiple cryptocurrency ecosystems. - **[Stripe Server](https://github.com/atharvagupta2003/mcp-stripe)** - Integrates with Stripe to handle payments, customer management, and refunds through a structured API. Provides audit logging for all financial transactions to ensure traceability and security. - **[Cost Analysis Server](https://github.com/awslabs/mcp)** - Analyze and visualize AWS service costs with detailed breakdowns by service, region, and tier. Query cost data using natural language for instant insights and get optimization recommendations based on infrastructure as code projects like CDK and Terraform. - **[Flutterwave Integration Server](https://github.com/bajoski34/mcp-flutterwave)** - Interact with Flutterwave for transaction management, enabling confirmation of transactions, automatic retries for failed ones, and retrieval of transaction history. Integrates an AI chatbot for customer support regarding transaction inquiries and generates payment links. - **[SET-MCP](https://github.com/batprem/set-mcp)** - Retrieve comprehensive financial statements for companies listed on the Securities Exchange of Thailand, including income statements, balance sheets, and cash flow statements, with capabilities for historical data retrieval and customizable date ranges. - **[Base MCP Server](https://github.com/base/base-mcp)** - Enables interaction with the Base blockchain and Coinbase API for AI applications. Supports wallet management, fund transfers, smart contract deployments, and onchain lending functionality. - **[PolyMarket Predictions](https://github.com/berlinbra/polymarket-mcp)** - Fetches prediction market data from PolyMarket, providing access to current prices, probabilities, and detailed market information along with historical data. - **[Alpha Vantage MCP Server](https://github.com/berlinbra/alpha-vantage-mcp)** - Provides real-time access to financial market data through the Alpha Vantage API, allowing users to retrieve stock quotes, company information, and cryptocurrency exchange rates. - **[CoinGecko API Server](https://github.com/BlindVibeDev/CoinGeckoMCP)** - Access real-time cryptocurrency market data, handle complexities like rate limits and error management, and provide up-to-date financial insights for AI systems and applications. - **[Gotas Commerce Payment Integration](https://github.com/caiovicentino/mcpGOTAS)** - Facilitate the generation and verification of USDT cryptocurrency payments through the Gotas Commerce API. Provide tools for creating payment links, checking transaction statuses, and accessing detailed payment information with minimal technical requirements. - **[Solana MCP Server](https://github.com/caiovicentino/Solana-MCP)** - Facilitates interaction with the Solana blockchain for AI agents, enabling execution of DeFi operations such as querying balances, transferring tokens, and performing token swaps. Provides real-time price data for enhanced decision-making in decentralized finance. - **[Alphavantage MCP Server](https://github.com/calvernaz/alphavantage)** - Access real-time and historical stock market data through the Alphavantage API, facilitating integration of stock market insights into various applications. - **[Finnhub](https://github.com/catherinedparnell/mcp-finnhub)** - Interface with the Finnhub financial API to access market news, stock data, and financial trends. Retrieve information on market news, stock quotes, basic financials, and recommendation trends for various stocks. - **[Alpaca Market Data Server](https://github.com/cesarvarela/alpaca-mcp)** - Provides access to real-time and historical market data along with broker APIs, enabling applications to integrate financial data and trading functionalities from Alpaca. It facilitates the retrieval of asset information, stock bars, market days, and news through standardized MCP tool calls. - **[Chakra MCP Server](https://github.com/Chakra-Network/mcp-server)** - Interact with databases using natural language queries, enabling the creation, updating, and deletion of tables. Manage real-time data insights through subscribed data shares. - **[Search Stock News](https://github.com/Cognitive-Stack/search-stock-news-mcp)** - Search real-time stock news with customizable queries and domain-specific filters using the Tavily API. Provides type-safe, configurable search operations for AI workflows. - **[Volume Wall Detector](https://github.com/Cognitive-Stack/volume-wall-detector-mcp)** - Provides real-time stock trading volume analysis, detects significant price levels, tracks trading imbalances, and analyzes after-hours trading. Utilizes MongoDB for secure data persistence and efficient access. - **[DexPaprika](https://github.com/coinpaprika/dexpaprika-mcp)** - Access real-time decentralized exchange data, including token, liquidity pool, and market information, without requiring API keys. Designed for AI assistants to facilitate cryptocurrency data analysis across multiple blockchains. - **[CoinStats Cryptocurrency Data Server](https://github.com/CoinStatsHQ/coinstats-mcp)** - Provides real-time cryptocurrency market data, enables portfolio tracking, and offers news access through the CoinStats API. Simplifies crypto data retrieval and integration into applications or agents. - **[Controtto](https://github.com/contre95/controtto)** - Tracks financial transactions and calculates average buy prices, current asset values, and profit & loss. It supports importing and exporting transaction history for efficient management. - **[CoinGecko Server](https://github.com/crazyrabbitLTC/mcp-coingecko-server)** - Access cryptocurrency data including current prices, historical data, and market capitalization through the CoinGecko Pro API. Features include paginated cryptocurrency listings, historical candlestick data, and a local coin cache with refresh capabilities. - **[Morpho API Server](https://github.com/crazyrabbitLTC/mcp-morpho-server)** - Query Morpho's GraphQL API to access market data, vaults, and positions. Supports historical data, pagination, ordering, filtering, and validation. - **[Dappier MCP Server](https://github.com/DappierAI/dappier-mcp)** - Provides real-time web search capabilities and access to premium data sources, including news, financial markets, sports, entertainment, and weather information. Facilitates the development of AI agents leveraging diverse data models. - **[Jupiter Swap API Server](https://github.com/dcSpark/mcp-server-jupiter)** - Connects to the Jupiter swap API on the Solana blockchain to perform token swaps. Facilitates operations including retrieving quotes, building swap transactions, and sending swap transactions. - **[XTQuantAI](https://github.com/dfkai/xtquantai)** - Integrates with the XTQuant quantitative trading platform to provide access to trading data and functionalities, enabling advanced data querying, market data retrieval, and visualization. It supports various operations related to stock details and historical market data, enhancing trading strategy development with AI assistance. - **[Bybit Server](https://github.com/dlwjdtn535/mcp-bybit-server)** - Interact with the Bybit API to fetch market data, manage account information, and execute or cancel trades. Offers a streamlined interface for automating trading strategies using MCP tools. - **[Demo Server](https://github.com/dlwjdtn535/mcp-bybit-server)** - Provides an interface for interacting with the Bybit API, facilitating market data retrieval, account management, and order placement/cancellation through MCP tools. - **[CCXT MCP Server](https://github.com/doggybee/mcp-server-ccxt)** - Integrates with over 20 cryptocurrency exchanges to facilitate data retrieval and trading functionalities. Supports various market types including spot, futures, and swaps, with customization options for proxy configurations. - **[Coin MCP Server](https://github.com/donkeylichao/coin-mcp-server)** - Integrates with the Model Context Protocol for dynamic interaction with external data and tools. Facilitates seamless communication between LLM clients and various resources, actions, and prompts. - **[KOSPI/KOSDAQ Stock Data Server](https://github.com/dragon1086/kospi-kosdaq-stock-server)** - Provides real-time KOSPI and KOSDAQ stock data including ticker symbol lookups, OHLCV data retrieval, market capitalization information, and fundamental data metrics. - **[Mercury MCP](https://github.com/dragonkhoi/mercury-mcp)** - Interface with Mercury banking data to access financial information and perform various banking operations through compatible MCP clients. - **[Dune Analytics Data Server](https://github.com/ekailabs/dune-mcp-server)** - Provides real-time access to DEX metrics, EigenLayer statistics, and token balances on Solana through structured JSON tools. Enables seamless querying of blockchain analytics data to support informed decision-making and insights. - **[TradingView Chart Image Scraper](https://github.com/ertugrul59/tradingview-chart-mcp)** - Fetch TradingView chart images based on specified ticker symbols and intervals, providing direct chart image URLs for financial instruments to be used in applications or workflows. - **[OKX Server](https://github.com/esshka/okx-mcp)** - Fetch real-time cryptocurrency price data and historical candlestick information from the OKX exchange, providing access to market insights and trading data. - **[tasty-agent: A TastyTrade MCP Server](https://github.com/ferdousbhai/tasty-agent)** - Interacts with TastyTrade brokerage accounts to monitor portfolios, analyze positions, and execute trades through the TastyTrade platform. - **[Fewsats Server](https://github.com/Fewsats/fewsats-mcp)** - Integrates with Fewsats to enable secure transactions for AI agents, allowing retrieval of wallet balances, available payment methods, and management of purchase transactions. - **[investor-agent: A Financial Analysis MCP Server](https://github.com/ferdousbhai/investor-agent)** - Provides comprehensive financial insights and analysis by leveraging real-time market data, including detailed ticker reports, options data, historical price trends, financial statements, and institutional ownership information. - **[Financial Datasets MCP Server](https://github.com/financial-datasets/mcp-server)** - Access stock market data including income statements, balance sheets, cash flow statements, stock prices, and market news through the MCP interface for financial analysis. - **[FindingAlpha AI Server](https://github.com/finding-alpha/findingalpha-ai-mcp)** - Provides tools for fundamental analysis and processing of publicly traded stocks, enabling users to access stock data and analytics for investment research and decision-making. - **[VeighNa](https://github.com/fizzX1/vnpy)** - A quantitative trading system framework that facilitates the integration of various trading interfaces and strategies for enhanced trading functionality. This platform supports multiple financial operations, catering to users within financial institutions and related sectors. - **[LnExchange Node Service](https://github.com/free-free-6/lnexchange-mcp-node-service)** - Node.js service for interacting with the LnExchange API, providing capabilities for spot trading with minimal setup and management. - **[Futuur API Integration](https://github.com/futuur/Futuur-MCP)** - Integrates real-time market data and manages user profiles while facilitating betting operations and market tools through a TypeScript-based server implementing the Model Context Protocol (MCP). Provides a robust interface for handling market data, categories, and user information. - **[CoinGecko API Server](https://github.com/GaplyDev01/coingecko-mcp-server)** - Provides an interface to access cryptocurrency data from CoinGecko, supporting both free and Pro APIs with automatic fallback capabilities. Enables seamless data retrieval for applications requiring up-to-date cryptocurrency information. - **[NWC Lightning Wallet Connector](https://github.com/getAlby/nwc-mcp-server)** - Connects a bitcoin lightning wallet using Nostr Wallet Connect for secure transactions and interaction with a large language model. Facilitates wallet operations seamlessly through a standardized protocol. - **[Stock Analysis Server](https://github.com/giptilabs/mcp-stock-analysis)** - Retrieve real-time and historical stock data for Indian markets using the Yahoo Finance API. Gain access to current stock quotes and detailed historical data to enhance local LLM capabilities with financial insights. - **[Tinyman MCP Server](https://github.com/GoPlausible/tinyman-mcp)** - Provide tools for seamless interaction with the Tinyman AMM protocol on the Algorand blockchain, facilitating pool management, asset swaps, and liquidity operations. Enhance decentralized trading workflows with advanced analytics and asset management capabilities. - **[Algorand MCP Server](https://github.com/GoPlausible/algorand-mcp)** - Interact with the Algorand blockchain, manage accounts, create assets, and execute transactions. Access both real-time and historical blockchain data to enhance applications. - **[Chronos](https://github.com/grandmastr/chronos-mcp)** - Connect to the Stellar blockchain for wallet interactions, enabling the management of Stellar assets, balance queries, and fund transfers through an AI interface. - **[Tool Builder](https://github.com/hanweg/mcp-tool-builder)** - Create and manage new tools dynamically using natural language descriptions, with the ability to save tool definitions and Python scriptlets. Supports tool creation that requires a client restart for use. - **[Hedera MCP Server](https://github.com/hedera-dev/hts-mcp-server)** - Interact with the Hedera network by creating wallets, checking account balances, building transactions, and sending signed transactions. - **[Hedera Network Interaction Server](https://github.com/hedera-dev/hts-mcp-server)** - Facilitates interaction with the Hedera network by managing wallet creation, balance checking, transaction building, and submission of signed transactions while centralizing transaction lifecycle management. - **[Hedera Testnet Mirror Node Server](https://github.com/hedera-dev/hts-mcp-server)** - Interface with the Hedera Testnet Mirror Node API to create wallets, check account balances, build transactions, and send signed transactions. The server is designed for interaction with the Hedera network while ensuring robust input validation. - **[CoinMarketCap Universal Server](https://github.com/heyzgj/mcp-feargreedindex)** - Provides access to a range of cryptocurrency data from CoinMarketCap, including listings, quotes, and market pairs. Supports smart caching and type-safe querying to enhance performance and usability. - **[Crypto Trading Bot](https://github.com/Hwani-Net/crypto-trading-bot)** - Automates cryptocurrency trading by connecting to Bybit and Binance APIs, leveraging AI for decision making and multi-symbol volume analysis. Implements technical analysis, risk management, and automatic execution of stop-loss and take-profit orders. - **[Yahoo Finance Server](https://github.com/hwangwoohyun-nav/yahoo-finance-mcp)** - Provides financial data from Yahoo Finance including stock prices, company information, financial statements, options data, and market news for investment analysis and market research. - **[Hummingbot](https://github.com/iamacnhero/hummingbot)** - Automates trading strategies across various cryptocurrency exchanges using an open-source framework. Supports both centralized and decentralized trading environments with customizable bots. - **[Metal Price Server](https://github.com/isdaniel/mcp-metal-price)** - Provides access to current and historical prices of precious metals including gold, silver, platinum, and palladium in multiple currencies. Supports querying prices by metal symbol and date for accurate market data integration into applications. - **[Financial Reports MCP Server](https://github.com/itisaevalex/financial-reports-mcp-server)** - Access comprehensive company financial data, filings, and industry classifications. Retrieve detailed financial reports and company profiles to support financial analysis and decision-making. - **[FRED API Integration](https://github.com/Jaldekoa/mcp-fredapi)** - Access economic data from the Federal Reserve Bank of St. Louis to retrieve and analyze economic time series data in applications. Provides real-time economic insights to support data-driven decision-making. - **[Daraja MCP](https://github.com/jameskanyiri/DarajaMCP)** - Integrate with Safaricom's Daraja API to enable financial transactions with M-Pesa services, including payments, transaction queries, and document processing. Suitable for development and testing environments, focusing on learning and experimentation. - **[Dexscreener MCP server](https://github.com/janswist/mcp-dexscreener)** - Basic MCP server for accessing data and functionalities provided by the Dexscreener API, allowing connections to various decentralized finance (DeFi) resources and tools. - **[CCXT Cryptocurrency Exchange Server](https://github.com/jcwleo/ccxt-mcp-server)** - Enable interaction with cryptocurrency exchanges through a standardized asynchronous interface for fetching balances, market data, and managing orders. Supports both public market data and private account actions with API authentication. - **[Weather & Stock Data Server](https://github.com/Jeetinida/stocknews-mcp)** - Provides real-time stock prices, historical stock data, stock-related news, and weather alerts and forecasts using various APIs to deliver timely financial and weather information. - **[Schwab Model Context Protocol Server](https://github.com/jkoelker/schwab-mcp)** - Expose Schwab API functionality through a standardized protocol to retrieve account information, stock quotes, transaction history, and market data. Designed for seamless integration with Large Language Models to enhance financial applications. - **[St MCP](https://github.com/JN-P-U/st_mcp)** - Integrates applications with real-world data for stock analysis, providing technical analysis, financial metrics, and AI-based comprehensive insights. Offers visualization of analysis results through charts. - **[Xero MCP Server](https://github.com/john-zhang-dev/xero-mcp)** - Connect to Xero Accounting Software to manage financial data and perform accounting operations. Facilitate interactions between AI models and Xero accounts for seamless data retrieval and manipulation. - **[Buzz Traders](https://github.com/jsbintu/buzztraders)** - Engage in trading by accessing real-time insights and analytics. Utilize tools for optimizing trading strategies and making informed decisions based on market data. - **[Juhe Exchange Rates](https://github.com/juhemcp/jexchange-mcp-server)** - Provides real-time global currency exchange rate information by querying exchange rates between various currencies using their three-letter codes. - **[Pump.fun Data Fetch Tool](https://github.com/jun85664396/pump-fun-data-mcp)** - Retrieve and manage data for Pump.fun coins, including fetching featured coins, sorting and ordering lists of coins, and obtaining detailed information about specific coins. - **[Nano Currency Server](https://github.com/kilkelly/nano-currency-mcp-server)** - Enables seamless transactions of Nano currency by allowing AI agents to send funds and retrieve account and block information through the Nano node RPC. Facilitates fast and feeless operations for managing digital currency efficiently. - **[Kimchi Crypto](https://github.com/kimchicrypto/kimchicrypto)** - A toolset for exploring cryptocurrency and finance that facilitates collaboration on projects integrating programming and blockchain technology. It aims to enhance understanding and skills in the crypto space. - **[Crypto Price Query Server](https://github.com/kiss-kedaya/crypto_mcp)** - Fetch cryptocurrency prices, market trends, and detailed information with access to real-time data and K-line charts for informed trading decisions. - **[YNAB Integration Server](https://github.com/klauern/mcp-ynab)** - Access YNAB functionality through a standardized protocol to manage budgets by creating transactions and viewing account balances. - **[ChainGPT MCP](https://github.com/kohasummons/chaingpt-mcp)** - Provides access to real-time cryptocurrency news, prices, market trends, and market insights through integration with ChainGPT capabilities. - **[Paystack](https://github.com/kohasummons/paystack-mcp)** - Interact with Paystack services to create and manage products, handle customer management, process transactions, manage authorizations, access bank information, and export transaction data. - **[Crypto Liquidations](https://github.com/kukapay/crypto-liquidations-mcp)** - Streams real-time cryptocurrency liquidation events from Binance, providing access to up-to-date liquidation data for market analysis. Maintains an in-memory list of the most recent liquidation events for instant access and response to market changes. - **[Crypto Fear & Greed Index](https://github.com/kukapay/crypto-feargreed-mcp)** - Provides access to real-time and historical Crypto Fear & Greed Index data for market sentiment analysis and trend evaluation. Users can retrieve the latest index values and analyze historical trends over specified periods. - **[Crypto Portfolio](https://github.com/kukapay/crypto-portfolio-mcp)** - Track and manage cryptocurrency portfolios with real-time price updates, generate visual charts of portfolio value, and perform analysis on diversification and risk strategies. - **[Freqtrade-MCP](https://github.com/kukapay/freqtrade-mcp)** - Integrate AI agents with cryptocurrency trading operations through the Freqtrade bot's REST API. Automate trading tasks and access real-time market data seamlessly. - **[PancakeSwap PoolSpy](https://github.com/kukapay/pancakeswap-poolspy-mcp)** - Track newly created liquidity pools on PancakeSwap in real-time, fetching detailed metrics and enabling customizable queries for DeFi analysis and trading strategies. - **[Jupiter MCP Server](https://github.com/kukapay/jupiter-mcp)** - Execute token swaps on the Solana blockchain using Jupiter's Ultra API for optimal pricing and transaction management. Manage slippage and transaction landing for seamless trading experiences. - **[Crypto Sentiment Analysis Server](https://github.com/kukapay/crypto-sentiment-mcp)** - Provides cryptocurrency sentiment analysis by aggregating social media and news data to assess market mood and detect trends. It offers insights into sentiment balance, social media mentions, and trending discussions surrounding various cryptocurrencies. - **[Rug Check](https://github.com/kukapay/rug-check-mcp)** - Analyzes Solana meme tokens to identify potential risks and avoid rug pulls by providing detailed risk assessments and structured outputs based on token data. Retrieves information such as name, symbol, market cap, price, supply, and audit status from the Solsniffer API. - **[Uniswap PoolSpy](https://github.com/kukapay/uniswap-poolspy-mcp)** - Tracks newly created liquidity pools on Uniswap across nine blockchain networks in real-time, providing data for DeFi analysis and trading decisions. Enables querying and sorting of pools by various metrics such as timestamp, transaction count, volume, or TVL. - **[Whale Tracker](https://github.com/kukapay/whale-tracker-mcp)** - Track and analyze large cryptocurrency transactions in real-time using the Whale Alert API. Monitor whale activity within AI workflows and gain insights into recent transactions and detailed information effortlessly. - **[Crypto Pegmon](https://github.com/kukapay/crypto-pegmon-mcp)** - Monitor stablecoin peg integrity across multiple blockchains to detect risks of depegging. Generate detailed stability reports, fetch real-time prices, and analyze historical data for various USD-pegged stablecoins. - **[Uniswap Trader](https://github.com/kukapay/uniswap-trader-mcp)** - Automate token swaps on the Uniswap DEX across multiple blockchains, providing real-time price quotes and executing trades with configurable parameters. Generate trading suggestions based on liquidity and fees while supporting various blockchain networks. - **[PumpSwap Token Trading Server](https://github.com/kukapay/pumpswap-mcp)** - Enable real-time token swaps and automated on-chain trading on the Solana blockchain using PumpSwap. Manage transactions securely with customizable parameters and query detailed pool data. - **[Crypto Projects](https://github.com/kukapay/crypto-projects-mcp)** - Provides comprehensive and structured cryptocurrency project data from Mobula.io, including market data, tokenomics, investors, exchanges, and release schedules in Markdown format. - **[Token Revoke](https://github.com/kukapay/token-revoke-mcp)** - Check and revoke ERC-20 token allowances, manage token approvals across multiple chains, and monitor token permissions for enhanced wallet security. - **[Vault Java MCP Server](https://github.com/kumartheashwani/paypal-java-mcp-server)** - Enhance PayPal transactions with tools for analyzing authorization rates and performing basic math calculations through a RESTful API. Provides JSON-RPC over HTTP and stdio interfaces for integration. - **[Token Minter](https://github.com/kukapay/token-minter-mcp)** - Mint ERC-20 tokens across 21 blockchains, manage transactions, and check token balances through an interactive interface. Provide functionalities to deploy tokens, query metadata, and retrieve transaction details. - **[Binance Trading Server](https://github.com/kydlikebtc/mcp-server-bn)** - Integrates with Binance's trading operations, facilitating spot and futures trading features such as executing and managing orders, monitoring account balances, and tracking positions and funding rates. - **[Lighthouse](https://github.com/l3wi/mcp-lighthouse)** - Interact with cryptocurrency portfolio data to query performance, assess asset distribution, and retrieve transaction history using natural language commands. - **[Alpaca Trading MCP Server](https://github.com/laukikk/alpaca-mcp)** - Interface with the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. - **[CCXT MCP Server](https://github.com/lazy-dinosaur/ccxt-mcp)** - Interact with cryptocurrency exchange APIs to execute trades, retrieve market data, and analyze trading performance using AI models. - **[Lunchmoney MCP Server](https://github.com/leafeye/lunchmoney-mcp-server)** - Interact with Lunchmoney financial data to view recent transactions, analyze spending in specific categories, and get detailed budget information through AI assistants. - **[Yahoo Finance Server](https://github.com/lekt9/yahoo-finance-mcp)** - Retrieve comprehensive financial data including historical prices, company information, financial statements, options data, and the latest market news from Yahoo Finance. - **[Financial Datasets SDK](https://github.com/leomercier/financialdatasets-sdk)** - Provides access to financial data including company financial statements and market insights, facilitating enhanced analysis and decision-making through integration with LLMs. Features built-in error handling and comprehensive API access for financial data retrieval. - **[Yahoo Finance Data and Visualization Server](https://github.com/leoncuhk/mcp-yahoo-finance)** - Provides real-time and historical financial data along with advanced visual analytics for stocks and portfolios, enabling the generation of market sentiment dashboards and technical analysis charts. - **[AlphaVantage MCP Server](https://github.com/lifejwang11/alphavantage-mcp)** - Integrate real-time and historical financial market data, including stock, forex, and cryptocurrency information, through a standardized MCP service. Access technical and fundamental indicators seamlessly for application development. - **[Cryptocurrency Data](https://github.com/longmans/coin_api_mcp)** - Access CoinMarketCap's cryptocurrency data including listings, quotes, and detailed coin information. Retrieve a paginated list of active cryptocurrencies along with their latest market data. - **[LongPort MCP](https://github.com/longportapp/openapi)** - Access real-time stock market data, manage trading orders, and retrieve quotes through a streamlined interface. Monitor portfolio assets and positions while leveraging AI for trading insights and analysis. - **[Free USDC Transfer](https://github.com/magnetai/mcp-free-usdc-transfer)** - Facilitates fee-free transfers of USDC on the Base chain, utilizing a secure Coinbase MPC wallet. Supports automatic resolution of ENS and BaseName domains for seamless transactions. - **[Bitpanda API Integration Server](https://github.com/matteoantoci/mcp-bitpanda)** - Programmatic access to Bitpanda features including trades, wallets, and transactions through a standardized protocol. Retrieve detailed asset information, OHLC data, and manage account data efficiently. - **[YNAB Budget Management Server](https://github.com/mattweg/ynab-mcp)** - Facilitates interaction with YNAB accounts for budget management, transaction tracking, and financial insights using natural language queries. Secure OAuth access is implemented for user authentication and data protection. - **[Yahoo Finance Data Server](https://github.com/maxscheijen/mcp-yahoo-finance)** - Provides access to real-time and historical financial data from Yahoo Finance, including stock prices and company information, to support finance-related queries within applications. - **[Yahoo Finance Data Server](https://github.com/maxscheijen/mcp-yahoo-finance)** - Provide real-time and historical financial data from Yahoo Finance, enabling access to stock prices, company information, and comparative financial queries. Supports interaction with financial markets data through standardized tools. - **[Stock Market Server](https://github.com/MCP-100/stock-market-server)** - Access real-time stock market data and financial information using the Alpha Vantage API. Generate market reports, financial statements, and retrieve ticker prices seamlessly. - **[YNAB Server](https://github.com/Meh-S-Eze/ynab-mcp-client2)** - Seamlessly access YNAB functionality to manage budgets by viewing account balances, creating transactions, and retrieving financial data through a standardized interface. - **[Hyperliquid MCP Server](https://github.com/mektigboy/server-hyperliquid)** - Retrieve real-time and historical trading data for tokens on Hyperliquid, including mid prices, candlestick data, and order book information. Integrate and enhance trading strategies using data sourced from the Hyperliquid SDK. - **[Alpaca MCP Server](https://github.com/miguelyad26/alpaca-mcp-server)** - Interact with the Alpaca trading API using natural language for managing stock trading, including checking positions, fetching market data, and executing orders. This server provides real-time insights and facilitates account management. - **[Binance Bitcoin Price Tool](https://github.com/MilesCool/binance-mcp)** - Provides real-time and historical Bitcoin market data from Binance, enabling access to ticker data, order book prices, recent trades, and price history through a standardized interface. Streams short-duration real-time Bitcoin price updates for market insights. - **[Ledger CLI MCP Server](https://github.com/minhyeoky/mcp-server-ledger)** - Interact with financial data from Ledger CLI to query and analyze accounting information through a standardized interface for AI assistants. Simplifies tasks like financial reporting and budget analysis using Ledger CLI commands. - **[Alpha Vantage Financial Data Server](https://github.com/MissionSquad/mcp-avantage)** - Access comprehensive financial data from Alpha Vantage, including stocks, forex, crypto, commodities, and economic indicators. Manage multiple user API keys and utilize various API functionalities for real-time and historical financial insights. - **[Asset Price MCP](https://github.com/mk965/asset-price-mcp)** - Retrieve and display real-time asset price information for various assets, including precious metals and cryptocurrencies. Simplifies data retrieval for large language models by providing a dedicated service for accessing current prices. - **[Lithic MCP Server](https://github.com/mohit-novo/mcp-lithic)** - Access Lithic banking and card services in a type-safe manner through a TypeScript implementation that supports Docker deployment. The server provides read-only access to all Lithic API endpoints with improved error handling and validation. - **[Israeli Bank Management](https://github.com/mottibec/israeli-bank-mcp)** - Manage Israeli bank accounts and transactions by fetching data securely from major banks and credit card companies, supporting two-factor authentication and flexible date ranges. - **[Ledger Service](https://github.com/mprokopov/ledger-mcp-server)** - Manage ledger files by accessing account balances, transaction histories, and account listings. Facilitate financial tracking and reporting through efficient ledger management tools. - **[Africa's Talking Airtime Server](https://github.com/nasoma/africastalking-airtime-mcp)** - Manage airtime transactions by sending airtime, checking account balances, and retrieving transaction history with the Africa's Talking API. Store and summarize airtime top-ups securely using SQLite, supporting automatic phone number formatting and integration with AI tools across African countries. - **[Cryptocurrency Market Data Server](https://github.com/Nayshins/mcp-server-ccxt)** - Provides real-time and historical cryptocurrency market data by integrating with major exchanges, facilitating price tracking and trend analysis. - **[Status Invest Stock Market Data Server](https://github.com/newerton/mcp-status-invest)** - Provides real-time access to stock market data through the Status Invest API, enabling the retrieval of stock prices, indicators, and payment dates. - **[Invoice Processing Server](https://github.com/nfshanq/mcp-invoice)** - Advanced OCR capabilities for invoice and receipt management, enabling data extraction from various formats and document merging for efficient handling. - **[Yahoo Finance MCP Server](https://github.com/narumiruna/yfinance-mcp)** - Fetches stock data, news articles, and financial information for various stock symbols using Yahoo Finance and the yfinance library. - **[NFTGo API Server](https://github.com/NFTGo/mcp-nftgo-api)** - Access comprehensive data and analytics for NFTs through the NFTGo API, providing detailed collection and asset information, market trends, and wallet holdings for Ethereum-based NFTs. Supports advanced search, filtering, and webhook notifications for real-time insights in the NFT ecosystem. - **[LunarCrush API Server](https://github.com/nic0xflamel/lunarcrush-mcp)** - Facilitates interaction with the LunarCrush Enterprise API through a standardized Model Context Protocol, enabling access to real-time crypto and social sentiment data. Dynamically generates API methods based on an OpenAPI specification and supports API Key authentication. - **[DefiLlama API Server](https://github.com/nic0xflamel/defillama-mcp)** - Proxy requests through a Model Context Protocol server to interact with the DefiLlama API, providing real-time data on decentralized finance (DeFi) through dynamically generated tools based on the DefiLlama OpenAPI specification. - **[CoinGecko API Server](https://github.com/nic0xflamel/coingecko-mcp-server)** - Proxy the public CoinGecko API to retrieve real-time cryptocurrency data and enable dynamic interactions with its extensive API methods. Integrate seamlessly with AI environments for enhanced data retrieval capabilities. - **[QMT-MCP-Server](https://github.com/nnquant/qmt-mcp-server)** - Connect to the QMT trading system for stock trading capabilities, including account asset inquiries, position information retrieval, order placement, and order cancellation. - **[Norman Finance MCP Server](https://github.com/norman-finance/norman-mcp-server)** - Enables interaction with the Norman Finance API for managing accounting, invoicing, and tax filing services tailored for entrepreneurs in Germany. Provides access to various financial functionalities in a streamlined manner within LLM environments. - **[YNAB Budget Management Server](https://github.com/ntdef/ynab-mcp)** - Interact with YNAB budgeting data through a standardized protocol, enabling retrieval and management of budgets, accounts, categories, and transactions. Automate updates for budgeted amounts and streamline financial workflows. - **[Ntropy MCP Server](https://github.com/ntropy-network/ntropy-mcp)** - Enrich banking data using the Ntropy API by interacting with various API endpoints to manage account holders and validate connections. Facilitate API key management and updates for secure access. - **[Octagon MCP Server](https://github.com/OctagonAI/octagon-mcp-server)** - Facilitates in-depth investment research by integrating with the Octagon Market Intelligence API, enabling detailed analysis of SEC filings, earnings calls, financial metrics, and real-time stock market data. - **[OpenBudget Data Server](https://github.com/OpenBudget/budgetkey-mcp)** - Provides access to Israel's governmental budget data through a standardized MCP interface, enabling real-time querying, searching, and analysis of budget, contracts, and support payment datasets. - **[DexScreener API Access](https://github.com/openSVM/dexscreener-mcp-server)** - Access real-time DEX pair data, token information, and market statistics across multiple blockchains with comprehensive error handling and type-safe interfaces. - **[Mifos X - AI](https://github.com/openMF/mcp-mifosx)** - Integrate with the Apache Fineract API to provide access to financial data and operations, enhancing financial applications with AI capabilities. Supports multiple implementations including Python, Java (Quarkus), and Node.js. - **[Finance MCP Server](https://github.com/Otman404/finance-mcp-server)** - Facilitates access to real-time financial data, including current prices and news for stocks and cryptocurrencies. Enables applications to retrieve accurate financial insights based on user-defined tickers and optional time periods. - **[Lightning Network Server](https://github.com/pblittle/lightning-mcp-server)** - Enables natural language queries to interact with Lightning Network node data, returning human-readable summaries alongside structured JSON outputs. Supports querying channel information and is designed to work with various node types like Core Lightning and Eclair. - **[Quandl API for Python](https://github.com/picopoco/Python)** - Access and manipulate financial datasets with ease, retrieving data as Pandas dataframes or numpy arrays for analysis and visualization. Seamlessly upload custom datasets to Quandl using minimal code. - **[OKX Cryptocurrency Price Server](https://github.com/PJ-TST-238819/mcp)** - Provides real-time and historical cryptocurrency price data from the OKX exchange, including candlestick data and latest market prices. Facilitates access to financial data with error handling and rate limiting features. - **[Trade Agent](https://github.com/Trade-Agent/trade-agent-mcp)** - Facilitates natural-language trading interactions with stock and cryptocurrency brokerages, enabling users to execute trades, query portfolio performance, and access market insights through plain-English requests. - **[Amadeus Flight Search Server](https://github.com/privilegemendes/amadeus-mcp-server-standalone)** - Connect to the Amadeus API for comprehensive flight search, booking, and price analysis. Access information on flights, airports, and economical travel dates to enhance travel planning. - **[OpenFEC Server](https://github.com/psalzman/mcp-openfec)** - Access Federal Election Commission campaign finance data through the OpenFEC API, enabling detailed searches for candidates, committees, and financial contributions. - **[Coin MCP Server](https://github.com/pwh-pwh/coin-mcp-server)** - Fetch the latest cryptocurrency prices using Bitget's API. Input a token symbol to receive real-time price data paired with USDT. - **[Binance Market Data Server](https://github.com/qeinfinity/binance-mcp-server)** - Streams real-time market data from Binance for both spot and futures markets, including trades, tickers, and candlestick data via WebSocket. Ensures reliable and type-safe message handling with automatic reconnection features. - **[Jupiter Swap API Server](https://github.com/quanghuynguyen1902/jupiter-mcp-server)** - Integrate with Jupiter's optimized token swap API to facilitate token swap operations on the Solana blockchain. Perform actions such as obtaining quotes, building transactions, and executing swaps, using secure private key integration. - **[Fiscal Data Server](https://github.com/QuantGeekDev/fiscal-data-mcp)** - Fetch and generate treasury data by accessing daily treasury statements and historical financial data. Create formatted reports using the US Treasury's Fiscal Data API with seamless integration. - **[Coincap Crypto Price Server](https://github.com/QuantGeekDev/coincap-mcp)** - Query real-time cryptocurrency information from Coincap's public API, including prices, market caps, and asset listings for a variety of cryptocurrencies. No API keys or registration are required to access the data. - **[Alpha Vantage MCP Server](https://github.com/QuantML-Com/alpha-vantage-mcp)** - Access real-time financial market data, including stock quotes and cryptocurrency exchange rates, through a standardized interface. Retrieve detailed company information such as sector, industry, and market capitalization. - **[Alpha Vantage Stock Server](https://github.com/qubaomingg/stock-analysis-mcp)** - Access real-time and historical stock market data, including intraday and daily stock information. Generate alerts based on price movements to enhance financial analysis. - **[Trading Simulator](https://github.com/recallnet/trading-simulator-mcp)** - Interact with the Trading Simulator API to manage trading operations, check balances, execute trades, and retrieve market data. Provides structured tool calls for account, price, trading, and competition operations. - **[Big Brain Mantle Network Stats Server](https://github.com/recoupable/mcp-vercel)** - Fetch real-time statistics from the top protocols in the Mantle Network to support investment analysis and decision-making. Integrates seamlessly with LLM agents for data retrieval and processing. - **[Bitcoin Price MCP Server](https://github.com/riteshyaaa/MCP-BTC-Watch)** - Fetch real-time Bitcoin price data and market insights, including current price in USD, 24-hour change percentage, and market cap. Automatically fallbacks between CoinMarketCap and CoinGecko APIs for data retrieval. - **[Crypto Price & Market Analysis 123](https://github.com/roman0211/mcp-crypto-price)** - Provides real-time cryptocurrency data and market analysis by accessing current prices, historical trends, and detailed market insights through the CoinCap API. - **[Ashare Stock Market Data Service - A股数据查询](https://github.com/RusianHu/Ashare-mcp)** - Provides real-time and historical A-share stock market data through an efficient API, supporting various time intervals and stock code formats with dual data sources for enhanced reliability. - **[Crypto Trader Tool for Claude Desktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop)** - Provides real-time cryptocurrency market data, including price information, historical data, and trending cryptocurrencies. Facilitates comprehensive market insights and statistics for informed trading strategies. - **[EDUCHAIN Agent Kit](https://github.com/SailFish-Finance/educhain-ai-agent-kit)** - Interact with EDUCHAIN to access token and pool information, perform swaps, and manage wallet operations on SailFish DEX. Provides real-time data for optimizing trading strategies, including historical insights and arbitrage opportunities. - **[YFinance Trader](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop)** - Access real-time stock market data, including stock quotes, company information, and historical data, while offering trading capabilities and analytics for informed trading decisions. - **[Bybit MCP Server](https://github.com/sammcj/bybit-mcp)** - Access real-time cryptocurrency data from Bybit's exchange, including market prices and order book information. The server operates using a read-only API key for secure interactions. - **[Financial Analyzer](https://github.com/santiagoinfantinom/FinanceAnalyst)** - Analyze and generate insights from financial data to support decision-making, enhancing the accuracy and efficiency of financial analysis. Automate the financial analysis process with data-driven recommendations for improved financial strategies. - **[IBKR Server](https://github.com/seriallazer/ibkr-mcp-server)** - Fetch and manage portfolio details by interacting with the Interactive Brokers API to retrieve real-time portfolio information. - **[XTB API Server](https://github.com/sharplygroup/xtb-mcp-server)** - Connect to an XTB trading account to access real-time market data, execute trades, and manage account settings efficiently. Utilize the standardized Model Context Protocol for seamless interaction with trading functionalities. - **[CoinMarketCap MCP](https://github.com/shinzo-labs/coinmarketcap-mcp)** - Provides access to the CoinMarketCap API, enabling retrieval of cryptocurrency market data, exchange information, and various blockchain-related metrics. - **[eToro Portfolio Server](https://github.com/shlomico-tr/etoroPortfolioMCP)** - Provides access to eToro's public API for fetching user portfolios, retrieving instrument details, and performing name autocomplete searches for instruments. Facilitates server-side request handling to bypass CORS restrictions for seamless data integration. - **[Monad Magic Eden NFT Data Server](https://github.com/Sifu213/monad-mcp-magiceden)** - Provides real-time NFT data tools for the Monad testnet, including holder addresses, total NFT values, user collections, and trending collections by sales and volume. Facilitates access to comprehensive NFT insights through a simple interface. - **[Worldpay Payment MCP Server](https://github.com/simonwfarrow/worldpay-mcp)** - Integrate Worldpay payment processing into applications, enabling the generation of customized checkout forms and secure handling of payment data queries. Supports both stdio and SSE transport methods for communication with AI models. - **[Shioaji Trading API Server](https://github.com/Sinotrade/mcp-server-shioaji)** - Access real-time stock prices, historical trading data, and perform stock scanning for the Taiwanese financial market through the Shioaji trading API. - **[Up Bank API Access Server](https://github.com/sirmews/mcp-upbank)** - Access Up Bank account data to retrieve transaction lists, analyze spending habits, and integrate financial data into applications securely and in a read-only manner. Provides real-time financial insights for improved decision-making without the risk of account mutations. - **[Binance Cryptocurrency Market Data Service](https://github.com/snjyor/binance-mcp)** - Provides access to real-time cryptocurrency market data from Binance, including current prices, order books, candlestick charts, trading history, and price statistics for AI agents. - **[Binance Cryptocurrency Market Data](https://github.com/snjyor/binance-mcp)** - Access real-time cryptocurrency market data, including current prices, trading volumes, price trends, candlestick charts, and order books from Binance. Obtain comprehensive market statistics and historical data for informed trading insights. - **[upbit mcp server](https://github.com/solangii/upbit-mcp-server)** - Connects to the Upbit Cryptocurrency Exchange OpenAPI to interact with services such as retrieving market data, managing account information, and executing trade operations. - **[Beancount Server](https://github.com/StdioA/beancount-mcp)** - Execute Beancount queries and submit transactions to a ledger. Provides real-time data processing and integration for financial management and accounting tasks. - **[Nasdaq Data Link MCP](https://github.com/stefanoamorelli/nasdaq-data-link-mcp)** - Access and explore extensive financial and economic datasets from Nasdaq Data Link using natural language queries. Provides real-time financial insights and data analysis capabilities through AI model integration. - **[SEC EDGAR MCP](https://github.com/stefanoamorelli/sec-edgar-mcp)** - Access and retrieve real-time financial data and corporate filings from the SEC's EDGAR database for research and analysis. This server facilitates connections between AI models and the extensive dataset of SEC filings. - **[Cryptocurrency Price Service](https://github.com/stevearagonsite/PythonServerMcp)** - Retrieve real-time cryptocurrency prices by connecting to CoinMarketCap for up-to-date market data. Enhance applications with financial insights through a simple API interface. - **[Web3 MCP](https://github.com/strangelove-ventures/web3-mcp)** - Interacts with multiple blockchains including Solana and Ethereum, facilitating common blockchain operations through simple RPC endpoints. Supports operations like checking account balances, transferring assets, and retrieving account information across various blockchain networks. - **[Bitcoin Mempool Server](https://github.com/stvagi/mempool-mcp)** - Provides access to real-time Bitcoin mining data, including pool statistics and hashrate analytics. Enables querying of mining pool rankings, blocks, and fetching of both historical and live hashrate stats. - **[QuantML-Agent](https://github.com/SuchAFool123/quant-agent)** - Provides AI-driven analysis and insights for the A-share stock market, integrating large language models with quantitative analysis techniques. Offers real-time index monitoring, market sentiment evaluation, trend predictions, and in-depth stock analysis tools. - **[Paradex Server](https://github.com/sv/mcp-paradex-py)** - Connects AI assistants to the Paradex trading platform for retrieving market data, managing accounts, and executing trades. Facilitates real-time insights and automated trading tools for a seamless trading experience. - **[RandomWeb3MCP](https://github.com/suxiongye/random-web3-mcp)** - Generates verifiable and reliable random elements using blockchain entropy, suitable for applications in gaming, finance, and scientific computing. Offers diverse random number generation methods including weighted selection and complex distributions through API access. - **[CoinMarketCap MCP Server](https://github.com/szcharlesji/crypto-mcp)** - Access real-time cryptocurrency data, including market listings, quotes, detailed cryptocurrency information, and exchange data. Provides metrics on global cryptocurrency markets for enhanced data insights. - **[OpsNow Cost Server Test](https://github.com/taejulee/opsnow-mcp-cost-server-no-server-test)** - Provides real-time cost data from OpsNow to MCP clients using the MCP protocol, facilitating efficient communication and access to asset and cost information. - **[TapData Server](https://github.com/tapdata/mcp-tap-server)** - Access and manage database connections and schemas. Execute CRUD operations and inspect tables directly from LLMs for enhanced data interaction. - **[Stock Info Service](https://github.com/tddt/stock_info_mcp)** - Provides historical stock data, fundamental information, and news updates related to stock performance and market trends. Supports features like risk warnings for stocks and access to financial news. - **[Alpaca MCP Server](https://github.com/tedlikeskix/alpaca-mcp-server)** - Interact with the Alpaca trading API using natural language to manage stock trading activities, check account positions, and fetch market data. - **[XRPL MCP Service](https://github.com/tedlikeskix/xrpl-mcp-service)** - Provides access to the XRP Ledger through standardized endpoints, facilitating interactions with account information, balances, transaction history, and more. The server supports querying decentralized exchange data, including order books and market prices. - **[Binance MCP Server](https://github.com/TermiX-official/binance-mcp)** - Interact with the Binance exchange to manage portfolios, convert tokens, and execute trades. Provides real-time data retrieval and supports algorithmic trading strategies through structured transactions. - **[Etherscan Tools](https://github.com/ThirdGuard/mcp-etherscan-server)** - Access Ethereum blockchain data, including checking balances, viewing transaction history, tracking token transfers, and fetching contract ABIs. Monitor real-time gas prices and resolve ENS names for enhanced Ethereum interactions. - **[Crypto Price & Market Analysis Server](https://github.com/truss44/mcp-crypto-price)** - Real-time cryptocurrency price data and market analysis are provided through an easy-to-use interface, leveraging the CoinCap API for comprehensive analysis and historical trends. - **[AKShare MCP Server](https://github.com/ttjslbz001/akshare_mcp_server)** - Provides access to Chinese and global financial market data using the AKShare library, enabling financial data queries and analysis. Supports integration with Claude Desktop through the MCP protocol for seamless operations. - **[AWS EC2 Pricing](https://github.com/trilogy-group/aws-pricing-mcp)** - Query real-time AWS EC2 instance pricing and specifications, enabling users to find the most affordable instances based on specific criteria. Provides comparisons of CPU speeds, discounts, and software options using a pre-parsed AWS pricing catalogue. - **[OptionsFlow](https://github.com/twolven/mcp-optionsflow)** - Provides advanced options analysis and strategy evaluation using options chain data, including Greeks calculations and risk metrics. Supports various trading strategies and offers insights into risk management. - **[StockFlow](https://github.com/twolven/mcp-stockflow)** - Provides access to real-time stock data, historical price information, and comprehensive options analysis through integration with Yahoo Finance. Enables market trend analysis and evaluation of options trading strategies. - **[StockScreen](https://github.com/twolven/mcp-stockscreen)** - Provides comprehensive stock screening capabilities with filters for technical analysis, fundamental data, and options metrics using Yahoo Finance data. - **[Ultrade MCP Server](https://github.com/ultrade-org/ultrade-mcp)** - Facilitates interaction with the Ultrade API to manage wallets, retrieve market data, and monitor system status. Provides tools for efficient trading account operations and wallet management within the Ultrade ecosystem. - **[Moneybird MCP Server](https://github.com/vanderheijden86/moneybird-mcp-server)** - Connects AI models to Moneybird accounting software, enabling management of contacts, financial data, and business operations through a simple API interface. Utilize advanced filtering and custom requests to enhance productivity. - **[Beancount MCP Server](https://github.com/vanto/beanquery-mcp)** - Enables seamless querying and analysis of financial data stored in Beancount ledger files using the Beancount Query Language (BQL), enhancing accessibility and utility of financial information. - **[Crypto Fear & Greed Index Server](https://github.com/vinhphamai23/crypto-feargreed-mcp)** - Provides access to real-time and historical Crypto Fear & Greed Index data to analyze market sentiment associated with cryptocurrencies. Enables retrieval of current index values, historical data, and trend analysis for informed market decision-making. - **[Crypto Price & Market Analysis Server](https://github.com/wazzan/mcp-coincap-jj)** - Provides real-time cryptocurrency price data and market analysis, including historical trends and insights into market dynamics using the CoinCap API. - **[Alpaca Trading Integration](https://github.com/wlu03/ALPACA-MCP)** - Facilitates interaction with Alpaca's trading API for executing trades, fetching market data, and managing stock portfolios within LLM applications. Supports operations such as placing orders, retrieving account and order details, and managing positions. - **[MCP Trader Server](https://github.com/wshobson/mcp-trader)** - Provides tools for stock analysis and trading, including technical analysis, momentum indicators, volatility metrics, and relative strength calculations against benchmarks. - **[Finance News Analysis](https://github.com/wushouzhuan1/finance_news_analysis)** - Scrapes financial data, performs NLP algorithm analysis, and facilitates quantitative strategy backtesting. Integrates various components for automated financial data processing and insights extraction. - **[Query Table](https://github.com/wukan1986/mcp_query_table)** - Retrieve and analyze financial data from various websites, enabling seamless switching between sources to maintain continuous access. Utilize web scraping and large language models to enhance data queries and insights. - **[Query Table](https://github.com/wukan1986/mcp_query_table)** - Extracts and queries data from various financial websites while allowing seamless switching between sources in case of outages. Utilizes browser automation for accurate data retrieval without needing manual logins or complex request handling. - **[Financial Data Server](https://github.com/xBlueCode/findata-mcp-server)** - Fetches financial data from Alpha Vantage, providing access to current stock quotes and historical stock data. Future updates will include additional features for technical analysis and company overview. - **[Odoo Integration Server](https://github.com/yourtechtribe/model-context-protocol-mcp-odoo)** - Enables access and manipulation of Odoo ERP data through a standardized interface, facilitating tasks such as viewing partner and accounting information, and performing financial reconciliations. It supports secure authentication and integration with Odoo instances for AI agents. - **[ZBD Payment Service Provider](https://github.com/zbdpay/zbd-mcp-server)** - Integrates Bitcoin payment capabilities into applications, enabling seamless sending and receiving of Bitcoin transactions through the ZBD API. - **[Bithumb MCP Server](https://github.com/zereight/bithumb-mcp)** - Fetch cryptocurrency information and manage transactions using the Bithumb API. Provides access to real-time data and the ability to execute trades through a standardized interface. - **[Tushare数据查询服务器](https://github.com/zhewenzhang/tushare_MCP)** - Provides stock market data retrieval and analysis, enabling queries for stock basics, financial reports, and intelligent searches based on stock codes and names. - **[AKShare One MCP Server](https://github.com/zwldarren/akshare-one-mcp)** - Access comprehensive Chinese stock market data including historical prices, real-time updates, news, and financial statements. Retrieve detailed financial information for stocks with customizable parameters to support analysis and decision-making. ## APIs and HTTP Requests - **[Twitter Interaction Server](https://github.com/0xhijo/mcp_twitter)** - The Twitter Interaction Server allows AI models to easily perform actions on Twitter, such as posting updates, following users, and retrieving tweets. It simplifies access to Twitter's functionality through a standardized interface. - **[Tradovate](https://github.com/0xjmp/mcp-tradovate)** - The Tradovate MCP server allows users to automate and manage their trading activities using Tradovate's trading API. It provides access to real-time market data and facilitates the execution of trades, enhancing the overall trading experience. - **[Ethereum RPC Server](https://github.com/0xKoda/eth-mcp)** - This server allows users to access and query data from the Ethereum blockchain, providing vital information such as account balances and current gas prices through simple requests. - **[时间查询服务器](https://github.com/1259187996/mcp-time)** - The MCP-Time server is a Node.js application that provides accurate time and date information, allowing users to query the current time in various time zones, calculate date differences, and format time displays. - **[MySQL MCP Server](https://github.com/11bluetree/mysql-mcp)** - The MySQL MCP Server allows users to connect to MySQL databases safely and execute read-only queries. It retrieves database structure and data in JSON format, making it easier for applications to access live data without modifying it. - **[时间服务器](https://github.com/1259187996/time)** - 时间服务器是一个基于Express的API，提供当前时间的多种格式，包括ISO、Unix时间戳和人类可读格式，方便用户在应用中获取时间信息。 - **[Jira Server](https://github.com/1broseidon/mcp-jira-server)** - The Jira MCP Server allows users to programmatically manage Jira issues through its REST API. It enables creating, updating, listing, and deleting various types of issues in Jira, along with adding comments. - **[MongoDB MCP Server](https://github.com/1RB/mongo-mcp)** - The MongoDB MCP Server connects AI models to MongoDB databases, allowing users to query data, view database structures, and manage information using natural language commands. - **[Wait Timer Server](https://github.com/199-mcp/mcp-wait-timer)** - The Wait Timer Server is an MCP server that helps regulate the timing of workflows by introducing specific pauses. This ensures that time-sensitive operations, such as web requests or file actions, complete fully before moving on to the next step. - **[NexonCo MCP Server](https://github.com/1sustgmboab/nexonco-mcp)** - The NexonCo MCP Server is designed to help researchers and healthcare professionals analyze clinical evidence data for better treatment planning in precision medicine and oncology. It offers flexible search options and supports AI integration to enhance data insights. - **[A-Share Market Data Server](https://github.com/24mlight/a-share-mcp-is-just-i-need)** - The A-Share Market Data Server provides up-to-date information about China's A-share stock market, including stock details, historical data, financial reports, and economic indicators, making it easier for users to access and analyze financial data. - **[Figma MCP 服务器](https://github.com/1yhy/Figma-Context-MCP)** - The Figma MCP Server connects Figma design files with AI coding tools, enabling more accurate and relevant code generation by allowing these tools direct access to design data instead of relying on screenshots. - **[Make MCP Server](https://github.com/3rzy/make-mcp-integration-issue)** - The Make MCP Server enables users to automate workflows by connecting the Make automation platform with Claude Desktop, using the Model Context Protocol for seamless data exchange and communication. - **[RubyGems Metadata Server](https://github.com/6/mcp-server-rubygems)** - This server allows users to easily access metadata about RubyGems, including details about specific gems and their version histories, by utilizing the RubyGems.org API. - **[Veri5ight](https://github.com/5ajaki/veri5ight)** - Veri5ight is an MCP server that allows users to interact with Ethereum nodes, providing information on token balances, smart contracts, and enabling direct access to Ethereum features without restrictions. - **[Etherscan Tools](https://github.com/5ajaki/mcp-etherscan-server)** - The Etherscan Tools MCP server allows users to easily access and interact with Ethereum blockchain data. It provides functionalities like checking wallet balances, viewing transaction histories, tracking token transfers, and more. - **[RuoYi Vue Pig](https://github.com/568163103/Ruoyi-vue-pig)** - RuoYi Vue Pig is an open-source server designed to manage user authentication and security in applications by integrating front-end and back-end systems. It simplifies the login process using a secure OAuth client setup, allowing easy user management. - **[Safe MCP Server](https://github.com/5ajaki/safe-mcp-server)** - The Safe MCP Server allows users to interact with Safe smart contract wallets, enabling them to query transaction histories, access multisig details, and decode transaction data easily through an integration with the Safe API. - **[Whistle MCP Server](https://github.com/7gugu/whistle-mcp)** - The Whistle MCP Server is a tool that allows users to manage their Whistle proxy servers using AI. It simplifies tasks such as network debugging, API testing, and proxy rule management through easy, natural language interactions. - **[Enhanced SSH](https://github.com/8bit-wraith/mcp)** - Enhanced SSH is a secure remote server that allows users to execute commands on other computers while maintaining persistent sessions and managing multiple windows for efficiency. - **[Solana Trading Server](https://github.com/8bitsats/solana-MCP-tradingserver)** - The Solana Trading Server allows users to trade Solana tokens easily by creating wallets, checking balances, and executing token swaps. It offers real-time transaction tracking and customizable options for better trading management. - **[PostgreSQL Server](https://github.com/a21071/mcp-postgres)** - Perform seamless CRUD operations on a PostgreSQL database with type safety, allowing efficient management of user data and post entities. Utilize a robust MCP-compatible tool interface for reliable database interactions. - **[QuickBooks Time MCP Server](https://github.com/aallsbury/qb-time-mcp-server)** - Access all QuickBooks Time API functionalities through a single interface, enabling management of job codes, reports, timesheets, and user tools. - **[Weather Information Enhancer](https://github.com/aaasoulmate/mcp-weather)** - Enhances Large Language Models with real-time weather data by connecting to external weather APIs for accurate and up-to-date information. Provides LLMs with the capability to access and utilize dynamic weather data for improved contextual responses. - **[Boilerplate MCP Server](https://github.com/aashari/boilerplate-mcp-server)** - Develop custom Model Context Protocol (MCP) servers to connect AI systems to external APIs and data sources, enabling seamless interaction and data retrieval. The server includes built-in functionality for IP lookup and command-line interface support for enhanced integration capabilities. - **[AWS SSO MCP Server](https://github.com/aashari/mcp-server-aws-sso)** - Connects AI models to AWS services using Single Sign-On authentication, facilitating secure management of AWS resources and execution of AWS CLI commands directly from AI assistants. - **[AWS Cost Explorer](https://github.com/aarora79/aws-cost-explorer-mcp-server)** - Analyze AWS cloud spending data and visualize expenses through natural language queries. Get detailed breakdowns and reports on spending across various AWS services. - **[Atlassian Jira Integration Server](https://github.com/aashari/mcp-server-atlassian-jira)** - Connects AI systems to Atlassian Jira, enabling real-time retrieval and management of projects and issues. Facilitates interaction between AI assistants and Jira resources to enhance workflow efficiency. - **[Bitcoin MCP Server](https://github.com/AbdelStark/bitcoin-mcp)** - Enable AI models to retrieve and interact with Bitcoin data, transaction management, and Lightning Network functionalities. - **[Lightning Network MCP Server](https://github.com/AbdelStark/lightning-mcp)** - Enables interaction with the Lightning Network for processing invoice payments. Provides a compliant API for AI model integration with Lightning Network functionalities. - **[Nostr MCP Server](https://github.com/AbdelStark/nostr-mcp)** - Connects AI models to the Nostr network for posting notes and facilitating interactions in a censorship-resistant environment, adhering to the freedom of speech protocol. - **[tdengine-mcp-server](https://github.com/Abeautifulsnow/tdengine-mcp)** - Enables read-only queries on TDengine databases, allowing AI assistants to execute SELECT, SHOW, and DESCRIBE queries to retrieve metadata without altering data. Facilitates integration of TDengine data access within AI tools for data exploration and analysis. - **[Shardeum Blockchain Interaction Server](https://github.com/abdulazeem-tk4vr/shardeum-mcp-server)** - Facilitates querying and interaction with the Shardeum blockchain using standardized RPC methods, providing access to blockchain data such as blocks, transactions, and account details along with robust error handling. - **[MariaDB Data Retrieval Server](https://github.com/abel9851/mcp-server-mariadb)** - Retrieve and manage database schemas from a MariaDB instance while executing read-only queries. Simplifies database interactions with a standardized protocol for seamless data access. - **[Kagi Search](https://github.com/ac3xx/mcp-servers-kagi)** - Access Kagi's search engine to perform web searches, providing high-quality, ad-free results through its API. The server is currently in private beta and includes functionality for basic search operations. - **[GraphQL Policies API](https://github.com/Ad-Veritas/mcp-server-trueRAG)** - Implementation of a Model Context Protocol (MCP) server for accessing policies through a GraphQL API. Utilizes the python SDK for MCP and the GQL library for API interactions. - **[MCP Video Converter](https://github.com/adamanz/mcp-video-converter)** - Automates video, audio, and image file conversions between various formats and checks for FFmpeg installation. Supports multiple media formats for input and output, facilitating seamless media file management. - **[Adamik MCP Server](https://github.com/AdamikHQ/adamik-mcp-server)** - Enables interactions with over 60 blockchain networks for managing transactions, obtaining account insights, staking, and token interactions through a unified API. - **[MCP Proxy Server](https://github.com/adamwattis/mcp-proxy-server)** - Aggregates and manages multiple MCP resource servers through a unified interface. Simplifies access to various tools and data sources while handling request routing and response aggregation. - **[Shodan MCP Server](https://github.com/ADEOSec/mcp-shodan)** - Access Shodan and VirusTotal APIs to perform network intelligence tasks, including host lookups, vulnerability analysis, and network scanning. Utilize a collection of integrated tools and prompt templates aimed at enhancing cybersecurity operations. - **[Google Custom Search Server](https://github.com/adenot/mcp-google-search)** - Provides web search capabilities using the Google Custom Search API and extracts content from web pages. - **[Adfin MCP Server](https://github.com/Adfin-Engineering/mcp-server-adfin)** - Integrates with Adfin's public APIs to streamline financial tasks such as invoice creation and credit control checks. Provides real-time access to relevant financial data and tools for enhanced workflow efficiency. - **[LinkedIn Interaction Server](https://github.com/adhikasp/mcp-linkedin)** - Interact with LinkedIn's Feeds and Job API using an unofficial LinkedIn API to manage and retrieve data from LinkedIn. - **[Weather Server](https://github.com/adhikasp/mcp-weather)** - Provides hourly weather forecasts by utilizing the AccuWeather API to fetch and deliver weather data for specified locations. - **[Supabase MCP Server](https://github.com/adiletD/feature-request-collection-mcp)** - Connect to Supabase to efficiently query and manage feature suggestions. Retrieve user feedback and feature requests directly from a Supabase database in real-time. - **[MCP Server](https://github.com/adrianozagallo-home/mcp-server)** - Connect to AI models and external data sources using the Model Context Protocol, facilitating secure and scalable interactions with large language model (LLM) applications on Azure Kubernetes Service. - **[Teams Messenger Integration Server](https://github.com/aech-ai/mcp-teams-test)** - Integrates Microsoft Teams chat and messaging with MCP-compatible clients, offering advanced search, persistent storage, and live event streaming. Utilizes PostgreSQL and DuckDB for efficient message retrieval and management, while providing a CLI client for local testing and token management. - **[SearXNG Model Context Protocol Server](https://github.com/aeon-seraph/searxng-mcp)** - Enables language models to perform web searches through the SearXNG search engine by sending search queries and receiving formatted results. Facilitates real-time data retrieval for enhanced model responses. - **[Aegntic MCP Servers](https://github.com/aegntic/aegntic-MCP)** - Extend AI assistants with external tools and services for enhanced functionality in conversations. Access various platforms like Firebase and n8n for workflow automation and project exports. - **[Agentico MCP Server](https://github.com/agentico-dev/mcp-server)** - A simple server implementing the Model Context Protocol (MCP) to provide an easier API for interaction with MCP agents. It enables developers to create MCP servers by simplifying the registration and management of tools with custom logic. - **[AgentMail MCP Server](https://github.com/agentmail-to/agentmail-mcp)** - Integrate with the AgentMail API to manage email functionalities effectively and improve communication processes within applications. - **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect functions across different network environments and programming languages using a universal RPC interface. Facilitate interactions with various tools and services through a robust observability framework. - **[Elementor MCP Server](https://github.com/aguaitech/Elementor-MCP)** - Perform CRUD operations on Elementor page data, integrating seamlessly with WordPress to manage and streamline Elementor project workflows. - **[Canvas LMS Server](https://github.com/ahnopologetic/canvas-lms-mcp)** - Access and manage educational data from Canvas LMS, including courses, assignments, quizzes, and files. Query and retrieve planner items and course modules programmatically. - **[Google Search Console](https://github.com/ahonn/mcp-server-gsc)** - Provides access to Google Search Console, enabling retrieval of search analytics data along with customizable reporting periods for rich data analysis. - **[AI Agent Marketplace Index Search Server](https://github.com/AI-Agent-Hub/ai-agent-marketplace-index-mcp)** - Provides functionalities to search for AI agents based on keywords or categories and monitors web traffic performance metrics. Enables users to list their AI agents in a marketplace through a comprehensive API. - **[Open MCP Marketplace](https://github.com/AI-Agent-Hub/mcp-marketplace)** - A web-based plugin that enables browsing, selecting, and installing MCP tools from various marketplaces, enhancing AI agents with capabilities such as map location, search, and payment integration. It features an autonomous tool dispatcher to optimize tool selection based on ratings and usage statistics. - **[Scraper.is](https://github.com/Ai-Quill/scraperis-mcp)** - Scraper.is provides tools for extracting web content and capturing screenshots, enabling access to real-time information from the web. It supports multiple output formats such as markdown, HTML, and JSON for the extracted data. - **[Scraper.is MCP Server](https://github.com/Ai-Quill/scraperis-mcp)** - A web scraping tool that enables extraction of data from websites using natural language queries, providing structured results in JSON or Markdown formats. It also supports capturing screenshots and offers real-time progress updates during scraping operations. - **[Toolbox for LLM Enhancement](https://github.com/ai-zerolab/mcp-toolbox)** - Integrates with external services and APIs to enhance LLM capabilities, facilitating command execution and interaction with Figma files. Provides a toolkit for developers to extend the functionality of language models seamlessly. - **[Awesome MCP Server](https://github.com/AIAnytime/Awesome-MCP-Server)** - Fetch real-time weather details and forecasts, as well as retrieve LinkedIn profile data via external APIs. Also enables retrieval of articles from PubMed based on queries. - **[MCP Development Framework](https://github.com/aigo666/mcp-framework)** - Create custom tools to interact with large language models, facilitating web content fetching and processing of various document formats including PDF, Word, and Excel. Supports advanced features such as OCR for image content in documents and enhances workflow automation. - **[Mapbox Server](https://github.com/AidenYangX/mapbox-mcp-server)** - Provides navigation and mapping functionalities through the Mapbox API, enabling users to obtain directions between coordinates or places with various transportation profiles. - **[Neurolora](https://github.com/aindreyway/mcp-neurolora)** - Collects and organizes code from directories while providing tools for code analysis and documentation generation using the OpenAI API. - **[ACI MCP Server](https://github.com/aipotheosis-labs/aci-mcp)** - Provides dynamic access to a variety of functions managed by ACI.dev through two types of MCP servers: one for app-specific tool access and another for unified discovery and execution of tools. Supports efficient function calling to enhance agents without overloading the model's context window. - **[Aipolabs MCP Server](https://github.com/aipotheosis-labs/aci-mcp)** - Integrate with ACI.dev to access a range of functions through an MCP server, enabling seamless execution of tools and dynamic workflow enhancements without the need for managing multiple servers. - **[MCP for Evolution API for WhatsApp Automation](https://github.com/aiteks-ltda/mcp-evolution-whatsapp-api)** - Integrates with the Evolution API for managing WhatsApp interactions, enabling functionalities like sending messages, managing contacts and groups, and configuring webhooks. Provides a scalable solution for WhatsApp automation through a structured MCP framework. - **[Bengaluru BMTC Transit Server](https://github.com/ajeetraina/bengaluru-bmtc-mcp)** - Provides real-time transit data including live bus locations, route details, stop information, and ETA calculations for Bangalore Metropolitan Transport Corporation buses through a standardized API. - **[Solana RPC Server](https://github.com/akc2267/solana-mcp-server)** - Interact with the Solana blockchain using simple RPC calls to retrieve account balances, transfer SOL, and access account information. - **[PlayFab Server](https://github.com/akiojin/playfab-mcp-server)** - Connects AI assistants to PlayFab services for accessing item searches, player profiles, and segment information directly. Facilitates natural interactions with PlayFab data through the use of APIs for inventory management and item inquiries. - **[PokeAPI MCP Server](https://github.com/AkhrHysd/mcp-pokeapi-server)** - Retrieve detailed Pokémon information via the Model Context Protocol (MCP) using PokeAPI. It facilitates fetching data by Pokémon name or ID through a standardized JSON-RPC interface. - **[UUID Generator](https://github.com/aki-kii/mcp-uuid)** - Generates unique identifiers using UUIDs, providing an easy way to create new IDs on demand for applications. - **[Ankr API Server](https://github.com/akki91/ankr-mcp)** - Fetch on-chain blockchain data using the Ankr API, including accessing token balances and performing other blockchain operations directly within AI applications. - **[ALAPI MCP Server](https://github.com/ALAPI-SDK/mcp-alapi-cn)** - Integrates ALAPI's diverse APIs for functionalities such as IP and weather queries, video parsing, and corporate information retrieval using the MCP protocol. Provides standardized responses and error handling to streamline development in AI applications. - **[Alchemy Blockchain API Server](https://github.com/alchemyplatform/alchemy-mcp-server)** - Enables seamless querying of blockchain data such as token prices, NFT ownership, transaction history, and token balances across multiple networks using Alchemy's APIs. Supports real-time and historical data access without requiring coding. - **[MCP Server Example](https://github.com/alejandro-ao/mcp-server-example)** - Integrates with various LLM clients to provide standardized access to different data sources and tools. Enables seamless data access and manipulation through a standardized protocol for AI applications. - **[Solana](https://github.com/aldrin-labs/solana-mcp-server)** - Access Solana blockchain data using a variety of RPC methods, enabling retrieval of account balances, account information, and largest accounts within the network. - **[attAck MCP Server](https://github.com/alex-llm/attAck-mcp-server)** - Query and retrieve information on various adversarial tactics and techniques used in cyber attacks, accessing a comprehensive database to enhance understanding of security risks and adversary behaviors. Tools include querying ATT&CK techniques by their ID or performing fuzzy searches on technique names. - **[Supabase MCP Server](https://github.com/alexander-zuev/supabase-mcp-server)** - Manage Supabase databases, execute SQL queries, handle schema changes, and utilize the Supabase Management API and Auth Admin SDK with built-in safety controls. - **[Remote MCP Server on Cloudflare Workers](https://github.com/AlexanderCohen/postgres-mcp)** - Deploy a remote MCP server on Cloudflare Workers without authentication. Customize and extend the server with personal tools for better integration with AI models. - **[Yahoo Finance Integration](https://github.com/Alex2Yang97/yahoo-finance-mcp)** - Provides access to real-time financial data and analytics from Yahoo Finance, including detailed information on stocks, historical prices, financial statements, options data, and market news. - **[Tradovate Tools](https://github.com/alexanimal/tradovate-mcp-server)** - Connect with the Tradovate API to manage trading operations, including access to contracts, positions, market data, and executing trades directly on the platform. - **[Model Context Protocol Server for Smithery](https://github.com/AlexKissiJr/unreal-mcp-server)** - Interact with GitHub repositories to perform file operations, manage branches, and conduct advanced searches. This server supports batch operations and maintains Git history, facilitating effective repository management. - **[Gemini Server](https://github.com/aliargun/mcp-server-gemini)** - An MCP server that facilitates interaction between Claude Desktop and Google's Gemini AI models, supporting real-time response streaming and secure API key handling while allowing for customizable model parameters. - **[Higress API Gateway](https://github.com/alibaba/higress)** - Enhances AI applications by hosting MCP servers with unified authentication, rate limiting, and observability. Simplifies deployment and management through a plugin mechanism for rapid integration of new capabilities. - **[Webhook Tester](https://github.com/alimo7amed93/webhook-tester-mcp)** - Automate and manage webhook tokens, inspect incoming requests, and perform analytics without the need for custom API integrations. Enhance webhook workflows with modular tools for observability and automated testing. - **[TextGuard AI](https://github.com/algorithm07-ai/TextGuardAI)** - Classifies and detects spam in text content using advanced AI models. Offers a simple REST API for both single and batch text analysis with tiered access options and detailed confidence scoring. - **[Discord Bot Integration Server](https://github.com/alifakih1/discord-mcp)** - Integrate Discord bot functionalities with MCP-compatible applications to manage servers, channels, messages, reactions, categories, and webhooks. Utilize the Discord API capabilities in a standardized way to enhance application interactions. - **[EcoGo-AI](https://github.com/alisajil/ecogotravel)** - Search for and book flights, retrieve booking details, and access ticket information through an integrated MCP server. It leverages API integrations for reliable flight data and booking management. - **[OpenAI Tool Bridge](https://github.com/alohays/openai-tool2mcp)** - Integrates OpenAI's tools for web search and code interpretation into MCP-compatible models, enhancing AI applications with powerful functionality. - **[Qdrant Vector Search Server](https://github.com/amansingh0311/mcp-qdrant-openai)** - Enables semantic search capabilities over a Qdrant vector database, facilitating the retrieval and exploration of collections using OpenAI embeddings. - **[Unichat MCP Server](https://github.com/amidabuddha/unichat-ts-mcp-server)** - Connects to multiple AI models including OpenAI, MistralAI, Anthropic, xAI, Google AI, and DeepSeek using the MCP protocol for versatile AI interactions. - **[Unichat](https://github.com/amidabuddha/unichat-mcp-server)** - Send requests to various AI models including OpenAI, MistralAI, Anthropic, xAI, Google AI, DeepSeek, Alibaba, and Inception using the MCP protocol. - **[Python LINE Server](https://github.com/amornpan/py-mcp-line)** - Enables interaction with LINE Bot messages through a standardized API, allowing analysis and responses to LINE conversations. Implements asynchronous operations and robust error handling for seamless integration. - **[Gemini Server](https://github.com/amitsh06/mcp-server)** - Facilitates communication between AI assistants and Google's Gemini API for tasks such as text generation, analysis, and chat. Processes client requests and manages responses while ensuring secure message exchange and error handling. - **[National Park Services Data Server](https://github.com/amysatterlee/nps_mcp)** - Retrieve and explore data related to the National Park Services, including lists of national parks by state and detailed information about specific parks. - **[YouTube](https://github.com/anaisbetts/mcp-youtube)** - Downloads subtitles from YouTube videos using yt-dlp and summarizes them through Claude.ai via the Model Context Protocol. - **[mcp-installer - A MCP Server to install MCP Servers](https://github.com/anaisbetts/mcp-installer)** - Installs other MCP servers hosted on npm or PyPi, enabling users to easily manage and set up various MCP servers through command prompts. - **[Poe Proxy Server](https://github.com/Anansitrading/poe-proxy-mcp)** - Proxy for the Poe.com API that enables querying multiple AI models with session management, real-time streaming responses, and file sharing capabilities. Facilitates integration with web clients using SSE transport and offers special support for Claude 3.7 Sonnet's thinking protocol. - **[Remote MCP Server on Cloudflare Workers](https://github.com/anandkumarpatel/remote-mcp-server-authless)** - Deploy a remote MCP server on Cloudflare Workers to facilitate integration with MCP clients without authentication. Customize tools within the provided codebase for extended functionality. - **[NASA API Integration Server](https://github.com/AnCode666/nasa-mcp)** - Retrieve astronomical data, space weather information, and Earth imagery from NASA's APIs. Query various services such as Astronomy Picture of the Day and Near Earth Objects for real-time data retrieval. - **[Swagger Server](https://github.com/andersmandersen/mcp-swagger)** - Access Swagger/OpenAPI documentation and make API requests while validating them against the Swagger specification. Features include authentication support and caching to enhance performance during API interactions. - **[CentralMind Gateway](https://github.com/andreagroferreira/gateway)** - Creates secure APIs for structured data using the Model Context Protocol, allowing seamless integration with AI agents and ensuring compliance and performance. Automates the generation of APIs and enhances AI applications with built-in security features. - **[PostgreSQL Server](https://github.com/andreagroferreira/servers)** - Enables interaction with PostgreSQL databases through executing read-only SQL queries and inspecting database schemas. Provides structured data access while maintaining data integrity with read-only transactions. - **[Cat Facts Server](https://github.com/andrewlayer/mcp-cat-facts)** - Provides random and interesting cat facts to enhance applications with playful trivia, making user interactions more engaging and entertaining. - **[Simple OpenAI Assistant](https://github.com/andybrandt/mcp-simple-openai-assistant)** - Interact with OpenAI assistants using the Model Context Protocol, enabling the creation and management of assistant instances, starting conversation threads, and sending and receiving messages. - **[Flowise Integration](https://github.com/andydukes/mcp-flowise)** - Integrates with the Flowise API to manage chatflows and create predictions, offering functionalities for dynamic tool registration and flexible access to chatflow resources. - **[Simple PubMed](https://github.com/andybrandt/mcp-simple-pubmed)** - Access and search PubMed articles through the Entrez API, retrieve article abstracts, and download full-text content for open access articles when available. - **[Couchbase MCP Server](https://github.com/Aniket310101/MCP-Server-Couchbase)** - Facilitates interaction with Couchbase databases on Capella clusters through natural language, enabling CRUD operations, N1QL query execution, and data management. - **[SSE Server with JWT Authentication](https://github.com/anisirji/mcp-server-remote-setup-with-jwt-auth)** - Expose multiple AI tools over an SSE transport with secure JWT-based authentication, enabling dynamic tool registration and session management. - **[Coinmarket Server](https://github.com/anjor/coinmarket-mcp-server)** - Access Coinmarket API endpoints for retrieving currency listings and token quotes. It supports gathering the latest market data for various cryptocurrencies. - **[Supabase MCP Server](https://github.com/Anthony9906/supabase-mcp-server)** - Handles SQL query execution, database management, API access, and user authentication with integrated safety controls. - **[Brian Knows](https://github.com/antoncoding/mcp-brianknows)** - Connects AI models to BrianKnows' blockchain knowledge base, providing tools for API responsiveness checking and data searching. - **[MCP Server Sample](https://github.com/antonioscapellato/mcp-server-sample)** - Provides a functional implementation of the Model Context Protocol (MCP) server that connects various LLM clients to tools, resources, and prompts for enhanced AI capabilities. - **[Sitecore Server](https://github.com/Antonytm/mcp-sitecore-server)** - Integrate Sitecore content management capabilities into workflows to query, create, edit, and manage Sitecore items and schemas using a standardized protocol. Provides direct access to Sitecore's GraphQL and Item Service APIs. - **[APISIX API Gateway](https://github.com/apache/apisix)** - Manage and route API traffic with advanced features such as load balancing, dynamic routing, and security. Provides robust proxying and rate limiting capabilities to enhance AI applications and ensure high performance and scalability. - **[Apifox MCP Server](https://github.com/apifox/apifox-mcp-server)** - Apifox MCP Server provides access to API documentation within Apifox projects, allowing AI tools to generate, modify code, and search through API documentation seamlessly. It facilitates direct interaction with API data through supported IDEs such as Cursor and VSCode. - **[APIMatic Validator](https://github.com/apimatic/apimatic-validator-mcp)** - Validates OpenAPI specifications using APIMatic's API to ensure compliance and identify issues early. Supports both JSON and YAML formats and works with OpenAPI versions 2.0 and 3.0. - **[MySQL Connector Server](https://github.com/aqaranewbiz/mcp-mysql)** - Connect to MySQL databases for secure read-only queries and database exploration. Perform operations like listing databases and tables, retrieving schemas, and executing read-only SQL commands while ensuring built-in validation to prevent unsafe actions. - **[MySQL Connector Server](https://github.com/aqaranewbiz/mcp-mysql-server)** - Connect securely to MySQL databases and perform read-only queries. Retrieve detailed schema information and list databases and tables with built-in validation for safe operations. - **[Zerodha Integration](https://github.com/aptro/zerodha-mcp)** - Interact with your Zerodha trading account through voice commands and automated processes, managing stocks, mutual funds, and trading orders seamlessly. - **[MySQL Database Interaction Server](https://github.com/aqara-docs/mysql-mcp-server)** - Enables secure interaction with MySQL databases by listing available tables, reading data, and executing SQL queries through a structured interface. Provides mechanisms for safe database access, comprehensive logging, and error handling. - **[MySQL Server](https://github.com/aqaranewbiz/mysql-aqaranewbiz)** - Connect and execute queries on a MySQL database using the MCP protocol for efficient interaction. Provides a standardized API for seamless database operations. - **[Apify Actors MCP Server](https://github.com/apify/actors-mcp-server)** - Enable interaction with various Apify Actors to perform specific tasks through an MCP server configuration. It supports HTTP server access via Server-Sent Events (SSE) and local server functionality through standard input/output. - **[PayPal MCP Server](https://github.com/arbuthnot-eth/PayPal-MCP-defunct)** - Integrate with PayPal's APIs for payment processing, invoicing, and subscription management. Handle secure authentication, input validation, and user information management through a standardized interface. - **[Kagi Search](https://github.com/apridachin/kagi-search-mcp)** - Search the web using the Kagi API to retrieve answers and enrich the model context with web content and the latest news. - **[Figma MCP Server with Chunking](https://github.com/ArchimedesCrypto/figma-mcp-chunked)** - Efficiently interact with the Figma API, utilizing memory-aware chunking and pagination to manage and process large Figma files. This enables effective handling of extensive design documents and resource-intensive operations. - **[MetaTrader Trading Server](https://github.com/ariadng/metatrader-mcp-server)** - Facilitates algorithmic trading on the MetaTrader 5 platform by integrating AI language models through a Python-based infrastructure. Supports multiple LLM interfaces to streamline trading automation and execution of trades. - **[BlazeSQL Natural Language Query Server](https://github.com/arjshiv/blaze-sql-mcp-server)** - Enables natural language querying of databases through the BlazeSQL API, transforming plain English queries into SQL and JSON results. Facilitates seamless integration with MCP-compatible clients for enhanced data interaction. - **[Elasticsearch/OpenSearch Server](https://github.com/arjunkmrm/elasticsearch-mcp-server)** - Enables natural language interaction with Elasticsearch and OpenSearch clusters for managing indices, documents, aliases, and cluster health. Facilitates searches, document creation or deletion, and retrieval of cluster statistics through natural language commands. - **[Perplexity Search](https://github.com/arjunkmrm/perplexity-search)** - A Model Context Protocol server for conducting web searches using Perplexity's Sonar Pro, facilitating retrieval of information based on user-defined queries. It offers a `search` tool that enables AI assistants to filter search results by recency. - **[Search Engine with RAG and MCP](https://github.com/arkeodev/search-engine-with-rag-and-mcp)** - A search engine that integrates web search and content retrieval with Retrieval-Augmented Generation (RAG), facilitating standardized tool invocation through the Model Context Protocol (MCP). It supports both local and cloud-based language models and operates in multiple modes for enhanced versatility in information retrieval. - **[Fastly API Integration Server (Unofficial)](https://github.com/Arodoid/FastlyMCP)** - Manages and monitors Fastly CDN services via natural language interactions. Automates tasks such as cache purging, configuration updates, and retrieval of real-time performance insights from Fastly's API. - **[Flight Search Service](https://github.com/arjunprabhulal/mcp-flight-search)** - Enables flight searches with real-time data integration through SerpAPI for one-way and round-trip flights, featuring rich logging and a modular code structure for maintenance and scalability. - **[Kaggle MCP Server](https://github.com/arrismo/kaggle-mcp)** - Interact with Kaggle's extensive dataset repository by searching and downloading datasets, as well as generating exploratory data analysis notebooks using the Kaggle API. - **[Claude Code Python Edition](https://github.com/arthurcolle/openai-mcp)** - A Python-based MCP server designed for software development tasks that integrates with multiple LLM providers, offering real-time visualization and cost management. It supports multi-agent synchronization for intricate problem-solving scenarios. - **[Artemis MCP Server](https://github.com/Artemis-xyz/artemis-mcp)** - Connect with the Artemis API to retrieve cryptocurrency data and generate ART formulas. It enables users to validate and retrieve financial data, simplifying analysis in digital finance. - **[AWS MCP](https://github.com/arunsanna/aws-sage)** - Query and manage AWS resources using natural language for simplified cloud operations. Integrate seamlessly with Claude for intuitive management of AWS environments. - **[MTG Deck Manager and Scryfall Integration](https://github.com/artillect/mtg-mcp-servers)** - Manage Magic: The Gathering decks, including uploading decks, drawing cards, handling mulligans, and sideboarding. Retrieve card information and perform searches using the integrated Scryfall API. - **[Pushover Notification](https://github.com/AshikNesin/pushover-mcp)** - Send real-time notifications through Pushover.net, integrating AI agents to inform users with timely alerts and automate notifications directly from applications. - **[Spotify](https://github.com/ashwanth1109/mcp-spotify)** - Control Spotify playback using voice commands, manage playlists, and retrieve artist information through a user-friendly interface. - **[Furikake CLI](https://github.com/ashwwwin/furi)** - Manage MCP servers locally through a command line interface and HTTP API, with functionality to download, start, stop, and restart servers from public GitHub repositories. Access HTTP routes for monitoring and invocation of tools, alongside process management features. - **[MCP Multilspy](https://github.com/asimihsan/mcp-multilspy)** - Expose Language Server Protocol capabilities for language intelligence features, enabling retrieval of code completions, definitions, and references across various programming languages. Supports static analysis and facilitates easy integration with MCP-compatible clients. - **[AST Model Context Protocol Server](https://github.com/asleep-ai/ast-mcp)** - Integrates language models with various tools and data sources to facilitate real-time data access and action execution. Supports dynamic workflows and efficient interaction with structured input and output handling. - **[PyGithub MCP Server](https://github.com/AstroMined/pygithub-mcp-server)** - Interact with the GitHub API to manage issues, repositories, and pull requests seamlessly. Utilize a modular tool architecture for flexible configuration and efficient handling of GitHub operations. - **[OpenDota API Server](https://github.com/asusevski/opendota-mcp-server)** - Access real-time Dota 2 statistics, match data, and player profiles through a standard interface. Retrieve hero statistics and insights into professional players and teams effortlessly. - **[AIO-MCP Server](https://github.com/athapong/aio-mcp)** - Integrates with GitLab, Jira, Confluence, YouTube, and Google Maps to provide AI-powered search capabilities and utility tools for development workflows. Supports interaction with multiple services using API keys and tokens. - **[GitHub Chat](https://github.com/AsyncFuncAI/github-chat-mcp)** - Analyze and query GitHub repositories to gain insights into their architecture and technology stack. Index repositories to enhance development workflows with detailed inquiries about codebases. - **[Nuxt MCP Server on Vercel](https://github.com/atinux/mcp-with-nuxt-vercel)** - Serve an MCP server within a Nuxt application to enable integration of language models with various external tools, resources, and prompts. Utilizes Redis for efficient server-sent events (SSE) transport and simplifies the setup and deployment process with a Vercel-optimized template. - **[MySQL Database Server](https://github.com/Atomzzm/mcp-mysql-server)** - Facilitates interaction with MySQL databases through a standardized interface, enabling operations such as querying, inserting, updating, and deleting data. - **[ADK Google Maps Agent](https://github.com/AtulanZaman/adk_mcp_gmap)** - Enable interactive chat capabilities with Google Maps data through a streaming agent that integrates with the Google ADK and Maps toolset for location-based information. - **[ClickUp Task Integration Server](https://github.com/aukik/clickup-mcp-server)** - Manage and interact with ClickUp tasks, spaces, lists, and folders using natural language commands. Streamline task management, time tracking, and document handling through a standardized protocol for AI applications. - **[Nostr MCP Server](https://github.com/AustinKelsay/nostr-mcp-server)** - Fetch and interact with Nostr network data, accessing user profiles, notes, and zaps. Utilize advanced search features to explore Nostr Implementation Possibilities (NIPs). - **[Selector AI FastMCP](https://github.com/automateyournetwork/selector-mcp-server)** - Provides real-time AI interactions through a streaming-capable server with support for request/response logging and retries. Facilitates integration using a Docker-based client for interactive experiences with minimal setup. - **[MCP Link - Convert Any OpenAPI V3 API to MCP Server](https://github.com/automation-ai-labs/mcp-link)** - Convert any OpenAPI V3 API into an MCP server, enabling seamless integration with AI-driven applications. Automates the creation of standardized MCP interfaces to enhance functionality and reduce manual efforts. - **[Slack Model Context Protocol Server](https://github.com/AVIMBU/slack-mcp-server)** - Connects to Slack workspaces to post messages and retrieve user lists, enhancing team communication and automating interactions within channels. - **[DataGov Israel Server](https://github.com/aviveldan/datagov-mcp)** - Interact with the Israeli Government Public API to access public datasets, search for packages, and explore organizations. Provides real-time data from data.gov.il for integration into applications. - **[AWS MCP Servers](https://github.com/awslabs/mcp)** - Access and explore Amazon Bedrock Knowledge Bases, allowing users to retrieve information through natural language queries while providing options to filter and rerank results based on data sources. - **[SEO Automation and Optimization](https://github.com/ayushsinghvi92/app-seo-ai)** - Automate SEO tasks and optimize digital marketing strategies using AI-generated insights. Provides functionalities for keyword research, SERP and competitor analysis, and offers SEO recommendations through integration with the Google Ads API. - **[Personel İzin Yönetim Sistemi](https://github.com/azalin/mcp-test)** - Manage personnel leave requests, view leave history, and check remaining leave days through an API. Facilitates the creation of new leave requests and integrates with an SQLite database for efficient tracking. - **[Personel İzin Yönetim Sistemi](https://github.com/azalin/mcp-test)** - Manage personnel leave requests with functionalities for viewing leave history, submitting new leave requests, and calculating remaining leave days, all integrated with an SQLite database. - **[Bitcoin SV Tools Server](https://github.com/b-open-io/bsv-mcp)** - Access Bitcoin SV blockchain functionalities including wallet operations, NFT ordinals, token marketplace interactions, and data conversions. Facilitate natural language interactions to manage BSV addresses, send transactions, purchase NFTs and tokens, and query blockchain data. - **[Steampipe Bridge](https://github.com/b0ttle-neck/mcp-steampipe)** - Bridge AI models with the Steampipe tool to enable seamless execution of SQL queries on various data sources. Retrieve structured results and simplify data access for AI-driven insights within workflows. - **[Remote MCP Server](https://github.com/Azure-Samples/remote-mcp-functions-typescript)** - Connect applications securely to a custom remote MCP server using Azure Functions with support for OAuth and network isolation. The server is designed for easy deployment and management in cloud environments. - **[SchoolFoods](https://github.com/babo072/schoolfoods)** - Retrieve school meal information by accessing detailed meal data through school names and dates, supporting various date formats. The server handles duplicate school names and provides suggestions for similar names to improve user experience. - **[Bankless Onchain Server](https://github.com/Bankless/onchain-mcp)** - Interact with blockchain data through the Bankless API to access smart contract states, event logs, and transaction histories. Enhance AI models with real-time insights from blockchain interactions. - **[Discord MCP Server](https://github.com/barryyip0625/mcp-discord)** - Interact with Discord platform features, manage channels, send messages, and retrieve server information. Facilitate automation for Discord activities like reading and deleting channel messages. - **[Bear MCP Server](https://github.com/bart6114/my-bear-mcp-server)** - Connect to Bear notes in read-only mode, allowing retrieval, search, and management of notes without altering the data. Interact with notes through natural language queries to enhance productivity. - **[Scalable OpenAPI Endpoint Discovery and API Request Tool](https://github.com/baryhuang/mcp-server-any-openapi)** - Efficiently index and query OpenAPI endpoints, enhancing API specification analysis through semantic search and reliable execution capabilities. - **[SET-MCP](https://github.com/batprem/set-mcp)** - Retrieve comprehensive financial statements for companies listed on the Securities Exchange of Thailand, including income statements, balance sheets, and cash flow statements, with capabilities for historical data retrieval and customizable date ranges. - **[Base MCP Server](https://github.com/base/base-mcp)** - Enables interaction with the Base blockchain and Coinbase API for AI applications. Supports wallet management, fund transfers, smart contract deployments, and onchain lending functionality. - **[Microservice Control Panel](https://github.com/battyht/AD_MCP)** - Integrates with the Ocean Engine advertising platform to manage and monitor advertising accounts, providing access to detailed performance reports and account information. Supports streamlined API management for querying and retrieving advertising data with flexible authentication mechanisms. - **[Agent Construct](https://github.com/batteryshark/agent_construct)** - Standardizes access to tools and data for AI applications, facilitating dynamic tool discovery and execution through a unified interface. It serves as a central hub for managing context and tool integration in AI models. - **[MCP Finder and Installer](https://github.com/bbangjooo/mcp-installer)** - Discover and connect to Model Context Protocol servers using tools for finding, collecting configuration, and local installation of MCP servers. - **[Mathematica Documentation Server](https://github.com/benhaotang/mcp-mma-docs)** - Access Mathematica documentation and function references to streamline coding tasks. Retrieve detailed information on functions, packages, and add-ons to facilitate integration of Mathematica's capabilities into applications. - **[Time Server](https://github.com/beordle/time-mcp-server)** - Provides current time information and supports time conversions between different timezones, including handling Daylight Saving Time and calculating time differences. - **[BlueSky MCP Server](https://github.com/berlinbra/BlueSky-MCP)** - Provides access to BlueSky social network data through its official API, enabling retrieval of user profiles and social graph information with built-in authentication and error handling. - **[MySQL Server](https://github.com/benborla/mcp-server-mysql)** - Provides read-only access to MySQL databases, enabling inspection of database schemas and execution of read-only SQL queries. - **[Alpha Vantage MCP Server](https://github.com/berlinbra/alpha-vantage-mcp)** - Provides real-time access to financial market data through the Alpha Vantage API, allowing users to retrieve stock quotes, company information, and cryptocurrency exchange rates. - **[Radarr and Sonarr Integration](https://github.com/BerryKuipers/mcp_services_radarr_sonarr)** - Access and manage your movie and TV show collection through Radarr and Sonarr APIs. Query and filter media information based on various criteria such as watched status and year. - **[Tiny Server](https://github.com/bestK/tiny-ser-mcp-server)** - Deploy a remote MCP server on Cloudflare for real-time data access and tool integration, allowing seamless interaction with external resources in various applications. - **[Beyond MCP Server](https://github.com/Beyond-Network-AI/beyond-mcp-server)** - Provides standardized access to social platform data and onchain data, facilitating integration across multiple platforms. Supports Farcaster and includes a placeholder for Twitter integration, with extensibility for adding more platforms and optimized formatting for LLM interactions. - **[Maven Dependencies Server](https://github.com/Bigsy/maven-mcp-server)** - Provides tools for checking Maven dependency versions and retrieving the latest versions from the Maven Central Repository. - **[Ontology MCP Server](https://github.com/bigdata-coss/agent_mcp)** - Enables querying and manipulation of ontology data through GraphDB's SPARQL endpoint while integrating various AI models like Ollama, OpenAI, and Google Gemini. Facilitates executing SPARQL queries, completing AI model tasks, and performing HTTP requests via a unified interface. - **[ZentaoAPI Integration Package](https://github.com/bigtian99/mcp-zentao)** - Integrates with the ZenTao project management system to manage tasks and bugs within Node.js projects. Offers a complete package for task management and bug tracking through a high-level API interface. - **[Clojars Dependency Server](https://github.com/Bigsy/Clojars-MCP-Server)** - Fetch dependency information from Clojars, an artifact repository for Clojure libraries and projects. - **[ChatGPT Server](https://github.com/billster45/mcp-chatgpt-responses)** - Access OpenAI's ChatGPT API for dynamic conversations with Claude Desktop, featuring customizable parameters and automatic conversation state management. Engage in real-time discussions between AI models with web search capabilities. - **[MCP Server Example](https://github.com/bitfollow/mcp-server-example)** - Integrates various AI models with different data sources and tools through a standardized protocol, enabling seamless data access and manipulation. Facilitates interaction with a growing list of pre-built integrations for enhanced application capabilities. - **[MCP Server Example](https://github.com/bitfollow/mcp-server-example)** - Integrates AI models with various data sources and tools using a standardized communication protocol. Facilitates seamless access to resources, execution of external tools, and utilization of prompts for enhanced applications. - **[PubChem Data Access Server](https://github.com/BioContext/PubChem-MCP)** - Provides access to PubChem chemical and bioassay data through a standardized MCP interface, allowing users to search for compounds, retrieve detailed chemical and bioassay information, and query molecular properties. - **[FastDomainCheck](https://github.com/bingal/FastDomainCheck-MCP-Server)** - Check the registration status of multiple domain names quickly and efficiently using WHOIS and DNS checks for accurate results. Streamline domain management with robust input validation and error handling. - **[MySQL MCP Server](https://github.com/birdy22/mysql_mcp_server)** - Facilitates secure interaction with MySQL databases for AI applications, enabling structured communication for tasks such as listing tables, reading data, and executing SQL queries. Enhances database exploration and analysis through a controlled interface. - **[Adjust Reporting Server](https://github.com/bitscorp-mcp/mcp-adjust)** - Access Adjust data to query reports, metrics, and performance data on-demand, including specific campaign insights like install numbers. - **[Bitrefill MCP Server](https://github.com/bitrefill/bitrefill-mcp-server)** - Integrates with Bitrefill services to enable searches for gift cards, mobile top-ups, and various products through AI assistants. Facilitates communication via the Model Context Protocol using structured JSON responses. - **[Shell MCP Server](https://github.com/blazickjp/shell-mcp-server)** - Provides secure execution of shell commands only in specified directories while supporting multiple shells across platforms. It includes timeout control for executing commands safely and effectively. - **[CoinGecko API Server](https://github.com/BlindVibeDev/CoinGeckoMCP)** - Access real-time cryptocurrency market data, handle complexities like rate limits and error management, and provide up-to-date financial insights for AI systems and applications. - **[Square API Server](https://github.com/block/square-mcp)** - Access Square API functionality, enabling payment processing and integration of various Square services into applications. - **[Krep MCP Server](https://github.com/bmorphism/krep-mcp-server)** - Provides high-performance string search capabilities optimized for pattern matching in files and strings. Designed to integrate with the infinity-topos environment for enhanced functionality. - **[GraphQL MCP Server](https://github.com/blurrah/mcp-graphql)** - Interfacing with GraphQL APIs, enabling LLMs to execute queries and perform schema introspection dynamically. - **[Slowtime](https://github.com/bmorphism/slowtime-mcp-server)** - Provides secure operations for time-based tasks, featuring timing attack protection and timelock encryption. - **[Go Colly Web Crawler](https://github.com/bneil/mcp-go-colly)** - Provides a framework for concurrent web crawling tailored for large language model applications, allowing for the extraction and structuring of web content with customizable settings for depth and domain restrictions. Integrates seamlessly with the Model Context Protocol to facilitate web data integration into LLM workflows with effective error handling and batch processing capabilities. - **[Vanguard](https://github.com/bombe89/vanguard)** - Enables cloud server configuration and deployment with a focus on microservices architecture and data streaming technologies, integrating tools like Kafka, Flume, and Elasticsearch for robust system building. Supports AI and Python functionalities to enhance applications. - **[Mina Archive Node API](https://github.com/boray/mcp-mina-archive-node)** - Access Mina blockchain data through a standardized interface, enabling queries for events, actions, and network state information. This server facilitates seamless integration of AI applications with the Mina blockchain. - **[Spotify Integration Server](https://github.com/boristopalov/spotify-mcp)** - Connects Claude with Spotify to control playback, manage music libraries, and retrieve information about tracks, albums, artists, and playlists. - **[box3-statistics-mcp](https://github.com/box3lab/statistics-mcp)** - Access user data and map information on the 神岛 platform, aiding in the retrieval of statistical insights and analysis of player behavior. Provides both public and authenticated APIs for data access, along with comprehensive map analysis features. - **[Remote MCP Server on Cloudflare Workers](https://github.com/Brunwo/mcp-stripe)** - Deploy a remote MCP server on Cloudflare Workers that connects to clients like Cloudflare AI Playground or Claude Desktop without authentication. Provides simple setup for adding custom tools and enabling seamless tool integration. - **[Chain of Draft Server](https://github.com/bsmi021/mcp-chain-of-draft-server)** - Enhance decision-making through systematic, iterative refinement of thoughts and designs using the Chain of Draft protocol. Supports reasoning, API design, code reviews, and implementation planning with comprehensive error handling and real-time logging. - **[NPM Search](https://github.com/btwiuse/npm-search-mcp-server)** - Search for npm packages using the `npm search` command to find relevant libraries and tools from the npm registry. - **[MySQL MCP Server](https://github.com/burakdirin/mysqldb-mcp-server)** - Enables interaction with MySQL databases, allowing secure connections, execution of queries, and support for read-only mode and multiple queries. - **[Geoapify MCP Server](https://github.com/burningion/geoapify-mcp)** - Convert addresses into GPS coordinates and generate images of those locations using the Geoapify API. Easily create GeoJSON and visualize the mapped locations. - **[DNStwist](https://github.com/BurtTheCoder/mcp-dnstwist)** - An MCP server for conducting DNS fuzzing to identify typosquatting, phishing, and potential corporate espionage by analyzing domain permutations. - **[Video Editor](https://github.com/burningion/video-editing-mcp)** - Upload, edit, search, and generate videos using large language models and Video Jungle's tools. The server enables interaction with videos through a custom URI scheme for managing individual videos and projects. - **[Maigret](https://github.com/BurtTheCoder/mcp-maigret)** - MCP server for conducting OSINT username searches across various social networks and analyzing URLs to collect user account information from public sources. - **[Shodan Server](https://github.com/BurtTheCoder/mcp-shodan)** - Query the Shodan API and Shodan CVEDB for network intelligence, including IP reconnaissance, DNS operations, vulnerability tracking, and device discovery. Outputs are structured and formatted for easy analysis and integration. - **[VirusTotal Server](https://github.com/BurtTheCoder/mcp-virustotal)** - Integrate with the VirusTotal API to conduct comprehensive security analysis and fetch automatic relationship data related to files, URLs, and IP addresses. This functionality allows for seamless integration with MCP-compatible applications for malware detection and cybersecurity assessments. - **[IMF Data Integration](https://github.com/c-cf/imf-data-mcp)** - Integrates with the IMF data API for accessing and processing economic data, enabling users to query datasets, retrieve time series data, and list available indicators and countries. - **[Universal Database Gateway](https://github.com/bytebase/dbhub)** - Connects to various databases and executes read-only SQL queries with safety checks, providing a unified interface for database management. - **[Jimeng Image Generation Server](https://github.com/c-rick/jimeng-mcp)** - Integrates with the Jimeng AI service to generate images from text prompts. Supports customization of image parameters such as size, quality, and negative prompts without the need for third-party APIs. - **[Document Processing Server](https://github.com/cablate/mcp-doc-forge)** - Comprehensive document processing capabilities including reading various document formats and converting them to different formats. Provides features for PDF manipulation such as merging and splitting, alongside document conversion tools. - **[Google Map Server](https://github.com/cablate/mcp-google-map)** - Provides integration with Google Maps API for location searches, geocoding addresses, calculating distances, retrieving directions, and obtaining elevation data. Enables applications to access rich geographic data and travel information efficiently. - **[Gotas Commerce Payment Integration](https://github.com/caiovicentino/mcpGOTAS)** - Facilitate the generation and verification of USDT cryptocurrency payments through the Gotas Commerce API. Provide tools for creating payment links, checking transaction statuses, and accessing detailed payment information with minimal technical requirements. - **[Solana MCP Server](https://github.com/caiovicentino/Solana-MCP)** - Facilitates interaction with the Solana blockchain for AI agents, enabling execution of DeFi operations such as querying balances, transferring tokens, and performing token swaps. Provides real-time price data for enhanced decision-making in decentralized finance. - **[YNAB Budget Assistant](https://github.com/calebl/ynab-mcp-server)** - Interact with your YNAB budget through AI conversations to manage finances by adding transactions, approving expenses, and checking budget status. - **[Website Information MCP Server](https://github.com/cancelei/mcp_test_booking)** - Fetch and parse content from websites using advanced web scraping techniques, including the ability to extract structured data and bypass bot detection. Supports customizable content extraction through CSS selectors and direct HTTP requests. - **[Alphavantage MCP Server](https://github.com/calvernaz/alphavantage)** - Access real-time and historical stock market data through the Alphavantage API, facilitating integration of stock market insights into various applications. - **[Remote MCP Server](https://github.com/Cam10001110101/remote-mcp-server)** - Deploy a remote MCP server on Cloudflare Workers featuring OAuth login for secure access. It facilitates integration of LLMs with various tools and real-world data through a seamless connection with MCP clients. - **[FastAPI-MCP](https://github.com/canopy-land/fastapi_mcp)** - Expose FastAPI endpoints as Model Context Protocol (MCP) tools with zero configuration. Integrate seamlessly into FastAPI applications for enhanced interoperability with various LLM applications. - **[Token Info Server](https://github.com/Castrozan/token-info-mcp)** - Validates OAuth tokens and retrieves detailed information including expiration status, validity time, client details, associated scopes, and user ID. Enables seamless integration with MCP-compatible clients to streamline token management workflows. - **[Finnhub](https://github.com/catherinedparnell/mcp-finnhub)** - Interface with the Finnhub financial API to access market news, stock data, and financial trends. Retrieve information on market news, stock quotes, basic financials, and recommendation trends for various stocks. - **[Pexels MCP Server](https://github.com/CaullenOmdahl/pexels-mcp-server)** - Access and retrieve photos, videos, and collections from Pexels using a standardized protocol. Supports search by various criteria and provides detailed information about media content. - **[Read Images](https://github.com/catalystneuro/mcp_read_images)** - Analyze images using OpenRouter vision models like Claude-3.5-sonnet and Claude-3-opus through a simple API interface. - **[SEO Automation and Optimization](https://github.com/ccnn2509/app-seo-ai)** - Automates SEO tasks and optimizes content using insights from Google Ads Keyword Planner, including keyword research, SERP analysis, and competitor analysis. Provides tailored SEO recommendations based on data-driven insights. - **[ADP MCP Server by CData](https://github.com/CDataSoftware/adp-mcp-server-by-cdata)** - Enables natural language querying of live ADP data via a read-only MCP interface, integrating ADP data into AI clients for real-time insights and data retrieval. Utilizes CData's JDBC driver technology to provide access to complex data sources without requiring SQL knowledge. - **[CData Connect Cloud MCP Server](https://github.com/CDataSoftware/connectcloud-mcp-server)** - Query and manage cloud-connected data sources using SQL, perform metadata introspection, and execute stored procedures. Integrates with AI workflows to support data-driven decision making. - **[CData JDBC MCP Server](https://github.com/CDataSoftware/cdata-jdbc-mcp-server)** - Queries live data from over 300 sources using CData JDBC Drivers through a Model Context Protocol interface, enabling natural language access without requiring SQL knowledge. It facilitates integration with AI clients to retrieve real-time information from various data sources. - **[Google Analytics MCP Server by CData](https://github.com/CDataSoftware/google-analytics-mcp-server-by-cdata)** - Provides a read-only interface to query live Google Analytics data using natural language, converting analytics information into relational models via the CData JDBC Driver. - **[Google Sheets MCP Server by CData](https://github.com/CDataSoftware/google-sheets-mcp-server-by-cdata)** - This read-only MCP server enables querying live Google Sheets data through a straightforward interface, allowing AI models to access and retrieve updated spreadsheet information using natural language queries without requiring SQL knowledge. - **[HubSpot MCP Server by CData](https://github.com/CDataSoftware/hubspot-mcp-server-by-cdata)** - Enables natural language querying of live HubSpot data via a read-only MCP interface without requiring SQL knowledge. Utilizes the CData JDBC Driver to access and retrieve real-time HubSpot information for LLMs. - **[Microsoft Teams MCP Server by CData](https://github.com/CDataSoftware/microsoft-teams-mcp-server-by-cdata)** - Enable natural language queries to access and retrieve real-time Microsoft Teams data without SQL knowledge, leveraging the CData JDBC Driver for seamless AI integration. - **[Jira MCP Server by CData](https://github.com/CDataSoftware/jira-mcp-server-by-cdata)** - Connects to live Jira data using a read-only Model Context Protocol interface, enabling natural language queries to retrieve current information without SQL knowledge. - **[Microsoft SQL Server MCP Server by CData](https://github.com/CDataSoftware/microsoft-sql-server-mcp-server-by-cdata)** - Facilitates natural language querying of live Microsoft SQL Server data without requiring SQL code. It provides a read-only MCP interface for AI clients to access and integrate Microsoft SQL Server data using language models like Claude Desktop. - **[MySQL MCP Server by CData](https://github.com/CDataSoftware/mysql-mcp-server-by-cdata)** - Connect to MySQL databases to perform natural language queries, retrieve table and column metadata, and execute SQL SELECT queries through a simple MCP interface. Designed for LLM clients to access live MySQL data seamlessly. - **[PostgreSQL MCP Server by CData](https://github.com/CDataSoftware/postgresql-mcp-server-by-cdata)** - Connects LLMs to PostgreSQL databases for natural language querying of live data without requiring SQL. Provides a read-only interface for retrieving insights from PostgreSQL databases using the CData JDBC Driver. - **[SAP SuccessFactors MCP Server by CData](https://github.com/CDataSoftware/sap-successfactors-mcp-server-by-cdata)** - Enables natural language querying of live SAP SuccessFactors data through an MCP interface without requiring SQL knowledge. Connects AI models to SAP SuccessFactors data for seamless retrieval of tables, columns, and execution of queries. - **[Slack MCP Server by CData](https://github.com/CDataSoftware/slack-mcp-server-by-cdata)** - Enables natural language querying of live Slack data through a read-only MCP interface, allowing users to access and retrieve real-time information from their Slack workspace without SQL knowledge. - **[Salesforce MCP Server by CData](https://github.com/CDataSoftware/salesforce-mcp-server-by-cdata)** - Enables natural language querying of live Salesforce data through an MCP interface without requiring SQL knowledge. Connects AI models to Salesforce data for seamless retrieval of tables, columns, and execution of queries. - **[Veeva MCP Server by CData](https://github.com/CDataSoftware/veeva-mcp-server-by-cdata)** - Enables natural language querying of live Veeva data through a straightforward MCP interface, allowing real-time information retrieval without requiring SQL knowledge. Interfaces with the CData JDBC Driver for easy access to Veeva data models. - **[Workday MCP Server by CData](https://github.com/CDataSoftware/workday-mcp-server-by-cdata)** - Enables natural language querying of live Workday data through a read-only MCP interface, allowing LLMs to retrieve up-to-date information without needing SQL knowledge. Utilizes the CData JDBC Driver to connect and expose Workday data as relational SQL models. - **[FindMCP](https://github.com/Ceeon/findmcp)** - A directory tool for discovering and accessing MCP services, simplifying the integration of various MCP-compatible tools and data sources. It provides a user-friendly interface for service discovery, specifically designed for integration with Cursor. - **[FindMCP](https://github.com/Ceeon/findmcp)** - Provides a directory of MCP services specifically designed for integration with the Cursor editor, allowing seamless access to Smithery.ai URLs for enhancing LLM capabilities. - **[Fish Audio Text-to-Speech Service](https://github.com/CengSin/fishaudio-mcp)** - Converts text into natural human speech with customizable audio formats and bitrates, while integrating seamlessly with MCP-compatible applications. - **[Alpaca Market Data Server](https://github.com/cesarvarela/alpaca-mcp)** - Provides access to real-time and historical market data along with broker APIs, enabling applications to integrate financial data and trading functionalities from Alpaca. It facilitates the retrieval of asset information, stock bars, market days, and news through standardized MCP tool calls. - **[FastAPI](https://github.com/cetinibs/fastapi)** - FastAPI is a modern web framework designed for building APIs efficiently. It enables high performance in creating RESTful services that can quickly link to various AI models and tools. - **[Kakao Map](https://github.com/cgoinglove/mcp-server-kakao-map)** - Provides location-based recommendations for various places in South Korea using the Kakao Map API. It can suggest restaurants, shops, public facilities, and tourist attractions based on user queries in Korean. - **[CentralMind Gateway](https://github.com/centralmind/gateway)** - Universal MCP server tailored for databases, facilitating secure and compliant interactions optimized for large language models and AI agents. It supports a variety of database systems including PostgreSQL, MySQL, and ElasticSearch among others. - **[Slack MCP Server](https://github.com/Chandrakant0110/slack-mcp)** - Interact with Slack by managing channels, posting messages, and retrieving user profiles through a standardized API interface. Enhance team collaboration and workflow automation within a Slack workspace. - **[Google Jobs](https://github.com/ChanMeng666/server-google-jobs)** - Provides capabilities to search for job listings using Google Jobs via SerpAPI integration, supporting multiple languages. - **[Python Jira MCP Server](https://github.com/Chase-Bullock/python-jira-mcp)** - Integrates with Jira to enable AI models to perform operations like searching for issues using JQL queries and retrieving detailed information about specific Jira issues. - **[Chargebee MCP Server](https://github.com/chargebee/agentkit)** - Integrate Chargebee's API services and documentation directly into coding environments to enhance development efficiency. Provide context-aware code snippets and access to Chargebee's knowledge base for streamlined integration processes. - **[Server Collector](https://github.com/chatmcp/mcp-server-collector)** - Collects and submits MCP servers over the internet, facilitating the gathering and indexing of various MCP servers for easier access and discovery. - **[MCP Router](https://github.com/chatmcp/mcp-server-router)** - Connects multiple remote MCP servers through a proxy, facilitating seamless integration and enhancing LLM applications by enabling access to various MCP server capabilities. - **[ChatterBox Meeting Integration Server](https://github.com/ChatterBoxIO/chatterboxio-mcp-server)** - Integrates with online meeting platforms like Zoom and Google Meet to facilitate AI agents joining meetings, capturing transcripts, and generating concise summaries of discussions. - **[OpenDify](https://github.com/chengtaoo/OpenDify)** - Transforms Dify API into OpenAI API format for seamless interaction, supporting dynamic model configurations and error handling. Enables direct interaction with Dify services using OpenAI API clients while managing smooth output streaming. - **[TypeScript Simple Template](https://github.com/ChenReuven/mcp-ts-simple-template)** - Basic Model Context Protocol (MCP) server implementation in TypeScript, featuring a sample BMI calculator tool and input validation through Zod. Supports communication via standard I/O, providing a foundation for building custom MCP tools. - **[Metabase Analytics Integration Server](https://github.com/cheukyin175/metabase-mcp)** - Integrate with the Metabase analytics platform to access dashboards, cards, and databases. Execute queries and retrieve structured data through a conversational interface with comprehensive logging and error handling capabilities. - **[飞书MCP机器人](https://github.com/Chenzhi-Ana/feishu_mcp_server)** - Connects Claude or Cursor users with the Feishu bot through an MCP server, enabling the execution of business logic via the Feishu API. Facilitates automation and interaction by integrating language model capabilities with Feishu applications. - **[fast_bitrix24](https://github.com/chicuza/fast_bitrix24)** - Provides a Python API wrapper for Bitrix24 to efficiently retrieve and manipulate data via REST API, handling batching, parallel requests, and rate limiting. Supports both synchronous and asynchronous clients with OAuth authorization and progress tracking. - **[AI Customer Support Bot](https://github.com/ChiragPatankar/AI-Customer-Support-Bot--MCP-Server)** - Provides AI-powered customer support by processing queries in real-time and integrating with Glama.ai for context fetching and Cursor AI for response generation. - **[DICOM Model Context Protocol Server](https://github.com/ChristianHinge/dicom-mcp)** - Enables interaction with DICOM servers for querying patient information and analyzing medical imaging metadata. Extracts text from encapsulated PDF documents in DICOM format to enhance clinical report analysis and streamline medical data access. - **[MCP Forge](https://github.com/chromewillow/mcp-forge)** - MCP Forge generates new MCP servers from customizable templates, facilitating integration with Cursor IDE and deployment instructions through Smithery. Users can create servers with various functionalities, such as web search or database interactions. - **[Chromia Wallet](https://github.com/chromindscan/chromia-mcp)** - Interact with Chromia Wallet to execute $CHR transactions, enabling seamless integration for managing cryptocurrency transactions through AI. - **[Fetch Server](https://github.com/chuanmingliu/servers)** - Fetches web content from specified URLs and converts it to markdown format for easier processing by language models. Supports content extraction with options for maximum length and starting index for truncation. - **[Model Context Protocol Servers](https://github.com/chuanmingliu/servers)** - A collection of implementations for the Model Context Protocol (MCP) that enables secure, controlled access for large language models (LLMs) to various tools and data sources. These servers showcase versatility and extensibility through reference implementations using Typescript and Python MCP SDKs. - **[Flux Schnell](https://github.com/ckz/flux-schnell-mcp)** - Generate images from text prompts using the Replicate API, enabling users to create customized visuals based on detailed descriptions. The server manages the communication with the API and handles errors effectively. - **[Web Search Server](https://github.com/Claw256/mcp-web-search)** - Provides Google search capabilities with advanced filtering and allows viewing of web content, including markdown conversion. Features include rate limiting, caching, browser instance pooling, and bot detection avoidance. - **[Cline](https://github.com/cline/cline)** - Enable autonomous coding assistance within an IDE, facilitating file creation and editing, running terminal commands, and interactive debugging through a browser, all while managing user permissions. Extend functionality via custom tools using the Model Context Protocol (MCP) to automate and streamline software development tasks. - **[Cloudflare Worker Integration](https://github.com/cloudflare/workers-mcp)** - Connects Cloudflare Workers to various MCP clients for real-time interaction and customization, enabling serverless function integration. - **[Research Assistant](https://github.com/clssck/researcher-mcp)** - Integrates with intelligent search and documentation retrieval to assist coding by discovering APIs and modernizing code. Maintains context across queries using a database, while employing advanced query processing and intelligent rate management for effective responses. - **[Time Server](https://github.com/clssck/mcp-time-server)** - Provides timezone conversions and performs time-related operations such as retrieving the current time in specified timezones and converting time between different timezones. - **[CnosDB Server](https://github.com/cnosdb/cnosdb-mcp-server)** - Execute SQL queries, manage CnosDB databases, and inspect table schemas through an MCP interface. Streamline database interactions with tools for listing databases and tables. - **[Perplexity Advanced MCP](https://github.com/code-yeongyu/perplexity-advanced-mcp)** - Enhances query processing capabilities with advanced integration for AI models, enabling seamless connectivity between AI systems and various tools or data sources. - **[Firecrawl Server](https://github.com/codyde/mcp-firecrawl-tool)** - Scrape websites to extract structured data using Firecrawl's APIs, with features for error tracking and performance monitoring. Supports gathering content in various formats and custom schema data extraction. - **[Long-Term Memory for AI Agents](https://github.com/coleam00/mcp-mem0)** - Enables AI agents to store, retrieve, and search memories using semantic indexing for efficient memory management, enhancing contextual awareness. - **[CoinStats Cryptocurrency Data Server](https://github.com/CoinStatsHQ/coinstats-mcp)** - Provides real-time cryptocurrency market data, enables portfolio tracking, and offers news access through the CoinStats API. Simplifies crypto data retrieval and integration into applications or agents. - **[Controtto](https://github.com/contre95/controtto)** - Tracks financial transactions and calculates average buy prices, current asset values, and profit & loss. It supports importing and exporting transaction history for efficient management. - **[OpenAI WebSearch Server](https://github.com/ConechoAI/openai-websearch-mcp)** - Provides real-time web search capabilities for AI assistants, enhancing their responses with current information from the web. It integrates with applications like Claude.app and Zed editor for streamlined usage during conversations. - **[Time MCP Server](https://github.com/ConechoAI/time-mcp-local)** - Provides current time information and facilitates timezone conversions using IANA timezone names. Enables real-time time data access and conversion between different timezones for applications. - **[Web Requests Server](https://github.com/coucya/mcp-server-requests)** - Enable AI models to fetch, process, and manipulate web content via HTTP requests, providing real-time access to online resources. Convert web data to Markdown and customize headers for enhanced interaction with web pages. - **[Advanced YouTube](https://github.com/coyaSONG/youtube-mcp-server)** - Interact with YouTube data to search for videos, channels, and comments, and analyze performance metrics. Retrieve transcripts and generate summaries of video content. - **[Higress AI-Search MCP Server](https://github.com/cr7258/higress-ai-search-mcp-server)** - Enhances AI model responses through real-time search results from various online search engines and integrates internal knowledge bases for improved accuracy and relevance in responses. - **[Elasticsearch/OpenSearch MCP Server](https://github.com/cr7258/elasticsearch-mcp-server)** - Connect to Elasticsearch or OpenSearch clusters for natural language interaction, enabling operations such as searching documents, managing indices, and monitoring cluster health. - **[CoinGecko Server](https://github.com/crazyrabbitLTC/mcp-coingecko-server)** - Access cryptocurrency data including current prices, historical data, and market capitalization through the CoinGecko Pro API. Features include paginated cryptocurrency listings, historical candlestick data, and a local coin cache with refresh capabilities. - **[Etherscan Tools](https://github.com/crazyrabbitLTC/mcp-etherscan-server)** - Access Ethereum blockchain data including balances, transaction history, ERC20 token transfers, contract ABIs, gas prices, and ENS resolution through Etherscan's API. - **[Expert Server](https://github.com/crazyrabbitLTC/mcp-expert-server)** - Provides intelligent query generation and documentation assistance using Claude AI by analyzing API documentation. Delivers tools for generating queries from natural language requests and retrieving relevant documentation information based on user questions. - **[Morpho API Server](https://github.com/crazyrabbitLTC/mcp-morpho-server)** - Query Morpho's GraphQL API to access market data, vaults, and positions. Supports historical data, pagination, ordering, filtering, and validation. - **[Code Review Server](https://github.com/crazyrabbitLTC/mcp-code-review-server)** - Perform structured code reviews by analyzing various codebases using Large Language Models to identify issues and provide recommendations for improvements. Supports multiple LLM providers and handles chunking for large projects. - **[Twitter](https://github.com/crazyrabbitLTC/mcp-twitter-server)** - Interact with Twitter to post tweets, search for specific tweets, and reply to existing tweets. - **[Hippycampus](https://github.com/cromwellian/hippycampus)** - Integrates dynamic OpenAPI specifications and facilitates visual workflow creation using LangFlow. Provides a command-line interface for seamless interaction with various data sources and APIs. - **[MCP Server Python Template](https://github.com/Cris-0k/mcp-server-python-template)** - Provides a foundational framework for developing Model Context Protocol servers in Python, facilitating the creation and management of AI-assisted tools and integrations. - **[Splunkbase MCP Server](https://github.com/cschmidt0121/splunkbase-mcp)** - Programmatic access to Splunkbase functionality, enabling users to search for, download, and manage Splunkbase apps through a standardized interface. - **[Postgres MCP Pro](https://github.com/crystaldba/postgres-mcp)** - Postgres MCP Pro provides database health checks, index tuning, and safe SQL execution, facilitating robust software development. It offers tools like explain plans for query optimization and monitoring for overall database performance. - **[Scryfall MCP Server](https://github.com/cryppadotta/scryfall-mcp)** - Interact with the Scryfall API to retrieve Magic: The Gathering card details, rulings, and pricing information. It enables text-based searches and direct access to card data using UUID or name. - **[GraphQL MCP Server](https://github.com/ctkadvisors/graphql-mcp)** - Connects to any GraphQL API, providing access to its capabilities through strong type safety and dynamic tool generation. Automatically introspects schemas, exposes operations, and supports query whitelisting for enhanced security. - **[Data Gouv MCP Server](https://github.com/csonigo/datagouv-mcp-server)** - Interact with Datagouv APIs to retrieve up-to-date company information in France, allowing searches by company name, CEO, or address through a simple API interface. - **[SuperiorAPIs MCP Server Tool](https://github.com/CTeaminfo/mcp_superiorapis_local)** - Dynamically fetch and generate tool functions from SuperiorAPIs using fetched plugin metadata and OpenAPI schemas. Execute API calls with asynchronous processing and runtime tool registration. - **[Lark Function Call AI Agent](https://github.com/cv-cat/LarkAgentX)** - Enables function calls and message handling within the Lark ecosystem, utilizing a user's Lark account as an AI assistant. It automatically analyzes user input to invoke relevant functions and stores messages in a MySQL database for chat management. - **[Database Server](https://github.com/cuongtl1992/mcp-dbs)** - Connect to various database systems to execute queries, explore schemas, and manage data through a simple interface. - **[Node.js SQL Server MCP Server](https://github.com/cwilby/mcp-node-mssql)** - Integrate SQL Server databases with AI assistants by facilitating secure and efficient database querying capabilities through the Model Context Protocol. Enable LLM applications to easily access and manipulate Microsoft SQL Server data. - **[Ntfy MCP Server](https://github.com/cyanheads/ntfy-mcp-server)** - Send notifications to devices with customizable options utilizing the ntfy push notification service, enabling real-time alerts and updates for applications. Integrate with LLMs and AI agents for enhanced communication. - **[Crunchbase Data Access Server](https://github.com/Cyreslab-AI/crunchbase-mcp-server)** - Provides access to Crunchbase data, enabling searches for companies, retrieval of detailed company information, and access to funding and acquisition data. Supports querying for people associated with companies as well. - **[Scrapling Fetch](https://github.com/cyberchitta/scrapling-fetch-mcp)** - Accesses text content from bot-protected websites to retrieve documentation and reference materials. Optimized for low-volume retrieval, this server facilitates the extraction of text and HTML content that is otherwise inaccessible to AI assistants. - **[BuiltWith API Integration Server](https://github.com/Cyreslab-AI/builtwith-mcp-server)** - Query website technology stacks to obtain detailed insights about the technologies used by specific domains while exploring categorized technology stacks. - **[FlightRadar](https://github.com/Cyreslab-AI/flightradar-mcp-server)** - Access real-time flight tracking and status information, retrieve detailed flight data, and search for flights based on various criteria such as airline or airports. - **[Have I Been Pwned Integration Server](https://github.com/Cyreslab-AI/hibp-mcp-server)** - Integrates with the Have I Been Pwned API to verify if email addresses or passwords have been compromised in data breaches, providing detailed breach information and listing all known breaches. - **[esa-mcp-server](https://github.com/d-kimuson/esa-mcp-server)** - Access the esa.io API through the Model Context Protocol (MCP), enabling search, creation, updating, and deletion of articles on esa.io. - **[Nessus Vulnerability Scanner Server](https://github.com/Cyreslab-AI/nessus-mcp-server)** - Interact with the Tenable Nessus vulnerability scanner to perform vulnerability scanning and analysis. Start and monitor scans, retrieve results, and search for vulnerabilities using a standardized protocol. - **[Polygon MCP Server](https://github.com/Dablclub/polygon-mcp)** - Interact with the Polygon PoS blockchain to call contract functions, check ERC20 token balances, transfer tokens, and retrieve current gas prices. - **[Daipendency MCP Server](https://github.com/daipendency/daipendency-mcp)** - Extracts narrative and API documentation for dependencies in local projects by utilizing the Daipendency tool. - **[Transport NSW API Client](https://github.com/danhussey/transportnsw-mcp)** - Provide access to Transport NSW data including stops, alerts, and real-time departures through a standardized API interface. Enables efficient querying of transport information for integration into AI workflows. - **[Quickbase Connector](https://github.com/danielbushman/MCP-Quickbase)** - Interact with Quickbase data using natural language, facilitating the management of apps, tables, and records. Leverages AI for efficient data access and manipulation through the Quickbase JSON RESTful API. - **[Fillout.io](https://github.com/danielma-tic/fillout-mcp-server)** - Manage forms, handle responses, and perform analytics through the Fillout.io API. - **[PostgreSQL](https://github.com/DanielRSnell/postgres-mcp)** - Interact with PostgreSQL databases, execute read-only SQL queries, and inspect database schemas to facilitate data-driven applications. - **[MCP2Lambda](https://github.com/danilop/MCP2Lambda)** - Connects generative AI models to AWS Lambda functions without requiring code changes, facilitating seamless execution of AWS functions through the Model Context Protocol. - **[Swagger MCP Server](https://github.com/danishjsheikh/swagger-mcp)** - Dynamically generates MCP tools by extracting the `swagger.json` file from Swagger UI, enabling integration of Swagger-defined APIs with MCP clients. Facilitates automatic tool creation for improved API interaction within MCP environments. - **[Marvel MCP Server](https://github.com/DanWahlin/marvel-mcp)** - Interact with Marvel characters and comics data using the Marvel Developer API. Fetch character details, comic issues, and related content effortlessly. - **[DARPEngine](https://github.com/DARPAI/darp_engine)** - DARPEngine provides smart search capabilities by storing metadata for MCP servers online, enabling efficient discovery and connection to relevant MCP tools. It offers a CLI and API for users to search and route requests based on user queries. - **[Cyberlink Server](https://github.com/dasein108/mcp-cw-graph)** - Interact with the CW-Social smart contract on Cosmos-based blockchains to manage semantic relationships between entities. Perform full CRUD operations and execute rich queries with batch processing and transaction management. - **[Databutton App](https://github.com/databutton/databutton-app-mcp)** - Connects API endpoints from a Databutton app for use with LLMs via the MCP protocol over websockets, enabling direct interaction and functionality integration. Securely runs locally to bridge Databutton apps with any MCP compatible client. - **[Trino MCP Server](https://github.com/Dataring-engineering/mcp-server-trino)** - Connect to Trino to list tables, read data, and execute SQL queries. Provides a controlled interface for big data analytics through seamless interaction with AI models. - **[MySQL Read-Only Database Access Server](https://github.com/dave-wind/mysql-mcp-server)** - Enables AI models to securely access and inspect MySQL database schemas while executing read-only SQL queries. Ensures data integrity through validation and read-only transactions, facilitating database exploration without modification risks. - **[Liblab Translation SDK](https://github.com/davidrojasliblab/test)** - Integrate with various translation APIs to convert text into unique languages such as Morse code, Braille, Pirate Speak, and others. Provides an easy-to-use SDK for adding fun and diverse translation capabilities to applications. - **[JavaScript Server SDK](https://github.com/davlgd/mcp-js-server)** - An unofficial SDK for implementing Model Context Protocol servers using JavaScript, facilitating the creation of prompts, resources, and tools for AI model interaction. - **[Swagger MCP Server](https://github.com/dcolley/swagger-mcp)** - Ingests and serves Swagger/OpenAPI specifications, facilitating automatic generation of tools from API endpoints while supporting real-time communication through Server-Sent Events. Provides various authentication methods to secure access to the underlying API. - **[X Server](https://github.com/DataWhisker/x-mcp-server)** - Integrates with X (Twitter) for functionalities such as reading tweets from the home timeline, creating new tweets, and replying to existing tweets. Includes built-in rate limit handling for the free API tier with a TypeScript implementation that provides full type safety. - **[Crypto Wallet EVM](https://github.com/dcSpark/mcp-cryptowallet-evm)** - Seamlessly interact with Ethereum and EVM-compatible blockchains, enabling wallet creation, balance checks, transaction sending, and smart contract interactions. - **[Helius](https://github.com/dcSpark/mcp-server-helius)** - Access and retrieve data from the Solana blockchain, including wallet balances, block information, and transaction details. Interact with tokens and NFTs directly through the Helius API. - **[Figma MCP Server](https://github.com/deepsuthar496/figma-mcp-server)** - Integrate with Figma's API to manage files, comments, and projects. Retrieve file information, manage comments, and automate tasks related to design workflows. - **[DeepSRT Server](https://github.com/DeepSRT/deepsrt-mcp)** - Generates concise summaries for YouTube videos in narrative or bullet-point formats with multi-language support. Integrates with MCP-enabled environments for efficient content accessibility. - **[Google Forms Integration Server](https://github.com/delorenj/google-forms-mcp)** - Create and manage Google Forms, including adding questions and retrieving responses. Streamline form management through the integration with the Google Forms API. - **[DeepWriter MCP Server](https://github.com/deepwriter-ai/Deepwriter-MCP)** - Integrates with DeepWriter's API for managing content generation and project management tasks. Facilitates project creation, updating, deletion, and retrieval of project details through a standardized MCP interface. - **[Postman MCP Server](https://github.com/delano/postman-mcp-server)** - Integrates with the Postman API to manage collections, environments, and APIs. Provides access to functionalities based on the official OpenAPI specification for streamlined API interactions. - **[TDX Prover](https://github.com/denniswon/intel-tdx-zk-prover)** - Provides Intel TDX DCAP attestation verification capabilities via a REST API, managing agents, requests, and attestations while leveraging zero knowledge proofs for enhanced security. Facilitates cryptographic proofs of attestation verification in applications. - **[Supabase MCP Server (used by Deploya.dev)](https://github.com/deploya-labs/mcp-supabase)** - Manage Supabase databases and execute SQL queries autonomously and securely while utilizing safety controls. Provides an interface for efficient database management and interaction through Cursor and Windsurf. - **[Twilio Agent Payments](https://github.com/deshartman/twilio-agent-payments-mcp-server)** - Processes secure payments during voice calls using the Twilio API, capturing payment information while ensuring PCI compliance. Features include asynchronous callbacks, guided workflows, and secure credential handling. - **[Twilio Messaging](https://github.com/deshartman/twilio-messaging-mcp-server)** - Send SMS messages using the Twilio API and receive status callbacks for enhanced message management. Integrate seamlessly with LLM applications like Claude AI through the Model Context Protocol (MCP). - **[MySQL Server](https://github.com/designcomputer/mysql_mcp_server)** - Facilitates secure interaction with MySQL databases, enabling AI assistants to list tables, read data, and execute SQL queries through a controlled interface. - **[Hacker News Integration](https://github.com/devabdultech/hn-mcp)** - Access real-time stories, comments, and user profiles from Hacker News, allowing search and retrieval of data through a robust integration with the Model Context Protocol. - **[ScrAPI MCP Server](https://github.com/DevEnterpriseSoftware/scrapi-mcp)** - ScrAPI MCP Server facilitates the extraction of data from any website, handling bot detection and geolocation restrictions efficiently. It provides an intuitive interface for web scraping tasks. - **[GitHub](https://github.com/devassistantai/mcp-servers)** - Interact with GitHub repositories, manage files, branches, issues, pull requests, and perform advanced searches. Automate repository operations with support for batch actions and maintain Git history without force pushing. - **[YAPI MCP Server](https://github.com/devilMing/yapi-mcp-server)** - Access YAPI interface details for seamless integration of YAPI projects and enhance development workflows. Provides real-time updates through server-sent events (SSE). - **[XTQuantAI](https://github.com/dfkai/xtquantai)** - Integrates with the XTQuant quantitative trading platform to provide access to trading data and functionalities, enabling advanced data querying, market data retrieval, and visualization. It supports various operations related to stock details and historical market data, enhancing trading strategy development with AI assistance. - **[Meilisearch MCP Server](https://github.com/devlimelabs/meilisearch-ts-mcp)** - Enables interaction with Meilisearch through a standardized interface for managing indexes, documents, search capabilities, and system operations. - **[Ultimate MCP Server](https://github.com/Dicklesworthstone/ultimate_mcp_server)** - Connects AI models to various tools and data sources, facilitating seamless integration and orchestration for complex multi-step workflows. Enables intelligent task delegation among multiple LLM providers for enhanced cognitive capabilities. - **[TESS AI Integration Server](https://github.com/diegofornalha/mcp-server-tess)** - Facilitates interaction with the TESS platform using structured commands for managing agents, retrieving details, and executing tasks with custom parameters. Access the TESS API for dynamic data interactions and file management. - **[TESS Integration Server](https://github.com/diegofornalha/mcp-server-tess)** - Integrate with the TESS API to manage and execute TESS agents, handle file associations, and customize messages for agent interactions. Provides an interface to streamline AI workflows with TESS functionalities. - **[TESS-MCP Server](https://github.com/diegofornalha/tess-mcp-server)** - Integrates multiple AI services, providing a unified command-line interface for accessing tools, managing files, and interacting with language models. Facilitates seamless communication between various APIs without reimplementing them. - **[Filesystem Server](https://github.com/dinh-ai-system-exe-com-vn/file-system-mcp-sse)** - Facilitates secure and efficient filesystem operations, enabling tasks such as reading, writing, editing, and searching files and directories. Provides capabilities for managing file metadata, directory structures, and advanced search functionalities within specified paths. - **[Trieve](https://github.com/devflowinc/trieve)** - Enables agents to perform semantic searches across Trieve datasets and access detailed dataset information through a standardized interface. Built with TypeScript for enhanced type safety and offers configuration through environment variables and command-line arguments. - **[Quran.com API Server](https://github.com/djalal/quran-mcp-server)** - Access the Quran.com corpus to retrieve chapters, verses, translations, and tafsirs through a standardized API. Facilitate integration of Quranic content into applications via a structured set of endpoints. - **[Bruno API Server](https://github.com/djkz/bruno-api-mcp)** - Expose Bruno API collections as MCP tools for interaction through the MCP protocol, enabling streamlined access to data and functionalities. Integrate and debug APIs efficiently by collocating source code with data sources for seamless operations. - **[Function App Tester](https://github.com/dkmaker/mcp-function-app-tester)** - Test and interact with Azure Function App endpoints using various HTTP methods like GET, POST, PUT, and DELETE. Facilitates detailed response analysis and supports custom headers and request body handling for relevant methods. - **[1Password Credential Retrieval Server](https://github.com/dkvdm/onepassword-mcp-server)** - Enables secure retrieval of credentials from a 1Password vault for use in AI agent workflows. Integrates 1Password data with Agentic AI to automate authentication and manage credentials seamlessly. - **[REST API Tester](https://github.com/dkmaker/mcp-rest-api)** - TypeScript-based MCP server for testing and interacting with REST API endpoints directly from the development environment. It facilitates the assessment and manipulation of RESTful services through Cline tools. - **[Bybit Server](https://github.com/dlwjdtn535/mcp-bybit-server)** - Interact with the Bybit API to fetch market data, manage account information, and execute or cancel trades. Offers a streamlined interface for automating trading strategies using MCP tools. - **[Demo Server](https://github.com/dlwjdtn535/mcp-bybit-server)** - Provides an interface for interacting with the Bybit API, facilitating market data retrieval, account management, and order placement/cancellation through MCP tools. - **[Canvas MCP Server](https://github.com/DMontgomery40/mcp-canvas-lms)** - Manage courses, assignments, enrollments, and grades within the Canvas LMS by interacting with the Canvas API. Automate educational tasks and streamline course management for educators and administrators. - **[Amadeus MCP Server](https://github.com/donghyun-chae/mcp-amadeus)** - Integrates with the Amadeus Flight Offers Search API to enable natural language flight searches between specified locations and dates. Facilitates retrieval of flight options using large language models. - **[MCP Database Utilities](https://github.com/donghao1393/mcp-dbutils)** - DButils provides a unified interface for data analysis across multiple database types, including sqlite, mysql, and postgres, with secure connection options. It simplifies connection management and data handling for AI applications. - **[Solana Agent Kit Server](https://github.com/DonutLabs-ai/mcp-solana-data)** - Standardized interactions with the Solana blockchain via a Model Context Protocol server enabling seamless integration of blockchain operations into applications without requiring a signer. Features a Cloudflare worker for easy deployment and specific action capabilities through the DonutPlugin. - **[Coin MCP Server](https://github.com/donkeylichao/coin-mcp-server)** - Integrates with the Model Context Protocol for dynamic interaction with external data and tools. Facilitates seamless communication between LLM clients and various resources, actions, and prompts. - **[MS SQL Server Integration](https://github.com/dperussina/mssql-mcp-server)** - Query and explore Microsoft SQL Server databases using natural language, enabling users to view table structures and execute read-only SQL queries effortlessly. Provides a safe and user-friendly interface for AI assistants to interact with databases without coding experience. - **[MySQL Database Access](https://github.com/dpflucas/mysql-mcp-server)** - Provides read-only access to MySQL databases, enabling users to list databases, tables, and execute read-only SQL queries while ensuring no data modifications are possible. - **[KOSPI/KOSDAQ Stock Data Server](https://github.com/dragon1086/kospi-kosdaq-stock-server)** - Provides real-time KOSPI and KOSDAQ stock data including ticker symbol lookups, OHLCV data retrieval, market capitalization information, and fundamental data metrics. - **[ArcKnowledge](https://github.com/dragonjump/mcp-ARCknowledge)** - Manage and query a custom knowledge base by registering document sources, querying information, and aggregating results from multiple webhook endpoints. Simplifies knowledge management and enhances querying capabilities. - **[Ramp MCP](https://github.com/dragonkhoi/ramp-mcp)** - Access Ramp data via the Ramp API, facilitating interaction with credit card transactions and spend management tools. Provides a command interface for financial insights and transaction management. - **[한국 학교 급식 정보 조회 서버](https://github.com/dragonku/mcp_school_food)** - Retrieve school meal information across South Korea using natural language queries, providing access to daily and weekly meal data for any school. - **[DreamFactory Integration Server](https://github.com/dreamfactorysoftware/df-mcp)** - Integrate DreamFactory APIs into conversational AI applications for enhanced data access and automation workflows. Simplifies interactions with DreamFactory services directly within AI interfaces. - **[Steam Gaming Context Server](https://github.com/dsp/mcp-server-steam)** - Fetches user gaming information and preferences from Steam, providing AI assistants with context on users' gaming activities. Integrates with the Steam API to enhance gaming interactions. - **[CrewAI Adapter](https://github.com/dshivendra/crewai_mcp_adapter)** - Integrates CrewAI's functionalities with MCP support, enabling the development of custom agents and tools while ensuring type safety and validation. Facilitates seamless tool integration with detailed execution metadata. - **[FamilySearch MCP Server](https://github.com/dulbrich/familysearch-mcp)** - Interact with FamilySearch's family history data seamlessly. Search for person records, view detailed information, and explore ancestors and descendants using AI tools. Authenticate securely and access historical records with ease. - **[Instagram MCP Server](https://github.com/duhlink/instagram-server-next-mcp)** - Fetch Instagram posts using an existing Chrome login session, featuring a modular architecture that facilitates configuration and error handling. Enables automatic media downloading and SEO-friendly content generation for social media management. - **[EOL MCP Server](https://github.com/ducthinh993/mcp-server-endoflife)** - Checks software end-of-life dates and support status using the endoflife.date API, providing real-time information about software lifecycle and security status. - **[Dumpling AI MCP Server](https://github.com/Dumpling-AI/mcp-server-dumplingai)** - Integrates data scraping, content processing, and AI capabilities, with features for document conversion, web scraping, and knowledge management. Supports real-time information access through various data APIs and secure code execution. - **[MCP Server](https://github.com/dvladimirov/MCP)** - Integrates OpenAI services with Git repository analysis and local filesystem operations. Also supports Prometheus for monitoring and provides utilities for seamless development workflows. - **[GitHub Repository Scanner](https://github.com/dylandaubenspeck/mcp-github-ocr)** - Scans GitHub repositories to provide structured access to their file trees and contents, allowing users to view directories and files easily. Supports secure access to both public and private repositories using user-provided GitHub tokens. - **[FantasyPros API Server](https://github.com/DynamicEndpoints/fantasy-pros-mcp)** - Access sports data, news, rankings, and projections for NFL, MLB, NBA, and NHL. Retrieve real-time updates and player information seamlessly. - **[AI-Powered FastAPI Server](https://github.com/eagurin/myaiserv)** - Seamless integration with Large Language Models using a high-performance FastAPI server. Provides a standardized interface for interaction through the Model Context Protocol (MCP). - **[Gherkin File Generator Server](https://github.com/eax/testai-mcp-server)** - Generate Gherkin feature files based on user-defined data through a standardized interface, enabling easy integration with other applications. Streamline the creation of behavior-driven development (BDD) specifications with automated file generation. - **[OSV Database API Server](https://github.com/EdenYavin/OSV-MCP)** - Fetch and manage vulnerability data for software packages, providing detailed information on CVEs, affected versions, and fixes to improve security measures. - **[Ldoce Server](https://github.com/edgardamasceno-dev/ldoce-mcp-server)** - Extracts and structures data from the Longman Dictionary for specified words, providing detailed linguistic information in a standardized JSON format. It retrieves data such as definitions, examples, and origins by connecting to the dictionary's web page. - **[EdgeOne Geo Location Server](https://github.com/edgego/mcp-geo-pub)** - Provides real-time user geolocation data to AI models by integrating EdgeOne Pages Functions with the Model Context Protocol, enhancing context-aware interactions. - **[Python SDK](https://github.com/eduardompc/python-sdk)** - Build and connect applications to language models using a standardized protocol, facilitating the creation of servers that expose various tools, resources, and prompts for enhanced model interactions. - **[Freshdesk Integration Server](https://github.com/effytech/freshdesk_mcp)** - Integrate AI models with Freshdesk to automate support operations, facilitating the creation, update, and management of support tickets through the Freshdesk API. Enhance customer support interactions with automated ticket handling and AI-driven responses. - **[EduBase MCP server](https://github.com/EduBase/MCP)** - Interact with EduBase to create dynamic quizzes, manage secure exams, and automate assessment workflows. Integrates with existing systems through a secure API to facilitate personalized learning experiences and enterprise-level security. - **[Systemprompt MCP Reddit](https://github.com/Ejb503/systemprompt-mcp-reddit)** - Fetch posts and content from Reddit, manage subreddits, and customize parameters for enhanced social media interaction. - **[Dune Analytics Data Server](https://github.com/ekailabs/dune-mcp-server)** - Provides real-time access to DEX metrics, EigenLayer statistics, and token balances on Solana through structured JSON tools. Enables seamless querying of blockchain analytics data to support informed decision-making and insights. - **[Eka Care Medical Knowledge Server](https://github.com/eka-care/eka_mcp_server)** - Provides healthcare professionals with curated medical knowledge and drug information specific to India, enhancing AI responses by grounding them in verified medical data and treatment protocols. Facilitates access to extensive branded drug databases and treatment guidelines to improve clinical decision-making. - **[Vidu Video Generation Server](https://github.com/el-el-san/vidu-mcp-server)** - Generate videos from static images using advanced AI models, while monitoring the status of video generation tasks and uploading images for processing. - **[Database Tools](https://github.com/elber-code/database-tools)** - Query MySQL databases directly using Claude AI, executing SQL queries and retrieving formatted results for user-friendly reading. Access metadata about tables, including their size and structure. - **[ElfProxy Proxy Pool Server](https://github.com/ElfProxy/proxy-pool-mcp-server)** - Provides secure and scalable access to global residential proxies with dynamic IP rotation and AI-optimized web interaction for reliable web data extraction and management. Facilitates geo-targeted and anonymous browsing with adaptive rate limiting and intelligent content sanitization. - **[hash2GO Telegram Mini App](https://github.com/elinmaks/hash2GO-telegram-app)** - Telegram mini application for mining activities, enabling users to manage and interact with mining operations directly within the Telegram platform. Provides an integrated interface to streamline mining management and enhance user engagement. - **[Elasticsearch MCP Server](https://github.com/elastic/mcp-server-elasticsearch)** - Connect to Elasticsearch data and interact with indices through natural language queries for intuitive data retrieval. - **[Web3 MCP Server](https://github.com/EmanuelJr/web3-mcp-server)** - Enables interaction with blockchain networks by fetching token balances and calling smart contract functions across multiple EVM-compatible chains. Supports seamless integration into Web3 applications with comprehensive blockchain capabilities. - **[RDF Explorer](https://github.com/emekaokoye/mcp-rdf-explorer)** - Explore and analyze RDF data with a conversational interface, enabling execution of SPARQL queries in both local and endpoint modes for insights from knowledge graphs. - **[Ollama Integration Server](https://github.com/emgeee/mcp-ollama)** - Integrates Ollama models with various MCP clients, enabling seamless interaction with AI models in applications like Claude Desktop. Requires Python and Ollama to operate, with models pulled to use effectively. - **[VirusTotal MCP Server](https://github.com/emeryray2002/virustotal-mcp)** - Query the VirusTotal API for security analysis reports on URLs, files, IPs, and domains. Provides advanced threat intelligence capabilities with automatic relationship data retrieval and detailed analysis tools. - **[PageSpeed](https://github.com/enemyrr/mcp-server-pagespeed)** - Analyze webpage performance using Google PageSpeed Insights to provide metrics and suggestions for optimization. - **[Twitter Server](https://github.com/EnesCinr/twitter-mcp)** - Interact with Twitter to post tweets and perform searches on the platform. - **[Postgres MCP](https://github.com/endaoment/endaoment-postgres-mcp)** - Connects AI models to a PostgreSQL database, executing SQL queries and retrieving schema information through a standardized protocol. Enables real-time data access and handles connection errors gracefully. - **[Confluence Integration Server](https://github.com/enjoyzl/mcp-server-confluence-ts)** - Enables interaction with Confluence to access spaces, retrieve page content, search, and perform CRUD operations on pages using a standardized protocol. - **[Canvas MCP Server](https://github.com/enkhbold470/mcp-server-canvas)** - Interact programmatically with Canvas LMS to manage courses and enrollments by utilizing the Canvas API. Streamline educational workflows through features like course listing and enrollment type filtering with interactive help prompts. - **[Enkrypt AI MCP Server](https://github.com/enkryptai/enkryptai-mcp-server)** - Integrates red-teaming, prompt auditing, and AI safety analysis for enhanced workflows. Facilitates real-time prompt risk analysis, adversarial prompt generation, and monitoring of LLMs. - **[LinkedIn MCP Server](https://github.com/envykernel/LinkedinMCPServer)** - Integrate LinkedIn data and functionalities into applications using a standardized protocol for programmatic interaction. Utilize job search capabilities and automate LinkedIn interactions to enhance productivity and efficiency. - **[TradingView Chart Image Scraper](https://github.com/ertugrul59/tradingview-chart-mcp)** - Fetch TradingView chart images based on specified ticker symbols and intervals, providing direct chart image URLs for financial instruments to be used in applications or workflows. - **[Documentation Server](https://github.com/esakrissa/mcp-doc)** - Integrates LLM applications with specific documentation sources, enabling access and retrieval of documentation files to enhance knowledge and responses. Provides tools for fetching documentation from specified URLs within those files. - **[OKX Server](https://github.com/esshka/okx-mcp)** - Fetch real-time cryptocurrency price data and historical candlestick information from the OKX exchange, providing access to market insights and trading data. - **[Weather Query Server/Client](https://github.com/eternachen/mcp-playground)** - Fetches and displays real-time weather information for any specified city, providing details such as temperature, humidity, wind speed, and weather conditions. Connects to an MCP server to access and update weather data seamlessly. - **[Prometheus MCP Server](https://github.com/etruong42/prometheus-mcp)** - Exposes Prometheus monitoring and visualization tools to language model agents for querying metrics and generating charts dynamically. Provides real-time observability data and graphical insights, facilitating integration with MCP-compatible clients like Claude. - **[Mistral OCR](https://github.com/everaldo/mcp-mistral-ocr)** - Processes images and PDFs using advanced OCR capabilities from Mistral AI, converting them into structured JSON outputs. It supports local files and files from URLs, handling multiple image formats. - **[Fetcher](https://github.com/everford/fetcher-mcp)** - Retrieve web page content using a Playwright headless browser to navigate and extract information efficiently. Designed for easy setup and configuration, it leverages AI to streamline web scraping tasks. - **[Conversational Application Framework](https://github.com/eversonpereira/mcp)** - Build conversational applications that utilize local large language models, vector memory for context management, and a plugin system to perform real actions. Features include multi-user and session support, along with automatic long history summarization. - **[NFTGo API](https://github.com/everimbaq/mcp-nftgo-api)** - Provides access to NFT data and insights through an API, enabling retrieval of metadata, statistics, and analytics for NFT collections and individual assets. Supports features such as market trends analysis and historical pricing data based on the Ethereum blockchain. - **[Explorium API](https://github.com/explorium-ai/mcp-explorium)** - Interact with the Explorium API to enhance data workflows and access business and prospect data lookup capabilities. - **[Intercom Chat Integration](https://github.com/fabian1710/mcp-intercom)** - Access and analyze Intercom conversation data with various filters such as date range, customer ID, and conversation state. Securely retrieve detailed statistics and contact information using the Intercom API key. - **[Base Network MCP Server](https://github.com/fakepixels/base-mcp-server)** - Facilitates interactions with the Base blockchain via natural language, enabling wallet management, balance checks, and transaction executions. Supports operations on both Base Mainnet and Base Sepolia testnet. - **[Google Classroom MCP Server](https://github.com/faizan45640/google-classroom-mcp-server)** - Access Google Classroom data to retrieve course details, assignments, and announcements. Integrate classroom management capabilities into AI interactions. - **[MiniMax Music Server](https://github.com/falahgs/mcp-minimax-music-server)** - Facilitates music and audio content generation via the MiniMax Music API, integrating with MCP hosts for seamless AI-powered audio creation. It supports detailed error handling and status checking, along with reference audio capabilities. - **[MCP Server](https://github.com/falcosan/mcp)** - Integrates AI models with the Meilisearch search engine, enabling dynamic interaction and intelligent tool selection based on user queries through a standardized JSON-RPC interface. - **[Meilisearch API Server](https://github.com/falcosan/mcp)** - Bridge between AI models and the Meilisearch search engine, enabling advanced search functionalities and real-time communication. Facilitates AI-driven data retrieval and management through seamless access to Meilisearch's powerful indexing capabilities. - **[Exa Search](https://github.com/exa-labs/exa-mcp-server)** - Fast and intelligent web search and crawling that combines embeddings and traditional search methods to provide optimal results for large language models (LLMs). It facilitates real-time web information retrieval in a secure environment. - **[Google Search Console Server](https://github.com/fandungptit/mcp-server-gsc)** - Provides access to Google Search Console data for advanced search analytics and customizable reporting. Enables retrieval of search performance metrics with support for multiple dimensions and flexible date ranges. - **[Search1API MCP Server](https://github.com/fatwang2/search1api-mcp)** - Provides search and crawl functionality utilizing the Search1API to retrieve and index data from various sources. - **[LinkedIn MCP Server](https://github.com/felipfr/linkedin-mcpserver)** - Integrate LinkedIn API capabilities for searching profiles, discovering job opportunities, and sending messages. Provides real-time access to LinkedIn data for AI assistants. - **[Fastn Server](https://github.com/fastnai/mcp-fastn)** - Facilitates dynamic tool registration and execution across multiple APIs, integrating services like Slack and Notion for real-time operations. Designed for scalability and performance, it supports various API-driven tasks and workflows. - **[Placid](https://github.com/felores/placid-mcp-server)** - Integrates with Placid.app to list available templates and generate images and videos using dynamic content. Provides secure API token management and robust error handling. - **[Search Service](https://github.com/fengin/search-server)** - Provides online and local search capabilities with support for multiple search engines including Brave Search, Metaso Search, and Bocha Search. Designed for integration with AI models like Cursor and Claude Desktop, enabling enhanced content retrieval. - **[Steam Review](https://github.com/fenxer/steam-review-mcp)** - Retrieve and analyze Steam game reviews and information for detailed insights. Summarize pros and cons of games and access recent player feedback based on Steam's appid. - **[iTerm](https://github.com/ferrislucas/iterm-mcp)** - Connects directly to an iTerm session to execute commands, interact with REPLs, and manage terminal output efficiently. Provides control over terminal actions and integrates with the model for real-time task delegation and responses based on the terminal content. - **[tasty-agent: A TastyTrade MCP Server](https://github.com/ferdousbhai/tasty-agent)** - Interacts with TastyTrade brokerage accounts to monitor portfolios, analyze positions, and execute trades through the TastyTrade platform. - **[Aviation Weather Server](https://github.com/finack/aviation-mcp)** - Fetches real-time aviation weather data, including METARs, TAFs, and PIREPs, through a type-safe API for enhanced decision-making in aviation contexts. - **[Fibery MCP Server](https://github.com/Fibery-inc/fibery-mcp-server)** - Integrate with Fibery to query, create, and update Fibery entities using natural language. Access and manage Fibery databases seamlessly through conversational interfaces. - **[Financial Datasets MCP Server](https://github.com/financial-datasets/mcp-server)** - Access stock market data including income statements, balance sheets, cash flow statements, stock prices, and market news through the MCP interface for financial analysis. - **[FindingAlpha AI Server](https://github.com/finding-alpha/findingalpha-ai-mcp)** - Provides tools for fundamental analysis and processing of publicly traded stocks, enabling users to access stock data and analytics for investment research and decision-making. - **[Time Server](https://github.com/fisher1006/time-mcp)** - Provides current time information and timezone conversion using IANA timezone names, with automatic system timezone detection for enhanced applications. - **[Code Context Server](https://github.com/fkesheh/code-context-mcp)** - Clone local git repositories, process branches and files, generate embeddings for code chunks, and perform semantic searches over code. Utilize local repositories for efficient code context retrieval and improve development workflows. - **[FHIR Integration Server](https://github.com/flexpa/mcp-fhir)** - Access and search FHIR resources with standardized formats for healthcare data. Interact with FHIR resources via URIs and utilize search capabilities for efficient data retrieval. - **[Focus Data](https://github.com/FocusSearch/focus_mcp_data)** - Enables AI assistants to query data results using natural language through direct connections to data tables in DataFocus. Supports initialization of data table dialogues for natural language data acquisition. - **[Folderr MCP Server](https://github.com/folderr-tech/folderr-mcp-server)** - Manage and communicate with Folderr Assistants through the Folderr API. Supports authentication via email/password or API token. - **[Focus Data SQL Server](https://github.com/FocusSearch/focus_mcp_sql)** - Converts natural language into SQL statements using a two-step generation process to minimize inaccuracies and ensure reliability for non-technical users. - **[Perplexity AI Server](https://github.com/fr0ziii/perplexity-mcp-server)** - Integrate with Perplexity AI for chatting, searching, and retrieving documentation from various sources. Provides a standardized access method to Perplexity AI's capabilities for MCP-based systems. - **[Hoppscotch](https://github.com/fonhal/hoppscotch)** - Hoppscotch provides a user-friendly interface to create and send API requests efficiently. It streamlines the API development process by offering features for organizing requests, managing environments, and facilitating team collaboration. - **[gqai](https://github.com/fotoetienne/gqai)** - Expose GraphQL backend operations as callable tools for AI models, enabling seamless integration of GraphQL queries and mutations. Automatically generate an MCP server from GraphQL schemas and operations for AI invocation with or without arguments. - **[Bloom Growth](https://github.com/franccesco/bloomy-mcp)** - Connect to Bloom Growth's GraphQL API for executing queries and mutations, retrieving user information, and performing schema introspection through the Model Context Protocol. - **[RocketMQ Mcp Server](https://github.com/francisoliverlee/rocketmq-mcp)** - Connects AI models to RocketMQ providing real-time data through Server-Sent Events (SSE). Configurable with name server addresses and authentication keys for secure access. - **[Postman Mock Collection Processor Server](https://github.com/freebeiro/postman-mcp-server)** - Manage API testing workflows by creating mock servers and running tests against Postman collections. The server facilitates test scenario management and integrates with Newman for API testing. - **[MCP Server](https://github.com/freedanfan/mcp_server)** - Enables standardized context interaction between AI models and development environments, enhancing scalability and maintainability. Provides efficient API endpoints for model deployment, input/output consistency, and management of AI tasks. - **[My Server](https://github.com/French-Team/my-server-mcp)** - Manage interactions with the GitHub API to facilitate actions like repository management and issue tracking. Integrate GitHub functionalities into applications for streamlined development processes. - **[Flask](https://github.com/FRVJR/flask)** - Flask is a minimal server framework that enables the creation of web applications in Python, designed to respond with JSON data. It provides a straightforward setup for building RESTful services and web applications quickly and efficiently. - **[privateGPT MCP Server](https://github.com/Fujitsu-AI/MCP-Server-for-MAS-Developments)** - Integrates privateGPT with MCP-compatible applications, enabling secure management of knowledge sources and user interactions while leveraging advanced AI capabilities. - **[V2EX MCP Server](https://github.com/funnythingfunnylove/mcp-server-v2ex)** - Access and manage V2EX API functionalities including retrieving notifications, managing user tokens, and exploring various topics through a unified interface. - **[Cosense MCP Server](https://github.com/funwarioisii/cosense-mcp-server)** - Retrieve page data efficiently and integrate with Claude Desktop for streamlined information management. The server enhances application capabilities by providing real-time context through an MCP interface. - **[BigGo MCP Server](https://github.com/Funmula-Corp/BigGo-MCP-Server)** - Enables product search across multiple e-commerce platforms, tracks product price histories, and performs specifications comparison (disabled in certain versions). Utilizes APIs from BigGo for data retrieval. - **[iFlytek SparkAgent Task Chain Server](https://github.com/funchs/ifly-spark-agent-mcp)** - Invokes the task chain of the iFlytek SparkAgent Platform through an MCP server interface, allowing users to upload files and interact with platform capabilities. Enables integration with AI models for automated workflows and task execution. - **[Fused MCP Agents](https://github.com/fusedio/fused-mcp)** - Connects large language models (LLMs) to APIs and executable Python code, facilitating local data science workflows. Provides a user-friendly notebook guide to create agents and functions efficiently. - **[🍃🔎 MongoDB Lens](https://github.com/furey/mongodb-lens)** - Provides access to MongoDB databases using natural language, enabling users to perform queries, run aggregations, and optimize database performance. - **[Futuur API Integration](https://github.com/futuur/Futuur-MCP)** - Integrates real-time market data and manages user profiles while facilitating betting operations and market tools through a TypeScript-based server implementing the Model Context Protocol (MCP). Provides a robust interface for handling market data, categories, and user information. - **[WhatsApp Web Integration](https://github.com/fyimail/whatsapp-mcp2)** - Automate and enhance WhatsApp interactions by connecting WhatsApp Web with AI models through a standardized Model Context Protocol (MCP) interface. Supports flexible deployment options and integrated functionality for communication improvement. - **[Web Search Tool](https://github.com/gabrimatic/mcp-web-search-tool)** - Provides real-time web search capabilities, enabling AI assistants to retrieve current information from various sources through a modular architecture. Returns structured JSON results for enhanced context-aware responses in areas like weather, news, sports, and finance. - **[Search-Quran](https://github.com/galihfr09/quran_cloud_mcp_server)** - Connects AI models to the Quran API for precise access to Quranic text, minimizing hallucination by retrieving only necessary data upon request. Enables seamless integration with applications such as Claude desktop for enhanced reliability when handling sensitive religious content. - **[Yanyue Cigarette Data](https://github.com/gandli/yanyue-mcp)** - Fetch cigarette data from Yanyue by searching for information based on keywords. The server integrates cigarette data retrieval into workflow applications, providing up-to-date insights from Yanyue.cn. - **[CoinGecko API Server](https://github.com/GaplyDev01/coingecko-mcp-server)** - Provides an interface to access cryptocurrency data from CoinGecko, supporting both free and Pro APIs with automatic fallback capabilities. Enables seamless data retrieval for applications requiring up-to-date cryptocurrency information. - **[DALL-E Image Generator](https://github.com/Garoth/dalle-mcp)** - Generate images from text prompts using OpenAI's DALL-E API. Edit existing images and create variations of them while ensuring API key validation for secure access. - **[WolframAlpha LLM Server](https://github.com/Garoth/wolframalpha-llm-mcp)** - Provides access to WolframAlpha's LLM API for querying complex information in natural language, allowing for structured responses on topics like science, mathematics, and history. - **[Serper Google Search Server](https://github.com/garylab/serper-mcp-server)** - Provides Google search results to LLMs through Serper integration, enabling dynamic retrieval of up-to-date search information. - **[RocketMQ](https://github.com/Gchenxx/rocketmq)** - High-performance, distributed messaging and data streaming platform that enables low latency and flexible scalability for applications. It supports reliable message delivery and fault tolerance, integrating seamlessly with various big-data ecosystems and protocols. - **[Super Secret MCP Server](https://github.com/gbti-network/mcp-whats-the-passphrase)** - Generates random combinations of US States and signature soup. It provides a pure Node.js implementation that complies with JSON-RPC 2.0. - **[Postman MCP Server](https://github.com/Gechmind/mcp-postman)** - Executes Postman collections using Newman to conduct API tests and retrieves detailed results with success/failure status and test summaries. It also supports environment files and global variables for comprehensive testing setups. - **[Exa MCP Server](https://github.com/geezerrrr/exa-mcp-server)** - Enable AI assistants to perform web searches using Exa's search API, providing real-time information while safely caching recent queries. It enhances AI capabilities with structured results and customizable search parameters. - **[Discord Webhook MCP Server](https://github.com/genm/mcp-server-discord-webhook)** - Send messages to Discord channels through webhooks, enabling automated message delivery and enhanced communication. Supports customization of message content, usernames, and avatar images. - **[TFT MCP Server](https://github.com/GeLi2001/tft-mcp-server)** - Access Team Fight Tactics game data, including match history and detailed match information. Integrate with a Riot Games account for seamless retrieval of TFT-related data. - **[Gentoro MCP NodeJS Server](https://github.com/gentoro-GT/mcp-nodejs-server)** - Integration layer for the Model Context Protocol, facilitating communication between AI models and Gentoro's service capabilities through a unified bridge. Enables users to manage and configure tools and functionalities offered by Gentoro for AI interactions. - **[BioMCP](https://github.com/genomoncology/biomcp)** - Connects AI models to authoritative biomedical databases for structured queries, enabling access to information from PubMed, ClinicalTrials.gov, and MyVariant.info. Facilitates precise responses about clinical trials, scientific literature, and genomic variants. - **[Database MCP Server](https://github.com/georgi-terziyski/database_mcp_server)** - Connect and interact with various database systems by executing SQL queries, managing schemas, and handling transactions through a unified interface. Provides support for multiple databases including SQLite, PostgreSQL, MySQL/MariaDB, and SQL Server. - **[Shopify](https://github.com/GeLi2001/shopify-mcp)** - Manage Shopify store data through a GraphQL API, enabling interaction with products, customers, and orders. Streamline e-commerce operations with advanced querying and filtering capabilities for efficient data management. - **[Linear MCP Server](https://github.com/geropl/linear-mcp-go)** - Interact with the Linear API to manage issues, comments, and team information. Create, update, and search for issues while automating workflows through a streamlined interface. - **[Qdrant Retrieve](https://github.com/gergelyszerovay/mcp-server-qdrant-retrieve)** - Enable semantic search capabilities across multiple collections in a Qdrant vector database, efficiently retrieving semantically similar documents and tracking collection sources for improved context. - **[Ashra MCP](https://github.com/getrupt/ashra-mcp)** - A server that enables connection to the Ashra AI system using the Model Context Protocol, facilitating interaction and data exchange. - **[Graphiti Knowledge Graph Server](https://github.com/getzep/graphiti)** - Enables the construction and querying of real-time, temporally-aware knowledge graphs, managing entities, relationships, and episodes. Facilitates semantic and hybrid searches to enhance memory and reasoning in AI agents. - **[Metasploit Integration Server](https://github.com/GH05TCREW/MetasploitMCP)** - Integrates AI assistants with the Metasploit Framework, enabling natural language control over penetration testing workflows. Provides access to exploitation and post-exploitation tools through standardized commands. - **[AverbePorto](https://github.com/GHSix/AverbePorto-MCP)** - Integrates with AverbePorto to manage authentication and document submission for cargo insurance endorsements. Provides a secure API for automated document handling and protocol consultations. - **[Ultimate Self-Evolving Cursor](https://github.com/giorgos3215/ultimate-cursor-mcp)** - Integrates advanced web, code, and file operations with Supabase for database management, providing tools for web scraping, code analysis, and file handling alongside AI-powered functionalities for intelligent analysis and self-improvement based on usage patterns. - **[Stock Analysis Server](https://github.com/giptilabs/mcp-stock-analysis)** - Retrieve real-time and historical stock data for Indian markets using the Yahoo Finance API. Gain access to current stock quotes and detailed historical data to enhance local LLM capabilities with financial insights. - **[Postman Tool Generation Server](https://github.com/giovannicocco/mcp-server-postman-tool-generation)** - Generates AI agent tools from Postman collections and requests by integrating with the Postman API. Converts API endpoints into type-safe code for use with various AI frameworks. - **[微信聊天记录数据导出工具](https://github.com/git-jiadong/wechatDataBackup)** - Export and permanently save WeChat chat records, allowing users to view messages such as images, videos, and files even if WeChat no longer supports them. - **[Calculator Server](https://github.com/githubpradeep/calc-mcp72)** - Provide basic arithmetic operations as callable tools for Large Language Models via the Model Context Protocol. Perform addition, subtraction, multiplication, and division with input validation to prevent errors like division by zero. Enable seamless integration of calculator functions into LLM workflows for enhanced computational capabilities. - **[PostgreSQL MCP Server](https://github.com/gldc/mcp-postgres)** - Interact with PostgreSQL databases through a standardized interface, enabling the execution of SQL queries, schema listing, and table structure descriptions. Provides capabilities for detailing table constraints and foreign key information to effectively leverage database data. - **[Glif](https://github.com/glifxyz/glif-mcp-server)** - Run AI workflows and manage user profiles with ease while accessing detailed glif information and metadata through the Model Context Protocol. Customize tools for AI-driven tasks by adding or removing them as needed. - **[MyMCPSpace ](https://github.com/glifxyz/mymcpspace-mcp-server)** - Enables AI models to interact within a social network for bots, facilitating post creation, replies, likes, and fetching recent feeds through a standardized interface. - **[Keitaro TDS API Integration](https://github.com/GodzillaDancer/keitaro-mcp)** - Integrate with the Keitaro TDS API to manage campaigns, streams, offers, and other related entities. Access and manipulate marketing data directly from your workspace to enhance productivity and streamline processes. - **[MCP Server](https://github.com/GobinFan/python-mcp-server-client)** - Connects AI models to external data sources and APIs via a standardized interface, providing a unified protocol for function calls and tool management to enhance AI application capabilities. - **[forgejo-mcp](https://github.com/goern/forgejo-mcp)** - Integrates with the Forgejo REST API for repository management and command execution through an MCP-compatible interface. - **[JSON MCP Server](https://github.com/GongRzhe/JSON-MCP-Server)** - Query and manipulate JSON data using standardized tools and JSONPath syntax with extended operations. - **[Travel Planner](https://github.com/GongRzhe/TRAVEL-PLANNER-MCP-Server)** - Enables interaction with Google Maps and travel planning services for tasks including location search, place details lookup, and travel time calculations. - **[Vestige MCP](https://github.com/GoPlausible/vestige-mcp)** - Provides access to Vestige API data and analytics through a standardized interface, allowing queries on networks, protocols, assets, pools, trades, balances, notes, and vaults with support for flexible filtering and pagination. - **[Dify Workflow Server](https://github.com/gotoolkits/mcp-difyworkflow-server)** - Manage and execute Dify workflows with support for on-demand operation of multiple custom workflows. - **[WeComBot Server](https://github.com/gotoolkits/mcp-wecombot-server)** - Sends various message types to a WeCom group robot, facilitating notifications and updates within the WeCom platform. - **[Fetch Server](https://github.com/goswamig/fetch-mcp)** - Fetches web content from specified URLs in formats such as HTML, JSON, plain text, and Markdown, allowing for customizable request headers. - **[Ravelry MCP Server](https://github.com/gpaul-mcp/MCP_ravelry)** - Connects AI assistants to the Ravelry API for seamless searching, exploring, and retrieving of knitting and crochet patterns, along with detailed pattern information retrieval. - **[Google Search Server](https://github.com/gradusnikov/google-search-mcp-server)** - Integrate Google Custom Search to retrieve and display search results directly in applications. Enhance applications with the ability to access vast amounts of online information efficiently. - **[Solana MCP](https://github.com/Grandbusta/solana-mcp)** - Interact with the Solana blockchain using a private key to retrieve wallet information, check balances, and transfer SOL. This server provides essential blockchain functionalities for applications without complex implementation. - **[GitHub](https://github.com/github/github-mcp-server)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's APIs for seamless integration and advanced functionality. - **[Unified MCP Server](https://github.com/GrandMasterK414/mcp-servers)** - Integrates multiple specialized tools for software development directly within the Cursor IDE, enhancing coding efficiency. Features include file management, GitHub integration, API testing, and database exploration. - **[Substack API Integration](https://github.com/Greg-Swiftomatic/substack-mcp)** - Integrate with Substack newsletters to retrieve content, search for posts, and access author information seamlessly. Enables interaction with Substack's API for accessing posts, metadata, and user subscriptions. - **[GreptimeDB MCP Server](https://github.com/GreptimeTeam/greptimedb-mcp-server)** - Enable secure exploration and analysis of GreptimeDB databases by listing tables, reading data, and executing SQL queries through a controlled interface. - **[Brasil API](https://github.com/guilhermelirio/brasil-api-mcp)** - Facilitates access to various Brazilian public data services, providing vital information such as postal codes, company registrations, currency exchange rates, and more through the Model Context Protocol. - **[n8n Workflow Integration Server](https://github.com/guinness77/n8n-mcp-server)** - Connects to n8n workflows to manage executions, credentials, and other resources through the Model Context Protocol, facilitating automation integration with AI tools. - **[Brazilian Postal Code Server](https://github.com/guilhermelirio/brazilian-cep-mcp)** - Retrieve comprehensive address details in Brazil using postal codes (CEPs) to obtain complete street, neighborhood, city, and state information. - **[Postgres MCP Server](https://github.com/guoling2008/go-mcp-postgres)** - Perform CRUD operations on Postgres databases with a focus on automation and safety. Features include a read-only mode and query plan checks using the `EXPLAIN` statement before execution. - **[Cloudflare MCP Server for IDE](https://github.com/GutMutCode/mcp-server-cloudflare)** - Manage Cloudflare accounts using natural language commands to deploy Workers, manage databases, and handle storage tasks. Interact with the Cloudflare API seamlessly within an IDE environment. - **[Short Video Maker](https://github.com/gyoridavid/short-video-maker)** - Generates short-form videos automatically from text inputs by converting text to speech, adding captions, and integrating background videos and music. Provides a REST API and Model Context Protocol (MCP) interface for seamless video creation workflows. - **[Weather MCP Service](https://github.com/haichaozheng/weather-mcp)** - Provides real-time weather forecasts and alerts for the US, allowing users to query active weather alerts by state code or obtain detailed weather forecasts based on geographic coordinates. Integrates with applications via a simple MCP interface for up-to-date weather information. - **[Instagram Video Downloader](https://github.com/handoing/ig-download-mcp-server)** - Fetch and download videos from Instagram, handling media URL extraction and download management programmatically. Supports progress tracking and integrates easily with applications. - **[Data Mining Plugins](https://github.com/HamyFuri/Data-Mining-Plugins)** - Provides powerful plugins for efficient data mining, enabling users to analyze and uncover insights from raw data. It streamlines data workflows and transforms information into actionable intelligence. - **[EdgeOne Geo Location Server](https://github.com/handsomegentlemen/mcp-geo)** - Provides geolocation data to AI models by retrieving user location information in real-time through an API. Integrates seamlessly with EdgeOne Pages Functions to enhance applications with location-aware capabilities. - **[GraphQL Schema](https://github.com/hannesj/mcp-graphql-schema)** - Explore and interact with GraphQL schemas, retrieving detailed type definitions and simplifying field information including types and arguments. Search for types and fields using pattern matching, and filter out internal GraphQL types for cleaner results. - **[Discord Raw API](https://github.com/hanweg/mcp-discord-raw)** - Provides access to the raw Discord API, enabling REST API calls and the use of slash commands for various interactions within the Discord platform. - **[iMessage Query](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server)** - Provides secure access to the iMessage database, enabling queries and analysis of iMessage conversations with validated phone numbers and attachment handling. - **[OpenAPI Schema](https://github.com/hannesj/mcp-openapi-schema)** - Exposes OpenAPI schema information for Large Language Models to explore and understand API specifications, including paths, operations, and schemas. Provides detailed request and response schemas in an easily comprehensible format. - **[Handwriting OCR](https://github.com/Handwriting-OCR/handwriting-ocr-mcp-server)** - Integrate applications with the Handwriting OCR service to process images and PDF documents for text extraction. Upload documents, check processing status, and retrieve OCR results in Markdown format. - **[Phone Control Plugin](https://github.com/hao-cyber/phone-mcp)** - Control an Android phone using ADB commands for tasks such as making calls, sending messages, managing contacts, and automating various phone operations directly from a computer. - **[Tool Builder](https://github.com/hanweg/mcp-tool-builder)** - Create and manage new tools dynamically using natural language descriptions, with the ability to save tool definitions and Python scriptlets. Supports tool creation that requires a client restart for use. - **[Job scraper MCP Server](https://github.com/happyhackerbird/jobspy-mcp-server)** - Facilitates job searching on LinkedIn by utilizing the unofficial LinkedIn API for credential management and job scraping. Matches job opportunities using JobSpy for enhanced search capabilities. - **[LaTeX to MathML Server](https://github.com/HappyAny/latex-mathml-mcp-server)** - Converts LaTeX mathematical expressions to MathML format. Supports both tool-based and resource-based access for integration into applications using the MCP protocol. - **[RAG Documentation](https://github.com/hannesrudolph/mcp-ragdocs)** - Retrieve and process documentation through vector search, enabling AI models to integrate relevant context into their responses. Supports multiple sources and offers semantic search capabilities for enhanced information retrieval. - **[PostgreSQL Multi-Schema Server](https://github.com/HarjjotSinghh/mcp-server-postgres-multi-schema)** - Enables interaction with PostgreSQL databases by providing read-only access to user-defined tables across multiple schemas with strict schema isolation. Facilitates cross-schema discovery and enhanced metadata management while ensuring security through access controls. - **[GitLab Communication Server](https://github.com/harshmaur/gitlab-mcp)** - Integrate GitLab API functionalities seamlessly into applications, enabling interaction with repositories, issue management, and workflow automation. - **[n8n](https://github.com/hectormago/n8n)** - An automation platform that enables the creation of workflows by integrating over 400 tools and services, providing both code-based and no-code solutions. It supports building AI agent workflows using user-defined data and models with JavaScript or Python. - **[Unsplash Search](https://github.com/hellokaton/unsplash-mcp-server)** - Connects to Unsplash's image library to perform advanced searches and apply filters on keywords for rich, high-quality image retrieval. - **[OpenRouter MCP Server](https://github.com/heltonteixeira/openrouterai)** - Seamless access to various AI models through a unified, type-safe interface with features like caching, rate limiting, and error handling. - **[OpenRouter MCP Server](https://github.com/heltonteixeira/openrouterai)** - Integrates with OpenRouter.ai's model ecosystem, providing access to various AI models through a unified, type-safe interface. Features include caching, rate limiting, and error handling to enhance performance and reliability. - **[RagDocs](https://github.com/heltonteixeira/ragdocs)** - Manage and search documentation using advanced semantic search and retrieval-augmented generation capabilities. Supports document management tasks such as adding, listing, and deleting documents with automatic text chunking and vector storage through Qdrant. - **[Screen View](https://github.com/hemenge133/screen-view-mcp)** - Capture and analyze screenshots using the Claude Vision API to gain insights into screen content and enhance productivity. Supports integration with AI code editors and other MCP-compatible assistants for improved workflow. - **[Yuque MCP Server](https://github.com/HenryHaoson/Yuque-MCP-Server)** - Integrate with the Yuque API for managing documents and user information. Supports creating, reading, updating, and deleting documents while providing access to analytics and statistics for knowledge bases. - **[Windsurf Supabase Server](https://github.com/hertzfelt/windsurf-supabase-mcp)** - Integrate a Supabase database with the Windsurf Editor, providing real-time query validation and optimized response formatting for UI components. The server improves error handling and SQL query processing for better interaction experiences. - **[IsItDown Server](https://github.com/hesreallyhim/mcp-server-isitdown)** - Checks the status of websites to determine if they are currently down and provides information on recent downtime events. - **[GitHub Trending](https://github.com/hetaoBackend/mcp-github-trending)** - Access trending repositories and developers data from GitHub with options to filter by programming language, time period, and spoken language. - **[GitHub Trending](https://github.com/hetaoBackend/mcp-github-trending)** - Access trending repositories and developers on GitHub with filtering options for programming language, time period, and spoken language, returning data in JSON format. - **[Heurist Mesh](https://github.com/heurist-network/heurist-agent-framework)** - Heurist Mesh is an open network of modular AI agents designed to process data, generate reports, and engage in conversations collaboratively. It enables seamless integration of these agents into workflows through APIs, allowing for the deployment of decentralized and specialized AI solutions. - **[Bilibili Follower Count Query Service](https://github.com/HEXING19/bilibii-mcp-server)** - Query Bilibili user follower counts by providing their user ID, with support for error handling and detailed logging. The server can be integrated with AI models like Claude and GPT using the MCP protocol. - **[CoinMarketCap Universal Server](https://github.com/heyzgj/mcp-feargreedindex)** - Provides access to a range of cryptocurrency data from CoinMarketCap, including listings, quotes, and market pairs. Supports smart caching and type-safe querying to enhance performance and usability. - **[Mesh Agent Server](https://github.com/heurist-network/heurist-mesh-mcp-server)** - Connects to various blockchain and web3 tools via the Heurist Mesh API, enabling access to cryptocurrency data, smart contract security, and blockchain interaction. - **[EntraID Server for Microsoft Graph](https://github.com/hieuttmmo/entraid-mcp-server)** - Manage Microsoft Graph resources including users, groups, and applications through a modular interface. Execute advanced operations like MFA status checks, password resets, and access permission suggestions while centralizing authentication management. - **[YouTube Integration](https://github.com/highlight-ing/highlight-youtube-mcp)** - Extract transcripts from YouTube videos by providing a video URL. The server supports multiple URL formats and returns the transcript text in a structured array format. - **[Postmancer](https://github.com/hijaz/postmancer)** - Standalone MCP server facilitating API testing and management, enabling AI assistants to communicate with RESTful APIs using natural language. Supports making HTTP requests, organizing requests in collections, and managing authentication methods. - **[Trello](https://github.com/Hint-Services/mcp-trello)** - Interact with Trello boards, manage and move cards, and handle list interactions and board activities. Provides integration with Trello's API while managing rate limits and ensuring type safety. - **[OpenAPI MCP Server](https://github.com/hks-anakin/openapi-mcp-server)** - Explores and summarizes OpenAPI specifications, providing overviews and specific endpoint details without requiring authentication. Facilitates understanding of APIs by generating code snippets and offering insights into operations. - **[Private GitHub Search](https://github.com/Hint-Services/obsidian-github-mcp)** - Facilitates searching private GitHub repositories while managing rate limiting and error handling. Access file contents and issues securely using a GitHub token. - **[MySQL Database Access Server](https://github.com/hkk101/mcp-server-mysql)** - Enables LLMs to execute read-only SQL queries against MySQL databases and inspect database schemas. Retrieves schema information including column names and data types for each table. - **[Aligo SMS API Integration Server](https://github.com/hongsw/aligo-sms-mcp-server)** - Access the Aligo SMS API for sending SMS messages and retrieving related information using compatible AI agents. Integration with AI agents such as Claude AI enables simplified communication tasks through easy setup and configuration. - **[pymcp MySQL Integration Server](https://github.com/hoonzinope/pymcp-mysql)** - Enable seamless interaction with MySQL databases, allowing the execution of SQL queries and retrieval of results in real-time. Integrate MySQL tools into MCP workflows for data querying and analysis. - **[HDW MCP Server](https://github.com/horizondatawave/hdw-mcp-server)** - Access LinkedIn data and manage user accounts through an API. Retrieve user profiles, search for users, and interact with posts and messages on the platform. - **[Payman API Server](https://github.com/hrishi0102/payman_mcp)** - Interact with Payman AI's payment services through natural language to create payees, send payments, search for payees, and check account balances. Manage API keys securely for authentication and perform various payment operations seamlessly. - **[PostgreSQL MCP Server](https://github.com/hsinyuyen/my-postgres-mcp)** - Facilitates interaction with PostgreSQL databases by enabling read-only execution of SQL queries and inspection of database schemas. Provides structured data access while maintaining data integrity through read-only transactions. - **[LinkedIn MCP Server](https://github.com/Hritik003/linkedin-mcp)** - Fetch user profiles, search for jobs, and retrieve feed posts from LinkedIn. Analyze resumes to extract key information and streamline profile management and job search processes. - **[Cats API SDK](https://github.com/htessaro/mcp-test-deploy-2)** - Access a wide array of cat images and detailed breed information through a TypeScript SDK, enabling image uploads, retrieval of breed data, and user interactions such as favoriting or voting on images. - **[PostgreSQL Server](https://github.com/hthuong09/postgres-mcp)** - Interact with PostgreSQL databases through a secure, read-only interface to query data and inspect database schemas. - **[ArXiv MCP Server](https://github.com/huanongfish/arxiv-mcp)** - Search and access arXiv research papers through a simple interface, facilitating the retrieval and download of academic content for analysis. Streamline research with local storage and efficient access to extensive academic resources. - **[Remote MCP Server with Bearer Authentication](https://github.com/huanshenyi/mcp-server-bearer-auth)** - Provides secure remote access to Model Context Protocol (MCP) servers using bearer token authentication via OAuth login. Deployable on Cloudflare Workers, enabling scalable and protected MCP API endpoints for seamless connections with clients and tools. - **[DingDing Bot Server](https://github.com/HundunOnline/mcp-dingdingbot-server)** - Send various types of messages to DingDing group chats including text, markdown, images, news, and template cards. Supports file uploads and includes signature verification for security. - **[Crypto Trading Bot](https://github.com/Hwani-Net/crypto-trading-bot)** - Automates cryptocurrency trading by connecting to Bybit and Binance APIs, leveraging AI for decision making and multi-symbol volume analysis. Implements technical analysis, risk management, and automatic execution of stop-loss and take-profit orders. - **[Bruno MCP Server](https://github.com/hungthai1401/bruno-mcp)** - Enables the execution of API tests through Bruno collections, providing detailed execution results and insights via a standardized interface. Supports environment files and variables for enhanced testing workflows. - **[Yahoo Finance Server](https://github.com/hwangwoohyun-nav/yahoo-finance-mcp)** - Provides financial data from Yahoo Finance including stock prices, company information, financial statements, options data, and market news for investment analysis and market research. - **[Weapon Recoil Generator Server](https://github.com/Hyeongseob91/mcp-server)** - Generates detailed weapon recoil trajectory data for various firearms and visualizes recoil patterns through 2D scatter plots. Supports simple API calls for weapon recoil generation and real-time recoil behavior tuning. - **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - Scrape and extract structured data from webpages and crawl internet resources. Provides access to general purpose browser agents for tasks involving web interactions. - **[YouTube MCP Server](https://github.com/IA-Programming/Youtube-MCP)** - Search for YouTube videos, retrieve their transcripts, and conduct semantic searches over video content to extract insights. - **[Fetch Server](https://github.com/iamadk/reference-servers)** - Retrieve and process web content by converting HTML to markdown, enabling easier extraction of information in manageable chunks. Supports starting extraction from a specified character index for better navigation of web content. - **[Readwise MCP Server](https://github.com/IAmAlexander/readwise-mcp)** - Access and interact with a Readwise library, enabling retrieval of articles, books, highlights, and documents. Allows for natural language queries to search highlights and facilitates integration with MCP-compatible AI assistants. - **[Memory Cache Server](https://github.com/ibproduct/ib-mcp-cache-server)** - Efficiently caches data between language model interactions to reduce token consumption, enhancing performance and speeding up responses. Integrates seamlessly with any MCP client and language model that uses tokens. - **[Linear](https://github.com/ibraheem4/linear-mcp)** - Interact with Linear's API to manage issues, projects, and teams, enabling programmatic control over workflows and task assignments. - **[Eventbrite MCP Server](https://github.com/ibraheem4/eventbrite-mcp)** - Interact with the Eventbrite API to search for events, retrieve event details, and access venue information based on various criteria such as location, date, and category. - **[Audio Transcriber Server](https://github.com/Ichigo3766/audio-transcriber-mcp)** - Transcribes audio files using OpenAI's speech-to-text capabilities, enabling accurate audio transcriptions and the option to save them directly to files. - **[wxflows](https://github.com/IBM/wxflows)** - Deploys and manages projects using the wxflows framework, integrating various tools and data sources via the Model Context Protocol (MCP). Facilitates the use of the MCP TypeScript SDK alongside wxflows SDK for automated tool interactions. - **[Fire Config Remote Config Server](https://github.com/IdanAizikNissim/FireConfigMCP)** - Provides access to Firebase Remote Config data via an MCP interface, enabling secure management and retrieval of remote configuration settings for applications. Simplifies integration with Firebase Remote Config for various clients. - **[Redmine Integration Server](https://github.com/ilask/Redmine-MCP)** - Integrate and manage Redmine projects and issues with seamless interactions through the Cline VS Code extension. Supports user actions via the Redmine REST API for effective project management within the development environment. - **[SerpApi MCP Server](https://github.com/ilyazub/serpapi-mcp-server)** - Retrieve and parse search engine results from multiple platforms such as Google and Bing, allowing access to both live and archived data. Integrate with MCP clients for enhanced search functionalities. - **[n8n MCP Server](https://github.com/illuminaresolutions/n8n-mcp-server)** - Provides access to n8n workflows, manages executions, and handles credentials through a secure connection using the Model Context Protocol. - **[Python SDK for Model Context Protocol](https://github.com/imax09-wq/mcp-py)** - Facilitates connections between applications and large language models (LLMs) through a standardized protocol, enabling the exposure of resources, tools, and prompts for enhanced interactions. Supports integration of real-world data and functionalities into various projects. - **[Elasticsearch 7.x MCP Server](https://github.com/imlewc/elasticsearch7-mcp-server)** - Interact with Elasticsearch 7.x using a standardized MCP protocol to perform basic operations and advanced search functionalities. Access features like aggregation queries, highlighting, and sorting without the complexity of direct API calls. - **[Teams Messenger Integration Server](https://github.com/imoon/mcp-teams)** - Integrates Microsoft Teams messaging with MCP-compatible clients, providing advanced search capabilities and persistent storage for chat history. Enables live event streaming and rich interaction through a CLI and MCP tools without relying on REST APIs. - **[Hacker News MCP](https://github.com/imprvhub/mcp-claude-hackernews)** - Seamlessly interact with Hacker News to browse the latest, top, and best stories, view detailed story information, and read comments with improved formatting for enhanced readability. - **[Claude Spotify Integration](https://github.com/imprvhub/mcp-claude-spotify)** - Integrate with Spotify to perform actions such as authentication, searching for music, controlling playback, managing playlists, and providing personalized music recommendations. Access and manage your Spotify library effortlessly from the LLM environment. - **[Trello-Claude Integration](https://github.com/inakitka/trello-claude-integration)** - Integrates the Claude language model with Trello to facilitate task management, including task creation, assignment, deadline setting, tagging, and list management based on user input. - **[LM Studio Bridge](https://github.com/infinitimeless/claude-lmstudio-bridge)** - Facilitates interaction between Claude and local LLMs in LM Studio, providing functionalities to access available models, generate text, and perform chat completions. Includes a health check tool to verify connectivity with LM Studio. - **[Kakao Developers API MCP Server](https://github.com/inspirit941/kakao-bot-mcp-server)** - Integrates the Kakao Developers API to connect AI agents with Kakao Official Accounts, facilitating interactions with Kakao's services. - **[Instructa AI Prompts API](https://github.com/instructa/ai-prompts-mcp)** - Manage and serve AI prompts using a TypeScript-based API that implements the Model Context Protocol. This server streamlines prompt handling and enhances AI applications through environment-based configuration and a monorepo structure. - **[YouTube Music MCP Server](https://github.com/instructa/mcp-youtube-music)** - Search for and play tracks on YouTube Music, enabling quick access to music via simple commands. Integrates music capabilities seamlessly into workflows. - **[IP Find](https://github.com/ipfind/ipfind-mcp-server)** - Retrieve geolocation information for IP addresses using the IP Find API, enabling AI assistants to easily access IP data for location lookups. - **[Integration App Server](https://github.com/membranehq/mcp-server)** - Exposes tools that utilize actions defined in an Integration App workspace for varied applications. Connects AI models to a range of functionalities through the Model Context Protocol. - **[AI Query Enhancement Engine](https://github.com/iRahulPandey/PromptLab)** - Transforms basic user queries into optimized prompts for AI systems by dynamically matching requests to appropriate templates and applying extracted parameters. Ensures high-quality responses through structured input while maintaining the original intent of the query. - **[Metal Price Server](https://github.com/isdaniel/mcp-metal-price)** - Provides access to current and historical prices of precious metals including gold, silver, platinum, and palladium in multiple currencies. Supports querying prices by metal symbol and date for accurate market data integration into applications. - **[Tavily Server](https://github.com/it-beard/tavily-server)** - Facilitates comprehensive web searches and retrieves up-to-date information through AI-powered search capabilities, with features like result scoring, caching, and search history storage. Provides access to rich search results including titles, URLs, content snippets, and AI-generated summaries. - **[Financial Reports MCP Server](https://github.com/itisaevalex/financial-reports-mcp-server)** - Access comprehensive company financial data, filings, and industry classifications. Retrieve detailed financial reports and company profiles to support financial analysis and decision-making. - **[Alchemy Plugin](https://github.com/itsanishjain/alchemy-sdk-mcp)** - Integrate blockchain operations and manage NFTs, including retrieving NFTs for a wallet, accessing NFT metadata, and obtaining the latest block number. - **[web-route](https://github.com/IveHD/web-route)** - Provides a framework for easily configuring API routes and managing associated logic, including parameter validation, authentication, and cross-origin settings. Facilitates rapid development of API interfaces while keeping configuration and business logic separate. - **[OpenAPI MCP Server](https://github.com/ivo-toby/mcp-openapi-server)** - Expose REST APIs defined by OpenAPI specifications as MCP resources for seamless interaction with Large Language Models, facilitating API discovery and management. - **[OpenAPI MCP Server](https://github.com/ivo-toby/mcp-openapi-server)** - Exposes REST APIs defined by OpenAPI specifications as MCP resources, facilitating interaction between Large Language Models and various APIs through a standardized protocol. - **[Contentful Management Server](https://github.com/ivo-toby/contentful-mcp)** - Integrates with Contentful's Content Management API to enable CRUD operations, manage spaces and content types, conduct bulk operations, invoke AI actions, and authenticate via App Identities. - **[DuckDB Knowledge Graph Memory Server](https://github.com/IzumiSy/mcp-duckdb-memory-server)** - Enhance conversational agents by providing a memory system that retrieves and updates user information using DuckDB for efficient querying of knowledge graphs. Maintain context regarding user preferences and relationships over interactions. - **[Linear MCP Server](https://github.com/Iwark/linear-mcp-server)** - Access Linear resources and manage issues seamlessly through an MCP interface. - **[ClickSend MCP Server](https://github.com/J-Gal02/clicksend-mcp)** - Facilitates SMS messaging and text-to-speech voice calls using ClickSend's API, enabling programmatic communication capabilities through AI models. - **[TickTick Task Management Server](https://github.com/jacepark12/ticktick-mcp)** - Interact with your TickTick task management system using natural language to create, update, and manage tasks and projects. View all tasks and projects, mark tasks as complete, and delete items seamlessly via integration with TickTick's API. - **[ChEMBL Server](https://github.com/JackKuo666/ChEMBL-MCP-Server)** - Access the ChEMBL database with a fast API for retrieving chemical data and performing computations asynchronously. The server supports both HTTP and stdio transport methods with built-in error handling. - **[ClinicalTrials MCP Server](https://github.com/JackKuo666/ClinicalTrials-MCP-Server)** - Connects to ClinicalTrials.gov to search for and access detailed clinical trial information programmatically, facilitating efficient data retrieval for health sciences research and analysis. - **[OpenAPI MCP Proxy](https://github.com/JacerOmri/openapi-mcp-proxy)** - Transforms any OpenAPI service into a Model Context Protocol (MCP) server, enabling integration with AI agents and tools by proxying requests to the original API. Facilitates the seamless accessibility of REST APIs for AI applications without modification. - **[Crossref MCP Server](https://github.com/JackKuo666/Crossref-MCP-Server)** - Connect to Crossref's database to search and access academic paper metadata, including metadata retrieval for specific papers, journals, and funding organizations using various queries. - **[PubMed MCP Server](https://github.com/JackKuo666/PubMed-MCP-Server)** - Connects AI models to PubMed for searching, accessing, and analyzing biomedical articles, allowing retrieval of detailed metadata and deep analysis of research papers. Facilitates access to full-text PDFs and supports specialized prompts for comprehensive paper examination. - **[Semantic Scholar Server](https://github.com/JackKuo666/semanticscholar-MCP-Server)** - Search for academic papers, retrieve detailed information about specific papers and authors, and access citations and references through the Semantic Scholar API. - **[PubChem MCP Server](https://github.com/JackKuo666/PubChem-MCP-Server)** - Access and retrieve information about chemical compounds from PubChem, including detailed property data and molecular structures through a simple interface. Supports queries by name, SMILES, or CID to streamline research and analysis in chemistry. - **[ActionKit](https://github.com/jackmuva/mcp-actionkit)** - Integrate with Slack to enhance workflows through automated actions, enabling streamlined communication and task management. The server connects to Claude Desktop for seamless productivity enhancements. - **[PubTator Server](https://github.com/JackKuo666/PubTator-MCP-Server)** - Access and analyze biomedical literature with advanced annotation and relationship mining capabilities. Programmatically search and export literature data through a user-friendly interface. - **[鸣潮 MCP Server](https://github.com/jacksmith3888/wuwa-mcp-server)** - Retrieves detailed information about characters and voice suits from the game '鸣潮' in Markdown format. Optimized for use with large language models, it allows users to query character information, voice suit details, and character profiles. - **[PyPI MCP Server](https://github.com/JackKuo666/PyPI-MCP-Server)** - Access and retrieve information from the PyPI package repository, including metadata, version histories, and download statistics for Python packages. Perform searches for packages using keywords and get detailed insights to streamline development processes. - **[Daraja MCP](https://github.com/jameskanyiri/DarajaMCP)** - Integrate with Safaricom's Daraja API to enable financial transactions with M-Pesa services, including payments, transaction queries, and document processing. Suitable for development and testing environments, focusing on learning and experimentation. - **[Statsource MCP Server](https://github.com/jamie7893/statsource-mcp)** - Analyze data from PostgreSQL databases or CSV files to calculate statistics and generate machine learning predictions based on user-defined parameters. - **[Spotify](https://github.com/jamiew/spotify-mcp)** - Connect to Spotify for controlling playback and managing your music library, including playlist management support. Features include searching for tracks, getting information about music entities, and managing the playback queue. - **[DefectDojo MCP Server](https://github.com/jamiesonio/defectdojo-mcp)** - Integrate with DefectDojo for programmatic management of vulnerabilities, including fetching, creating, and updating findings, products, and engagements through a standardized interface. - **[Dexscreener MCP server](https://github.com/janswist/mcp-dexscreener)** - Basic MCP server for accessing data and functionalities provided by the Dexscreener API, allowing connections to various decentralized finance (DeFi) resources and tools. - **[OpenAPI MCP Server](https://github.com/janwilmake/openapi-mcp-server)** - Enables exploration and understanding of OpenAPI specifications with a simple interface for retrieving overviews and detailed explanations of API operations. Supports both JSON and YAML formats for seamless integration with Claude Desktop and Cursor clients. - **[curlmcp](https://github.com/janwilmake/curlmcp)** - Provides a REST API and Remote MCP server for interacting with web resources and APIs using curl-like HTTP requests. Facilitates OAuth authentication and contextual instructions for efficient and optimized web interactions. - **[UIThub MCP Server](https://github.com/janwilmake/uithub-mcp)** - Enables natural language exploration and analysis of GitHub repositories by retrieving their contents with advanced filtering options. Integrates with Claude Desktop for enhanced code understanding and discussion. - **[ConnectWise API Gateway](https://github.com/jasondsmith72/CWM-API-Gateway-MCP)** - Provides a streamlined interface for interacting with the ConnectWise Manage API, enabling easy discovery and execution of API calls with natural language search and categorized navigation. Enhances efficiency through a fast memory system for frequently used queries and raw API access for custom requests. - **[WebMCP](https://github.com/jasonjmcghee/WebMCP)** - A protocol for websites to share tools, resources, and prompts with client-side LLMs, enhancing user interaction without the need for API keys. It allows multiple WebMCP-enabled sites to be connected for a richer user experience. - **[Model Context Protocol Servers](https://github.com/jasonmorganson/servers)** - Integrate Large Language Models with various tools and data sources using the Model Context Protocol for secure and efficient data access. Supports implementations in both Typescript and Python to enhance LLM capabilities and streamline workflows. - **[MCP Server Template](https://github.com/hypermodel-labs/mcp-server-template)** - A starter template for building custom Model Context Protocol (MCP) servers, featuring a basic setup with TypeScript and a sample tool implementation. Designed for integration with platforms like Cursor or Claude Desktop for developing arbitrary tools or data sources. - **[API to MCP Tools](https://github.com/JayLi52/api2mcptools)** - Convert various APIs into MCP (Model Context Protocol) tools seamlessly for enhanced application capabilities. Easily integrate and manage APIs within the MCP ecosystem. - **[WhatsApp MCP Server](https://github.com/jaw9c/mcp-whatsapp)** - Search and manage personal WhatsApp messages, handle contacts, and send messages to individuals or groups. Connects directly to the personal WhatsApp account via the Web multi-device API, ensuring data remains local and secure while interacting with AI models. - **[CCXT Cryptocurrency Exchange Server](https://github.com/jcwleo/ccxt-mcp-server)** - Enable interaction with cryptocurrency exchanges through a standardized asynchronous interface for fetching balances, market data, and managing orders. Supports both public market data and private account actions with API authentication. - **[JDBCX MCP Server](https://github.com/jdbcx/pydbcx-mcp)** - Python-based MCP server that facilitates communication with various data sources such as databases and web services through a JDBCX server interface. - **[Elasticsearch semantic search tool](https://github.com/jedrazb/elastic-semantic-search-mcp-server)** - Enables semantic search capabilities for blog posts indexed in Elasticsearch, facilitating efficient content crawling and indexing to enhance search functionality and retrieval of relevant information. - **[GitHub MCP Server](https://github.com/Jehan26/MCP-Inspector-v0.6.0)** - Interact with GitHub repositories, manage issues, and handle pull requests through a structured API. Gain insights and statistics to enhance development workflows. - **[Linear MCP Server](https://github.com/jerhadf/linear-mcp-server)** - Integrates with Linear's issue tracking system via the Model Context Protocol, facilitating interaction with Linear issues for AI models. - **[Jentic Plugin](https://github.com/jentic/jentic-sdks)** - Enables developers to discover and integrate external APIs and workflows rapidly without writing API-specific code. Facilitates searching for APIs by capability, generating integration code samples, and executing API operations seamlessly. - **[MLC Bakery MCP Server](https://github.com/jettyio/mlcbakery)** - Provides access to MLC Bakery functionalities through an MCP-compatible interface, enabling clients to search datasets, retrieve previews, and validate metadata efficiently. Facilitates interaction with MLC Bakery API tools for data exploration and management. - **[Express MCP Handler](https://github.com/jhgaylor/express-mcp-handler)** - Integrates the Model Context Protocol (MCP) into Express applications to manage both stateful and stateless communication between large language models (LLMs) and tools, facilitating seamless request handling through middleware. Supports long-lived sessions and isolated one-off requests using Server-Sent Events. - **[EPSS Vulnerability Scoring Server](https://github.com/jgamblin/EPSS-MCP)** - Retrieves comprehensive vulnerability data, including CVE details, CWEs, CVSS scores, and EPSS scores to evaluate exploitation likelihood. Facilitates integration with developer tools for enhanced cybersecurity workflows. - **[Express Echo MCP Server](https://github.com/jhgaylor/express-mcp-server-echo)** - Stateless MCP server that echoes messages back to users, facilitating interaction with the Model Context Protocol. Built with Express.js and TypeScript, it provides a reliable API for testing and demonstrating MCP functionalities. - **[Mintlify Starter Kit](https://github.com/jiawei0816/docs)** - A starter kit designed for creating and managing project documentation with features like guide pages, navigation, and API references. It facilitates local previews and automatic deployment of documentation changes through a GitHub app integration. - **[Mintlify Starter Kit](https://github.com/jiawei0816/docs)** - Quickly create and customize documentation sites, including guides, navigation, and API references. Enables local preview and automated deployment of documentation changes via a GitHub App. - **[Riot Server](https://github.com/jifrozen0110/mcp-riot)** - Integrates with the Riot Games API to provide real-time League of Legends data, allowing retrieval of player summaries, ranked statistics, champion mastery, recent matches, and match summaries through natural language queries. - **[Riot Server](https://github.com/jifrozen0110/mcp-riot)** - Provides real-time League of Legends player data and match insights through natural language queries, integrating with the Riot Games API for retrieving player summaries, champion mastery, recent matches, and match statistics. - **[JigsawStack AI Web Search](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Access high-quality web search results powered by AI, facilitating the retrieval of information from the internet. The server integrates various tools, allowing for seamless management and interaction with these tools through a structured approach. - **[JigsawStack AI Web Scraper](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Scrape any website to obtain consistent, structured data quickly without the need for writing CSS selector code. Supports API integration for data extraction through a straightforward interface. - **[Naver Search](https://github.com/jikime/py-mcp-naver-search)** - Access diverse Naver search APIs for retrieving structured data across multiple categories including blogs, news, books, images, and shopping items. The server facilitates pagination, adult content filtering, and keyboard input error correction for enhanced search functionality. - **[YouTube Toolbox](https://github.com/jikime/py-mcp-youtube-toolbox)** - Interact with YouTube to perform video searches, extract transcripts, retrieve comments, and obtain detailed information about videos and channels. Provides advanced filtering options and access to trending videos and transcript analysis. - **[RootData MCP Server](https://github.com/jincai/rootdata-mcp-server)** - Integrate cryptocurrency and blockchain project data through an MCP interface, providing access to project details, organization information, and search functionalities. - **[Large Language Model Communication Language](https://github.com/jinruoxinchen/LLM-Communication-Language)** - Facilitates efficient communication between Large Language Models using a specialized artificial language that optimizes for token efficiency and semantic clarity. Designed to enhance collaboration and information exchange among AI models while minimizing computational overhead. - **[Qdrant Vector Database Server](https://github.com/Jimmy974/mcp-server-qdrant)** - Store and retrieve text information with associated metadata using a Qdrant vector database. Supports semantic search capabilities and integrates with FastEmbed for enhanced text embeddings, all configurable via environment variables. - **[Gitee Server](https://github.com/JJ-H/mcp-gitee)** - Enable management of Gitee repositories, issues, pull requests, and notifications through seamless API integration. Automate repository operations and streamline collaboration workflows with configurable options. - **[Bear MCP Server](https://github.com/jkawamoto/mcp-bear)** - Interact with Bear note-taking software to manage notes and retrieve information. Provides integration with Bear's API for note creation and manipulation. - **[Youtube Transcript](https://github.com/jkawamoto/mcp-youtube-transcript)** - Retrieve transcripts from YouTube videos. - **[Schwab Model Context Protocol Server](https://github.com/jkoelker/schwab-mcp)** - Expose Schwab API functionality through a standardized protocol to retrieve account information, stock quotes, transaction history, and market data. Designed for seamless integration with Large Language Models to enhance financial applications. - **[Pokemon TCG Card Search](https://github.com/jlgrimes/ptcg-mcp)** - Search and display detailed information about Pokemon Trading Card Game cards, including attributes, legality, and statistics. Access high-resolution images to enhance gameplay effectively. - **[Smart EHR Server](https://github.com/jmandel/health-record-mcp)** - Connects AI models to Electronic Health Records (EHRs) using the SMART on FHIR standard to securely extract and analyze patient data, leveraging the Model Context Protocol for seamless access to structured health data and clinical notes. - **[ServeMyAPI](https://github.com/Jktfe/serveMyAPI)** - Store API keys securely in the macOS Keychain and access them through a consistent interface. Provides a centralized solution for managing sensitive credentials across projects, enabling retrieval using natural language commands. - **[Jina AI MCP Server](https://github.com/JoeBuildsStuff/mcp-jina-ai)** - Provides access to Jina AI's web services for tasks like reading and extracting content from web pages, performing web searches, and fact-checking information. - **[Salesforce Integration Server](https://github.com/jogcruz/mcp_salesforce)** - Enable interaction with Salesforce data by executing SOQL queries, retrieving metadata, and managing Salesforce records through a standardized MCP interface. - **[Code Indexer](https://github.com/johnhuang316/code-index-mcp)** - Index and analyze code projects, enabling search for patterns, detailed file summaries, and easy navigation through project structures across multiple programming languages. - **[Swagger Explorer](https://github.com/johnneerdael/swagger-mcp)** - Explore and analyze Swagger/OpenAPI specifications through a streamlined interface, enabling users to efficiently interact with API documentation. - **[lol-client-mcp](https://github.com/johnnyinlee/lol-client-mcp)** - Accesses real-time game data from the League of Legends client using the Live Client Data API. Provides tools for retrieving in-game statistics and other relevant information. - **[MongoDB Server](https://github.com/jonfreeland/mongodb-mcp)** - Query and analyze MongoDB databases with read-only access, enabling exploration of data while ensuring safety. Utilize powerful querying and aggregation capabilities to gain insights and suggest visualizations. - **[Browser Automation Server](https://github.com/jonnyhoff/mcp-browser-use)** - Execute browser automation tasks using natural language commands through an API. Utilize OpenAI's GPT models to interpret commands and automate browser actions seamlessly. - **[Strava Integration](https://github.com/JonoCX/strava-mcp)** - Integrate Strava data with Claude Desktop to access insights and information about fitness activities. Track and manage your fitness data directly from your Strava account through this MCP. - **[Backlog API Integration Server](https://github.com/jootsuki/backlog-mcp-server)** - Connect to Backlog's API to search for, retrieve, and update project issues, facilitating effective task management directly within applications. - **[DB Timetable Server](https://github.com/jorekai/db-timetable-mcp)** - Access real-time train schedules, track changes, and search for stations using Deutsche Bahn's timetable data. Integrate robust functionality for up-to-date travel information in applications. - **[mcp4gql](https://github.com/jorgeraad/mcp4gql)** - Facilitates seamless interaction between MCP clients and GraphQL APIs by providing tools for schema introspection and query execution. Supports secure connections using bearer token authentication when required. - **[Databricks MCP Server](https://github.com/JordiNeil/mcp-databricks-server)** - Connects to the Databricks API to run SQL queries, list jobs, and check job statuses within a Databricks environment. Enables natural language interaction for data management and analysis. - **[MCP Server for X/Twitter](https://github.com/JoshMayerr/mcp-x)** - Access the real browser API for X/Twitter, enabling interaction with Twitter's functionalities through the Model Context Protocol. - **[WebSearch](https://github.com/josemartinrodriguezmortaloni/webSearch-Tools)** - Perform intelligent web searches and extract specific information from web pages using natural language prompts. Utilize advanced web scraping and crawling capabilities for enhanced content analysis and retrieval tasks. - **[DALL-E Image Generator](https://github.com/joshmouch/mcp-image-generator)** - Generate, edit, and create variations of images using OpenAI's DALL-E API, supporting multiple DALL-E models with customizable parameters. Validate OpenAI API keys for seamless operation. - **[Canvas Learning Management System Server](https://github.com/jpablomm/mcp-canvas-hackathon)** - Access and manage Canvas LMS data, including courses, assignments, submissions, users, and announcements through a local interface. Integrates with Claude Desktop for interactive API usage. - **[StatPearls Medical Knowledge Server](https://github.com/jpoles1/statpearls-mcp)** - Fetches and retrieves reliable, peer-reviewed medical information about diseases and conditions from StatPearls, formatted in AI-friendly Markdown for enhanced conversation integration. - **[Timeplus MCP Server](https://github.com/timeplus-io/mcp-timeplus)** - Execute SQL queries and manage databases, including interaction with Kafka topics and Iceberg tables. Offers a user-friendly interface and robust backend capabilities for efficient data workflows. - **[Google Books Integration](https://github.com/juanbeniteza/mcp-google-books)** - Access and manipulate Google Books data to retrieve book information and perform search operations using the Google Books API. - **[Untappd Server](https://github.com/jtucker/mcp-untappd-server)** - Query the Untappd API to find beers and retrieve detailed information about them. Supports beer searches and accessing specific beer details using their unique identifiers. - **[Juhe News Server](https://github.com/juhemcp/jnews-mcp-server)** - Fetches the latest trending news headlines along with detailed content across various categories such as recommendations, domestic, technology, and sports. Provides real-time news updates for easier integration into applications. - **[Pump.fun Data Fetch Tool](https://github.com/jun85664396/pump-fun-data-mcp)** - Retrieve and manage data for Pump.fun coins, including fetching featured coins, sorting and ordering lists of coins, and obtaining detailed information about specific coins. - **[Dify Plugin](https://github.com/junjiem/dify-plugin-mcp_compat_dify_tools)** - Transforms Dify tools' APIs into MCP compatible APIs, supporting `HTTP with SSE` and `Streamable HTTP` protocols, enabling broader integration and usage of existing tools within the MCP framework. - **[Dify Plugin Tools](https://github.com/junjiem/dify-plugin-tools-mcp_sse)** - Configure and manage multiple MCP services using HTTP with SSE or Streamable HTTP transport. Enhance applications by allowing easy integration of various tools and functionalities through a standardized interface. - **[Spotify Control Server](https://github.com/KaanCL/Spotify-MCP-Server)** - Enables AI assistants and clients to control Spotify playback using the Model-Context-Protocol. Offers functionalities such as searching for songs, playing music, pausing playback, and skipping tracks on Spotify devices. - **[Youtube Summarizer](https://github.com/kabir-ti/youtube-summarizer-mcp)** - Expose APIs for summarizing YouTube videos, allowing AI applications to access and utilize video content in a summarized format. - **[Salesforce Server](https://github.com/kablewy/salesforce-mcp-server)** - Interacts with Salesforce through its REST API to manage records and execute queries. Facilitates real-time data access and handles secure authentication for streamlined interactions with Salesforce resources. - **[OpenAPI Schema Explorer](https://github.com/kadykov/mcp-openapi-schema-explorer)** - Explores and interacts with OpenAPI specifications, enabling efficient access to detailed API structures from both local files and remote URLs. Facilitates easier comprehension and utilization of APIs without overloading an AI model's context. - **[GraphQL MCP Toolkit](https://github.com/kailashAppDev/graphql-mcp-toolkit)** - Enables LLMs to interact with GraphQL APIs, providing schema introspection and query execution capabilities for dynamic data access. Secure management features ensure safe operations in production environments. - **[esa MCP Server](https://github.com/kajirita2002/esa-mcp-server)** - Integrate Claude AI with the esa API to manage documents efficiently by performing operations such as searching, creating, and updating documents. - **[Mattermost Integration Server](https://github.com/kakehashi-inc/mcp-server-mattermost)** - Integrates with Mattermost API endpoints to retrieve and process information in real-time, enabling secure monitoring of specific teams and channels. Supports multiple transport modes for seamless communication with external tools and data. - **[Azure Integration Server](https://github.com/kalivaraprasad-gonapa/azure-mcp)** - Enable natural language interaction with Azure cloud services for managing subscriptions, tenants, and resources. Provides smooth user experience through automatic authentication and robust error handling. - **[Lodestar MCP](https://github.com/kanlanc/lodestar-mcp)** - Expose APIs and tools for seamless integration with large language models (LLMs). Supports hot reloads for efficient development and customization of tool integration. - **[Google Chat MCP Server](https://github.com/KaranThink41/gchat_post_text_message)** - Interact with Google Chat spaces through webhooks to post text messages effortlessly. This server facilitates secure integration without requiring OAuth setup, making it accessible for MCP-compatible tools. - **[Slack Workspace Automation Server](https://github.com/KaranThink41/Official-Slack-MCP)** - Automate interactions in Slack workspaces, including posting messages, replying to threads, adding reactions, and retrieving channel or user information. Enhance workflow efficiency by leveraging Slack API functionalities directly through the Model Context Protocol. - **[Agent Care](https://github.com/Kartha-AI/agentcare-mcp)** - Integrates with EMRs like Cerner and Epic to access and manage healthcare data using SMART on FHIR APIs, providing tools for medical research and clinical analysis. - **[Bing Proxy](https://github.com/Karry-cpu/go-proxy-bingai)** - Access Microsoft Bing AI with a consistent user interface for seamless chat interactions and advanced features such as image generation. The server supports local deployment and customization while facilitating use without the need for a Microsoft account login. - **[Backlog Integration Server](https://github.com/katsuhirohonda/mcp-backlog-server)** - Integrates with Backlog projects to provide data access and analysis. Retrieve project details, manage issues, and generate summaries using Backlog's API. - **[Auth0 OIDC MCP Server](https://github.com/moeki0/mcp-auth0-oidc)** - Authenticate users and manage secure access to protected APIs using OAuth2 for user authentication and authorization. Enables seamless development and deployment of API interactions. - **[MCP Registry Server](https://github.com/KBB99/mcp-registry-server)** - Retrieve MCP Servers through semantic search capabilities, allowing users to find relevant servers efficiently based on queries. - **[Zaturn: Data Analysis Copilot With SQL, CSV And More](https://github.com/kdqed/zaturn)** - Connect to various data sources for AI-powered data analysis and execute SQL queries to generate insights and visualizations. Provide textual and tabular summaries, allowing natural language questions to explore and analyze data without coding knowledge. - **[Linear Issues Server](https://github.com/keegancsmith/linear-issues-mcp-server)** - Provides read-only access to Linear issues and their comments, enabling retrieval of issue details and associated comments through a Linear API token. - **[Post Management API](https://github.com/Kekniskd/cursor-IDE-API)** - Manage posts with functionalities for creating, reading, updating, and deleting entries while enforcing user authentication and maintaining detailed logs. Implements paginated responses and integrates with an SQLite database for robust content management. - **[Keboola Explorer Server](https://github.com/keboola/mcp-server)** - Seamlessly access Keboola Connection data, manage table descriptions, and integrate SQL transformations. Query and export data efficiently to enhance analytics workflows with various AI tools. - **[Productboard Integration](https://github.com/kenjihikmatullah/productboard-mcp)** - Integrate with the Productboard API to access and manage product data, including companies, features, and products. Streamline workflows by leveraging tools designed for efficient data retrieval and management. - **[KMB Bus](https://github.com/kennyckk/mcp_hkbus)** - Provides real-time access to bus arrival information and route details for KMB and Long Win Bus services in Hong Kong, including queries for bus routes, stops, and estimated arrival times. Supports both English and Traditional Chinese for broader accessibility. - **[SSE MCP Server](https://github.com/KelvinQiu802/mcp-sse)** - Provides a secure MCP server implementation utilizing Server-Sent Events (SSE) for real-time streaming of JSON-RPC messages, facilitating interaction between LLM applications and MCP servers via HTTP. Supports tool listing, calling, and integration with debugging tools like MCP Inspector. - **[AivisSpeech](https://github.com/kentaro/aivis-speech-mcp)** - Integrate with the AivisSpeech Engine to provide high-quality speech synthesis capabilities for applications, facilitating the conversion of text to natural-sounding speech. The server offers a type-safe API compliant with the Model Context Protocol, ensuring easy configuration and extensibility. - **[GraphDB Server](https://github.com/keonchennl/mcp-graphdb)** - Explore RDF graphs and execute SPARQL queries on an Ontotext GraphDB instance for data retrieval and insights. It provides read-only access and enables interaction with various graphs in the repository. - **[YOURLS URL Shortener Integration Server](https://github.com/kesslerio/yourls-mcp)** - Integrates YOURLS URL shortening capabilities with Claude Desktop, enabling URL shortening, expansion, and management through natural language commands. It supports custom keywords, analytics, and QR code generation while maintaining intelligent fallbacks and plugin compatibility. - **[RabbitMQ MCP Server](https://github.com/kenliao94/mcp-server-rabbitmq)** - Enables interaction with RabbitMQ message brokers, facilitating operations with queues and topics. Designed for seamless MCP client integration to exchange messages over RabbitMQ instances. - **[Gaode Weather](https://github.com/kevinkelin/mcp-gaodeweather-server)** - Fetches current weather information for specified cities using the Gaode Map API, enabling integration of real-time weather data into applications. - **[MySQL Database Access Server](https://github.com/kevindwei/mcp-server-mysql)** - Provides access to MySQL databases, enabling inspection of database schemas and execution of SQL queries securely. Supports read-only and configurable write operations with transaction handling and prepared statements, along with comprehensive database metadata. - **[SearXNG MCP Server](https://github.com/kevinwatt/mcp-server-searxng)** - Integrates with SearXNG to provide privacy-focused meta search capabilities, combining results from multiple search engines without tracking or profiling users. Supports various categories, languages, and filtering options, ensuring reliable and safe search experiences. - **[Webhook Server](https://github.com/kevinwatt/mcp-webhook)** - Integrates with webhook endpoints to send messages, allowing for customization of display names and avatars. Compatible with MCP-compatible large language models for streamlined communication. - **[MySQL MCP Server](https://github.com/kevinwatt/mysql-mcp)** - Integrate MySQL databases with language models to facilitate secure database access and operations. Supports both read and write operations including transaction management and parameterized queries for data safety. - **[Telegram Client Library and MCP Server](https://github.com/kfastov/telegram-mcp-server)** - Interact with Telegram channels and messages, enabling searches for channels and retrieval of messages using regex patterns. It utilizes the user client API for comprehensive access to Telegram's features. - **[Mantis Bug Tracker Integration](https://github.com/kfnzero/mantis-mcp-server)** - Integrate with the Mantis Bug Tracker system to query and analyze issues, users, and projects. Utilize statistical analysis tools and features such as pagination and automatic data compression for optimized performance. - **[Kibela Server](https://github.com/kibela/kibela-mcp-server)** - Interact with Kibela's knowledge base to search, organize, and manage notes and folders while utilizing AI-assisted writing and content creation. Integrate seamlessly with MCP clients like Claude Desktop or VSCode for enhanced productivity. - **[Nano Currency Server](https://github.com/kilkelly/nano-currency-mcp-server)** - Enables seamless transactions of Nano currency by allowing AI agents to send funds and retrieve account and block information through the Nano node RPC. Facilitates fast and feeless operations for managing digital currency efficiently. - **[YouTube Transcript Server](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript)** - Retrieve transcripts and subtitles from YouTube videos, accessing video captions and detailed metadata through a simple interface. - **[EdgeOne Geo Location Server](https://github.com/kinglionsz/mcp-geo)** - Provides real-time user geolocation data by integrating with EdgeOne Pages Functions using the Model Context Protocol. Enhances location-aware interactions for AI models by simplifying access to geolocation information. - **[Crypto Price Query Server](https://github.com/kiss-kedaya/crypto_mcp)** - Fetch cryptocurrency prices, market trends, and detailed information with access to real-time data and K-line charts for informed trading decisions. - **[MSSQL Database Connector](https://github.com/knight0zh/mssql-mcp-server)** - Connect to Microsoft SQL Server databases to execute SQL queries and manage database connections. Enhance data handling through direct query execution and connection management within applications. - **[ChainGPT MCP](https://github.com/kohasummons/chaingpt-mcp)** - Provides access to real-time cryptocurrency news, prices, market trends, and market insights through integration with ChainGPT capabilities. - **[Speelka Agent](https://github.com/korchasa/speelka-agent)** - Orchestrates and enhances LLM workflows by integrating multiple MCP servers and tools, enabling complex multi-step task management with robust retry mechanisms. Facilitates accurate and cost-effective solutions by utilizing various LLM providers and tools based on specific task requirements. - **[Jira MCP Server for Cursor](https://github.com/kornbed/jira-mcp-server)** - Integrate Jira ticket management into workflows by listing, creating, and updating tickets directly. Supports detailed interactions including retrieving ticket comments and status updates. - **[Slack](https://github.com/korotovsky/slack-mcp-server)** - Connects to Slack Workspaces to retrieve message history through channel IDs, utilizing Stdio and SSE transports without the need for permissions or bot approvals. - **[MCP to SLOP Adapter](https://github.com/kortexa-ai/mcp-slop-adapter)** - Connects MCP clients to SLOP-compatible servers by translating MCP messages into SLOP API calls, facilitating integration and interaction with SLOP resources and tools. - **[Hyper MCP Server Wrapper](https://github.com/kranners/jailbreak-mcp)** - Enhances the Model Context Protocol by enabling comprehensive tool integration and context management, while allowing for the seamless forwarding of commands and results between multiple MCP servers. Supports both static and dynamic tool capabilities, simplifying client configuration for users. - **[DevRev](https://github.com/kpsunil97/devrev-mcp-server)** - Search and retrieve information using the DevRev APIs, focusing on accessing details about objects and conducting searches within a specified namespace. - **[Confluence Communication Server](https://github.com/KS-GEN-AI/confluence-mcp-server)** - Interact with Confluence to execute CQL queries, retrieve, and update page content. Integrate Confluence data directly into applications for streamlined access and management. - **[LLM Responses Server](https://github.com/kstrikis/ephor-mcp)** - Enables multiple AI agents to collaboratively share and access each other's responses to the same prompt, facilitating deeper dialogue and understanding across models. - **[Redmine Integration Server](https://github.com/ksyrang/Redmine-MCP-Server)** - Integrate Redmine with MCP clients to query issue lists, view detailed issue information, and retrieve project lists. Access Redmine data directly through seamless connections using environment variables for configuration. - **[Dixa MCP Server](https://github.com/ktabori/dixa-mcp)** - Manage conversations and tags by searching for and retrieving conversation details, notes, and messages. Add or remove tags from conversations to streamline your workflow. - **[Blocknative Gas Price Predictor](https://github.com/kukapay/blocknative-mcp)** - Provides real-time gas price predictions and transaction cost estimates across multiple blockchains, enabling users to optimize transaction fees. Access information on supported chains and query gas prices with associated confidence levels. - **[Kubb](https://github.com/kubb-labs/kubb)** - Kubb facilitates the generation of fully typed API clients, TypeScript types, and Zod schemas from OpenAPI/Swagger specifications, streamlining the process of converting API definitions for further use. It leverages an LLM to handle the logic and conversion seamlessly. - **[Crypto News](https://github.com/kukapay/crypto-news-mcp)** - Fetch real-time cryptocurrency news and summaries while enabling search functionality for specific articles based on keywords or cryptocurrencies. The server provides access to the latest headlines and related data through an API interface. - **[Crypto Whitepapers Knowledge Base](https://github.com/kukapay/crypto-whitepapers-mcp)** - Provides structured access to cryptocurrency whitepapers for searching, loading, and querying detailed content, enabling efficient analysis of tokenomics and project-specific insights. - **[Freqtrade-MCP](https://github.com/kukapay/freqtrade-mcp)** - Integrate AI agents with cryptocurrency trading operations through the Freqtrade bot's REST API. Automate trading tasks and access real-time market data seamlessly. - **[Whale Tracker](https://github.com/kukapay/whale-tracker-mcp)** - Track and analyze large cryptocurrency transactions in real-time using the Whale Alert API. Monitor whale activity within AI workflows and gain insights into recent transactions and detailed information effortlessly. - **[Vault Python Server](https://github.com/kumartheashwani/vault-python-mcp-server)** - Integrate applications with secure vault capabilities to access and manage secrets while ensuring data protection and compliance. Provides secure storage and retrieval of sensitive information. - **[WhatTimeIsIt](https://github.com/kukapay/whattimeisit-mcp)** - Get the current time based on your IP address in ISO 8601 format. Integrate time-checking capabilities into applications using this lightweight MCP server powered by World Time. - **[TheGraph MCP Server](https://github.com/kukapay/thegraph-mcp)** - Powers AI agents with indexed blockchain data, enabling them to fetch subgraph schemas and execute GraphQL queries against specified subgraphs. - **[WhereAmI](https://github.com/kukapay/whereami-mcp)** - Retrieve precise geolocation information based on the current IP address with detailed reports and error handling capabilities. Supports dynamic queries for specific data types such as IP, country, and city. - **[Cryptocurrency News Server](https://github.com/kukapay/cryptopanic-mcp-server)** - Fetches the latest cryptocurrency news, insights, and trends in real-time from CryptoPanic, providing information categorized by content type. - **[WhoAmI](https://github.com/kukapay/whoami-mcp)** - Retrieve the system username quickly and synchronously. Designed for local LLM integration, it provides an easy way to access user identity information. - **[Flexible Key-Value Extraction Server](https://github.com/KunihiroS/kv-extractor-mcp-server)** - Extracts key-value pairs from noisy or unstructured text in multiple languages, ensuring type-safe outputs in JSON, YAML, or TOML formats. Utilizes advanced LLMs and pydantic for data structuring and validation, supporting languages like Japanese, English, and Chinese. - **[PumpSwap Token Trading Server](https://github.com/kukapay/pumpswap-mcp)** - Enable real-time token swaps and automated on-chain trading on the Solana blockchain using PumpSwap. Manage transactions securely with customizable parameters and query detailed pool data. - **[Crypto Projects](https://github.com/kukapay/crypto-projects-mcp)** - Provides comprehensive and structured cryptocurrency project data from Mobula.io, including market data, tokenomics, investors, exchanges, and release schedules in Markdown format. - **[Multichat Server](https://github.com/kurror/mcp)** - Facilitates simultaneous communication with multiple unichat-based servers to combine responses from diverse language models, enhancing the richness of insights. Manages client connections to various unichat servers through a unified interface. - **[JIRA Integration Server](https://github.com/kuvanov-2/mcp-server-jira)** - Interact with JIRA issues to retrieve detailed information, enhancing project management workflows. Provides seamless integration for AI assistants to work directly with JIRA data. - **[Binance Trading Server](https://github.com/kydlikebtc/mcp-server-bn)** - Integrates with Binance's trading operations, facilitating spot and futures trading features such as executing and managing orders, monitoring account balances, and tracking positions and funding rates. - **[Scrapezy Structured Data Extractor](https://github.com/kxkaloo/mcp)** - Extract structured data from websites by providing a URL and a clear prompt describing the data to extract. Retrieve detailed product information, pricing, descriptions, and more from web pages seamlessly. - **[Model Context Protocol (MCP) Server + Strava OAuth](https://github.com/kw510/strava-mcp)** - Connects to Strava accounts and facilitates remote MCP connections via OAuth. Serves as both an OAuth Server for MCP clients and as an OAuth Client for Strava's services. - **[TiDB Server](https://github.com/l1806858547/tidb-server)** - Execute SELECT queries on TiDB databases securely and efficiently through a Model Context Protocol server, facilitating integration of TiDB query capabilities into applications with minimal setup. - **[National Parks Server](https://github.com/KyrieTangSheng/mcp-server-nationalparks)** - Access real-time information about U.S. National Parks, including park details, alerts, and activities. Discover and filter parks based on location and interests. - **[Strapi MCP Server](https://github.com/l33tdawg/strapi-mcp)** - Manage Strapi CMS content through the Model Context Protocol, including the ability to create, read, update, and delete content entries and types seamlessly. Integrate with an existing Strapi instance to enhance content management workflows. - **[Lighthouse](https://github.com/l3wi/mcp-lighthouse)** - Interact with cryptocurrency portfolio data to query performance, assess asset distribution, and retrieve transaction history using natural language commands. - **[TMDB Server](https://github.com/Laksh-star/mcp-server-tmdb)** - Integrates with The Movie Database (TMDB) API to provide access to movie information, search capabilities, and personalized recommendations. - **[Poe API Wrapper](https://github.com/laosu888/poe)** - Facilitates automated interactions with Poe.com by managing message sending, bot operations, and file attachments. Provides easy access to various AI models and chat functionalities for enhanced application integration. - **[Documentation Server](https://github.com/langchain-ai/mcpdoc)** - Provides a user-defined list of llms.txt files and fetches documents from URLs within those files for auditing tool calls and enhancing context retrieval for LLM interactions. Connects with various IDEs and applications to improve the development experience while ensuring transparency and control. - **[Perplexity MCP Server](https://github.com/laodev1/perplexity-mcp-server)** - Connects Claude with Perplexity's language models to facilitate advanced chat interactions and quick query responses. Enables seamless integration and dynamic conversations using powerful AI tools. - **[Web3 Assistant](https://github.com/LaplaceMan/web3-assistant-mcp)** - Interact with blockchain smart contracts across multiple chains, analyze contract ABIs, invoke contract methods, and manage wallet addresses securely. - **[Rust Docs Server](https://github.com/laptou/rust-docs-mcp-server)** - Access comprehensive Rust documentation, enabling searches for crates, type information, and source code retrieval directly from docs.rs. - **[Feishu/Lark OpenAPI Integration Server](https://github.com/larksuite/lark-openapi-mcp)** - Connects AI agents to Feishu/Lark platform APIs for tasks like document processing, conversation management, and calendar scheduling. Supports multiple authentication methods and diverse communication protocols for integration. - **[Slack User Server](https://github.com/lars-hagen/slack-user-mcp)** - Interact with Slack workspaces as a user, enabling functionalities like listing channels and posting messages in specific channels. - **[Slack User MCP Server](https://github.com/lars-hagen/slack-user-mcp)** - Interact with Slack workspaces by listing channels and posting messages as a user. - **[Alpaca Trading MCP Server](https://github.com/laukikk/alpaca-mcp)** - Interface with the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. - **[MCP Gateway](https://github.com/lasso-security/mcp-gateway)** - Intermediary that centralizes multiple MCP servers, managing their configurations and lifecycle while sanitizing sensitive data in requests and responses. Provides a unified interface for interaction and monitoring of MCP interactions with risk assessment and usage analytics. - **[GraphQL API Integration](https://github.com/launchthatbrand/mcp-graphql)** - Interact with GraphQL APIs by performing schema introspection and executing queries. Enhance applications through dynamic discovery and utilization of GraphQL capabilities. - **[Twosplit](https://github.com/LazerThings/twosplit)** - Leverages multiple Claude AI instances to optimize responses by sending a prompt to two separate models and aggregating their outputs with a third model. Provides source attribution for each response and enhances the overall accuracy and creativity in generated content. - **[Weather Server](https://github.com/le-yo/weather-mcp)** - Provides current weather information for any location using the wttr.in service, enabling real-time weather data fetching without the need for API keys. - **[Inscription Server](https://github.com/Laz1mov/mcp-inscription)** - Enables interactions with Bitcoin Ordinals Inscriptions, facilitating the display of content from blockchain transactions. Integrates seamlessly with blockchain data to enhance applications. - **[CCXT MCP Server](https://github.com/lazy-dinosaur/ccxt-mcp)** - Interact with cryptocurrency exchange APIs to execute trades, retrieve market data, and analyze trading performance using AI models. - **[Filesystem](https://github.com/Legaltime/filesystem)** - Manage files and directories, enabling operations such as reading, writing, and editing files, as well as creating, listing, and deleting directories. Perform searches for files and retrieve file metadata within specified directories. - **[Smart-Thinking](https://github.com/Leghis/Smart-Thinking)** - Enhances AI assistants with multi-dimensional reasoning capabilities to analyze thoughts, verify information, and visualize reasoning processes. Facilitates collaboration for tackling complex problems effectively. - **[Yahoo Finance Server](https://github.com/lekt9/yahoo-finance-mcp)** - Retrieve comprehensive financial data including historical prices, company information, financial statements, options data, and the latest market news from Yahoo Finance. - **[College Football Data Server](https://github.com/lenwood/cfbd-mcp-server)** - Access and query comprehensive college football statistics and data from the College Football Data API V2. Provide detailed stats and insights for college football teams and games. - **[TheGraph MCP Server](https://github.com/lekt9/thegraph-mcp)** - Fetch indexed blockchain data using GraphQL queries from The Graph's subgraphs, enabling structured access to blockchain information for AI agents. - **[Financial Datasets SDK](https://github.com/leomercier/financialdatasets-sdk)** - Provides access to financial data including company financial statements and market insights, facilitating enhanced analysis and decision-making through integration with LLMs. Features built-in error handling and comprehensive API access for financial data retrieval. - **[WordPress Integration Server](https://github.com/Leonelberio/the-wordpress-mcp-server)** - Interact seamlessly with WordPress sites using the WordPress REST API to create, retrieve, and update posts in an efficient manner. - **[Reference Servers](https://github.com/leogodlike/reference-servers)** - Showcases various implementations of the Model Context Protocol that enable secure and controlled access to multiple tools and data sources, enhancing the functionality of large language models. - **[NTeALan dictionaries](https://github.com/Levis0045/ntealan-apis-mcp-server)** - Manage dictionary data, articles, and user contributions through a modular and extensible interface. Supports asynchronous operations for efficient integration with NTeALan REST APIs. - **[Perplexity Tool](https://github.com/letsbuildagent/perplexity-tool)** - Integrate web-based research capabilities using Perplexity AI's API to provide accurate answers with citations, enhancing the information retrieval process. - **[Kubernetes Integration](https://github.com/lewiesnyder/Kubernetes-MCP)** - Integrates Kubernetes with Generative AI to manage cloud-native applications, offering automation and insights for Kubernetes management. Facilitates interaction with both local and cloud-based Kubernetes clusters. - **[Lark Tools](https://github.com/Li-vien/lark-tools-mcp)** - Integrate Feishu operations with AI agents to perform tasks such as reading documents, sending messages, approving contracts, and processing data. Connects LLMs to enable efficient task management and information retrieval using Feishu functionalities. - **[YGO Chinese Card Database - 百鸽(ygocdb.com)](https://github.com/lieyanqzu/ygocdb-mcp)** - Provides access to Chinese Yu-Gi-Oh! card information and images via keyword searches and ID queries, allowing for detailed retrieval of card data and visuals from the game. - **[MTG Chinese Card Database - 大学院废墟(sbwsz.com)](https://github.com/lieyanqzu/sbwsz-mcp)** - Access Magic: The Gathering Chinese card data through powerful query tools. Search cards by complex criteria, retrieve specific card sets, and obtain detailed card information for integration into various applications or workflows. - **[OpenDota API Server](https://github.com/lieyanqzu/opendota-mcp-server)** - Provides real-time access to Dota 2 statistics, match data, player profiles, and professional player information through a standardized interface. Enables retrieval of detailed game data and player insights seamlessly. - **[AlphaVantage MCP Server](https://github.com/lifejwang11/alphavantage-mcp)** - Integrate real-time and historical financial market data, including stock, forex, and cryptocurrency information, through a standardized MCP service. Access technical and fundamental indicators seamlessly for application development. - **[One API](https://github.com/likenice/one-api)** - Access multiple large AI models through a unified OpenAI API format, facilitating easy integration and interaction with various AI services. - **[Google Custom Search Server](https://github.com/limklister/mcp-google-custom-search-server)** - Enables language models to perform web searches using Google's Custom Search API, providing formatted results such as titles, URLs, and descriptions. Supports real-time information retrieval while adhering to the Model Context Protocol (MCP). - **[TianGong LCA Server](https://github.com/linancn/tiangong-lca-mcp)** - Integrates applications with the Model Context Protocol, managing data and tools through a standardized interface. Supports both standard input/output and Server-Sent Events for flexible communication. - **[LINE Bot Integration Server](https://github.com/line/line-bot-mcp-server)** - Enable AI agents to send and retrieve messages through a LINE Official Account, facilitating user engagement by pushing text and rich flex messages. Interact with user profiles and broadcast messages to all followers using the LINE Messaging API. - **[Tibber MCP Server](https://github.com/linkcd/tibber-mcp)** - Connects to Tibber's energy API to provide real-time insights on energy consumption and pricing. Analyze power usage data and forecast costs to enhance decision-making regarding energy consumption. - **[Multi LLM Cross-Check Server](https://github.com/lior-ps/multi-llm-cross-check-mcp-server)** - Supports simultaneous querying of multiple LLM providers to cross-check responses, enhancing the reliability of AI insights. Facilitates easy integration with Claude Desktop for asynchronous processing of queries from various APIs. - **[DeepSeek Server](https://github.com/liuchongchong1995/deepseek-mcp-server)** - Integrates DeepSeek's language models with MCP-compatible applications, offering multi-turn conversation support and dynamic model configuration while managing model fallback and conversation context. Allows querying of available models and configuration options for tailored AI interactions. - **[Base64 Encoder and Decoder Server](https://github.com/liuyazui/base64_server)** - Provides efficient Base64 encoding and decoding services for both text and images, including support for Data URL formats. Features a simple API for easy integration and reusable prompt templates to simplify Base64 transformations in applications. - **[Unstructured API Server](https://github.com/liuchongchong1995/UNS-MCP)** - Interact with the Unstructured API to manage sources, destinations, workflows, and jobs. Provides tools to list, create, update, and delete connectors and workflows, facilitating efficient data processing tasks. - **[Splunk Tool](https://github.com/livehybrid/splunk-mcp)** - Interact with Splunk Enterprise/Cloud using natural language to perform searches, manage users, and handle KV store operations. Supports real-time communication and provides RESTful API endpoints for versatile integration. - **[FastPostgresMCP](https://github.com/llm-graph/postgres-mcp)** - Connects AI agents to multiple PostgreSQL databases for secure read and write operations, schema inspection, and transaction management with detailed logging and progress reporting. - **[Multi Fetch MCP Server](https://github.com/lmcc-dev/mult-fetch-mcp-server)** - Fetch web content in various formats such as HTML and JSON using intelligent scraping techniques while providing bilingual support for English and Chinese. - **[Flow MCP Server](https://github.com/lmcmz/flow-mcp-server)** - Access Flow blockchain data and perform operations through a standardized interface for checking balances, resolving domains, executing scripts, and submitting transactions. - **[MySQL数据库服务](https://github.com/log6262635/mcp-mysql)** - Interact with MySQL databases through the MCP protocol, enabling operations such as creating, reading, updating, and deleting database tables alongside executing custom SQL queries. - **[脱口秀AI智能体](https://github.com/logos-42/ANPtest)** - Connects to AI agents using self-compressed decentralized identifiers (DIDs). Facilitates interactive conversations with an AI assistant in a talk show style, featuring functionalities for DID generation and QR code display. - **[Prometheus Server](https://github.com/loglmhq/mcp-server-prometheus)** - Connects to Prometheus metrics and data through the Model Context Protocol (MCP), providing access to metric schemas and detailed metadata, along with statistical information. - **[Cryptocurrency Data](https://github.com/longmans/coin_api_mcp)** - Access CoinMarketCap's cryptocurrency data including listings, quotes, and detailed coin information. Retrieve a paginated list of active cryptocurrencies along with their latest market data. - **[Gemini Search](https://github.com/Lorhlona/geminiserchMCP)** - Generates responses based on the latest information using the Gemini API and Google Search, requiring integration with AI assistants like Cline for functionality. - **[LongPort MCP](https://github.com/longportapp/openapi)** - Access real-time stock market data, manage trading orders, and retrieve quotes through a streamlined interface. Monitor portfolio assets and positions while leveraging AI for trading insights and analysis. - **[WeCom Bot Server](https://github.com/loonghao/wecom-bot-mcp-server)** - Send messages through WeCom using a webhook to facilitate communication with the WeCom bot. - **[Xano MCP Server](https://github.com/lowcodelocky2/xano-mcp)** - Manage Xano databases by creating, modifying, and deleting tables while facilitating comprehensive schema editing. Provides tools for database management and API documentation extraction in JSON or Markdown format. - **[GitHub API MCP Server](https://github.com/lowkeyrd/servers)** - Interact with GitHub repositories for file operations, repository management, and advanced searching capabilities. Automate workflows with features like automatic branch creation while preserving Git history. - **[Google Maps API Server](https://github.com/lowkeyrd/servers)** - Integrate with Google Maps to provide location services, directions, and place details, enabling applications to access real-time geographic data. - **[MediaWiki Adapter](https://github.com/lucamauri/MediaWiki-MCP-adapter)** - Interact programmatically with MediaWiki and WikiBase APIs to fetch and edit MediaWiki pages. Perform operations using the MCP framework to enhance application's capabilities with seamless API access. - **[Montano Server](https://github.com/lucasmontano/mcp-montano-server)** - TypeScript-based server that facilitates seamless interactions between AI models and various tools or data sources using the Model Context Protocol. Easy to set up and integrate into applications for enhanced data handling capabilities. - **[Comexstat Data Server](https://github.com/luizzzvictor/mcp-comexstat)** - Provides direct access to Brazilian foreign trade statistics, including detailed export and import data, municipal statistics, historical records, and auxiliary tables. Enables seamless interaction with up-to-date trade data for analysis and decision-making. - **[Magic Admin Python SDK](https://github.com/luisgj/magic-admin-python-v2)** - Interact with Magic API endpoints to manage decentralized identity tokens and facilitate authentication processes in applications. The SDK provides utilities for seamless integration and handling of Decentralized ID (DID) tokens. - **[MercadoLibre MCP Server](https://github.com/lumile/mercadolibre-mcp)** - Access MercadoLibre's API to search products, retrieve reviews, and check seller reputations. - **[RSS Feed Fetcher](https://github.com/Lunran/rssmcp)** - Fetches RSS feeds and returns entries as formatted text. It accepts parameters to specify the feed name and a date, with an option to export results to a file. - **[T4Template](https://github.com/lvanovchen/T4Template)** - Generates data models and a Dapper-based Data Access Layer (DAL) efficiently from a database schema. Supports batch generation of models and allows customization and extension of the generated code to fit specific needs. - **[Flux Schnell Image Generation Server](https://github.com/m-mcp/flux-schnell-server)** - Provides an MCP protocol-based API for generating images from text prompts with customizable dimensions and reproducible results using a specified random seed. Supports asynchronous streaming responses and integration with Hugging Face model services. - **[MCP Server SSH Client](https://github.com/Machine-To-Machine/m2m-mcp-server-ssh-client)** - Connects to remote MCP servers securely over SSH, enabling access to MCP tools and resources as if they were local. Supports key-based authentication and robust connection management for seamless integration with AI platforms. - **[Formula One Racing Data Server](https://github.com/Machine-To-Machine/f1-mcp-server)** - Provides comprehensive Formula One racing data including event schedules, driver details, telemetry, race results, and performance analysis for querying and analyzing F1 data. - **[RagRabbit](https://github.com/madarco/ragrabbit)** - Crawl websites to create AI-powered search capabilities that enhance content discoverability and interaction with AI language models. - **[Giphy API Integration](https://github.com/magarcia/mcp-server-giphy)** - Search, retrieve, and utilize GIFs from Giphy, allowing for content filtering by rating and access to trending GIFs. - **[Confluence MCP Server](https://github.com/MahithChigurupati/Confluence-MCP-Server)** - Integrate with Confluence's REST API to manage spaces and pages, execute content searches, and navigate through page structures. It facilitates programmatic access to Confluence content using API token-based authentication. - **[Plane Server](https://github.com/makeplane/plane-mcp-server)** - Integrate with Plane APIs to manage projects, work items, and automations. Update, track, and analyze project data while enhancing collaboration and productivity workflows. - **[Mallory - Cyber Threat Intelligence](https://github.com/malloryai/mallory-mcp-server)** - Provides real-time cyber threat intelligence and detailed information about vulnerabilities, threat actors, malware, and techniques. Connects agents to a comprehensive source of cyber-relevant entities and content. - **[Smithery SDK](https://github.com/manutout/Smithery)** - Provide utilities to simplify development and usage of Model Context Protocols (MCPs) with Smithery. Connect seamlessly to Smithery MCPs and transform MCP responses for OpenAI and Anthropic clients. Accelerate your integration with MCPs using this SDK. - **[The Verge News Server](https://github.com/manimohans/verge-news-mcp)** - Fetch and search news articles from The Verge's RSS feed, enabling access to both today's news and a random selection of articles from the past week. - **[ManusMCP](https://github.com/mantrakp04/manusmcp)** - An orchestrator for specialized AI agents that facilitates collaboration on complex tasks through the Model Context Protocol. It provides a structured communication layer and shared context to enhance agent capabilities and workflow automation. - **[Notion API Server](https://github.com/makenotion/notion-mcp-server)** - Integrate applications with Notion by automating tasks and managing workspace contents through the Notion API. Support for various operations is provided while adhering to the limitations of the Notion API. - **[Solana Development MCP Server](https://github.com/manolaz/amoca-solana-mcp-server)** - Run and manage Solana-based applications by integrating real-time data and tools into the development workflow. A robust and scalable solution tailored for developing on the Solana blockchain. - **[Database Server](https://github.com/manpreet2000/mcp-database-server)** - Enable interaction with databases via natural language, supporting operations like querying, inserting, and deleting documents. Currently integrates with MongoDB and plans to extend support to additional databases such as PostgreSQL, CockroachDB, and Redis. - **[Serper Search and Scrape](https://github.com/marcopesani/mcp-server-serper)** - Provides web search capabilities and webpage scraping functions utilizing the Serper API, enabling content extraction and rich search result retrieval. - **[彩云天气](https://github.com/marcusbai/caiyun-weather-mcp)** - Provides real-time weather data including temperature, humidity, wind speed, and atmospheric pressure, along with minute-by-minute precipitation forecasts, hourly and daily weather forecasts, and weather alert information. Supports address-based weather queries and offers multi-language and unit system options. - **[ABAP Development Tools Server](https://github.com/mario-andreschak/mcp-abap-adt)** - Interacts with SAP ABAP systems to retrieve source code, table structures, and other development-related information using the Model Context Protocol (MCP). It acts as a bridge between tools and ABAP environments for seamless data access. - **[Image Recognition Server](https://github.com/mario-andreschak/mcp-image-recognition)** - Leverages image recognition capabilities to analyze and describe images using advanced vision APIs. Supports multiple formats and allows for optional text extraction from images. - **[Lambda Server](https://github.com/markvp/mcp-lambda-sam)** - Implement a server for the Model Context Protocol (MCP) on AWS Lambda, featuring administrative capabilities for tool registration and IAM management, as well as client functionality for establishing SSE connections and handling streaming responses. - **[Lambda Server](https://github.com/markvp/mcp-lambda-sam)** - Serverless implementation of the Model Context Protocol using AWS Lambda for registering tools and managing permissions, while establishing Server-Sent Events (SSE) connections for streaming responses and sending commands. - **[Playwright Browser Automation Server](https://github.com/markbustamante77/mcp)** - Facilitates interaction with web pages using structured accessibility snapshots for efficient browser automation without reliance on vision models. Enables web navigation, form-filling, data extraction, and testing with a deterministic approach. - **[Source Map Parser](https://github.com/MasonChow/source-map-parser-mcp)** - Parses JavaScript error stack traces to map them back to the original source code, enabling quick identification and resolution of issues. Supports batch parsing and context extraction for improved debugging. - **[Mastra MCP Client](https://github.com/mastra-ai/mastra)** - Integrate with MCP-compatible AI models and tools for enhanced functionality, allowing the management of multiple server connections and tool execution. It simplifies resource discovery, automatic error handling, and logging. - **[NPM MCP Server](https://github.com/mateusribeirocampos/npm-mcp-server)** - Fetch detailed information about npm packages and discover the most popular ones to enhance development workflows. Integrate package insights directly into applications for efficient package management. - **[Maton MCP Server](https://github.com/maton-ai/agent-toolkit)** - Integrate with various SaaS tools such as HubSpot and Salesforce through function calling. Supports a range of API actions for interacting with Maton services. - **[Bitpanda API Integration Server](https://github.com/matteoantoci/mcp-bitpanda)** - Programmatic access to Bitpanda features including trades, wallets, and transactions through a standardized protocol. Retrieve detailed asset information, OHLC data, and manage account data efficiently. - **[Payload CMS 3.0 MCP Server](https://github.com/Matmax-Worldwide/payloadcmsmcp)** - Validates code, generates templates, and scaffolds projects that conform to best practices within Payload CMS development. Aims to streamline workflow and enhance application quality with specialized tools. - **[Pharmaceutical Benefits Scheme API Server](https://github.com/matthewdcage/pbs-mcp-server)** - Access up-to-date pharmaceutical data from the Australian PBS, including information on medicines, pricing, and availability. Facilitates seamless integration into AI workflows for real-time healthcare data retrieval. - **[OpenAPI Proxy](https://github.com/matthewhand/mcp-openapi-proxy)** - Dynamically exposes REST APIs defined by OpenAPI specifications as MCP tools, facilitating integration of OpenAPI-described APIs into MCP-based workflows. - **[Senechal Health](https://github.com/mattjoyce/senechal-mcp)** - Access and analyze health data from the Senechal API, providing health profiles, trends, and summaries for integration with LLM applications. Offers reusable templates for health data analysis, enhancing data insights and accessibility. - **[Flowise API](https://github.com/matthewhand/mcp-flowise)** - Integrates with the Flowise API to list chatflows, create predictions, and register tools dynamically for Flowise chatflows or assistants. Offers both dynamic registration of tools and static configurations for simpler use cases. - **[AQICN MCP Server](https://github.com/mattmarcin/aqicn-mcp)** - Fetch real-time air quality data for cities and coordinates worldwide based on the World Air Quality Index (AQICN) project. - **[BrasilAPI MCP Server](https://github.com/mauricio-cantu/brasil-api-mcp-server)** - Access a variety of Brazilian data resources, including postal codes, area codes, banks, holidays, and taxes, through a unified API interface. Provides tools for querying all available endpoints from BrasilAPI. - **[PostgreSQL Server](https://github.com/Maxim2324/mcp-server-test)** - Connect to PostgreSQL databases to execute read-only SQL queries, explore schemas, and visualize data relationships for analysis. Utilize pre-built prompts for common data analysis tasks. - **[GitHub Actions Server](https://github.com/Maxteabag/github-actions-mcp)** - Interact with GitHub Actions workflows to monitor and query workflow runs. Provides filtering options to access the status of CI/CD processes efficiently. - **[Yahoo Finance Data Server](https://github.com/maxscheijen/mcp-yahoo-finance)** - Provides access to real-time and historical financial data from Yahoo Finance, including stock prices and company information, to support finance-related queries within applications. - **[Yahoo Finance Data Server](https://github.com/maxscheijen/mcp-yahoo-finance)** - Provide real-time and historical financial data from Yahoo Finance, enabling access to stock prices, company information, and comparative financial queries. Supports interaction with financial markets data through standardized tools. - **[GitHub Notifications Server](https://github.com/mcollina/mcp-github-notifications)** - Manage GitHub notifications with natural language commands, enabling users to list, read, and organize notifications efficiently. Control repository-specific settings and automate notification management to streamline workflows. - **[Node Fetch](https://github.com/mcollina/mcp-node-fetch)** - Fetch web content from any URL using various HTTP methods, handle headers and request bodies, and support multiple response formats. Configurable timeout and redirect settings streamline reliable content retrieval. - **[Server Curl](https://github.com/mcp-get/community-servers)** - Enables LLMs to make HTTP requests to any specified URL using a curl-like interface, supporting standard HTTP methods, customizable headers, and request bodies. It provides full response information including status, headers, and body details. - **[Stock Market Server](https://github.com/MCP-100/stock-market-server)** - Access real-time stock market data and financial information using the Alpha Vantage API. Generate market reports, financial statements, and retrieve ticker prices seamlessly. - **[Tavily Web Search](https://github.com/mcp2everything/mcp2tavily)** - This server implements web search functionality using the Tavily API, providing real-time search capabilities for applications. It allows users to retrieve information from the web quickly and easily. - **[MCP-Use](https://github.com/mcp-use/mcp-use)** - Connects LLMs to various tools, enabling web browsing and file operations for building custom AI agents. Facilitates the integration of diverse capabilities into applications without relying on proprietary solutions. - **[MCP2Serial](https://github.com/mcp2everything/mcp2serial)** - Connects hardware devices to AI models using natural language commands, enabling seamless control and real-time adjustments of physical parameters through intelligent responses. - **[mcp2tcp](https://github.com/mcp2everything/mcp2tcp)** - Connects hardware devices with AI models using natural language commands, enabling real-time control and understanding of complex instructions. Integrates seamlessly with the Model Context Protocol (MCP) for resource management and tool invocation. - **[MCP2Brave](https://github.com/mcp2everything/mcp2brave)** - Connects to the Brave API to perform web searches, enabling access to search results within the MCP framework. - **[Create MCP Server](https://github.com/mcpdotdirect/template-mcp-server)** - Build custom servers for AI agents to connect with external systems and data sources. Supports both stdio and HTTP transports, enabling flexible interactions and structured tool definitions. - **[Logstash Input Plugin](https://github.com/mdwooky/logstash-input-pluginname)** - Streamlines data ingestion into Logstash pipelines by integrating various input sources, facilitating enhanced data processing capabilities. - **[SQL Server for Claude Desktop](https://github.com/meanands/mysql-mcp)** - Interact with local MySQL databases using natural language, executing SQL queries and managing transactions for data consistency. Supports multiple database connections and all types of SQL commands. - **[Hatch API Integration Server](https://github.com/Meerkats-Ai/hatch-mcp-server)** - Integrate with the Hatch API to find and verify email addresses, retrieve phone numbers, gather detailed company data, and discover LinkedIn URLs. This server streamlines data retrieval and verification processes for enhanced applications. - **[RocketReach Integration Server](https://github.com/Meerkats-Ai/rocketreach-mcp-server)** - Integrates with RocketReach's API to provide capabilities for finding professional and personal emails, phone numbers, and enriching company data. Facilitates easy access to contact and company information for enhanced data retrieval workflows. - **[Data.gov MCP Server](https://github.com/melaodoidao/datagov-mcp-server)** - Access and retrieve government datasets from Data.gov, enabling interactions with a wide variety of public data resources in real-time. - **[docs2prompt](https://github.com/Melbourneandrew/docs2prompt-mcp)** - Transforms documentation from GitHub repositories or dedicated websites into LLM-friendly prompts for enhanced context and understanding in AI applications. - **[Meilisearch MCP](https://github.com/meilisearch/meilisearch-mcp)** - Interact with Meilisearch to manage indices and documents, configure settings, monitor tasks, and handle API keys. It supports dynamic connections to multiple Meilisearch instances and offers smart search capabilities across indices. - **[Hyperliquid MCP Server](https://github.com/mektigboy/server-hyperliquid)** - Retrieve real-time and historical trading data for tokens on Hyperliquid, including mid prices, candlestick data, and order book information. Integrate and enhance trading strategies using data sourced from the Hyperliquid SDK. - **[Atrax Proxy Server](https://github.com/metcalfc/atrax)** - Aggregates multiple Model Context Protocol (MCP) servers into a unified interface, simplifying client interactions through secure proxying. Supports multiple transport types, including STDIO, HTTP/SSE, and Docker, with configurable conflict resolution and token-based authentication. - **[Dictionary Server](https://github.com/meowrain/mcp-server-cambridge-dict)** - Retrieve word meanings from the Cambridge Dictionary for enhanced AI assistant interaction. Provides quick access to definitions and examples through the MCP protocol. - **[MetaMCP Server](https://github.com/metatool-ai/mcp-server-metamcp)** - Manages multiple MCP servers and dynamically routes requests across them. Fetches tool, prompt, and resource configurations from the MetaMCP App. - **[Metricool Social Media Analytics Server](https://github.com/metricool/mcp-metricool)** - Access and analyze social media metrics, campaign data, and schedule posts through a unified interface with the Metricool API. Enables AI agents to retrieve data and manage social media activities effectively. - **[Hyperbrowser MCP Server](https://github.com/mfengzhishang/mcp)** - Provides web scraping, structured data extraction, and web crawling capabilities. Integrates browser automation agents for tasks related to data retrieval from webpages. - **[ConsoleSpy](https://github.com/mgsrevolver/consolespy)** - Captures browser console logs and integrates them into the Cursor IDE for enhanced debugging. Facilitates real-time access to console data within the development environment. - **[Ghost MCP Server](https://github.com/MFYDev/ghost-mcp)** - Interact with your Ghost blog through LLM interfaces to manage posts, users, and members securely. Provides streamlined access and improved reliability with TypeScript integration. - **[Vonage AI Code Assist](https://github.com/micahman33/VonageAICodeAssist)** - Provides AI-assisted access to Vonage API documentation for targeted search and content extraction, facilitating quick access to relevant information about communication APIs. Integrates with external web search APIs to enhance documentation retrieval. - **[ServiceNow MCP Server](https://github.com/michaelbuckner/servicenow-mcp)** - Facilitates interaction with ServiceNow data through natural language queries and a secure API, enabling users to search, update, and manage records efficiently. - **[MySQL Database Access Server](https://github.com/michael7736/mysql-mcp-server)** - Provides access to a MySQL database for executing SQL queries. Facilitates data retrieval, creation, updating, and deletion, with results returned in JSON format. - **[Substack Server](https://github.com/michalnaka/mcp-substack)** - Download and summarize public Substack posts by extracting titles, authors, subtitles, and content directly within workflows. - **[Alpaca MCP Server](https://github.com/miguelyad26/alpaca-mcp-server)** - Interact with the Alpaca trading API using natural language for managing stock trading, including checking positions, fetching market data, and executing orders. This server provides real-time insights and facilitates account management. - **[Balldontlie Sports Data Server](https://github.com/mikechao/balldontlie-mcp)** - Provides up-to-date information about players, teams, and games for the NBA, NFL, and MLB. Queries detailed sports data dynamically to enhance applications or agents with real-time sports insights. - **[Brave Search Server](https://github.com/mikechao/brave-search-mcp)** - Integrates the Brave Search API to provide comprehensive search functionalities, including web, image, news, video, and local points of interest searches. Enables retrieval of relevant results for various search queries. - **[Fedspeak Server](https://github.com/milind-kulshrestha/fedspeak_mcp_server)** - Provides semantic search and analysis of Federal Reserve statements, enabling access to metadata, trend analysis of language usage, and retrieval of full statement content through a clean interface. - **[Binance Bitcoin Price Tool](https://github.com/MilesCool/binance-mcp)** - Provides real-time and historical Bitcoin market data from Binance, enabling access to ticker data, order book prices, recent trades, and price history through a standardized interface. Streams short-duration real-time Bitcoin price updates for market insights. - **[Internet Search Server](https://github.com/mingdedi/InternetSearch-mcp-server)** - Facilitates real-time internet searches using the Bocha AI search API, enabling applications to access and retrieve web-based information efficiently. Requires an API key for integration and supports setup through a specific configuration format. - **[Raygun Server](https://github.com/MindscapeHQ/mcp-server-raygun)** - Access Raygun's error tracking and monitoring data, enabling users to view errors, crashes, and performance issues in applications. Provides comprehensive access to Raygun's API for managing applications and errors. - **[MiniMax MCP JS](https://github.com/MiniMax-AI/MiniMax-MCP-JS)** - Integrates with MiniMax's AI capabilities to facilitate interaction with multimedia generation tools, including image generation, video generation, text-to-speech, and voice cloning. Supports a flexible and configurable JavaScript/TypeScript framework for versatile deployment scenarios. - **[MCP Server TypeScript Template](https://github.com/minimind-org/mcp-server-typescript-template)** - Create and customize Model Context Protocol servers using TypeScript to implement tools and operations that enhance interactions between AI models and external resources. This template includes a basic server setup with tools for simple operations like addition and demonstration tasks. - **[Reference Servers](https://github.com/mirinda-cmd/reference-servers-check)** - Explore a variety of implementations that enhance Large Language Models with secure access to tools and data sources. Integrate advanced functionalities into applications using the provided reference implementations of the Model Context Protocol. - **[Alpha Vantage Financial Data Server](https://github.com/MissionSquad/mcp-avantage)** - Access comprehensive financial data from Alpha Vantage, including stocks, forex, crypto, commodities, and economic indicators. Manage multiple user API keys and utilize various API functionalities for real-time and historical financial insights. - **[GitHub API Server](https://github.com/MissionSquad/mcp-github)** - Manage GitHub repositories, including file operations, issue tracking, and pull request handling while preserving Git history. Features include automated branch creation, error handling, and support for both single and batch operations. - **[Helper Tools](https://github.com/MissionSquad/mcp-helper-tools)** - Enhances LLM agents with utilities for encoding, geolocation, network diagnostics, and security. Provides tools for automation, data handling, and QR code generation. - **[Strapi MCP Server](https://github.com/misterboe/strapi-mcp-server)** - Interact with a Strapi CMS instance through a standardized interface, managing content types and performing REST API operations, including media uploads. Built-in validation and version compatibility features enhance content management capabilities. - **[Apify Actors Server](https://github.com/MJBeauty/actors-mcp-server)** - Interact with Apify Actors for tasks like data extraction and web searching through a Model Context Protocol (MCP) interface. Supports both HTTP and local standard input/output methods for flexible integration with various clients. - **[Asset Price MCP](https://github.com/mk965/asset-price-mcp)** - Retrieve and display real-time asset price information for various assets, including precious metals and cryptocurrencies. Simplifies data retrieval for large language models by providing a dedicated service for accessing current prices. - **[Perplexity AI MCP Server](https://github.com/mkusaka/mcp-server-perplexity)** - Integrates Perplexity AI's API for advanced search capabilities, supporting multiple models with configurable result counts and detailed error handling. - **[Shell Command Executor](https://github.com/mkusaka/mcp-shell-server)** - Execute shell commands through AI agents with multi-shell support and detailed error handling. Integrates command execution directly into applications for enhanced workflow efficiency. - **[Claude API Integration](https://github.com/mlobo2012/Claude_Desktop_API_USE_VIA_MCP)** - Integrate Claude Desktop with the Claude API for enhanced interaction, allowing for longer context windows, custom system prompts, and effective conversation management. This server facilitates seamless switching between basic usage and advanced API features. - **[Live Events Server](https://github.com/mmmaaatttttt/mcp-live-events)** - Fetch real-time event data from Ticketmaster's API and format responses for easy interpretation by AI language models. Provides details on concerts and events based on user queries. - **[WebSearch](https://github.com/mnhlt/WebSearch-MCP)** - Provides real-time web search capabilities to retrieve up-to-date information from the internet using the WebSearch Crawler API, enabling AI assistants to access the latest web content. - **[Figma MCP Server](https://github.com/mohammeduvaiz/figma-mcp-server)** - Connects to Figma's API for extracting design components, styles, and text, while facilitating design system analysis and UI content management. Supports generating documentation for developers and allows AI integration for design workflow enhancement. - **[MCP Server](https://github.com/mokemoke0821/MCP)** - Execute shell commands across various platforms with full support for Japanese environments. The server supports PowerShell, CMD, and GitBash, allowing advanced file operations and handling of special characters. - **[AI Agent with MCP](https://github.com/moises-paschoalick/ai-agent-with-mcp)** - Interacts with external data sources and tools using the Model Context Protocol, enabling AI agents to manage user information and perform real-time data manipulation. - **[Template Server](https://github.com/moonlabsai/enrich_b2b_mcp)** - Template Server implements the Model Context Protocol (MCP) to connect AI models such as OpenAI GPT-4 and Anthropic Claude, while integrating with EnrichB2B for LinkedIn data insights. It provides a structured project layout and development tools for building applications that leverage advanced text generation and data analysis. - **[Figma MCP Server](https://github.com/moonray/mcp-figma)** - Extracts node hierarchies from Figma files, enabling analysis of file structures. Supports both REST API and MCP protocol with configurable node tree depth. - **[Customized MCP Project](https://github.com/MorvanZhou/customized_mcp)** - Leverage OpenAI's API to interact with tools and data sources in real-time. Enables dynamic querying and action performance for enhanced application capabilities. - **[Israeli Bank Management](https://github.com/mottibec/israeli-bank-mcp)** - Manage Israeli bank accounts and transactions by fetching data securely from major banks and credit card companies, supporting two-factor authentication and flexible date ranges. - **[MLB Stats API Wrapper](https://github.com/mpizza/mcp_mlb_statsapi)** - Access and process MLB data, including game schedules, results, and team information. Enhance applications with real-time sports data from the MLB Stats API. - **[Awesome MCP FastAPI](https://github.com/MR-GREEN1337/awesome-mcp-fastapi)** - An implementation of the Model Context Protocol utilizing FastAPI, featuring an advanced tool registry for the creation, management, and documentation of AI tools for Large Language Models (LLMs). It enhances the standard MCP functionality, making it more efficient to integrate with various data sources and tools. - **[SearchAPI Server](https://github.com/mrgoonie/searchapi-mcp-server)** - Connects AI assistants to external search data sources such as Google and Bing, enabling web, image, and YouTube searches through a standardized MCP interface. - **[Enrichment MCP Server](https://github.com/MSAdministrator/enrichment-mcp)** - Queries third-party services for security data enrichment based on provided observables such as IPs, domains, URLs, and emails, integrating services like VirusTotal, Hybrid Analysis, and Shodan to gather threat intelligence. - **[WhatsApp MCP Server](https://github.com/msaelices/whatsapp-mcp-server)** - Enable interaction with WhatsApp Business API to send messages, manage groups, and handle chat functionalities using a Model Context Protocol interface. - **[MySQL Database Server](https://github.com/msathiyakeerthi/mysql_mcp_server)** - Enable secure and structured interaction with MySQL databases through AI applications, facilitating the listing of tables, reading data, and executing SQL queries in a controlled manner. - **[Contentful Delivery MCP Server](https://github.com/mshaaban0/contentful-delivery-mcp)** - Provides access to Contentful's Delivery API to query and retrieve content entries, assets, and content types using natural language. It enables management of text notes and generation of summaries based on retrieved content. - **[RSS Crawler](https://github.com/mshk/mcp-rss-crawler)** - Fetch and manage RSS feeds with caching and filtering capabilities. Integrates seamlessly with LLMs to provide access to the latest articles from various sources. - **[Twitch MCP Server](https://github.com/mtane0412/twitch-mcp-server)** - Interact with the Twitch API to retrieve channel and stream information, including details about live streams, game data, and user profiles. The server supports various queries such as searching for channels, retrieving global emotes, and accessing comments from archived videos. - **[LinkedIn MCP Server](https://github.com/mukulkathayat/linkedin-mcp)** - Integrates with LinkedIn to access profiles, posts, and interactions, providing real-time context for AI applications. - **[100ms Raydium Sniper](https://github.com/monostate/100ms-SPL-Token-Sniper-MCP)** - Utilizes natural language commands to snipe tokens on the Raydium DEX with rapid execution across multiple regions. Incorporates real-time monitoring of new pools and fast pool discovery through GraphQL integration. - **[IDA MCP Server](https://github.com/MxIris-Reverse-Engineering/ida-mcp-server)** - Interact with and automate IDA database operations using Large Language Models. Read and search IDA databases programmatically to enhance development workflows. - **[TigerGraph MCP Interface](https://github.com/Muzain187/TG_MCP)** - Expose TigerGraph graph database operations as structured tools and URI-based resources for MCP agents, facilitating schema introspection, query execution, and vertex/edge upsert through a Python interface. - **[Mintlify Starter Kit](https://github.com/mybytecode/mintlify-docs)** - A customizable documentation platform for creating API references and guides. It facilitates automatic deployments from GitHub repositories, enabling seamless updates and local previews of documentation changes. - **[Google Drive server](https://github.com/modelcontextprotocol/servers)** - Integrates with Google Drive to provide functionality for listing, reading, and searching files. It supports various file formats and exports Google Workspace files to applicable formats for easier access. - **[Malware Bazaar Threat Intel Server](https://github.com/mytechnotalent/MalwareBazaar_MCP)** - Provides real-time threat intelligence and detailed metadata about malware samples from Malware Bazaar for cybersecurity research. Enables retrieval and analysis of up-to-date malware sample data through various interaction tools. - **[Web Research Server](https://github.com/mzxrai/mcp-webresearch)** - Integrates real-time web research capabilities by utilizing Google search for obtaining information and extracting content from webpages. It allows for tracking research sessions, including visited pages and search queries, while also enabling screenshot captures. - **[Perplexity Web Search Server](https://github.com/nachoal/perplexity-mcp)** - Web search functionality using the Perplexity API to retrieve up-to-date information with comprehensive results, including sources and citations, while allowing filtering by time periods. - **[Code Research Server](https://github.com/nahmanmate/code-research-mcp-server)** - Search and access programming resources from platforms like Stack Overflow, MDN Web Docs, GitHub, and npm to find relevant code examples, documentation, and packages. - **[OpenAI Server](https://github.com/mzxrai/mcp-openai)** - MCP server that facilitates integration with OpenAI's models through a simple message passing interface, enabling interactions with various chat models including gpt-4o and o1-mini. It includes basic error handling and requires an OpenAI API key for access. - **[Text-to-Speech MCP Server](https://github.com/nakamurau1/tts-mcp)** - Integrates high-quality text-to-speech capabilities into applications, converting text to audio with customizable voice options and output formats. Provides a command-line tool for quick conversions and supports various parameters for audio customization. - **[Crypto News Server](https://github.com/narumiruna/crypto-news-mcp)** - Retrieve and read the latest cryptocurrency news articles from Coindesk and Decrypt. Access real-time news feeds and detailed articles through their URLs. - **[URL Format Converter](https://github.com/nathanonn/mcp-url-fetcher)** - Fetch and transform web content from any URL into formats like HTML, JSON, Markdown, or plain text. This MCP server supports various input types and intelligently detects source formats for seamless content conversion. - **[Pokémcp](https://github.com/NaveenBandarage/poke-mcp)** - Poke-MCP provides a standardized interface for accessing Pokémon information through the PokeAPI. It enables querying specific Pokémon details, discovering random Pokémon, and retrieving Pokémon based on their types or regions. - **[Spotify Integration](https://github.com/Naunau75/spotify_mcp)** - Connects Claude agents to Spotify for music control, enabling playback management and music search capabilities. - **[Cryptocurrency Market Data Server](https://github.com/Nayshins/mcp-server-ccxt)** - Provides real-time and historical cryptocurrency market data by integrating with major exchanges, facilitating price tracking and trend analysis. - **[Nash MCP Server](https://github.com/nash-app/nash-mcp)** - Execute shell commands, run Python code, manage reusable tasks, and fetch web content while ensuring secure handling of credentials. Provides error handling for both command execution and Python execution. - **[Calc Tools](https://github.com/nbiish/mcp-calc-tools)** - Provides advanced mathematical and financial computation capabilities through a standardized interface, enabling AI assistants to perform symbolic calculus, numerical methods, and complex equation solving without manual algorithm implementation. - **[Google Maps MCP Server](https://github.com/modelcontextprotocol/servers)** - Connects to the Google Maps API to provide geolocation services, including geocoding, reverse geocoding, place searching, and retrieving detailed place information. - **[Nefino MCP Server](https://github.com/nefino/mcp-nefino)** - Access renewable energy news and information focused on projects in Germany, enabling users to filter announcements by geographic locations and various renewable energy topics. Supports date range and recency-based queries for structured and secure data retrieval. - **[NPM Sentinel MCP](https://github.com/Nekzus/npm-sentinel-mcp)** - Provides real-time analysis and intelligence on NPM packages, focusing on security, dependencies, performance, and quality metrics. Delivers insights such as vulnerability scanning, download trends, and maintenance status for optimized package management decisions. - **[MCP Server](https://github.com/Nekzus/npm-sentinel-mcp)** - Provides utility tools for development and testing with functionalities such as personalized greetings, random card draws, and current date/time retrieval. It can be easily extended with additional tools as needed. - **[GitHub API MCP Server](https://github.com/nermalcat69/zerops-mcp)** - Interact with GitHub repositories, manage files and issues, and perform advanced searches efficiently. Features include automatic branch creation, comprehensive error handling, and batch operations for multiple files. - **[PostgreSQL Server](https://github.com/NetanelBollag/simple-psql-mcp)** - Run SQL queries and manage data within a PostgreSQL database. Connect AI for advanced data manipulation and analysis through simple command execution. - **[Ollama MCP Server](https://github.com/NewAITees/ollama-MCP-server)** - Integrates with local Ollama LLM instances to manage tasks, evaluate results, and streamline workflows through standardized communication. Features advanced error handling, performance optimization, and distinct URI schemes for task access, result evaluation, and model management. - **[PostgreSQL](https://github.com/modelcontextprotocol/servers)** - Provides read-only access to PostgreSQL databases, enabling the inspection of database schemas and the execution of read-only SQL queries. - **[Clickhouse and PostgreSQL with Neurelo Connect](https://github.com/neurelo-connect/neurelo-connect-mcp)** - Interact with ClickHouse and PostgreSQL databases through Neurelo Connect, enabling natural language queries and data manipulation. - **[Serp API Server](https://github.com/neoparad/serp-api-server)** - Access real-time search engine results and data through a straightforward API. Retrieve and analyze search data from various search engines to enhance applications with powerful search capabilities. - **[Status Invest Stock Market Data Server](https://github.com/newerton/mcp-status-invest)** - Provides real-time access to stock market data through the Status Invest API, enabling the retrieval of stock prices, indicators, and payment dates. - **[RAT MCP Server](https://github.com/newideas99/Deepseek-Thinking-Claude-3.5-Sonnet-CLINE-MCP)** - Integrates DeepSeek's structured reasoning capabilities with Claude 3.5 Sonnet's response generation, facilitating a two-stage reasoning process that enhances the depth and quality of generated responses. - **[Telegram MCP Server](https://github.com/NexusX-MCP/telegram-mcp-server)** - Interact with the Telegram Bot API to send messages and retrieve bot information. Manage updates and forward messages programmatically to enhance communication capabilities for AI assistants. - **[Travel Planner Server](https://github.com/nexusconnects/TRAVEL-PLANNER-MCP-Server)** - Facilitate travel-related tasks by connecting to Google Maps services for location searches, retrieving place details, calculating routes, and obtaining timezone information. - **[Travel Planner Server](https://github.com/nexusconnects/TRAVEL-PLANNER-MCP-Server)** - Enables interaction with Google Maps services for travel-related tasks, including location search, retrieving place details, calculating travel times, and managing itineraries. Facilitates seamless integration of travel planning functionalities into applications using a Google Maps API key. - **[X V2 MCP Server](https://github.com/NexusX-MCP/x-v2-server)** - Interact with the Twitter/X API to retrieve tweets, post new content, and manage user interactions programmatically. - **[GitHub Action Trigger](https://github.com/nextDriveIoE/github-action-trigger-mcp)** - Integrate with GitHub to fetch available actions, trigger workflows, and retrieve release information from repositories, enhancing CI/CD processes with automation capabilities. - **[Yahoo Finance MCP Server](https://github.com/narumiruna/yfinance-mcp)** - Fetches stock data, news articles, and financial information for various stock symbols using Yahoo Finance and the yfinance library. - **[NFTGo API Server](https://github.com/NFTGo/mcp-nftgo-api)** - Access comprehensive data and analytics for NFTs through the NFTGo API, providing detailed collection and asset information, market trends, and wallet holdings for Ethereum-based NFTs. Supports advanced search, filtering, and webhook notifications for real-time insights in the NFT ecosystem. - **[Filesystem Server](https://github.com/ngoiyaeric/mcp-filesystem-server)** - Manage files and directories with operations like reading, writing, and organizing within specified directories. Securely perform file management tasks including searching and retrieving metadata. - **[Fetch MCP Server](https://github.com/modelcontextprotocol/servers)** - Enables retrieval and processing of web content by fetching web pages and converting HTML to markdown for easier manipulation. Supports content extraction in chunks from specified starting indices to facilitate information retrieval from larger documents. - **[LunarCrush API Server](https://github.com/nic0xflamel/lunarcrush-mcp)** - Facilitates interaction with the LunarCrush Enterprise API through a standardized Model Context Protocol, enabling access to real-time crypto and social sentiment data. Dynamically generates API methods based on an OpenAPI specification and supports API Key authentication. - **[OpenStreetMap Integration](https://github.com/ngoiyaeric/osm-mcp)** - Query and visualize map data using a web interface with real-time map interactions. Integrates PostgreSQL/PostGIS for OpenStreetMap data management and supports server-to-client communication. - **[Gravity Global Figma](https://github.com/nguyenlegravityglobal/figma-mcp)** - Integrates Figma with Cursor to retrieve design data, optimize JSON size, and convert designs into organized CSS styles for improved development workflows. - **[DefiLlama API Server](https://github.com/nic0xflamel/defillama-mcp)** - Proxy requests through a Model Context Protocol server to interact with the DefiLlama API, providing real-time data on decentralized finance (DeFi) through dynamically generated tools based on the DefiLlama OpenAPI specification. - **[Neon Database](https://github.com/neondatabase-labs/mcp-server-neon)** - Interact with Neon serverless Postgres databases using natural language for tasks such as database creation and management, running SQL queries, handling migrations, and managing projects. - **[FastAPI MCP Server](https://github.com/nguyendinhsinh361/fastapi-mcp)** - Exposes FastAPI endpoints as Model Context Protocol (MCP) tools with zero configuration, allowing integration of FastAPI APIs with large language models while maintaining schemas and documentation. - **[Build a MCP Server](https://github.com/nicknochnack/BuildMCPServer)** - Serves a trained Random Forest model while integrating with the Bee Framework for enhanced interactivity. Facilitates easy implementation of machine learning models into applications. - **[CoinGecko API Server](https://github.com/nic0xflamel/coingecko-mcp-server)** - Proxy the public CoinGecko API to retrieve real-time cryptocurrency data and enable dynamic interactions with its extensive API methods. Integrate seamlessly with AI environments for enhanced data retrieval capabilities. - **[DuckDuckGo Search Server](https://github.com/nickclyde/duckduckgo-mcp-server)** - Facilitates web search capabilities via DuckDuckGo, offering content fetching and parsing with a focus on formatting results for large language model integration. Includes advanced rate limiting features for both search requests and content retrieval. - **[Release Notes Server](https://github.com/nickbaumann98/release-notes-server)** - Generates release notes from GitHub repositories by fetching and organizing commits while presenting them in a well-structured markdown format. - **[Censys Reconnaissance Server](https://github.com/nickpending/mcp-censys)** - Transforms natural language prompts into real-time domain, IP, and FQDN reconnaissance queries, accessing Censys data for enhanced cybersecurity investigations. - **[Jira MCP](https://github.com/nguyenvanduocit/jira-mcp)** - Connects AI models to Atlassian Jira for performing operations such as managing issues, retrieving comments, and interacting with sprints in a seamless manner. - **[Code Summarizer](https://github.com/nicobailon/code-summarizer)** - Summarizes code files in a directory while respecting `.gitignore` rules and skips irrelevant directories. Outputs detailed summaries to a text file and supports integration with LLM tools via an MCP server. - **[Supabase MCP Server](https://github.com/NightTrek/Supabase-MCP)** - Interact with Supabase databases, executing complex queries and generating TypeScript types. Simplify database interactions and enhance type management through a seamless interface. - **[DeepSeek Thinking with Claude 3.5 Sonnet](https://github.com/niko91i/MCP-deepseek-V3-et-claude-desktop)** - Integrates DeepSeek's structured reasoning capabilities with Claude 3.5 Sonnet's advanced response generation through a two-stage processing approach. This server facilitates enhanced conversational interactions by combining deep reasoning with comprehensive output generation. - **[SearXNG Bridge Server](https://github.com/nitish-raj/searxng-mcp-bridge)** - Connect to a SearXNG instance to perform search queries via the Model Context Protocol (MCP), facilitating integration with compatible AI clients. - **[Feishu API Integration Server](https://github.com/NINGyv179/mcp-feishu)** - Integrate and manage Feishu OpenAPI within development environments, facilitating API discovery, exploration, and testing through standardized MCP communication. - **[Fitbit Health and Fitness Data Access](https://github.com/NitayRabi/fitbit-mcp)** - Enables access and analysis of Fitbit health and fitness data, including activities, sleep logs, heart rate, steps, and body measurements through simple commands. Facilitates integration of Fitbit data insights into AI interactions. - **[Gemini 2.0 Proxy](https://github.com/ningyu32504/gemini)** - Access the Google Gemini model for AI programming and integration with various AI clients. It offers a free proxy setup through Deno, compatible with multiple AI platforms and supports a high token limit context. - **[Blogger MCP Server](https://github.com/niyonabil/blogger-mcp-server)** - Interact with Blogger blogs using the Blogger API to manage posts, labels, and blogs. Automate tasks and retrieve information efficiently without creating new blogs via the API. - **[QMT-MCP-Server](https://github.com/nnquant/qmt-mcp-server)** - Connect to the QMT trading system for stock trading capabilities, including account asset inquiries, position information retrieval, order placement, and order cancellation. - **[NCBI Entrez Adapter](https://github.com/noahzeidenberg/ncbi-mcp)** - Query and analyze NCBI Entrez databases, including PubMed, Gene, and Protein, to retrieve detailed gene information and summaries. Facilitate exploration of gene relationships and integrate with bioinformatics workflows. - **[Webhook MCP Server](https://github.com/noobnooc/webhook-mcp)** - Integrates webhook-based services with large language model applications, facilitating dynamic data retrieval and action handling. Supports connections to external webhooks for enhanced AI workflows. - **[Gyazo Image Integration Server](https://github.com/nota/gyazo-mcp-server)** - Access and manage Gyazo images and their associated metadata, including OCR data, through a standardized protocol. Enables full-text search and retrieval of images using URIs. - **[API.Market MCP Server (40 tools)](https://github.com/Noveum/api-market-mcp-server)** - Connects to over 40 APIs and AI models, enabling interaction with various functionalities provided through OpenAPI specifications. Facilitates communication between agents and a vast array of tools available on API.market. - **[YouTube Finder, Downloader and Subtitle Extractor](https://github.com/novemberde/mcp-youtube)** - Download subtitles, search for videos, and capture screenshots from YouTube videos. Integrate video data into workflows to summarize or analyze YouTube content. - **[API Service](https://github.com/nstanw/api-service)** - Facilitates interactions with internal system APIs, enabling operations such as employee searches and breakfast registrations efficiently. Converts user requests into API calls and returns formatted results for user display. - **[Echo Map](https://github.com/ns-personal/echo-map)** - A customizable Model Context Protocol (MCP) server that supports building and extending MCP-compatible applications, with features for graceful shutdown handling and various build configurations suited for development and production environments. - **[YNAB Budget Management Server](https://github.com/ntdef/ynab-mcp)** - Interact with YNAB budgeting data through a standardized protocol, enabling retrieval and management of budgets, accounts, categories, and transactions. Automate updates for budgeted amounts and streamline financial workflows. - **[MCP Test Server](https://github.com/nuon8185/mcp-test)** - Test various functionalities of the Model Context Protocol. Experiment with tools and resources in a controlled environment to enhance your LLM applications. - **[LinkedIn Post Generator](https://github.com/NvkAnirudh/LinkedIn-Post-Generator)** - Automates the generation of professional LinkedIn post drafts by extracting transcripts from YouTube videos, summarizing the content, and tailoring the posts for LinkedIn audiences. - **[Ntropy MCP Server](https://github.com/ntropy-network/ntropy-mcp)** - Enrich banking data using the Ntropy API by interacting with various API endpoints to manage account holders and validate connections. Facilitate API key management and updates for secure access. - **[NBA MCP Server](https://github.com/obinopaul/nba-mcp-server)** - Access real-time NBA statistics and live game data, including player stats, team standings, and game results for integration into sports applications. - **[Soccer Data Server](https://github.com/obinopaul/soccer-mcp-server)** - Access live match data and comprehensive football statistics for leagues, teams, and players. Retrieve real-time information and historical data to enhance applications with up-to-date football insights. - **[Pacman Package Index Server](https://github.com/oborchers/mcp-server-pacman)** - Provides querying capabilities for package repositories such as PyPI, npm, crates.io, Docker Hub, and Terraform Registry, enabling searches for packages, Docker images, and modules. Facilitates package discovery and inspection through a unified protocol interface. - **[Spotify Playback Control](https://github.com/obre10off/spotify-mcp)** - Control Spotify playback using natural language commands to play, pause, skip tracks, and search for music without navigating through the app. - **[Octagon VC Agents](https://github.com/OctagonAI/octagon-vc-agents)** - Simulates AI-driven investor personas inspired by notable venture capitalists, providing investment analysis and decision-making support. Integrates private market data for enhanced realism, facilitating feedback on pitches, diligence simulations, and term sheet negotiations. - **[DateTime Server](https://github.com/odgrim/mcp-datetime)** - Provides datetime and timezone information for AI agents and chat interfaces, enabling access to the current time, listing available timezones, and retrieving timezone-specific data. - **[Korea Weather](https://github.com/ohhan777/korea_weather)** - Collects weather data from the Korea Meteorological Administration's short-term forecast API and provides it in MCP format for use by various clients like Claude and Cursor. Designed for integration with diverse weather application services. - **[Octagon MCP Server](https://github.com/OctagonAI/octagon-mcp-server)** - Facilitates in-depth investment research by integrating with the Octagon Market Intelligence API, enabling detailed analysis of SEC filings, earnings calls, financial metrics, and real-time stock market data. - **[Custom Context Server](https://github.com/omer-ayhan/custom-context-mcp)** - Transforms and structures text into JSON formats by extracting key information from AI-generated text. Facilitates seamless data integration into applications by converting unstructured text into structured JSON data. - **[Remote MCP Server on Cloudflare](https://github.com/Omarzipan/remote-mcp-server)** - Host a remote MCP server on Cloudflare Workers that supports OAuth login and enables secure HTTP access to various tools and resources. It allows local and remote connections through the MCP Inspector for easy interaction with the server's APIs. - **[Dealer MCP Server](https://github.com/onick/Dealer-vehicles)** - Automate vehicle dealership operations through a user-friendly API that streamlines inventory management, financing, scheduling test drives, and invoicing processes. - **[OpenBudget Data Server](https://github.com/OpenBudget/budgetkey-mcp)** - Provides access to Israel's governmental budget data through a standardized MCP interface, enabling real-time querying, searching, and analysis of budget, contracts, and support payment datasets. - **[OmniMCP](https://github.com/OpenAdaptAI/OmniMCP)** - OmniMCP enhances AI models with structured responses and visual analysis to automate UI operations. It provides rich UI context and interaction capabilities through the Model Context Protocol, facilitating precise user interface interactions. - **[ODBC SQLAlchemy Server](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server)** - Connect to various databases using ODBC and SQLAlchemy, facilitating data management tasks such as retrieving schemas, tables, and executing queries. It enhances database interactions through a lightweight server built with FastAPI. - **[DexScreener API Access](https://github.com/openSVM/dexscreener-mcp-server)** - Access real-time DEX pair data, token information, and market statistics across multiple blockchains with comprehensive error handling and type-safe interfaces. - **[ODBC Server](https://github.com/OpenLinkSoftware/mcp-pyodbc-server)** - Connect to databases using ODBC, enabling real-time data fetching, schema exploration, and query execution. Provides functionalities for managing schemas, tables, and stored procedures across various database management systems. - **[Multichain MCP Server](https://github.com/oraichain/orai-mcp)** - Facilitates the interaction of AI agents with multiple blockchain networks, enabling asset management, transaction execution, and smart contract deployment. Provides tools for developing AI applications with integrated blockchain capabilities. - **[Oraichain Multichain Server](https://github.com/oraichain/orai-mcp)** - Connect and interact with multichain data, querying blockchain information and facilitating integration with AI agents through the Oraichain framework. - **[OP.GG](https://github.com/opgginc/opgg-mcp)** - Connects AI agents to comprehensive gaming data, including rankings, match schedules, champion analysis for League of Legends, meta compositions for Teamfight Tactics, and player statistics for Valorant. Provides tools for retrieving insights on gameplay and strategies across popular gaming titles. - **[openapi-client-generator](https://github.com/orhanveli/openapi-client-generator-mcp)** - Generates API clients using TypeScript based on OpenAPI/Swagger specifications, enabling seamless interaction with APIs. Provides a simple interface for managing and summarizing notes. - **[Pulse MCP Server](https://github.com/orliesaurus/pulsemcp-server)** - Create and manage text notes using a straightforward interface. Discover and explore MCP servers and integrations via the PulseMCP API with features like filtering and pagination. - **[Car Database Server](https://github.com/oshion/python-mcp-carsearch-demo)** - Access a comprehensive car database to search for cars based on specific criteria, retrieve detailed information about individual vehicles, and receive tailored recommendations based on user preferences. - **[Finance MCP Server](https://github.com/Otman404/finance-mcp-server)** - Facilitates access to real-time financial data, including current prices and news for stocks and cryptocurrencies. Enables applications to retrieve accurate financial insights based on user-defined tickers and optional time periods. - **[Flow Blockchain Tools](https://github.com/Outblock/flow-mcp-monorepo)** - Access various Flow blockchain data including account and token balances, contract source code, and detailed account information. Enable efficient querying of blockchain states to facilitate application interactions with the Flow network. - **[QWeather API MCP Server](https://github.com/overstarry/qweather-mcp)** - Provides access to real-time weather information and multi-day forecasts through a simple command-line interface, enabling the retrieval of city details and current weather conditions. - **[Fetch Server](https://github.com/p1scess/mcp-servers)** - Retrieve and process web content from URLs, converting HTML to markdown for easier information extraction. Enables chunked content retrieval for efficient parsing by LLMs. - **[Chess.com API Server](https://github.com/pab1it0/chess-mcp)** - Access and analyze chess data through a standardized interface, including player profiles, game records, and club information. Supports searching for games by date and player, checking online status, and retrieving information about clubs and titled players. - **[Tripadvisor MCP Server](https://github.com/pab1it0/tripadvisor-mcp)** - Access Tripadvisor location data, reviews, and photos through standardized MCP interfaces. Search for travel destinations and experiences, and retrieve detailed information based on user queries. - **[OpenRouter Client for Cursor](https://github.com/palolxx/openroutermcptest4)** - Connects to multiple AI models using the Model Context Protocol, facilitating communication with various AI providers for seamless integration into applications. It supports both free and paid models, allowing for cached model information and multi-model completions. - **[FastAPI Server with MCP SSE](https://github.com/panz2018/fastapi_mcp_sse)** - Integrates real-time data streaming into applications using Server-Sent Events while connecting AI models with external tools and data sources through the Model Context Protocol. Offers customizable routes and robust functionality within the FastAPI framework. - **[OpenRouter MCP Server](https://github.com/palolxx/openrouteraitest)** - Provides access to various AI models through a unified, type-safe interface with built-in caching, rate limiting, and error handling. Integrates with OpenRouter.ai's model ecosystem to enhance application capabilities. - **[Formula1 MCP Server](https://github.com/Panth1823/formula1-mcp)** - Provides real-time and historical Formula 1 racing data, including telemetry, session statuses, standings, race results, weather updates, and circuit information via a standardized protocol. - **[Jira MCP Server](https://github.com/ParasSolanki/jira-mcp-server)** - Integrates Jira with LLMs to facilitate interaction with projects, boards, and sprints through a standardized protocol. Enhances workflow and productivity by connecting AI models to Jira tasks. - **[Terminal.shop MCP Server](https://github.com/pashaydev/terminal.shop.mcp)** - Interact with Terminal.shop's API to browse coffee products, manage shopping carts, place orders, and handle subscriptions. The server also facilitates user profile management and secure payment processing. - **[Paddle Billing MCP Server](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API to manage payments, subscriptions, and customer data, providing a unified interface for billing processes. It supports product listing, creation, and price management. - **[n8n](https://github.com/passeth/n8n)** - Automate workflows with a platform that combines code flexibility and no-code speed, featuring 400+ integrations and AI capabilities for building agent workflows with custom data and models. - **[Model Context Protocol Manager](https://github.com/pathintegral-institute/mcpm.sh)** - Manages Model Context Protocol servers through a CLI tool, facilitating configuration, grouping, and discovery of multiple server instances behind a single endpoint. Supports shared sessions for streamlined server management. - **[Blockchain Query Server](https://github.com/pavel-bc/mcp-blockchain-query)** - Query Bitcoin blockchain data including blocks, transactions, and addresses using real-time insights. Access various blockchain metrics and analytics for enhanced application functionality. - **[AIDaily](https://github.com/PawNzZi/aidaily)** - An automatic acquisition tool that provides the latest news and updates in the AI field by connecting to a remote tool. It exposes functions to list available resources and tools, and to utilize those tools effectively through the MCP protocol. - **[Lightning Network Server](https://github.com/pblittle/lightning-mcp-server)** - Enables natural language queries to interact with Lightning Network node data, returning human-readable summaries alongside structured JSON outputs. Supports querying channel information and is designed to work with various node types like Core Lightning and Eclair. - **[Payman AI Documentation Server](https://github.com/PaymanAI/payman-doc-mcp-server)** - Provides seamless access to Payman AI's documentation for developers, enabling effective integration and accurate information retrieval regarding Payman's features. - **[MCP Server on Cloudflare Workers](https://github.com/Pedropfuenmayor/mcp-cloudflare)** - Deploy an MCP server utilizing Cloudflare's edge network with bearer token authentication for enhanced security and real-time capabilities in applications. This server enables integration of various tools and resources within a serverless architecture. - **[Countries Data Server](https://github.com/Pedrohmlara/countries-mcp)** - Provides detailed country-related data using the REST Countries API, enabling access to geographic and demographic information through a standardized protocol. - **[PayPal Agent Toolkit](https://github.com/paypal/agent-toolkit)** - Integrate with PayPal APIs for managing invoices, orders, and other payment services. This toolkit provides functionalities to create, retrieve, send, and manage invoices efficiently within various agent frameworks. - **[Cribl API Interaction Server](https://github.com/pebbletek/cribl-mcp)** - Facilitates natural language interactions with the Cribl API to manage and query configurations, pipelines, sources, and system metrics. Enables efficient monitoring and management of Cribl environments through standardized MCP tooling. - **[SEO Automation and Optimization](https://github.com/permanzh/app-seo-ai)** - Automate SEO tasks and optimize content using AI insights, integrated with Google Ads Keyword Planner for keyword research and competitor analysis. Provides actionable recommendations and SERP analysis to enhance SEO strategies. - **[Snowflake MCP Server](https://github.com/peterdonaghey/snowflake-mcp)** - Execute SQL queries on Snowflake databases using natural language through seamless integration with AI assistants. Handle query results and manage database connections securely and efficiently. - **[Naver MCP Server](https://github.com/pfldy2850/py-mcp-naver)** - Interact with various Naver services to search for blogs, news, books, and more using the Naver OpenAPI. Facilitate powerful search capabilities and content validation for applications. - **[GitHub MCP Server Plus](https://github.com/PhialsBasement/mcp-github-server-plus)** - Interact with GitHub repositories, perform file operations, manage branches, and utilize search functionality through the GitHub API. - **[CMD Server](https://github.com/PhialsBasement/CMD-MCP-Server)** - Executes CMD commands on both Windows and Linux platforms and facilitates SSH connections. Built on the official MCP SDK, it enables command-line operations integration with MCP-compatible applications. - **[PageSpeed Server](https://github.com/PhialsBasement/Pagespeed-MCP-Server)** - Connects AI models to Google's PageSpeed Insights API for detailed website performance analysis and metrics interpretation. - **[LLMLing Server](https://github.com/phil65/mcp-server-llmling)** - Set up custom LLM servers using YAML configurations, providing access to resources and structured prompts. It facilitates extending capabilities with callable tools while adhering to the Machine Chat Protocol. - **[NMAP Server](https://github.com/PhialsBasement/nmap-mcp-server)** - Perform network analysis and security assessments through NMAP by interacting with an AI assistant for network scanning operations. - **[Pica MCP Server](https://github.com/picahq/pica-mcp)** - Connect AI applications to external tools and data sources while maintaining user control. Integrate with local services and APIs, enabling enhanced functionality and user interaction. - **[Fetch MCP Server](https://github.com/phpmac/fetch_mcp)** - Fetch web content in various formats like HTML, JSON, plain text, and Markdown. Retrieve and transform website data on demand with customizable headers. - **[Pica MCP Server](https://github.com/picahq/pica-mcp)** - Connect applications with external tools and data sources through a powerful API, facilitating actions such as sending emails, managing calendars, and querying databases. - **[Mutation Clinical Trial Matching Server](https://github.com/pickleton89/mutation-clinical-trial-matching-mcp)** - Connects to clinicaltrials.gov to retrieve and summarize clinical trials related to specific genetic mutations through natural language queries. - **[TfNSW Realtime Alerts](https://github.com/piddlingtuna/tfnsw-realtime-alerts-mcp-server)** - Access real-time transport alerts and information, including current disruptions and planned works across the NSW transport network. Retrieve and filter alerts by transport mode for efficient management of transport-related data. - **[OpenAI Server](https://github.com/pierrebrunelle/mcp-server-openai)** - Integrates OpenAI models using the MCP protocol, allowing direct queries to OpenAI's API from Claude. - **[Quandl API for Python](https://github.com/picopoco/Python)** - Access and manipulate financial datasets with ease, retrieving data as Pandas dataframes or numpy arrays for analysis and visualization. Seamlessly upload custom datasets to Quandl using minimal code. - **[Scrappey MCP Server](https://github.com/pim97/mcp-server-scrappey)** - Integrate AI models with Scrappey's web automation platform, enabling browser session management, HTTP requests, and automated interactions with web pages while handling anti-bot protections. - **[Pinata MCP](https://github.com/PinataCloud/pinata-mcp)** - Interact with Public and Private IPFS through Pinata's API, enabling uploading, searching, and managing files efficiently within an LLM environment. - **[Pinecone Assistant Server](https://github.com/pinecone-io/assistant-mcp)** - Retrieve information efficiently from Pinecone Assistant with support for multiple configurable results, enabling seamless integration with applications to access vector database capabilities. - **[MCPollinations Multimodal Server](https://github.com/pinkpixel-dev/MCPollinations)** - Generates images, text, and audio from prompts using the Pollinations APIs. It supports returning images as base64-encoded data and allows listing available models for image and text generation. - **[Swagger Faker](https://github.com/Pingtouges/swagger-faker)** - Generate mock data and initiate a mock server automatically from Swagger or OpenAPI specifications, simplifying the development process by providing realistic API responses without needing a backend. - **[KoreaSeoul](https://github.com/pinnaclesoft-ko/seoul_data_mcp)** - Access public data from Seoul, including subway ridership statistics and cultural event information through the Seoul Public Data API. Integrate this data into applications for real-time insights on transportation and cultural events. - **[Pipedream](https://github.com/PipedreamHQ/pipedream)** - Build event-driven automations using pre-built components or custom code in Node.js, Python, Golang, or Bash. Integrate over 1,000 applications and streamline workflows effortlessly. - **[Meta Ads Integration Server](https://github.com/pipeboard-co/meta-ads-mcp)** - Connects to Meta's advertising APIs to retrieve performance data, visualize ad creatives, and generate strategic insights for campaigns on platforms like Facebook and Instagram. - **[Directus MCP Server](https://github.com/pixelsock/directus-mcp)** - Enables interaction with the Directus API through a standardized Model Context Protocol, facilitating data management and enhancing application capabilities by integrating AI functionality. - **[OKX Cryptocurrency Price Server](https://github.com/PJ-TST-238819/mcp)** - Provides real-time and historical cryptocurrency price data from the OKX exchange, including candlestick data and latest market prices. Facilitates access to financial data with error handling and rate limiting features. - **[Korea Tour](https://github.com/pjookim/mcp-visit-korea)** - Provides information related to tourism in Korea, including attractions, festivals, and accommodations. Supports various search methods based on area codes, keywords, or locations for detailed tourism content. - **[NuGet Context Server](https://github.com/plucked/nuget-context-server)** - Provides detailed information about .NET project dependencies and NuGet packages, analyzes project files, searches NuGet feeds, and retrieves package metadata programmatically. Integrates real-time NuGet context into applications to enhance development workflows. - **[DingTalk AI Server](https://github.com/plutocheung/dingtalk-ai-server)** - Create and manage assistant threads for DingTalk AI services with seamless integration into DingTalk APIs. Enables sending messages, accessing tokens, and running assistants. - **[Voice Call MCP Server](https://github.com/popcornspace/voice-call-mcp-server)** - Facilitates voice call management through Twilio and OpenAI, enabling real-time audio processing for interactive conversations with AI assistants. Offers pre-built prompts for common scenarios to streamline call initiation and handling. - **[PortOne MCP Server](https://github.com/portone-io/mcp-server)** - Provides access to PortOne developer documentation for LLMs, facilitating accurate and efficient retrieval of service-related information for developers integrating PortOne services. - **[Trade Agent](https://github.com/Trade-Agent/trade-agent-mcp)** - Facilitates natural-language trading interactions with stock and cryptocurrency brokerages, enabling users to execute trades, query portfolio performance, and access market insights through plain-English requests. - **[Redis Integration Server](https://github.com/prajwalnayak7/mcp-server-redis)** - Interact with Redis for caching and key-value storage operations, including basic operations on keys, lists, hashes, and sets. - **[Web Crawl Integration](https://github.com/pragmar/mcp-server-webcrawl)** - Integrate web crawl data with AI language models for content filtering and analysis. Offers a full-text search interface and supports multiple crawlers for enhanced data insights. - **[YouTube MCP](https://github.com/Prajwal-ak-0/youtube-mcp)** - Extract transcripts from YouTube videos, summarize content using Gemini AI, and facilitate natural language queries about video content. Provides tools for YouTube video search and comment analysis. - **[OAuth-Enabled MCP Server](https://github.com/pratham-svg/MCP-OAuth)** - Enables secure user authentication and authorization for MCP servers through OAuth, facilitating calls to protected APIs on behalf of authenticated users. Simplifies integration with Auth0 and Cloudflare Workers for effective identity management. - **[Comprehensive WordPress Server](https://github.com/prathammanocha/wordpress-mcp-server)** - Enables programmatic management of WordPress sites through the WordPress REST API, facilitating operations on posts, users, comments, categories, tags, and custom endpoints. - **[RabbitMQ Server](https://github.com/prakasarao-edven/mcp-server-rabbitmqkenlio)** - Interact with RabbitMQ queues and topics, enabling read and write operations through a standardized protocol. Facilitates the integration of messaging workflows with AI models. - **[PRIDE Archive Search Server](https://github.com/PRIDE-Archive/mcp_pride_archive_search)** - Search and explore proteomics datasets from the PRIDE Archive using structured queries. It facilitates the integration of AI models with biomedical research data for efficient data retrieval and analysis. - **[Amadeus Flight Search Server](https://github.com/privilegemendes/amadeus-mcp-server-standalone)** - Connect to the Amadeus API for comprehensive flight search, booking, and price analysis. Access information on flights, airports, and economical travel dates to enhance travel planning. - **[Dataset Viewer](https://github.com/privetin/dataset-viewer)** - Interact with Hugging Face datasets by browsing and analyzing their contents, including configurations and splits. Supports searching, filtering, and retrieving dataset statistics, along with authentication for private datasets. - **[MCP RAG Server](https://github.com/ProbonoBonobo/sui-mcp-server)** - Enables AI agents to retrieve documents from a vector database using Retrieval-Augmented Generation (RAG) techniques. Integrates with GitHub to process Move files and incorporates a language model for generating responses based on retrieved information. - **[OpenFEC Server](https://github.com/psalzman/mcp-openfec)** - Access Federal Election Commission campaign finance data through the OpenFEC API, enabling detailed searches for candidates, committees, and financial contributions. - **[ArcGIS Location Services](https://github.com/puran1218/arcgis-location-services-mcp)** - Provides geocoding, reverse geocoding, and routing services to enhance applications with location-based features. Access detailed location data and nearby points of interest effectively. - **[Cal Server](https://github.com/pwh-pwh/cal-mcp)** - Evaluate mathematical expressions using the `expr-eval` library, supporting built-in constants like E and PI for quick calculations. It interacts through standard input and output, providing an efficient lightweight service for mathematical evaluations. - **[MCP Firebird](https://github.com/PuroDelphi/mcpFirebird)** - Connect and manipulate Firebird databases using AI, allowing for data analysis and optimization through natural language and SQL commands. - **[Coin MCP Server](https://github.com/pwh-pwh/coin-mcp-server)** - Fetch the latest cryptocurrency prices using Bitget's API. Input a token symbol to receive real-time price data paired with USDT. - **[PydanticAI](https://github.com/pydantic/pydantic-ai)** - A type-safe, model-agnostic framework that integrates with Pydantic for structured responses and real-time debugging in generative AI applications. Provides tools and dependency injection to enhance AI-driven project development. - **[Any OpenAI Compatible API Integrations](https://github.com/pyroprompts/any-chat-completions-mcp)** - Integrates various AI chat providers compatible with OpenAI SDKs for chat completion tasks. It relays questions to configured AI Chat Providers through a unified interface. - **[Binance Market Data Server](https://github.com/qeinfinity/binance-mcp-server)** - Streams real-time market data from Binance for both spot and futures markets, including trades, tickers, and candlestick data via WebSocket. Ensures reliable and type-safe message handling with automatic reconnection features. - **[HTTP Request Server with Browser Emulation](https://github.com/Qinjianbo/mcp-rquest)** - Enables advanced HTTP requests with browser emulation to interact with websites and bypass anti-bot measures. Converts HTML and PDF documents to Markdown for easier language model processing. - **[API Server](https://github.com/qingtianyu/mcp-server)** - Integrate and extend applications with dynamic API tools through the MCP protocol, enabling automatic discovery and registration of APIs. Offers strong TypeScript support for enhanced type safety in microservices development. - **[system-api-server](https://github.com/qingtianyu/mcp-server)** - A microservice API server that integrates with the MCP protocol for tool extension and resource access. It supports dynamic API tool registration and offers TypeScript strong typing capabilities. - **[IP Geolocation Lookup Server](https://github.com/qing-turnaround/mcp-ip-geo)** - Provides IP geolocation lookup services including country, region, and city information using the ip-api.com service. - **[RAGDocs](https://github.com/qpd-v/mcp-ragdocs)** - Fetches and stores documentation in a vector database for semantic search and retrieval, enhancing LLM capabilities with relevant documentation context. Supports adding documentation from URLs or local files and querying with natural language. - **[Vector Sync Service](https://github.com/qtoexdj/mcp_vector_sync)** - Automates synchronization of multi-tenant search vectors with Supabase using a fully event-driven system. Generates embeddings with OpenAI in response to real-time notifications and maintains efficient vector searches for each tenant. - **[Jupiter Swap API Server](https://github.com/quanghuynguyen1902/jupiter-mcp-server)** - Integrate with Jupiter's optimized token swap API to facilitate token swap operations on the Solana blockchain. Perform actions such as obtaining quotes, building transactions, and executing swaps, using secure private key integration. - **[Fiscal Data Server](https://github.com/QuantGeekDev/fiscal-data-mcp)** - Fetch and generate treasury data by accessing daily treasury statements and historical financial data. Create formatted reports using the US Treasury's Fiscal Data API with seamless integration. - **[Coincap Crypto Price Server](https://github.com/QuantGeekDev/coincap-mcp)** - Query real-time cryptocurrency information from Coincap's public API, including prices, market caps, and asset listings for a variety of cryptocurrencies. No API keys or registration are required to access the data. - **[Calculator](https://github.com/QuantGeekDev/mcp-add-sse)** - Provides functionality for executing mathematical operations and tools through the Model Context Protocol. - **[mcp-framework-starter](https://github.com/QuantGeekDev/mcp-framework-starter)** - Manage and create Model Context Protocol (MCP) servers for custom tools and real-time data integration. Leverage a standardized interface to enhance capabilities of language models. - **[n8n](https://github.com/quantumKaz/n8n)** - n8n is a workflow automation platform that supports integrating over 400 different tools and services, enabling the creation of automated workflows using both no-code and code-based solutions. It features AI capabilities to build workflows leveraging custom AI models and data, allowing for flexible automation tailored to specific needs. - **[Quarkus MCP Servers](https://github.com/quarkiverse/quarkus-mcp-servers)** - Java-based MCP servers that extend LLM applications' capabilities by enabling JDBC access, filesystem interactions, and JavaFX drawing functionalities. - **[Alpha Vantage MCP Server](https://github.com/QuantML-Com/alpha-vantage-mcp)** - Access real-time financial market data, including stock quotes and cryptocurrency exchange rates, through a standardized interface. Retrieve detailed company information such as sector, industry, and market capitalization. - **[Alpha Vantage Stock Server](https://github.com/qubaomingg/stock-analysis-mcp)** - Access real-time and historical stock market data, including intraday and daily stock information. Generate alerts based on price movements to enhance financial analysis. - **[Airbyte Status Checker](https://github.com/quintonwall/mcp-airbyte-list-sources)** - Checks the status of Airbyte connections and monitors data pipelines. Facilitates effective management of data workflows through integration with Claude Desktop. - **[DuckDuckGo Search](https://github.com/qwang07/duck-duck-mcp)** - Enables web search using the DuckDuckGo search engine, providing structured search results along with metadata and smart content classification. - **[NS Travel Information Server](https://github.com/r-huijts/ns-mcp-server)** - Provides real-time travel information for Dutch Railways (NS), enabling users to access schedules, train statuses, and travel-related queries. - **[OpenTK Dutch Parliamentary Data Server](https://github.com/r-huijts/opentk-mcp)** - Provides access to Dutch parliamentary documents, debates, and member information through a standardized interface for natural language queries, facilitating research and analysis of legislative activities. - **[Rijksmuseum Server](https://github.com/r-huijts/rijksmuseum-mcp)** - Interact with the Rijksmuseum API for searching and retrieving artwork details, accessing high-resolution images, and managing user collections. - **[Strava MCP Server](https://github.com/r-huijts/strava-mcp)** - Access and manage Strava data, including recent activities, profile stats, and detailed activity streams. Supports exploration of segments, management of routes, and exporting route files in GPX or TCX format. - **[Video Digest](https://github.com/R-lz/mcp-video-digest)** - Extract audio from various video platforms like YouTube and TikTok, and convert the audio to text using multiple transcription services. Supports asynchronous processing and speaker separation for enhanced video content analysis. - **[X Twitter Server](https://github.com/rafaljanicki/x-twitter-mcp-server)** - Interact with Twitter to fetch profiles, post tweets, search trends, and manage followers and bookmarks using natural language commands. Includes rate limit handling and secure authentication for efficient social media management. - **[AWS MCP](https://github.com/RafalWilinski/aws-mcp)** - Enables natural language querying and management of AWS resources, supporting multiple AWS profiles and secure credential handling. Facilitates interactions within AWS environments using conversational AI. - **[OpenAPI MCP Server](https://github.com/rahgadda/openapi_mcp_server)** - Enables LLMs to interact with REST APIs and perform HTTP API calls such as GET, PUT, POST, and PATCH using prompts. Configures REST API contexts to enhance model interactions with external data sources. - **[Ragie Model Context Protocol Server](https://github.com/ragieai/ragie-mcp-server)** - Access and retrieve information from the Ragie knowledge base using the `retrieve` tool for efficient querying of relevant content. - **[OracleDB MCP Server](https://github.com/rahgadda/oracledb_mcp_server)** - Enables interaction with Oracle Database through the generation of SQL statements and the retrieval of results using Language Model prompts, facilitating efficient data management within applications. - **[ERPNext Integration Server](https://github.com/rakeshgangwar/erpnext-mcp-server)** - Enable interaction with ERPNext data and functionality, facilitating authentication and document management through a standardized protocol. Allows AI assistants to access, create, update, and retrieve ERPNext documents efficiently. - **[Deriv API Server](https://github.com/raju-deriv/mcp-deriv-api-server)** - Interact with the Deriv API to access active trading symbols and retrieve account balances. Simplifies trading operations by providing seamless integration capabilities with applications. - **[Spotify MCP Server](https://github.com/rakshitha2207/spotify-mcp)** - Programmatic interaction with Spotify using a standardized interface for searching tracks, controlling playback, and managing playlists through the Spotify Web API. - **[Apache Jena SPARQL MCP Server](https://github.com/ramuzes/mcp-jena)** - Facilitates querying and updating RDF data in Apache Jena using SPARQL, enabling interaction with Jena Fuseki servers. Supports executing SPARQL queries and updates, listing named graphs, and integrates with AI agents through the Model Context Protocol. - **[Ramp Data Analysis Server](https://github.com/ramp-public/ramp_mcp)** - Retrieve and analyze Ramp financial data using an ETL pipeline and an ephemeral SQLite database. Facilitate database operations and data fetching through integrated tools. - **[Ramp MCP Server](https://github.com/ramp-public/ramp_mcp)** - Retrieve and analyze data or run tasks using an in-memory SQLite database for efficient data processing. Supports data interaction through a Developer API with an ETL pipeline for handling data requests and queries. - **[Postgres Query Server](https://github.com/RathodDarshil/mcp-postgres-query-server)** - Provides a secure, read-only interface for executing validated SQL SELECT queries on a PostgreSQL database and returns structured JSON responses. Ensures safe data access with query timeout protection and seamless integration with MCP clients like Claude Desktop. - **[Find Flights](https://github.com/ravinahp/flights-mcp)** - Search and retrieve flight information through the Duffel API, particularly useful for handling complex travel plans with contextual memory of previous flight searches. - **[Intercom Support Ticket MCP Server](https://github.com/raoulbia-ai/mcp-server-for-intercom)** - Retrieve and analyze customer support tickets from Intercom with advanced filtering options including customer, status, date range, and keywords. Access full conversation histories and perform efficient server-side filtering via Intercom's search API. - **[Ollama MCP Server](https://github.com/rawveg/ollama-mcp)** - Integrates Ollama's local LLM models with MCP-compatible applications, supporting functionalities like listing models, pulling new models, and chatting through an API. - **[Cryptocurrency Daemon Server](https://github.com/raw391/coin_daemon_mcp)** - Manage and interact with cryptocurrency nodes through RPC interfaces, enabling AI assistants to facilitate wallet transactions and access related information. - **[Strava Integration](https://github.com/rbctmz/mcp-server-strava)** - Analyzes training sessions and provides personalized recommendations based on data from Strava, leveraging the Model Context Protocol SDK. Supports automatic token updates and implements rate limiting for API requests. - **[Legifrance Legal Data Server](https://github.com/pylegifrance/mcp-server-legifrance)** - Access French legal databases, including laws, codes, and judicial jurisprudence, through an integrated interface for advanced legal research and analysis using real-time data from Legifrance. - **[OpenAPI MCP Server](https://github.com/ReAPI-com/mcp-openapi)** - Loads and serves multiple OpenAPI specifications to facilitate LLM-powered IDE integrations, allowing for better understanding and interaction with APIs in development tools. Maintains a catalog of available APIs and supports dereferenced schemas for enhanced context. - **[Trading Simulator](https://github.com/recallnet/trading-simulator-mcp)** - Interact with the Trading Simulator API to manage trading operations, check balances, execute trades, and retrieve market data. Provides structured tool calls for account, price, trading, and competition operations. - **[Neo4j MCP Server](https://github.com/rebots-online/mcp-neo4j)** - Manage and manipulate knowledge graphs with Neo4j, supporting operations for creating, reading, and modifying entities and relationships in graph databases. - **[Big Brain Mantle Network Stats Server](https://github.com/recoupable/mcp-vercel)** - Fetch real-time statistics from the top protocols in the Mantle Network to support investment analysis and decision-making. Integrates seamlessly with LLM agents for data retrieval and processing. - **[Redis](https://github.com/redis/mcp-redis)** - Manage and search data in Redis using natural language queries. It enables interaction with Redis data structures like hashes, lists, sets, and streams for efficient data operations and insights. - **[A2A Agent Bridge Server](https://github.com/regismesquita/MCP_A2A)** - Facilitates interaction between Claude Desktop and A2A protocol agents by managing server registration, listing agents, and sending prompts. Designed for development and experimentation, it provides tools specifically for agent communication and management. - **[Ecomm MCP Server](https://github.com/Redtri-git/Ecomm-MCP)** - Provides product search capabilities by querying an API for product listings and returns markdown-formatted responses that include clickable product links and prices. - **[TabNews Integration](https://github.com/renant/mcp-tabnews)** - Access TabNews API data to retrieve news content, user-specific posts, and analytics related to user-created content. Provides tools for checking API status and fetching comments on content. - **[GitHub Integration Server](https://github.com/renantrendt/mcp-github)** - Interact with GitHub repositories, manage issues, and automate workflows. Perform file operations, track commits, and handle pull requests effectively. - **[Simple MCP](https://github.com/ribeirogab/simple-mcp)** - This server enables the creation of MCP servers using a straightforward API with full TypeScript support. It includes parameter validation and facilitates the implementation of tools for dynamic interactions by adhering to the Model Context Protocol. - **[Mock Data Server](https://github.com/rhitune2/mock-data-mcp)** - Generates and serves mock data for testing and development, facilitating the creation of realistic data sets without manual input. Enables dynamic data generation to enhance application workflows. - **[Google Custom Search Engine](https://github.com/Richard-Weiss/mcp-google-cse)** - Provides search capabilities using a custom Google search engine, returning only search results without content extraction. Designed for integration with other tools to enable content retrieval and more extensive searching. - **[Microsoft SQL Server MCP Server](https://github.com/RichardHan/mssql_mcp_server)** - Enables secure interaction with Microsoft SQL Server databases, allowing users to list tables, read data, and execute SQL queries through a controlled interface. Provides structured access for database exploration and analysis. - **[CyberMCP](https://github.com/ricauts/CyberMCP)** - CyberMCP tests backend APIs for security vulnerabilities using specialized tools. It identifies common security issues such as injection flaws, data leakage, and authentication vulnerabilities, while providing resources for comprehensive security assessments. - **[Chatbot SQL Query Backend](https://github.com/rick-noya/mcp-chatbot)** - Generates and executes SQL queries on a Postgres database using OpenAI's GPT models, returning structured JSON responses optimized for chatbot user interfaces. Integrates with frontend applications via a FastAPI REST API, supporting deployment on AWS Lambda or local environments. - **[Wolfram Alpha Integration Server](https://github.com/akalaric/mcp-wolframalpha)** - Integrates Wolfram Alpha into chat applications to perform computational queries and retrieve structured knowledge, enhancing conversational capabilities with large language models. Supports a modular architecture for easy extension and multiple client interactions. - **[Perplexity AI Server](https://github.com/rileyedwards77/perplexity-mcp-server)** - Integrates with Perplexity AI for chatting, searching, and retrieving documentation. Facilitates access to various functionalities of the Perplexity AI API through MCP-based systems. - **[GraphRAG](https://github.com/rileylemm/graphrag_mcp)** - Integrates semantic and graph-based document retrieval using a hybrid system of Neo4j and Qdrant, enabling enhanced search capabilities. Supports semantic search via document embeddings and graph context expansion based on relationships. - **[PayPal Account Updater Subscription Connector](https://github.com/rishabh17081/paypal-au-subscription-connector)** - Integrate with PayPal's Account Updater service to manage and maintain up-to-date payment card information within e-commerce systems. This server allows for subscribing cards, retrieving subscription details, and processing updates through webhook notifications. - **[Fantasy Premier League Server](https://github.com/rishijatia/fantasy-pl-mcp)** - Retrieve Fantasy Premier League data, including player statistics, team information, and gameweek details. Offers comparisons between players and tailored advice for team optimization. - **[iTerm Terminal Integration Server](https://github.com/rishabkoul/iTerm-MCP-Server)** - Integrate with iTerm2 terminal sessions to create, manage, and execute commands while also reading output and monitoring active sessions. Enhance terminal workflows on macOS via direct AI-assisted control. - **[Google Chat Integration Server](https://github.com/rishipradeep-think41/gchat-mcp)** - Post messages to Google Chat spaces using webhooks for seamless integration with MCP-compatible tools. The server simplifies communication by bypassing OAuth setup, ensuring a secure and straightforward connection. - **[Bitcoin Price MCP Server](https://github.com/riteshyaaa/MCP-BTC-Watch)** - Fetch real-time Bitcoin price data and market insights, including current price in USD, 24-hour change percentage, and market cap. Automatically fallbacks between CoinMarketCap and CoinGecko APIs for data retrieval. - **[Gumroad Server](https://github.com/rmarescu/gumroad-mcp)** - Access and manage product, sales, offer codes, and user data from a Gumroad account through a standardized protocol, enabling AI clients to automate and analyze business operations with natural language commands. - **[SearchAPI Agent](https://github.com/RmMargt/searchapi-mcp-agent)** - Integrates multiple search APIs for maps, flights, hotels, and videos through a standardized interface, enabling complex search operations via natural language queries. Offers multilingual support and customizable filtering options for enhanced search results. - **[Snappy Server with Xano Integration](https://github.com/roboulos/remote-mcp-server)** - Remote MCP server integrating with Xano for tool management, session tracking, and OAuth authentication. Supports Streamable HTTP transport protocol for efficient communication and can be deployed on Cloudflare Workers. - **[CVE-Search Server](https://github.com/roadwy/cve-search_mcp)** - Query the CVE-Search API to access detailed vulnerability data, including information on vendors, products, and individual CVEs. Streamline vulnerability management by retrieving the latest updates and comprehensive CVE information. - **[MongoDB MCP Server](https://github.com/rock913/mongo-mcp)** - Enables interaction with MongoDB databases, facilitating collection schema inspection, document querying, and basic data management through natural language commands. Streamlines operations like document insertion, updating, and deletion. - **[SysAuto Ask](https://github.com/rogeriolembo/mcp-api)** - Integrate with the Sonar API to conduct real-time web searches through conversational interactions, enabling enhanced research capabilities with live data. - **[Scraper MCP Smithery](https://github.com/rockerritesh/scraper-mcp-smithery)** - Enhance web scraping capabilities with tools to efficiently extract and manipulate data. Automate data collection through asynchronous web search operations and integrate smoothly with existing applications using a FastMCP server foundation. - **[Crypto Price & Market Analysis 123](https://github.com/roman0211/mcp-crypto-price)** - Provides real-time cryptocurrency data and market analysis by accessing current prices, historical trends, and detailed market insights through the CoinCap API. - **[MCP Framework](https://github.com/ronangrant/mcp-framework)** - Build Model Context Protocol servers using a TypeScript-first framework that supports automatic discovery of tools and prompts, multiple transports, and various authentication methods. Simplifies server development with a built-in CLI and flexible configuration options. - **[Phrases MCP Server](https://github.com/ronniemh/phrases-MCP-server)** - Manage and organize inspiring phrases through creation, reading, updating, and deletion functionalities. Seamlessly integrates with Claude for Desktop for efficient phrase management. - **[Demo IP Query](https://github.com/ropon/mcp_demo)** - Query IP addresses to retrieve related information and insights in real-time. This server provides essential data for applications that require IP data analysis. - **[Perplexity Server](https://github.com/RossH121/perplexity-mcp)** - Utilizes web search capabilities to efficiently retrieve information while automatically selecting the most suitable AI model based on the user’s query intent. Offers intelligent options for domain and recency filtering to enhance search results. - **[Weather MCP Server](https://github.com/ropon/mcp_weather)** - Provides real-time weather forecasts and city information queries, offering accurate weather data for the next 24 hours based on city names or coordinates. - **[智能对话机器人](https://github.com/rsagacom/chatgpt-on-wechat)** - A multi-platform intelligent dialogue service that supports text, voice, and image interactions. It can connect to various AI models and allows for custom enterprise AI applications through plugin extensions. - **[MongoDB Query Server](https://github.com/rtcface/first_mcp)** - Enable structured querying and management of MongoDB collections through a standardized protocol interface, allowing users to list collections, retrieve documents with filtering and projections, and manage data operations securely with logging and error handling. - **[RSS3 API Integration Server](https://github.com/RSS3-Network/mcp-server-rss3)** - Integrates with the RSS3 API to query data from decentralized chains, social media platforms, and the RSS3 network, providing real-time information on staking, nodes, and AI insights. - **[Wikipedia Information Server](https://github.com/Rudra-ravi/wikipedia-mcp)** - Provides real-time access to Wikipedia content, enabling retrieval of articles, summaries, sections, and links in multiple languages for AI applications. Facilitates grounded responses by integrating reliable Wikipedia data into Large Language Models. - **[LinkedIn Profile Analyzer](https://github.com/rugvedp/linkedin-mcp)** - Fetch and analyze LinkedIn posts data, providing insights through keyword search and engagement metrics analysis. Interacts with LinkedIn's API to manage public profile posts and filter results by various criteria. - **[Deepseek Thinker](https://github.com/ruixingshi/deepseek-thinker-mcp)** - Provides reasoning capabilities using Deepseek's thought processes, enabling MCP-enabled AI clients to access and utilize Deepseek's reasoning outputs either through an API service or a local Ollama server. - **[Redmine Assistant](https://github.com/runekaagaard/mcp-redmine)** - Connects Claude to a Redmine instance for project and issue management, enabling browsing of projects, creating and updating issues, handling file attachments, tracking time entries, and updating issue statuses through the Redmine API. - **[REST-to-Postman](https://github.com/runninghare/rest-to-postman)** - Converts REST API endpoints and environment variables to Postman collections, enabling automatic syncing of API configurations with Postman for enhanced development workflows. Supports various authentication methods and intelligently merges new endpoints with existing collections while managing sensitive data. - **[TypeScript Definition Finder](https://github.com/runninghare/ts-def-mcp)** - Locate original definitions of TypeScript symbols, including those from external packages, within a codebase. Return the definition location and associated code snippet to enhance code understanding. - **[Ashare Stock Market Data Service - A股数据查询](https://github.com/RusianHu/Ashare-mcp)** - Provides real-time and historical A-share stock market data through an efficient API, supporting various time intervals and stock code formats with dual data sources for enhanced reliability. - **[GitHub Trending Fetcher](https://github.com/RusianHu/GitHubDailyTrendingFetcher-mcp)** - Fetches daily trending GitHub repositories with detailed information such as name, link, description, and README content. Supports customization of the number of repositories, proxy settings, and automatic saving of results as Markdown files. - **[双色球数据爬虫服务](https://github.com/RusianHu/F0ckssq-mcp)** - Historical data query and analysis for the Double Chromosphere lottery, including retrieval of recent or specific issue data, analysis of number frequency and missing periods, and management of proxy configurations. - **[UNHCR Population Data Server](https://github.com/rvibek/mcp_unhcr)** - Access and query UNHCR refugee statistics, enabling insights into forcibly displaced population trends. Filter data by country of origin, country of asylum, and year, while retrieving Refugee Status Determination application and decision data. - **[Twitter Integration MCP Server](https://github.com/ryanmac/agent-twitter-client-mcp)** - Integrates with Twitter to enable AI models to fetch, send, and manage tweets using various authentication methods, thereby providing real-time Twitter data without requiring direct API access. - **[Tavily MCP Server](https://github.com/Rz017/tavily-mcp)** - Integrates real-time web search and intelligent data extraction to enhance AI assistants with up-to-date information and sophisticated filtering capabilities. Supports domain-specific data retrieval and processing features for improved AI workflows. - **[STeLA](https://github.com/Sachin-Bhat/stela-mcp)** - Provides secure access to local system operations through a standardized API interface, enabling command execution, file management, and directory visualization. - **[Everything](https://github.com/s2005/mcp-everything)** - A comprehensive test server that showcases the features of the Model Context Protocol (MCP), providing tools, resources, prompts, and sampling capabilities for developers. It includes implementations in TypeScript and Python for building and testing MCP clients. - **[Filesystem Server](https://github.com/safurrier/mcp-filesystem)** - Access and manipulate files securely with advanced search and editing capabilities, enabling efficient interaction with large files and filesystems. Supports partial reading, precise context control, token-efficient searches, and multi-file operations. - **[YouTube Feed via OAuth](https://github.com/saginawj/mcp-server-youtube)** - Enable natural language interaction with YouTube to fetch trending videos and recent uploads from subscribed channels. Seamlessly access and manage YouTube content without manual API handling. - **[Crypto Trader Tool for Claude Desktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop)** - Provides real-time cryptocurrency market data, including price information, historical data, and trending cryptocurrencies. Facilitates comprehensive market insights and statistics for informed trading strategies. - **[YFinance Trader](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop)** - Access real-time stock market data, including stock quotes, company information, and historical data, while offering trading capabilities and analytics for informed trading decisions. - **[Flight Planner](https://github.com/salamentic/google-flights-mcp)** - Create travel plans with detailed flight searches, generate itineraries, and access airport code information. Utilize templates for common travel-related queries to streamline the planning process. - **[Weather MCP Tool](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop)** - Provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API. It includes features for air quality information and weather alerts. - **[Time MCP Server](https://github.com/samay58/time-mcp)** - Provides real-time, timezone-aware date and time information. Integrates seamlessly with Claude AI to retrieve the current time in any IANA timezone via simple JSON responses. - **[DeepSeek Chat RAG](https://github.com/samaraxmmar/Deepseek_chat_rag)** - Utilizes advanced retrieval-augmented generation models to answer queries based on indexed documents extracted from various file formats. Engages users by providing relevant answers from a Chroma database that stores extracted text from PDF, DOCX, TXT, and CSV files. - **[Salesforce DX MCP Server](https://github.com/salesforcecli/mcp)** - Official Salesforce DX MCP server enabling secure, natural language-driven interaction with Salesforce orgs through LLMs. Built with enhanced security using TypeScript libraries, encrypted authentication, and granular access control. Supports comprehensive Salesforce development workflows including metadata operations, data management, and org administration. - **[Bybit MCP Server](https://github.com/sammcj/bybit-mcp)** - Access real-time cryptocurrency data from Bybit's exchange, including market prices and order book information. The server operates using a read-only API key for secure interactions. - **[Snyk MCP Server](https://github.com/sammcj/mcp-snyk)** - Enables security scanning for repositories by leveraging Snyk's security functionality. Supports configuration for Snyk API tokens and organization settings. - **[S3 MCP Server](https://github.com/samuraikun/aws-s3-mcp)** - Interact with AWS S3 storage to list buckets, retrieve object contents, and manage S3 data directly from language model applications. - **[AutoSpectra](https://github.com/samuelvinay91/autospectra-mcp-server)** - Automate browser interactions and perform various testing capabilities, including accessibility checks and visual testing, through a comprehensive MCP server. Provides tools for API testing and debugging, integrating seamlessly with compatible AI systems. - **[Multi-Search MCP Server](https://github.com/sanjoy1234/multi-search-mcp)** - Enables multi-source search capabilities by unifying multiple search engines through a simple API. Facilitates the retrieval of information from Google, Brave News, and DuckDuckGo, presenting results in a consolidated format. - **[Package Version](https://github.com/sammcj/mcp-package-version)** - Provides tools for checking the latest stable package versions across multiple registries, including npm, PyPI, Maven Central, Go Proxy, and others. Enables AI models to recommend up-to-date package versions for various programming languages and tools. - **[Shopify](https://github.com/asaricorp/mcp-shopify)** - Manage Shopify store data including products, customers, and orders through a GraphQL API. Streamlines e-commerce operations with features for inventory management and customer engagement. - **[Vilnius Transport](https://github.com/sarunasdaujotis/vilnius-transport-mcp-server)** - Provides access to real-time Vilnius public transport data, allowing integration with large language models for transport-related queries and functionality. - **[Metabase Server Connector](https://github.com/sazboxai/MCP_MetaBase)** - Enable seamless interaction with Metabase databases by allowing exploration of database schemas, visualization of table relationships, and execution of Metabase actions through a secure API. - **[Discord MCP Server](https://github.com/SaseQ/discord-mcp)** - Integrate a Discord bot with MCP-compatible applications for enhanced functionalities and interactions. Leverage the Model Context Protocol to facilitate advanced communication and automation within Discord channels. - **[SourceSync.ai MCP Server](https://github.com/scmdr/sourcesyncai-mcp)** - Integrate and manage knowledge from various data sources using a standardized interface to retrieve and update documents. Perform semantic searches and manage connections to external services within a knowledge management platform. - **[APIKit](https://github.com/scarqin/mcp-apikit)** - Integrates with Eolink OpenAPI to retrieve and manage API specifications within the Windsurf IDE. Facilitates API discovery, testing, and standardized communication through the Model Context Protocol. - **[Pi-hole MCP Server](https://github.com/sbarbett/pihole-mcp-server)** - Expose Pi-hole functionality through a standardized protocol that enables management and querying of DNS settings and metrics. Integrates multiple Pi-hole instances and facilitates detailed data retrieval for enhanced DNS administration. - **[VRChat API Integration](https://github.com/sawa-zen/vrchat-mcp)** - Access VRChat's API endpoints to retrieve user information, avatars, worlds, and other data using a standardized protocol. Integrate and automate functionalities to enhance the VRChat experience. - **[HubSpot API Integration](https://github.com/scopiousdigital/hubspot-mcp)** - Interact with HubSpot CRM to access and manage contacts, deals, and companies for sales analysis. Use powerful analytics tools to drive insights and optimize sales performance. - **[ScrapeGraph MCP Server](https://github.com/ScrapeGraphAI/scrapegraph-mcp)** - A scraping API for structured data extraction from websites that includes features for specific webpage data extraction, web search integration, and content filtering. It also converts webpages into markdown format. - **[Scrapezy MCP Server](https://github.com/Scrapezy/mcp)** - Extract structured data from websites using AI models by providing a URL and a clear prompt. It simplifies data extraction tasks and integrates with AI workflows for enhanced application capabilities. - **[Scrapeless Mcp Server](https://github.com/scrapeless-ai/scrapeless-mcp-server)** - Retrieve and summarize data from Google Search results, including various Google services, to enhance AI decision-making capabilities. Integrate real-time search context into AI applications for improved interaction and research tools. - **[Data Engineering Tutor](https://github.com/scriptstar/de-mcp-server)** - Provides personalized updates and guidance on Data Engineering concepts, patterns, and technologies. Interactively tracks user knowledge and updates learning profiles while fetching recent news related to Data Engineering. - **[Solana Agent Kit](https://github.com/scriptscrypt/solana-mcp)** - Interact with the Solana blockchain, execute transactions, query account information, and manage Solana wallets through a standardized interface for AI agents. - **[eClass MCP Server](https://github.com/sdi2200262/eclass-mcp-server)** - Authenticate with the eClass platform and manage courses while retrieving course information and performing operations through AI agents. Provides integrated access to educational resources for enhanced learning experiences. - **[Dingo MCP Server](https://github.com/seanpjlab/dataeval_dingo)** - Comprehensive data quality evaluation tool that facilitates interaction with rule-based and LLM-based evaluation capabilities. Capabilities include listing of data evaluation rules and prompts. - **[RapidAPI](https://github.com/SecurFi/RapidAPI_mcp)** - Integrate applications with external APIs while managing and streamlining API access and usage. Facilitates simple implementation of various services and data sources within software projects. - **[Wolfram Alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha)** - Connect to the Wolfram Alpha API for computational knowledge and query processing. This server enables users to obtain answers to mathematical, scientific, and general knowledge queries through an API interface. - **[Bluesky MCP Server](https://github.com/semioz/bluesky-mcp)** - Enable seamless posting and interaction on Bluesky through the AT Protocol, allowing for actions like authenticating, creating posts with text and images, managing likes and reposts, and fetching profiles and timelines. - **[OpenDeepSearch MCP Server](https://github.com/sengokudaikon/opendeepsearch_mcp)** - Interact with OpenDeepSearch's search functionalities through a standardized interface, enabling LLM applications to leverage advanced web search capabilities. Integrates seamlessly with MCP-compatible clients for enhanced search integration. - **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrates with the Perplexity API to provide expert programming assistance and chat functionalities through a Python-based interface. It enables querying responses, maintaining chat history, and managing conversations while storing chat data locally. - **[Etherscan Tool](https://github.com/septemhill/etherscan-mcp)** - Interact with blockchain data to retrieve essential details such as token supply, chain IDs, and filtered RPC endpoints. Provides a streamlined way to access critical blockchain information for applications and queries. - **[IBKR Server](https://github.com/seriallazer/ibkr-mcp-server)** - Fetch and manage portfolio details by interacting with the Interactive Brokers API to retrieve real-time portfolio information. - **[Trello MCP Server](https://github.com/sergerehem/trello-mcp-server)** - Integrate with Trello to manage boards, lists, and cards through a comprehensive API. Provides error handling and type safety for improved interaction with Trello's operations. - **[GraphQL API Service](https://github.com/setyolegowo/mcp-server-graphql)** - Provides a flexible and efficient interface for querying and manipulating MCP data through a GraphQL API, enabling seamless data integration and interaction with MCP services. - **[Elasticsearch MCP Server](https://github.com/setyolegowo/mcp-server-elasticsearch)** - Connect to Elasticsearch for efficient management and retrieval of MCP data through a RESTful API, enabling powerful searching and indexing capabilities. - **[TikTok Integration](https://github.com/Seym0n/tiktok-mcp)** - Integrates TikTok access to analyze videos for virality factors, retrieve content, and facilitate interactions with TikTok videos through a seamless application interface. - **[GitHub PR Comments Server](https://github.com/shaileshahuja/github-pr-mcp)** - Fetches comments from GitHub Pull Requests, including details about file paths and replies, utilizing the GitHub API for structured data access. - **[OpenRPC MCP Server](https://github.com/shanejonas/openrpc-mpc-server)** - Provides JSON-RPC functionality for Model Context Protocol (MCP) interactions, enabling method calls and discovery of available JSON-RPC methods. - **[Postman Runner](https://github.com/shannonlal/mcp-postman)** - Executes API tests by running Postman collections with detailed results using Newman. Provides support for environment files and global variables, along with a summary of test outcomes. - **[WordPress MCP](https://github.com/sharmashivanand/mcp-wordpress)** - Provides intelligent integration with WordPress for VS Code by detecting the WordPress environment, connecting to its database, and offering context-aware code completions and documentation support. - **[XTB API Server](https://github.com/sharplygroup/xtb-mcp-server)** - Connect to an XTB trading account to access real-time market data, execute trades, and manage account settings efficiently. Utilize the standardized Model Context Protocol for seamless interaction with trading functionalities. - **[DingDing Bot](https://github.com/Shawyeok/mcp-dingding-bot)** - Send notifications and interact with DingDing groups by sending text and markdown messages. Integrate with DingDing's custom robot API to enhance communication workflows. - **[Access Template](https://github.com/shin-t-o/mcp-access)** - Extract text from web pages and PDFs, and execute predefined commands. Facilitates the conversion of web content to Markdown format. - **[Jina AI MCP Server](https://github.com/Sheshiyer/jina-ai-mcp-multimodal-search)** - Seamless integration with Jina AI's neural search capabilities enables semantic, image, and cross-modal searches through a simple interface. Perform searches based on natural language queries, visual similarities, and text-to-image or image-to-text conversions. - **[Youtube Transcript Download](https://github.com/shineforever/Youtube-Transcript-Download)** - Download subtitles from popular video platforms like YouTube, Bilibili, TED, and Coursera using the AITransDub MCP service. Supports multiple subtitle languages for easier access and processing. - **[CoinMarketCap MCP](https://github.com/shinzo-labs/coinmarketcap-mcp)** - Provides access to the CoinMarketCap API, enabling retrieval of cryptocurrency market data, exchange information, and various blockchain-related metrics. - **[DatoCMS Example Blog](https://github.com/ShinichiKudo-FE/datocms-react-apollo)** - Set up a blog using DatoCMS with a pre-configured schema and data, enabling dynamic content management with a React front end and GraphQL API integration. - **[ShivonAI](https://github.com/shivonai/python_package)** - Integrates custom hiring tools with AI agents, enabling efficient recruitment processes across various frameworks. Supports seamless integration with LangChain, LlamaIndex, CrewAI, and Agno for enhanced task execution and data analysis. - **[eToro Portfolio Server](https://github.com/shlomico-tr/etoroPortfolioMCP)** - Provides access to eToro's public API for fetching user portfolios, retrieving instrument details, and performing name autocomplete searches for instruments. Facilitates server-side request handling to bypass CORS restrictions for seamless data integration. - **[Brave Search](https://github.com/Shoofio/brave-search-mcp-sse)** - Integrate web and local search capabilities to access comprehensive search results with flexible filtering and smart fallbacks. Utilizes Server-Sent Events (SSE) to connect AI models with the Brave Search API. - **[Playwright](https://github.com/showfive/playwright-mcp-server)** - Control browsers for web interaction and automate tasks, including content retrieval and simulation of mouse operations on web pages. - **[AI Pull Request Generator](https://github.com/Shougakusei/plan_pr_mcp)** - Automates the creation of pull requests and code generation by leveraging AI for task planning and code synthesis. Integrates seamlessly with GitHub to enhance development workflows through AI-driven productivity enhancements. - **[Hugging Face MCP Server](https://github.com/shreyaskarnik/huggingface-mcp-server)** - Provides read-only access to Hugging Face Hub APIs, enabling interaction with models, datasets, papers, and other resources using a custom `hf://` URI scheme. - **[MySQL MCP Server](https://github.com/shreyansh-ghl/mysql-mcp-server)** - Provides read-only access to MySQL databases, enabling execution of SQL queries and inspection of database schemas securely. Facilitates streamlined data access for enhanced application insights. - **[SSE-based Server and Client](https://github.com/sidharthrajaram/mcp-sse)** - Demonstrates a working pattern for SSE-based AI model servers and clients, enabling connection to tools for tasks such as weather forecasting and alerts. Utilizes Server-Sent Events (SSE) for real-time communication between clients and server tools. - **[GIT-Pilot](https://github.com/SiddheshDongare/GIT-Pilot)** - Automate GitHub repository management, issue tracking, and pull request handling through a comprehensive API wrapper. It includes features for secure authentication, rate limit management, and error handling. - **[Shopify Dev MCP Server](https://github.com/Shopify/dev-mcp)** - Interact with Shopify APIs, search documentation, and access the Shopify Admin GraphQL schema. Provides tailored prompts for efficient GraphQL operations during development. - **[ZEN大学シラバス](https://github.com/sifue/zen-syllabus-mcp)** - Utilizes the ZEN University syllabus content to recommend subjects for aspiring front-end engineers, facilitating detailed course consultations based on enrollment requirements. - **[Monad Magic Eden NFT Data Server](https://github.com/Sifu213/monad-mcp-magiceden)** - Provides real-time NFT data tools for the Monad testnet, including holder addresses, total NFT values, user collections, and trending collections by sales and volume. Facilitates access to comprehensive NFT insights through a simple interface. - **[Windows CLI Server](https://github.com/SimonB97/win-cli-mcp-server)** - Enables secure command-line interactions on Windows systems with controlled access to PowerShell, CMD, Git Bash, and remote systems using SSH. - **[Calculator Server Example](https://github.com/simonberner/mcp-server-calculator)** - Provides basic mathematical operations such as addition, subtraction, multiplication, and division to enhance AI models. - **[Vapi Python SDK](https://github.com/Silverstar187/client-sdk-python)** - Integrate Vapi voice assistant capabilities into Python applications for real-time voice interactions and management of calls with customizable parameters. The SDK simplifies the development of voice interactions within Python environments. - **[Shioaji Trading API Server](https://github.com/Sinotrade/mcp-server-shioaji)** - Access real-time stock prices, historical trading data, and perform stock scanning for the Taiwanese financial market through the Shioaji trading API. - **[Storm MCP Server](https://github.com/sionic-ai/serverless-rag-mcp-server)** - Integrates LLM applications with RAG data sources and tools, enabling the creation of customized RAG solutions via powerful embedding models and vector databases. Facilitates interaction between LLMs and data sources through a standardized protocol. - **[Remote Server](https://github.com/sirmews/mcp-remote-server)** - Acts as a bridge between MCP clients and remote APIs, dynamically loading its capabilities from a remote configuration to facilitate communication with various tools and resources. - **[Pinecone MCP Server](https://github.com/sirmews/mcp-pinecone)** - Read and write to a Pinecone index from a compatible MCP client like Claude Desktop, facilitating data interaction and retrieval. - **[MCP Server with Cloudflare Workers](https://github.com/sivakumarl/my-mcp-worker)** - Facilitates seamless interactions between AI assistants and APIs by using Cloudflare Workers to build and deploy scalable MCP servers. Provides a powerful solution to enhance AI capabilities while ensuring ease of integration and security. - **[Up Bank API Access Server](https://github.com/sirmews/mcp-upbank)** - Access Up Bank account data to retrieve transaction lists, analyze spending habits, and integrate financial data into applications securely and in a read-only manner. Provides real-time financial insights for improved decision-making without the risk of account mutations. - **[Jewish Library](https://github.com/Sivan22/mcp-otzaria-server)** - Provides powerful search capabilities for Jewish texts and literature through a standardized interface, enabling complex queries and relevance-based scoring for rich search results. - **[TestRail Server](https://github.com/sker65/testrail-mcp)** - Enable interaction with TestRail's core entities including projects, cases, runs, results, and datasets through a standardized protocol. Authenticate directly with the TestRail API for seamless workflow integration and full MCP compatibility. - **[LLM Bridge](https://github.com/sjquant/llm-bridge-mcp)** - Provides a standardized interface for interacting with multiple large language models, allowing for easy switching between model providers and customizable interaction parameters. Supports usage tracking and metrics for integrated models. - **[DataForSEO API Server](https://github.com/Skobyn/mcp-dataforseo)** - Integrate SEO data capabilities by accessing SERP results, keyword analysis, backlink information, and on-page analysis through a JSON interface. This server facilitates real-time data retrieval to enhance SEO strategies. - **[Uber Eats MCP Server](https://github.com/skudskud/test-repo-mcp)** - Integrate and connect LLM applications with various APIs and services to leverage real-world data and tools. Provides a framework for building applications that utilize external resources effectively. - **[AiDD](https://github.com/skydeckai/skydeckai-code)** - Provides tools for AI-driven development workflows, including file system operations, code analysis across multiple programming languages, code execution, and web content fetching with HTML-to-markdown conversion. - **[Mureka Music Generation Server](https://github.com/SkyworkAI/Mureka-mcp)** - Interact with APIs to generate lyrics, songs, and background music for various occasions and settings. Create custom music content using simple commands for application enhancement. - **[Binance Cryptocurrency Market Data Service](https://github.com/snjyor/binance-mcp)** - Provides access to real-time cryptocurrency market data from Binance, including current prices, order books, candlestick charts, trading history, and price statistics for AI agents. - **[Binance Cryptocurrency Market Data](https://github.com/snjyor/binance-mcp)** - Access real-time cryptocurrency market data, including current prices, trading volumes, price trends, candlestick charts, and order books from Binance. Obtain comprehensive market statistics and historical data for informed trading insights. - **[Prolog Execution and Querying](https://github.com/snoglobe/prolog_mcp)** - Execute Prolog code and query predicates, facilitating integration of logic programming capabilities into applications. Simplify development processes by incorporating Prolog's reasoning abilities directly into workflows. - **[Model Context Protocol Servers](https://github.com/sndyding/servers)** - Integrates Large Language Models with various tools and data sources to enable secure, controlled access for AI applications, supporting both Typescript and Python SDKs. - **[upbit mcp server](https://github.com/solangii/upbit-mcp-server)** - Connects to the Upbit Cryptocurrency Exchange OpenAPI to interact with services such as retrieving market data, managing account information, and executing trade operations. - **[Solana Development MCP](https://github.com/solana-foundation/solana-dev-mcp)** - Interact with Solana's blockchain to fetch account balances, retrieve transaction details, and provide essential tools for developers. It offers basic RPC methods tailored for Solana development. - **[Snyk Language Server](https://github.com/snyk/snyk-ls)** - Provides real-time security diagnostics and code analysis by integrating vulnerability scanning for open source dependencies, infrastructure as code, and code quality/security issues. It enhances development workflows with authentication, progress reporting, and trusted folder management for effective vulnerability management. - **[Greptile Codebase Query Server](https://github.com/sosacrazy126/greptile-mcp)** - Enables AI agents to understand and interact with codebases, facilitating code-related assistance and insights. - **[S3 Tools](https://github.com/sofianhamiti/mcp-server-s3)** - Interact with AWS S3 buckets to list, manage, and perform operations on them through the Model Context Protocol. Provides tools for accessing and manipulating S3 bucket data seamlessly. - **[Sourcebot Code Search Server](https://github.com/sourcebot-dev/sourcebot)** - Enables regex-based code search across multiple code hosts such as GitHub, GitLab, and BitBucket to retrieve relevant code snippets and repository information. Provides LLM agents with enhanced context for improved reasoning and response quality without requiring local repository checkouts. - **[MCP Proxy](https://github.com/sparfenyuk/mcp-proxy)** - Enables connections to SSE-based MCP servers, facilitating data streaming and interaction between standard input/output and SSE/StreamableHTTP protocols. - **[Telegram MCP server](https://github.com/sparfenyuk/mcp-telegram)** - Connects AI assistants to Telegram, providing tools to access and manage chats and messages. Enables functionalities like summarizing unread messages and automating interactions. - **[Space Frontiers MCP Server](https://github.com/SpaceFrontiers/mcp)** - Interact with Space Frontiers data sources through a simple API for keyword and semantic searches across various databases. Enables seamless access to rich space-related information to enhance language model capabilities. - **[Youtube MCP server](https://github.com/sparfenyuk/mcp-youtube)** - Bridges AI assistants with the YouTube API to download closed captions and create video summaries from YouTube content. - **[OpenCTI Server](https://github.com/Spathodea-Network/opencti-mcp)** - Integrate with OpenCTI to access cyber threat intelligence data, enabling queries for threat intelligence reports, malware information, and indicators of compromise. - **[Perplexity Search](https://github.com/spences10/mcp-perplexity-search)** - Integrates Perplexity's AI API with large language models for enhanced chat completion capabilities, featuring specialized prompt templates for a variety of use cases. - **[Perplexity MCP Server](https://github.com/spragginsdesigns/perplexity-mcp-server)** - Enables web searching capabilities by utilizing the Perplexity AI API to fetch and present web search results. It serves as an interface for retrieving information from the internet based on user queries. - **[microCMS Search Server](https://github.com/SpringMT/microcms-mcp-server)** - Search and retrieve content from microCMS using the MCP protocol, facilitating efficient content management and access for applications using LLM clients. It supports specific content retrieval through the microCMS API. - **[AI Villagers](https://github.com/spirita1204/AI-Villgers)** - Create an interactive 2D world where players engage with NPCs through tasks and conversations. It utilizes advanced AI technologies for dynamic NPC behaviors and real-time interactions based on player choices. - **[Model Context Protocol Servers](https://github.com/sries74/MCP)** - Integrate AI agents with various tools and data sources securely and efficiently. The server provides controlled access to external resources, enabling interaction with Large Language Models through reference implementations and SDKs. - **[Google Play API Server](https://github.com/srikanthlogic/google-play-api)** - Fetch metadata and reviews from Google Play using a RESTful API. Extend functionality with additional endpoints and privacy-friendly features for seamless integration into applications. - **[PubChem Drug Info Extractor](https://github.com/sssjiang/pubchem_mcp_server)** - Extracts basic chemical information about drugs from the PubChem API, providing structured data such as molecular weight, formula, synonyms, and identifiers. - **[Todoist MCP Server](https://github.com/stanislavlysenko0912/todoist-mcp-server)** - Integrate AI assistants with Todoist for task management using natural language commands. Manage tasks, projects, comments, and labels seamlessly via conversational AI. - **[Nasdaq Data Link MCP](https://github.com/stefanoamorelli/nasdaq-data-link-mcp)** - Access and explore extensive financial and economic datasets from Nasdaq Data Link using natural language queries. Provides real-time financial insights and data analysis capabilities through AI model integration. - **[SEC EDGAR MCP](https://github.com/stefanoamorelli/sec-edgar-mcp)** - Access and retrieve real-time financial data and corporate filings from the SEC's EDGAR database for research and analysis. This server facilitates connections between AI models and the extensive dataset of SEC filings. - **[create-mcp-ts](https://github.com/stephencme/create-mcp-ts)** - Create MCP servers in TypeScript with zero build configuration, facilitating integration with various clients like Cursor, Windsurf, and Claude Desktop. Streamlines the development and publishing process of MCP servers with a straightforward setup and no vendor lock-in. - **[Taiwan Central Weather Administration Weather MCP](https://github.com/stephen9412/roc-cwa-mcp)** - Access real-time and forecast weather data for Taiwan, including 3-day and 1-week forecasts and historical rainfall data. Utilize a simplified API interface for reliable weather information specific to Taiwan's regions. - **[Cryptocurrency Price Service](https://github.com/stevearagonsite/PythonServerMcp)** - Retrieve real-time cryptocurrency prices by connecting to CoinMarketCap for up-to-date market data. Enhance applications with financial insights through a simple API interface. - **[Todoist Task and Project Manager](https://github.com/stevengonsalvez/todoist-mcp)** - Manage Todoist tasks, projects, sections, labels, comments, and collaborators through a natural language interface. Perform operations such as creating, updating, and deleting tasks and projects to enhance productivity. - **[ProtoLinkAI](https://github.com/StevenROyola/ProtoLink)** - A standardized tool wrapping framework to integrate and manage diverse tools using the MCP protocol. Supports quick implementation of tool-based use cases and offers pre-built tools for common scenarios. - **[MCP Server Starter](https://github.com/StevenStavrakis/mcp-starter-template)** - A production-ready template designed for building Model Context Protocol (MCP) servers using TypeScript. It includes tools for fast testing and development, automated version management, and a maintainable project structure. - **[LinkedIn MCP Server](https://github.com/stickerdaniel/linkedin-mcp-server)** - Interact with LinkedIn to scrape profiles, analyze companies, and search for job listings. Provides insights and recommendations based on LinkedIn data. - **[Web3 MCP](https://github.com/strangelove-ventures/web3-mcp)** - Interacts with multiple blockchains including Solana and Ethereum, facilitating common blockchain operations through simple RPC endpoints. Supports operations like checking account balances, transferring assets, and retrieving account information across various blockchain networks. - **[Bitcoin Mempool Server](https://github.com/stvagi/mempool-mcp)** - Provides access to real-time Bitcoin mining data, including pool statistics and hashrate analytics. Enables querying of mining pool rankings, blocks, and fetching of both historical and live hashrate stats. - **[Apifox Integration Server](https://github.com/sujianqingfeng/mcp-apifox)** - Integrates Apifox API documentation with AI assistants to facilitate the extraction and utilization of API information during development. Simplifies API usage and enhances workflow directly within AI tools. - **[Typesense MCP Server](https://github.com/suhail-ak-s/mcp-typesense-server)** - Connects AI models to Typesense collections for efficient data discovery, search, and analysis using advanced search capabilities. - **[天气查询服务](https://github.com/sunholdshen/mymcp)** - Provides real-time weather information for cities around the world through a simple API, allowing applications to query current weather conditions easily. - **[Command Executor](https://github.com/Sunwood-ai-labs/command-executor-mcp-server)** - Execute pre-approved commands securely and efficiently while customizing the command list. Stream real-time command output and ensure robust error handling. - **[Flightradar24 Server](https://github.com/sunsetcoder/flightradar24-mcp-server)** - Track flights in real-time using Flightradar24 data, providing information on specific flight times and airport statuses, and monitoring emergency flights. - **[Spotify Server](https://github.com/superseoworld/mcp-spotify)** - Access Spotify's music catalog to search for tracks, albums, and artists, along with retrieving artist-specific information such as top tracks and related artists. - **[Superface Server](https://github.com/superfaceai/mcp)** - Facilitates integration of Superface tools with AI agents using the Model Context Protocol, providing access to various external APIs and services. Configurable for local or Docker use with an API key from the Superface dashboard. - **[OpenAI GPT Image Server](https://github.com/SureScaleAI/openai-gpt-image-mcp)** - Generate and edit images using the latest OpenAI GPT-4o and gpt-image-1 models with advanced prompt control. Outputs can be saved to disk or received in base64 format for integration with MCP-compatible clients. - **[Stripe Agent Toolkit](https://github.com/stripe/agent-toolkit)** - Integrate with Stripe APIs using function calling to manage customers and products, as well as facilitate interactions with various Stripe services. - **[Time Agent Server](https://github.com/suryawanshishantanu6/time-mcp)** - Integrates a tool-augmented LLM pipeline to provide answers to time-related and general inquiries. Utilizes a Flask API for current timestamps and employs an MCP Agent for intent detection and interaction with an LLM via OpenRouter. - **[MySQL MCP Server](https://github.com/sussa3007/mysql-mcp)** - Connect and interact with MySQL databases, execute SQL queries, manage database connections, and retrieve data directly through AI models. - **[Supabase MCP Server](https://github.com/supabase-community/supabase-mcp)** - Connect Supabase projects with AI assistants for managing tables, fetching configurations, and querying data efficiently. Enables seamless integration of AI capabilities directly into application workflows. - **[Paradex Server](https://github.com/sv/mcp-paradex-py)** - Connects AI assistants to the Paradex trading platform for retrieving market data, managing accounts, and executing trades. Facilitates real-time insights and automated trading tools for a seamless trading experience. - **[RandomWeb3MCP](https://github.com/suxiongye/random-web3-mcp)** - Generates verifiable and reliable random elements using blockchain entropy, suitable for applications in gaming, finance, and scientific computing. Offers diverse random number generation methods including weighted selection and complex distributions through API access. - **[Math Operations Server](https://github.com/swaroopkasaraneni/math-mcp-server)** - Exposes a range of mathematical operations, enabling integration with applications through the Model Context Protocol (MCP). It provides a standardized interface for performing dynamic computations within large language models. - **[CockroachDB MCP Server](https://github.com/Swayingleaves/cockroachdb-mcp-server)** - Connects directly to a CockroachDB database to execute SQL queries and retrieve table structures, while managing connections for stability and providing detailed logging for troubleshooting. - **[QGIS Model Context Protocol Integration](https://github.com/syauqi-uqi/qgis_mcp_modify1)** - Integrate QGIS with Claude AI for managing GIS projects and manipulating layers through direct interaction. The server facilitates project creation, layer loading, execution of processing algorithms, and Python code execution. - **[CoinMarketCap MCP Server](https://github.com/szcharlesji/crypto-mcp)** - Access real-time cryptocurrency data, including market listings, quotes, detailed cryptocurrency information, and exchange data. Provides metrics on global cryptocurrency markets for enhanced data insights. - **[DBLP Access Server](https://github.com/szeider/mcp-dblp)** - Search and retrieve academic publications from the DBLP database, generating accurate BibTeX entries and performing advanced citation processing. - **[Weather Server](https://github.com/szypetike/weather-mcp-server)** - Retrieve real-time weather information including temperature, humidity, and wind conditions for cities worldwide, with an option to fallback on mock data if the API request fails. - **[PubMed Server](https://github.com/t0mst0ne/pubmed-mcp-easy)** - Search and retrieve biomedical literature and research papers from PubMed. Supports advanced searches, batch querying, and retrieval of abstracts and full texts of open access articles. - **[Twitter Integration for AI Agents](https://github.com/taazkareem/twitter-mcp-server)** - Integrate with Twitter to access tweets, user profiles, and interact with tweets such as liking and retweeting through a standardized interface. The server supports robust error handling and rate limiting while fetching data and performing user interactions. - **[FastAPI-MCP](https://github.com/tadata-org/fastapi_mcp)** - Exposes FastAPI endpoints as tools for integration with AI models, facilitating real-time data access and action execution. Provides automatic discovery of API endpoints with support for authentication. - **[OpsNow Cost Server Test](https://github.com/taejulee/opsnow-mcp-cost-server-no-server-test)** - Provides real-time cost data from OpsNow to MCP clients using the MCP protocol, facilitating efficient communication and access to asset and cost information. - **[OpsNow Asset Server](https://github.com/taejulee/opsnow-mcp-asset-server-no-server)** - Provides asset exploration capabilities through the Model Context Protocol (MCP), integrating with OpsNow's resource data for real-time asset information retrieval. - **[NBA Stats Server](https://github.com/Taidgh-Robinson/nba-mcp-server)** - Provides up-to-date NBA game scores and player statistics, enabling retrieval of game summaries, player performance metrics, and advanced analytics. Keeps AI models informed with accurate and timely NBA data. - **[Serper Search and Scrape](https://github.com/tahaswx/mcp-server-serper)** - Provides web search functionality and webpage content extraction using the Serper API, enabling real-time data retrieval for applications. - **[arxiv-latex MCP Server](https://github.com/takashiishida/arxiv-latex-mcp)** - Fetches and processes LaTeX sources of arXiv papers, enabling AI models to accurately interpret mathematical content and equations without the limitations of PDF files. - **[Slack Search](https://github.com/takuya0206/slack_search_function_mcp)** - Access and retrieve users, channels, messages, and conversations from a Slack workspace using its search functionality. It facilitates streamlined communication and information retrieval within the Slack environment. - **[UniProt MCP Server](https://github.com/TakumiY235/uniprot-mcp-server)** - Fetch protein information from UniProt, enabling access to detailed data about protein functions and sequences. Supports both individual and batch retrieval of protein information, including name, function description, full sequence, and organism details. - **[TriliumNext Notes Server](https://github.com/tan-yong-sheng/triliumnext-mcp)** - Interact with Trilium Notes to manage notes via searching, creating, updating, and deleting functionalities directly through applications. - **[mcp-inception](https://github.com/tanevanwifferen/mcp-inception)** - TypeScript-based MCP server that enables calling another MCP client, allowing for task delegation and context window offloading. Supports parallel and map-reduce execution of tasks. - **[UseScraper](https://github.com/tanevanwifferen/usescraper-mcp-server)** - Provides web scraping capabilities using the UseScraper API to extract content from web pages in various formats. - **[Perplexity Server](https://github.com/tanigami/mcp-server-perplexity)** - MCP Server that connects to the Perplexity API, enabling users to request chat completions with citations. It serves as an interface for utilizing Perplexity's capabilities within the MCP framework. - **[Shopify API Integration Server](https://github.com/tanush-yadav/shopify-mcp)** - Interact with Shopify store data including managing products, customers, orders, discounts, and collections through a GraphQL API. Supports comprehensive management with clear error handling and debugging functionalities. - **[Grants Search Server](https://github.com/Tar-ive/grants-mcp)** - Search for government grants using keywords and retrieve detailed information about eligibility and funding. Includes pagination and comprehensive filtering options for streamlining the grant search process. - **[Fetch TypeScript Server](https://github.com/tatn/mcp-server-fetch-typescript)** - Retrieves and converts web content using various formats and rendering methods, suitable for both data extraction and web scraping tasks. It allows access to text-based resources and provides raw text content from specified URLs without additional processing. - **[TapData Server](https://github.com/tapdata/mcp-tap-server)** - Access and manage database connections and schemas. Execute CRUD operations and inspect tables directly from LLMs for enhanced data interaction. - **[Fetch Python](https://github.com/tatn/mcp-server-fetch-python)** - Fetch and transform web content into various formats, supporting both raw text extraction from various URLs and JavaScript-rendered content. The server facilitates extracting content from web pages, including media files, in a structured manner. - **[MCP Proxy Server](https://github.com/TBXark/mcp-proxy)** - Aggregates multiple MCP resource servers through a single HTTP endpoint, enabling unified access to various MCP clients. Supports real-time updates with SSE and offers flexible configuration options for different client types. - **[Tavily MCP Server](https://github.com/tavily-ai/tavily-mcp)** - Enables real-time web search and data extraction capabilities by providing seamless integration with various data sources and tools through the Model Context Protocol. - **[MCP Server](https://github.com/tcpipuk/mcp-server)** - Empowers AI assistants to safely access external tools and websites, facilitating better problem-solving capabilities. It provides clear feedback and helpful error messages during operations. - **[Stock Info Service](https://github.com/tddt/stock_info_mcp)** - Provides historical stock data, fundamental information, and news updates related to stock performance and market trends. Supports features like risk warnings for stocks and access to financial news. - **[Web3 Function Plugin Server](https://github.com/tdergouzi/mcp-server-web3)** - Integrates web3 functionalities to facilitate access to blockchain capabilities and decentralized data through a standardized interface. Provides tools and resources for enhancing applications with web3 capabilities. - **[WooCommerce Integration Server](https://github.com/techspawn/woocommerce-mcp-server)** - Manage a WooCommerce store using a unified API with JSON-RPC calls. Interact with various store elements such as products, orders, customers, shipping, and tax configurations directly through the WordPress REST API. - **[Alpaca MCP Server](https://github.com/tedlikeskix/alpaca-mcp-server)** - Interact with the Alpaca trading API using natural language to manage stock trading activities, check account positions, and fetch market data. - **[XRPL MCP Service](https://github.com/tedlikeskix/xrpl-mcp-service)** - Provides access to the XRP Ledger through standardized endpoints, facilitating interactions with account information, balances, transaction history, and more. The server supports querying decentralized exchange data, including order books and market prices. - **[IP Geolocation Server](https://github.com/tedlikeskix/mcp-ip-geolocator)** - Provides detailed geolocation information for any IP address, including network data, ISP, and timezone details. No API key or registration is required for access. - **[Coin Flip](https://github.com/TeglonLabs/coin-flip-mcp)** - Generates true random coin flips using random.org's randomness API with configurable sides, allowing for outcomes like 'Heads', 'Tails', or custom sides for n-sided flips. - **[Multi-Model RAG and LLM Platform](https://github.com/Teeksss/mcp)** - Integrates multiple AI models and implements retrieval-augmented generation (RAG) alongside large language models (LLMs). Supports PDF and OCR processing for enhanced data handling while providing a simplified setup for backend and frontend deployment. - **[Cursor Rust Tools](https://github.com/terhechte/cursor-rust-tools)** - Access real-time Rust type information and documentation, retrieve crate documentation, hover over types, and execute Cargo commands directly from an LLM. Provides up-to-date resources for improving Rust development workflows. - **[Tembo Cloud API](https://github.com/tembo-io/mcp-server-tembo)** - Integrates with the Tembo Cloud platform to provide a standardized API interface for accessing cloud functionalities. Facilitates interaction with the various services offered by Tembo Cloud. - **[Binance MCP Server](https://github.com/TermiX-official/binance-mcp)** - Interact with the Binance exchange to manage portfolios, convert tokens, and execute trades. Provides real-time data retrieval and supports algorithmic trading strategies through structured transactions. - **[マナリンク](https://github.com/TeXmeijin/manalinkMCP)** - Connect AI assistants to educational resources through features like teacher search, course information retrieval, and subject management. Access dynamic data such as subject and grade masters via API calls. - **[HTTP-4-MCP Middleware Server](https://github.com/Tght1211/http-4-mcp)** - Transforms standard HTTP APIs into MCP interfaces, enabling integration with AI models. Features real-time data streaming and a visual configuration interface for efficient API management. - **[OpenAI MCP Server](https://github.com/thadius83/mcp-server-openai)** - Query OpenAI models directly using the MCP protocol for enhanced response integration. Supports o3-mini and gpt-4o-mini models with improved message handling for seamless interaction. - **[JotForm API Server](https://github.com/The-AI-Workshops/jotform-mcp-server)** - Facilitates interaction with the JotForm API to manage users, forms, submissions, folders, and reports through a standardized MCP interface. Supports integration of JotForm data and actions into various applications or workflows. - **[Mastodon Integration Server](https://github.com/The-Focus-AI/mastodon-mcp)** - Create and manage toots on Mastodon with customizable options and media attachments. Secure credential management and easy interaction with the Mastodon API facilitate enhanced social media integration. - **[Clarity MCP - Generative MCPs based on your network!](https://github.com/theclarityproject/mcp-server)** - Transform browser traffic into Model Context Protocols, enabling real-time data access for AI by extracting web API functionalities from HAR files. Capture network requests and convert them into tools for AI assistants like Claude. - **[LLMS.txt Explorer](https://github.com/thedaviddias/mcp-llms-txt-explorer)** - Explore and analyze websites implementing the llms.txt standard, validating and parsing llms.txt files for structured insights about compliant websites. - **[Perplexity Insight](https://github.com/TheoLawrence86/perplexity-insight-MCP)** - Integrate with the Perplexity AI API to access advanced question answering and search functionalities. Supports multiple models with customizable prompts and rate limiting for efficient responses. - **[Legion Database Access](https://github.com/TheRaLabs/legion-mcp)** - Access and query multiple databases using the Legion Query Runner, allowing seamless execution of SQL queries, schema retrieval, and query optimization via a unified API. - **[Shopify MCP Server](https://github.com/therealhexi/shopify-mcp-server-main)** - Enables interaction with Shopify store data through a GraphQL API, facilitating product, customer, and order management. Supports advanced querying and clear error handling for API interactions. - **[Etherscan Tools](https://github.com/ThirdGuard/mcp-etherscan-server)** - Access Ethereum blockchain data, including checking balances, viewing transaction history, tracking token transfers, and fetching contract ABIs. Monitor real-time gas prices and resolve ENS names for enhanced Ethereum interactions. - **[Tool Chainer](https://github.com/thirdstrandstudio/mcp-tool-chainer)** - Chain multiple MCP tools in sequence to streamline workflows and transfer results seamlessly. It optimizes data processing by reducing token usage and minimizing latency through efficient task execution. - **[XPath Server](https://github.com/thirdstrandstudio/mcp-xpath)** - Execute XPath queries on XML and HTML content, fetching and querying data from URLs or local files. Return structured results to enhance applications with powerful XML data manipulation capabilities. - **[MSSQL MCP Server](https://github.com/thochi/mssql-mcp-server)** - Connects to Microsoft SQL Server databases to execute SQL queries and manage database connections. - **[Barely Logical Agent Host](https://github.com/thomasdavis/blah)** - Facilitates interaction between AI agents and external tools or data sources, enabling dynamic capabilities and integration with real-world data. Supports various functionalities like local and hosted functions, providing tools for debugging, extension, and communication protocols. - **[Terraform Registry MCP Server](https://github.com/thrashr888/terraform-mcp-server)** - Connect to the Terraform Registry API for querying provider information, resource details, and module metadata to facilitate Terraform management. - **[MCP Server Demo](https://github.com/tian1ll1/mcp-server-demo)** - Enables real-time communication between AI models and external tools while managing conversation history and tool registries. Implements a WebSocket interface for interactive client-server communication and includes context management capabilities. - **[MCP Gateway](https://github.com/Timandes/mcp-gateway)** - Translates MCP tool calls into traditional HTTP API requests, enabling integration of existing APIs with the Model Context Protocol for enhanced data access and manipulation. Facilitates seamless communication between AI models and various HTTP services. - **[YaraFlux MCP Server](https://github.com/ThreatFlux/YaraFlux)** - Enables seamless YARA rule-based threat analysis and management for AI assistants, focusing on file analysis and standardized interactions for enhanced security in threat detection. - **[GitHub MCP Server](https://github.com/timbuchinger/mcp-github)** - Interact with GitHub repositories and manage issues by listing and creating them efficiently. Provides secure authentication and includes error handling and validation features. - **[IETF Document Fetcher](https://github.com/tizee/mcp-server-ietf)** - Access and retrieve IETF RFC documents, enabling search by keywords and management of document pagination. Provides standardized access to essential specifications for Large Language Models. - **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Extract structured data from web pages using specified prompts to identify the desired fields from a given URL. This server enables integration of real-time data insights into applications. - **[Memory Server with Qdrant Persistence](https://github.com/tjwells47/mcp-qdrant-memory)** - Leverage a knowledge graph with entities and relations, enabling semantic search capabilities using OpenAI embeddings and Qdrant for data persistence. Supports HTTPS and Docker for streamlined deployment. - **[Backlog API Server](https://github.com/tmhr1850/backlog-mcp-server)** - Access project management, issue tracking, and file operations through a seamless integration with the Backlog API. Manage projects, issues, users, and attachments effectively within applications. - **[Query](https://github.com/tjwells47/supabase-mcp-server)** - Control and manage Supabase databases using natural language commands. Safely execute SQL queries, manage schema changes, and interact with the Supabase Management API with built-in safety features. - **[Apple Notes Integration](https://github.com/Tom-Semple/mcp-apple-notes-fixed)** - Enables semantic and full-text search over Apple Notes, allowing AI assistants to reference notes during conversations. Supports local execution to ensure data privacy and security without the need for external APIs. - **[NPX Fetch](https://github.com/tokenizin-agency/mcp-npx-fetch)** - Fetches and processes web content, transforming it into multiple formats such as HTML, JSON, Markdown, and plain text. It operates using the Model Context Protocol for seamless integration with AI models. - **[MCP Server with Docker](https://github.com/TomasRodriguez2002/MCP)** - Integrates the Model Control Protocol (MCP) with OpenAI's API to enable access to external tools through a Dockerized server. Supports dynamic tool invocation and data retrieval based on user queries. - **[Tavily Search](https://github.com/Tomatio13/mcp-server-tavily)** - Perform web searches and retrieve information using the Tavily API, returning results in text format along with AI responses, URIs, and titles. - **[Oura API Integration Server](https://github.com/tomekkorbak/oura-mcp-server)** - Access sleep, readiness, and resilience data from the Oura API for analysis and reporting. The server supports querying specific date ranges to retrieve sleep data. - **[Hub Server for MCP](https://github.com/tpavelek/mcp-hub-mcp)** - Connects and manages multiple MCP servers, aggregates tools from them, and facilitates execution of those tools through a single interface. It helps navigate MCP tool limits and minimizes errors by streamlining tool visibility. - **[Cursor Task Master](https://github.com/tradesdontlie/cursor-task-master)** - An AI task management system that integrates with Cursor IDE to automatically generate, analyze, and organize tasks, manage dependencies, and track statuses. It facilitates seamless task execution through MCP integration, allowing for automated command execution without manual input. - **[Confluence Server](https://github.com/masna-ai/mcp-confluence-server)** - Interact with Confluence Data Center content through a REST API, enabling operations such as searching, retrieving, creating, updating, and deleting pages using natural language commands. - **[Traylinx Search Engine](https://github.com/traylinx/traylinx-search-engine-mcp-server)** - Connect to the deployed Agentic Search API to perform web searches that yield detailed and contextually relevant results, including text summaries, HTML, and media content. Integrate seamlessly with MCP clients for enhanced search functionality. - **[Opera Omnia](https://github.com/triptych/opera-omnia-mcp)** - Access a collection of JSON datasets for games, storytelling, and bot development. Retrieve and filter data, generate creative content using customizable templates, and combine multiple datasets seamlessly. - **[MySQL数据库服务](https://github.com/TristanLib/mcp_server_mysql_windows)** - Connect to and manipulate a local MySQL database through a RESTful API, supporting parameterized queries to enhance security. Includes real-time data push capabilities via Server-Sent Events. - **[MCP Gateway](https://github.com/trtyr/MCP-Gateway)** - Aggregates capabilities from multiple backend MCP servers and exposes them through a unified SSE endpoint, streamlining client connections and enabling orchestration of diverse MCP tools. - **[LSP MCP Server](https://github.com/Tritlo/lsp-mcp)** - Integrates Language Server Protocol capabilities for querying code suggestions, hover information, and diagnostics using a standardized interface. Facilitates LLMs in accessing real-time updates and accurate programming assistance through LSP. - **[Printify Integration Server](https://github.com/TSavo/printify-mcp)** - Integrates AI assistants with Printify's print-on-demand platform for creating and managing products. Facilitates AI-driven design generation, image uploads, and streamlines shop management workflows. - **[Crypto Price & Market Analysis Server](https://github.com/truss44/mcp-crypto-price)** - Real-time cryptocurrency price data and market analysis are provided through an easy-to-use interface, leveraging the CoinCap API for comprehensive analysis and historical trends. - **[AKShare MCP Server](https://github.com/ttjslbz001/akshare_mcp_server)** - Provides access to Chinese and global financial market data using the AKShare library, enabling financial data queries and analysis. Supports integration with Claude Desktop through the MCP protocol for seamless operations. - **[Interactive MCP Server](https://github.com/ttommyth/interactive-mcp)** - Enables interactive workflows for large language models by integrating local user prompts and chat features into the Model Context Protocol loop. - **[Kafka Server](https://github.com/tuannvm/kafka-mcp-server)** - Interact with Apache Kafka clusters through a standardized interface, enabling the production and consumption of messages, management of topics and consumer groups, and monitoring of cluster health. Simplifies Kafka operations and diagnostics with pre-configured tools and prompts. - **[Tavily MCP Server with Proxy Support](https://github.com/tulong66/mcp-tavily-proxy)** - Enables AI-powered web searches through proxy servers, providing direct answers and access to recent news articles with AI-extracted relevant content. It supports HTTP/HTTPS proxy configurations and offers robust logging and error handling for proxy issues. - **[Compress Files](https://github.com/tuskermanshu/compress-mcp-server)** - Provides file compression and decompression services that support multiple formats such as gzip, tar.gz, ZIP, and 7z, ensuring secure and efficient file processing. The server features strict parameter validation, detailed progress reporting, and precise error handling. - **[Swagger MCP Server](https://github.com/tuskermanshu/swagger-mcp-server)** - Parses Swagger/OpenAPI documents to generate TypeScript types and API client code, facilitating integration with large language models for API development tasks. - **[Twilio MCP Monorepo](https://github.com/twilio-labs/mcp)** - Integrate and interact with Twilio services directly through the Model Context Protocol, enabling AI assistants to access Twilio APIs seamlessly. This implementation enhances the capabilities of AI applications by allowing communication with Twilio's messaging, voice, and other communication services. - **[ODBC MCP Server](https://github.com/tylerstoltz/mcp-odbc)** - Connects to ODBC-compatible databases for querying, analyzing, and generating insights from data while ensuring read-only access to prevent modifications. - **[StockFlow](https://github.com/twolven/mcp-stockflow)** - Provides access to real-time stock data, historical price information, and comprehensive options analysis through integration with Yahoo Finance. Enables market trend analysis and evaluation of options trading strategies. - **[StockScreen](https://github.com/twolven/mcp-stockscreen)** - Provides comprehensive stock screening capabilities with filters for technical analysis, fundamental data, and options metrics using Yahoo Finance data. - **[Replicate Interface Server](https://github.com/tzafrir/mcp-server-replicate)** - Access various AI models hosted on Replicate through a standardized interface for image generation with customizable parameters, enabling output resizing and optimization. Future enhancements will include text and video generation features. - **[Solana Client](https://github.com/tywenk/mcp-sol)** - Connect to the Solana blockchain to retrieve account balances, transaction details, and other blockchain data. Integrate real-time functionalities into applications seamlessly. - **[Solana Client](https://github.com/tywenk/mcp-sol)** - Connect to the Solana blockchain to access real-time data such as account balances, transaction details, and other blockchain information. - **[Same-Entity Verification](https://github.com/u3588064/Entity-Resolution)** - Compares two sets of data to determine if they originate from the same entity using text normalization and semantic analysis. It evaluates both exact and semantic equality of values, ensuring accurate data validation. - **[GitHub Integration Server](https://github.com/ualUsham/mcp-github)** - Interact with GitHub repositories, manage issues, and automate workflows using GitHub's API. Enhance API responses and streamline interactions between LLMs and GitHub features. - **[Cortellis MCP Server](https://github.com/uh-joan/cortellis-mcp-server)** - Access the Cortellis drug database to search for drugs, retrieve detailed information, and analyze drug development statuses. Provides tools for ontology exploration and financial insights. - **[Basic MCP Server Example](https://github.com/ugundhar/mcp-server)** - Demonstrates core MCP server functionality with tools for basic arithmetic operations and personalized greetings. Users can add and subtract numbers or receive custom greetings through a simple implementation. - **[Salesforce Server](https://github.com/uday210/salesforce-mcp-server)** - Interact with Salesforce by executing SOQL queries, managing records, and retrieving object metadata. Provides secure authentication handling and real-time data access for streamlined Salesforce integration. - **[Python SDK for Model Context Protocol](https://github.com/ujjalcal/mcp)** - Facilitates the creation and connection of LLM applications by providing a standardized method to expose tools, data, and prompts for interactions. It supports data management and relationship mappings within a graph database environment. - **[eRegulations MCP Server](https://github.com/unctad-ai/eregulations-mcp-server)** - Access eRegulations data through a standardized protocol, enabling efficient querying of administrative procedures, steps, requirements, and related costs. It enhances AI capabilities to assist users effectively with structured access to the eRegulations API. - **[Unstructured API Server](https://github.com/Unstructured-IO/UNS-MCP)** - Interact with the Unstructured API to manage sources, destinations, and workflows. Provides tools for listing sources, and retrieving detailed information about specific source connectors. - **[Wazuh MCP Server](https://github.com/gensecaihq/Wazuh-MCP-Server)** - Integrates Wazuh security data with large language models by retrieving real-time alerts and transforming them into standardized MCP-compliant messages. Exposes an HTTP endpoint for seamless interaction with applications while ensuring secure authentication. - **[mcp-nixos](https://github.com/utensils/mcp-nixos)** - MCP-NixOS connects AI models to accurate NixOS documentation and package information, preventing misinformation and hallucinations about NixOS-related topics. It ensures reliable interactions with users seeking guidance on NixOS. - **[IMDb Server](https://github.com/uzaysozen/imdb-mcp-server)** - Access detailed movie and TV show information from the IMDb API, including data about films, actors, and upcoming releases. Enhance applications with rich media content and insights. - **[Discord MCP Server](https://github.com/v-3/discordmcp)** - Enables interaction with Discord channels by sending and reading messages through Discord's API, allowing for real-time communication and message handling. - **[Generic MCP Server Template](https://github.com/v4lheru/generic-mcp-template)** - A customizable and extensible server framework for the Model Context Protocol that enables integration with various tools and services through a modular architecture. It provides robust error handling and type safety via TypeScript for a reliable development experience. - **[Trello MCP Server](https://github.com/v4lheru/trello-mcp-server)** - Interact seamlessly with Trello boards, lists, and cards through a robust API that supports all major Trello operations. Provides comprehensive error handling and type safety for reliable development. - **[Server Time](https://github.com/vaebe/mcp)** - Retrieve the current time effortlessly, integrating time-fetching capabilities into applications with accurate and reliable time data. - **[GitHub Search API Server](https://github.com/vaebe/mcp)** - Leverage the GitHub search API to retrieve relevant data from GitHub repositories, enabling advanced search capabilities for applications. Efficiently integrate and utilize data from various GitHub resources. - **[Twitter MCP Client](https://github.com/vaibhavgeek/twitter-rapidapi-mcp-x)** - Fetch tweets using the RapidAPI client to integrate Twitter data into applications. Easily access social media insights with minimal setup. - **[Valyu MCP Server](https://github.com/valyu-network/valyu-mcp-js)** - Access Valyu's knowledge retrieval and feedback APIs to search proprietary and web sources for information and submit transaction feedback. Provides real-time insights and enhances LLM capabilities through dynamic user interaction. - **[Moneybird MCP Server](https://github.com/vanderheijden86/moneybird-mcp-server)** - Connects AI models to Moneybird accounting software, enabling management of contacts, financial data, and business operations through a simple API interface. Utilize advanced filtering and custom requests to enhance productivity. - **[Payman AI Documentation Server](https://github.com/Vanshika-Rana/payman-mcp-server)** - Provides access to Payman AI's documentation, enabling AI assistants to assist developers with integration questions based on up-to-date information about Payman's features. - **[Beancount MCP Server](https://github.com/vanto/beanquery-mcp)** - Enables seamless querying and analysis of financial data stored in Beancount ledger files using the Beancount Query Language (BQL), enhancing accessibility and utility of financial information. - **[Vapi MCP Server](https://github.com/VapiAI/mcp-server)** - Integrates with Vapi APIs through function calling for enhanced scheduling and communication capabilities. Facilitates efficient task management using Claude Desktop setup. - **[Vapi MCP Server](https://github.com/VapiAI/mcp-server)** - Integrate applications with Vapi APIs using function calling for scheduling and managing calls, assistants, and phone numbers. Access Vapi's capabilities locally or remotely with a focus on security and ease of use. - **[Spotify Connector](https://github.com/varunneal/spotify-mcp)** - Connects to Spotify using the Spotipy API to control playback, search for music, and manage playlists. Facilitates operations such as starting, pausing, skipping tracks, and retrieving information on various music-related entities. - **[Goodnews](https://github.com/VectorInstitute/mcp-goodnews)** - Fetch uplifting and positive news stories by analyzing sentiment using large language models. Provides access to curated articles that highlight positive events and developments worldwide. - **[Next.js MCP Server](https://github.com/vertile-ai/next-mcp-server)** - Analyze Next.js applications to extract information on API routes, including paths, methods, request parameters, status codes, and schemas. This server enhances understanding of project structure and facilitates API documentation. - **[MemGPT](https://github.com/Vic563/Memgpt-MCP-Server)** - Implements a memory system for large language models (LLMs) with capabilities for chatting, retrieving conversation history, and switching between multiple LLM providers. - **[VeyraX MCP](https://github.com/VeyraX/veyrax-mcp)** - Connect to over 70 tools including Gmail and Calendar through a single MCP platform, enabling easy integration with various environments. Streamline access with unified authentication for multiple applications within the Model Context Protocol framework. - **[Docs MCP Server](https://github.com/vikramdse/docs-mcp-server)** - Fetch real-time documentation for libraries like Langchain, Llama-Index, MCP, and OpenAI using natural language queries, providing updated information directly from official sources. The server enhances LLM responses by ensuring access to current library updates and documentation. - **[API Tester Server](https://github.com/Vikrant-Khedkar/api-tester-mcp)** - Facilitates API requests securely without exposing API keys and provides a platform to test various APIs, including OpenAI's models. It generates images and formats responses for clarity. - **[PostgreSQL Read-Only Server](https://github.com/vinsidious/mcp-pg-schema)** - Provides read-only access to PostgreSQL databases, enabling inspection of database schemas and execution of read-only SQL queries within a read-only transaction. - **[Whodis Domain Availability Server](https://github.com/vinsidious/whodis-mcp-server)** - Check domain availability using WHOIS lookups integrated as an MCP tool, enabling seamless verification of domain registration status within various workflows. - **[DocMCP](https://github.com/visheshd/docmcp)** - Index and query technical documentation using AI-powered semantic search. It crawls, processes, and embeds documentation for efficient retrieval through AI IDEs with built-in MCP tools for seamless integration. - **[Calculator Server](https://github.com/vinhphamai23/mcp-server-calculator)** - Enables numerical calculations by evaluating mathematical expressions, providing precise results for a variety of computations. - **[Crypto Fear & Greed Index Server](https://github.com/vinhphamai23/crypto-feargreed-mcp)** - Provides access to real-time and historical Crypto Fear & Greed Index data to analyze market sentiment associated with cryptocurrencies. Enables retrieval of current index values, historical data, and trend analysis for informed market decision-making. - **[UniProt Server](https://github.com/vitamin3615/uniprot-mcp-server)** - Fetch protein information seamlessly from the UniProt database, including detailed data, sequences, functions, and structures. Supports integration with MCP-compatible AI applications for enhanced protein analysis. - **[MongoDB MCP Server](https://github.com/vivek1612/mongodb-mcp)** - Enable interaction with MongoDB databases to query collections, inspect schemas, and manage data through natural language commands, facilitating database operations. - **[Lucene Search Server](https://github.com/VivekKumarNeu/MCP-Lucene-Server)** - Efficiently manage and retrieve documents using Apache Lucene with a RESTful API for complex querying and document management tasks. Supports adding, updating, deleting, and querying documents while utilizing Lucene's powerful indexing features. - **[Voitta Gateway](https://github.com/voitta-ai/mcp-voitta-gateway)** - Integrates with the Voitta library via the Model Context Protocol for seamless model execution and testing. Supports both STDIO and HTTP transports for enhanced interaction with Voitta tools and resources. - **[Swagger MCP Server](https://github.com/Vizioz/Swagger-MCP)** - Connects to a Swagger specification to generate comprehensive MCP tool definitions, enabling efficient API integration workflows. Parses and stores local Swagger files, providing detailed endpoint and model information for AI assistants. - **[Gateway for RFK Jr Endpoints](https://github.com/voitta-ai/mcp-voitta-gateway)** - Connect to RFK Jr endpoints using both STDIO and SSE transports to provide real-time data access and interaction. Simplify integration with easy configuration through a YAML configuration file. - **[Model Context Protocol Servers](https://github.com/w-jeon/mcp-servers)** - Integrates Large Language Models with various tools and data sources, providing secure access to enhance application functionality. Offers implementations using Typescript and Python MCP SDKs to showcase versatility and extensibility. - **[Agent2Agent Protocol](https://github.com/waldzellai/A2A-PLUS)** - Facilitates communication and interoperability between diverse AI agents, allowing them to discover capabilities, negotiate interactions, and exchange messages securely. Supports dynamic task management through real-time streaming and push notifications. - **[Pipedream](https://github.com/WallaceObsidian01/pipedream)** - Create event-driven automations to connect various apps and services. Build workflows using pre-built components or custom code in languages like Node.js, Python, Golang, or Bash, and manage asynchronous event delivery to platforms like Amazon S3 and Snowflake. - **[ApiFox Interface Server](https://github.com/wangmhaha/apifox-mcp-server)** - Retrieve and manage ApiFox interface information seamlessly, offering both HTTP services and CLI commands for flexible integration. Interfaces using TypeScript ensure type-safe interactions for enhanced development workflows. - **[MCP](https://github.com/wangxinleo/wechat-public-account-push)** - The MCP server facilitates integration with WeChat public accounts, enabling automated message pushing and engagement with users through the WeChat platform. - **[MCP Hub Server](https://github.com/warpdev/mcp-hub-mcp)** - Connects and manages multiple MCP servers, allowing for seamless access to tools while bypassing tool limits. Facilitates the execution of tools from connected servers and provides a consolidated view of available resources. - **[JIRA Server](https://github.com/Warzuponus/mcp-jira)** - Interact with JIRA tasks and workflows, enabling issue creation and management along with basic project tracking. Supports API key authentication and follows a standardized request/response format for AI interactions. - **[WatchBase Data Feed Server](https://github.com/watchdealer-pavel/watchbase-mcp-server)** - Provides structured and standardized access to a comprehensive database of watch metadata, including brands, families, models, and technical details. Enables seamless querying of watch information through various tools that interface with the WatchBase Data Feed API. - **[DeepL Translator](https://github.com/watchdealer-pavel/deepl-mcp-server)** - Translate text between multiple languages using the DeepL API, providing real-time translation capabilities and access to a comprehensive list of supported languages. - **[PubMed Search](https://github.com/wavelovey/pubmed_search)** - Search and summarize notes stored in a custom note storage system, utilizing a unique URI scheme for accessing individual notes. - **[Crypto Price & Market Analysis Server](https://github.com/wazzan/mcp-coincap-jj)** - Provides real-time cryptocurrency price data and market analysis, including historical trends and insights into market dynamics using the CoinCap API. - **[glassBead-thinks](https://github.com/waldzellai/waldzell-mcp)** - Advanced problem-solving capabilities for AI assistants incorporating systematic debugging approaches and mental models for sequential thinking. - **[WebScraping.AI MCP Server](https://github.com/webscraping-ai/webscraping-ai-mcp-server)** - Advanced web data extraction capabilities that support question answering about web content, structured data extraction, and HTML retrieval with JavaScript rendering. Manages concurrent requests effectively and offers features like device emulation and proxy rotation for efficient scraping of dynamic web pages. - **[CEP Lookup Server](https://github.com/wendellbigato/mcp-cep)** - Provides postal code (CEP) address lookups using the ViaCEP API. Integrates with command-line tools for efficient address retrieval tasks. - **[macOS OCR Tool](https://github.com/whiteking64/macos-ocr-mcp)** - Perform Optical Character Recognition (OCR) on images with the help of macOS's Vision framework, extracting recognized text segments, confidence scores, and bounding box coordinates. Suitable for applications that require text extraction from image files. - **[OpenRouter Agents](https://github.com/wheattoast11/openrouter-deep-research-mcp)** - Connects to specialized AI agents for conducting complex research tasks through an orchestration system that enables multi-stage planning and parallel execution, resulting in high-quality, tailored research outcomes. - **[RunwayML + Luma AI Server](https://github.com/wheattoast11/mcp-video-gen)** - Generate videos and images from text prompts or existing images using advanced AI models, with capabilities for audio addition, content upscaling, and prompt enhancement. Manage and refine AI-generated content through API interactions with RunwayML and Luma AI. - **[Browser Use MCP Server](https://github.com/williamvd4/browser-use-mcp-server)** - Enables applications to execute browser tasks and retrieve real-time web data through a simple API. Supports interactions with web pages to enhance LLM capabilities. - **[MCP CLI client](https://github.com/williamvd4/mcp-client-cli)** - Run LLM prompts and interact with MCP-compatible servers directly from the terminal, enabling access to various LLM providers and execution of commands with AI assistance. - **[Web Search](https://github.com/williamvd4/web-search)** - Seamlessly search the web and retrieve structured results including titles, URLs, and descriptions from Google search without requiring API keys. The server is configurable for the number of results returned per search. - **[Crew AI Server](https://github.com/williamvd4/mcp-crew-ai)** - Lightweight Python-based server for managing and creating CrewAI workflows utilizing the Model Context Protocol (MCP) to communicate with Large Language Models and various tools. Supports automatic configuration of agents and tasks through YAML files and provides command line options for customization. - **[OpenStreetMap Integration](https://github.com/wiseman/osm-mcp)** - Query and visualize OpenStreetMap data through a web-based interface, utilizing PostgreSQL/PostGIS for backend data management. Features include dynamic map interactions such as adding markers and polygons as well as adjustable view settings. - **[ArXiv Server](https://github.com/wj2333wj/arxiv-mcp-server)** - Enables searching, downloading, and analyzing arXiv research papers through an MCP interface, managing local storage for efficient retrieval and utilizing specialized prompts for comprehensive analysis. - **[钉钉服务](https://github.com/wllcnm/dingding-mcp)** - Access DingTalk APIs to manage organizational data, retrieve access tokens, and manage department and user information. Enhance applications with integrated functionalities for querying user details and department lists. - **[Alpaca Trading Integration](https://github.com/wlu03/ALPACA-MCP)** - Facilitates interaction with Alpaca's trading API for executing trades, fetching market data, and managing stock portfolios within LLM applications. Supports operations such as placing orders, retrieving account and order details, and managing positions. - **[Linear](https://github.com/wkoutre/linear-mcp-server)** - Interact with Linear project management through AI assistants to manage and modify project data. Retrieve information related to users, teams, projects, and issues, as well as create and update issues, projects, and manage labels. - **[Reddit Server](https://github.com/wllcnm/mcp-reddit)** - Interact with Reddit content through AI assistance, enabling search, analysis, and retrieval of posts and comments from specific subreddits. Users can browse and analyze popular posts efficiently. - **[Jina Reader MCP Server](https://github.com/wong2/mcp-jina-reader)** - Fetches the content of a remote URL and converts it into Markdown format using Jina Reader. - **[WordDirectory MCP Server](https://github.com/WordDirectory/Directory)** - Provides word definition lookups and suggestions for similar words through a standardized interface. Enhances applications with easy access to human-readable word definitions from WordDirectory. - **[MetaMCP Server](https://github.com/woodman33/mcp-server-metamcp)** - Acts as a proxy server that consolidates multiple MCP servers, routing requests for tools, prompts, and resources to the appropriate backend server. Facilitates dynamic updates and configuration management through a user-friendly GUI with namespace isolation. - **[HotNews Server](https://github.com/wopal-cn/mcp-hotnews-server)** - Provides real-time trending topics from major Chinese social platforms and news sites, formatted in Markdown with clickable links and heat index support where applicable. - **[Buienradar Server](https://github.com/wpnbos/buienradar-mcp-server)** - Fetches precipitation forecasts for specified latitude and longitude using Buienradar, providing data for the next two hours. - **[Twilio WhatsApp Messaging Server](https://github.com/wubbyweb/mcp-generated)** - Send WhatsApp messages programmatically using the Twilio API through a FastMCP server interface. Secure configuration of Twilio credentials is supported along with a basic test script for interaction. - **[Query Table](https://github.com/wukan1986/mcp_query_table)** - Retrieve and analyze financial data from various websites, enabling seamless switching between sources to maintain continuous access. Utilize web scraping and large language models to enhance data queries and insights. - **[Query Table](https://github.com/wukan1986/mcp_query_table)** - Extracts and queries data from various financial websites while allowing seamless switching between sources in case of outages. Utilizes browser automation for accurate data retrieval without needing manual logins or complex request handling. - **[Trakt](https://github.com/wwiens/trakt_mcpserver)** - Access real-time entertainment data and personal viewing history through the Trakt API, enabling users to discover trending shows and movies, track viewing habits, and receive personalized recommendations. - **[MCPify](https://github.com/wycats/quick-mcp)** - Converts OpenAPI Specification endpoints into MCP tools dynamically for integration between REST APIs and AI agents. Proxies requests in real-time, enabling existing REST APIs to function as MCP tools with support for debugging and authentication. - **[GitHub Explorer](https://github.com/x51xxx/github-explorer-mcp)** - Access GitHub repository information, including file content and directory structure, while enhancing projects with metadata such as stars and forks. Clone repositories locally for efficient data processing and utilize a caching system to optimize performance. - **[Shodan MCP Server](https://github.com/X3r0K/Shodan-MCP-Server)** - Access Shodan's network intelligence and security services to query detailed information about IP addresses, perform DNS lookups, and track vulnerabilities. - **[Financial Data Server](https://github.com/xBlueCode/findata-mcp-server)** - Fetches financial data from Alpha Vantage, providing access to current stock quotes and historical stock data. Future updates will include additional features for technical analysis and company overview. - **[XiYan MCP Server](https://github.com/XGenerationLab/xiyan_mcp_server)** - Enables natural language queries to MySQL and PostgreSQL databases using advanced text-to-SQL techniques. Supports both cloud and local operating modes for seamless database interaction and data retrieval. - **[Xero MCP Server](https://github.com/XeroAPI/xero-mcp-server)** - Connect to Xero's accounting features to manage contacts, invoices, and accounts through a standardized interface, facilitating business operations. - **[Etherscan API Integration Server](https://github.com/xiaok/etherscan-mcp)** - Interact with Etherscan's API for accessing blockchain data, enabling dynamic querying and retrieval of information from multiple blockchain networks through a standardized interface. Supports testing and debugging with command line tools and web UI inspection. - **[Firecrawl](https://github.com/xiyuefox/firecrawl)** - Provides advanced scraping, crawling, and data extraction capabilities to convert web content into structured formats. Facilitates the collection of clean data from any website for AI applications. - **[Hugging Face Spaces Connector](https://github.com/xiyuefox/mcp-hfspace)** - Connect to Hugging Face Spaces to access various AI models for tasks like image generation and text-to-speech with minimal setup. Leverage the default model for seamless integration into applications. - **[Agentforce MCP Server](https://github.com/xlengelle-sf/agentforce-mcp-xlengelle)** - Authenticate and interact with Salesforce Agentforce agents, enabling session creation, message exchange, and management of agent interactions. Facilitates API integrations to enhance the Salesforce experience. - **[RisuAI](https://github.com/xphillyx/RisuAI)** - RisuAI is a cross-platform AI chat application that supports multiple AI APIs with customizable UI elements. It features advanced functionalities such as emotion images, group chats, automatic translation, text-to-speech, and embedded multimedia assets for enhanced user interactions. - **[WeGene Assistant](https://github.com/xraywu/mcp-wegene-assistant)** - Analyze genetic testing reports by accessing user-specific data through a custom URI scheme and utilizing LLM capabilities to interpret the findings. - **[NeoDB](https://github.com/xytangme/neodb-mcp)** - Interact with a social book cataloging service to fetch user information, search for books, and retrieve detailed book information through its API. - **[Advanced HTTP Request Server](https://github.com/xxxbrian/mcp-rquest)** - Enables interaction with websites through advanced HTTP request capabilities, including realistic browser emulation and secure connections. Offers comprehensive customization for request handling and response management for AI models. - **[FastMCP](https://github.com/yamato-snow/2025_McpLab_FastMCP)** - Built using TypeScript, this server facilitates client session management for MCP by defining tools, resources, and prompts, while supporting authentication, logging, and real-time updates through SSE. It provides features like error handling, CORS, and CLI tools for testing and debugging. - **[Voice Recognition Service](https://github.com/yangsenessa/mcp_voice_identify)** - Provides voice recognition and text extraction capabilities, supporting both file input and base64 encoded data processed in structured formats. Operates in stdio and MCP modes for flexible integration with various systems. - **[JIRA Integration](https://github.com/Yash-Kavaiya/mcp-jira-python)** - Manage JIRA issues through a standardized interface that integrates with AI assistants. Supports creating, updating, and searching for issues using JIRA's API. - **[TikTok Video Search](https://github.com/yap-audio/tiktok-mcp)** - Discover and extract metadata from TikTok videos by searching for trending content using hashtags. This service includes built-in error handling, anti-detection measures, and configurable options for video retrieval and API session management. - **[GitHub MCP Server](https://github.com/Yash-Kavaiya/github-mcp-server)** - Integrate directly with GitHub APIs to automate workflows, extract repository data, and create AI-powered tools for interaction within the GitHub ecosystem. - **[YCloud WhatsApp API Server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server)** - Integrates with YCloud's WhatsApp API, automating tool generation from OpenAPI specifications for direct AI model interactions. Handles API authentication, parameter validation, and HTTP request/response processing. - **[BookStack MCP Server](https://github.com/yellowgg2/mcp-bookstack)** - Search and retrieve structured data from BookStack pages with customizable queries, pagination, and HTML-to-text conversion for enhanced reading. It includes robust error handling and validation for seamless content access. - **[Tavily Search](https://github.com/YeonwooSung/metasearch-mcp)** - Perform searches based on specified queries and receive AI responses along with URIs and titles of the search results. It enhances search capabilities within applications like Claude Desktop or Cursor, streamlining information retrieval. - **[Soccerdata MCP Server](https://github.com/yeonupark/mcp-soccer-data)** - Provides real-time football match information through natural language queries, including live scores, match events, team lineups, betting odds, and league metadata for ongoing, upcoming, and recently finished matches worldwide. - **[TypeScript MCP Server Starter](https://github.com/yhwancha/mcp-spotify)** - A TypeScript-based starter template for building Model Context Protocol (MCP) servers, offering a basic configuration, sample tool implementation, and a type-safe development environment for custom server solutions. - **[GoDoc Package Search Server](https://github.com/yikakia/godoc-mcp-server)** - Search for Go packages and their documentation using an MCP server, providing detailed information to enhance coding assistance. Facilitates access to up-to-date Go documentation directly within language model interfaces. - **[MCP Server Implementation](https://github.com/yisu201506/mcp_server)** - A Flask-based server for implementing the Model Context Protocol (MCP), enabling Large Language Models to invoke external tools directly based on natural language responses. It supports maintaining conversation context and provides sample tools for tasks like weather queries and calculations. - **[Finder Server](https://github.com/yiye/MCP-Finder-Server)** - Enables searching for MCP server implementations through the filtering of results by name, description, or tags. Facilitates streamlined exploration of available MCP servers by allowing users to limit search results. - **[Twilio MCP Server](https://github.com/YiyangLi/sms-mcp-server)** - Send SMS and MMS messages using Twilio with pre-built prompts for common messaging scenarios while ensuring secure handling of Twilio credentials. - **[FastMCP Server](https://github.com/ynu/mcp-ynu)** - Dynamically load tools, resources, and prompts from specified directories to enhance application capabilities. Offers automatic module discovery and logging features for efficient server management. - **[Filesystem MCP Server](https://github.com/YothisisTroy/Filesys)** - Facilitates access to and management of local files through an AI agent using the Model Context Protocol, enabling seamless interactions with the filesystem via Python. Supports operations like reading and listing files from specified directories. - **[Strava MCP Server](https://github.com/yorrickjansen/strava-mcp)** - Interact with the Strava API to retrieve user activities, detailed activity information, and segment leaderboards. Enhance applications with Strava's rich data through an easy-to-setup server. - **[Weather API Server](https://github.com/yoyooyooo/mcp-weather-server)** - Provides real-time weather data and forecasts for any location using the 和风天气 (QWeather) API. Offers current conditions, hourly forecasts, and city information with customizable options for units and language. - **[Weather MCP Server](https://github.com/yting27/weather-my-mcp)** - Retrieve real-time weather forecasts, flood warnings, and earthquake reports from Malaysia's official open data portal, providing reliable environmental data and hazard alerts. - **[Arithmetic Server](https://github.com/YuheiNakasaka/arithmetic-mcp-server)** - Perform basic arithmetic operations such as addition, subtraction, multiplication, and division. Handle errors like division by zero gracefully and ensure accurate results quickly. - **[Multi-Model Advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp)** - Queries multiple AI models simultaneously to provide diverse perspectives on questions, synthesizing insights for enhanced decision-making. Integrates with Claude for a comprehensive advisory experience by combining various AI viewpoints. - **[TIDAL Integration](https://github.com/yuhuacheng/tidal-mcp)** - Provides personalized music recommendations and playlist management based on user listening history and custom criteria. Enables natural language commands for creating, viewing, and managing TIDAL playlists while discovering context-aware tracks. - **[MySQL MCP Server](https://github.com/yuki777/mysql-mcp-server)** - Connects local MySQL databases for executing SQL queries and retrieving information using large language models through standard input/output communication, without the need for port binding. Supports management of multiple connection profiles and stores connection settings for efficient reuse. - **[AniList MCP Server](https://github.com/yuna0x0/anilist-mcp)** - Access and interact with detailed anime and manga data, including information about shows, characters, and user profiles. Supports searching and filtering of various media types from AniList. - **[MySQL Database Server](https://github.com/yuru-sha/mcp-server-mysql)** - Enables interaction with MySQL databases by allowing inspection of database schemas and execution of read-only queries within safe transactions. Supports Docker deployment and an NPM package for integration. - **[MySQL Database Server](https://github.com/yuru-sha/mcp-server-mysql)** - Enables inspection of MySQL database schemas and execution of read-only queries. Provides safe query execution within READ ONLY transactions and supports Docker. - **[Dune Analytics](https://github.com/yuri-xyz/dune-analytics-mcp)** - Bridge Dune Analytics data to AI agents by fetching and running Dune queries. Retrieve query results as CSV-formatted strings for easy processing and integration. - **[PostgreSQL Database Server](https://github.com/yuru-sha/mcp-server-postgres)** - Interact with PostgreSQL databases using read-only transactions for safe query execution and schema inspection. Execute queries and retrieve insights without modifying the underlying data. - **[CryptoPanic News Server](https://github.com/yuri-xyz/cryptopanic-mcp-server)** - Fetches the latest cryptocurrency news, analysis, and videos from CryptoPanic, with options for customizable content types and pagination to keep AI models updated with market trends. - **[WebforAI Text Extractor](https://github.com/yutakobayashidev/webforai-mcp-server)** - Extract plain text from any web page URL and convert it to clean, well-formatted Markdown output. Provides robust error handling and is optimized for AI consumption through seamless integration with MCP clients. - **[TMAP API Connector](https://github.com/yunkee-lee/mcp-tmap)** - Connect to the TMAP API for public transit route information and location geocoding services. Retrieve transit routes and perform full text geocoding with ease. - **[Semantic Scholar MCP Server](https://github.com/zongmin-yu/semantic-scholar-fastmcp-mcp-server)** - Provides access to academic paper data, author information, and citation networks through the Semantic Scholar API. Facilitates interaction with various academic resources for research purposes. - **[Cryo MCP](https://github.com/z80dev/cryo-mcp)** - Access and query Ethereum blockchain data with flexible options and multiple output formats using a powerful blockchain data extraction API server. Extract real-time insights from blockchain data easily through MCP-compatible clients. - **[Slack Integration Server](https://github.com/z9905080/mcp-slack)** - Integrate AI assistants with Slack workspaces to manage channels, send messages, reply to threads, add reactions, and access user and message data. Streamline communication and collaboration within Slack environments using AI-driven tools. - **[Typescribe](https://github.com/yWorks/mcp-typescribe)** - Provides real-time access to TypeScript API documentation for large language models (LLMs), enabling them to efficiently understand and utilize new APIs without retraining. Enhances developer productivity by allowing LLMs to query and adapt to unfamiliar APIs. - **[Mamont MCP Server](https://github.com/zbkm/mmnt-mcp-server)** - Utilizes the Mamont search engine for executing search queries and retrieving cached web pages. Provides a standardized interface for accessing real-time search results and text-based content efficiently. - **[Fetch MCP Server](https://github.com/zcaceres/fetch-mcp)** - Fetches web content in various formats such as HTML, JSON, plain text, and Markdown from specified URLs. It can return raw HTML content and JSON data from various online sources. - **[Transcripter MCP Server](https://github.com/zentala/zntl-mcp-server)** - Provides AI-powered transcription and analysis functionalities via a standardized Model Context Protocol interface, enabling efficient data searching, summarizing, and retrieval. Integrates with the Transcripter project to facilitate interaction with transcription and analysis data. - **[ZBD Payment Service Provider](https://github.com/zbdpay/zbd-mcp-server)** - Integrates Bitcoin payment capabilities into applications, enabling seamless sending and receiving of Bitcoin transactions through the ZBD API. - **[Confluence communication server](https://github.com/zereight/confluence-mcp)** - Integrate with the Confluence API to access and manipulate Confluence data. Execute CQL queries and retrieve page content seamlessly. - **[ZeroPath MCP Server](https://github.com/ZeroPathAI/zeropath-mcp-server)** - Interact with product security findings using natural language to query SAST issues, secrets, and patches directly in AI-assisted tools, streamlining security context management without the need for dashboards or manual ticket triage. - **[EVM Signer](https://github.com/zhangzhongnan928/mcp-evm-signer)** - Manage Ethereum private keys and deploy smart contracts while securely interacting with EVM-compatible blockchains. Perform tasks such as signing transactions, querying blockchain data, and viewing account balances. - **[Minimal Addition Tool Server](https://github.com/zhangzhefang-github/mcp-add-server)** - Provides a tool for adding two numbers and returns their sum, compliant with the Model Context Protocol. Serves as a basic example of an MCP server implementation. - **[Blockchain Server & DApp](https://github.com/zhangzhongnan928/mcp-blockchain-server)** - Enables secure interaction with blockchain smart contracts, allowing AI assistants to read blockchain data and prepare transactions while keeping user control over private keys and transaction signing. - **[Warpcast Integration Server](https://github.com/zhangzhongnan928/mcp-warpcast-server)** - Interact with your Warpcast account to post, read, search, and manage casts and channels. Engage with trending content and follow or unfollow channels seamlessly. - **[DingTalk MCP](https://github.com/zhaoyunxing92/dingtalk-mcp)** - Integrate with DingTalk enterprise applications to query employee information and send messages through a well-defined API. Supports essential functionalities for enhancing team communication and streamlining workflows within the DingTalk platform. - **[MySQL MCP Server](https://github.com/zhaoxin34/mcp-server-mysql)** - Access and query MySQL databases to execute read-only SQL queries and inspect database schemas. Facilitate data interactions for LLM applications with secure and optimized access. - **[duckduckgo-search MCP Server](https://github.com/zhsama/duckduckgo-mcp-server)** - Provides DuckDuckGo search functionality with a simple interface for performing web searches. Supports rate limiting and error handling while integrating with the DuckDuckGo API. - **[JADX MCP Server](https://github.com/zinja-coder/jadx-ai-mcp)** - Integrates local LLMs with reverse engineering capabilities for Android apps, facilitating real-time code decompilation, analysis, and vulnerability detection. Provides AI-assisted code reviews and enhancements for security assessments. - **[go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql)** - Zero burden Model Context Protocol (MCP) server designed for CRUD operations on MySQL databases and tables. Supports a read-only mode and the option to check query plans with an `EXPLAIN` statement before execution. - **[Laravel Framework](https://github.com/zlt002/two)** - Facilitates the development of web applications using expressive syntax and provides a suite of powerful tools and features to handle common web development tasks efficiently. - **[PANW AI Security Server Beta](https://github.com/zm1990s/panw)** - Integrate Palo Alto Networks AI security capabilities for real-time content risk analysis and compliance in AI interactions. Supports multiple input types and seamless integration with MCP-compatible clients for enhanced threat detection workflows. - **[PANW AIRS MCP Server](https://github.com/zm1990s/panw)** - Integrates Palo Alto Networks AI security capabilities into clients compatible with the Model Context Protocol, enabling real-time content risk analysis and interaction with large language models. Supports various input types for dynamic content detection and compliance during AI interactions. - **[Remote MCP Server on Cloudflare Workers](https://github.com/zpg6/remote-mcp-server-authless)** - Deploy a remote MCP server on Cloudflare Workers without requiring authentication, enabling seamless integration of custom tools and connectivity to various AI applications. - **[Agi Proxy](https://github.com/zhuzhu0221/agi-proxy)** - Agi Proxy resolves issues related to accessing OpenAI services by acting as an intermediary, facilitating improved performance and reliability in AI interactions. It streamlines the integration of OpenAI capabilities into applications, making it easier for developers to utilize these features without direct access challenges. - **[Frontapp Integration Server](https://github.com/zqushair/Frontapp-MCP)** - Integrate Large Language Models with Frontapp to manage customer communications, enabling access and manipulation of conversation data and automation of workflows using natural language commands. Supports real-time updates and event-driven automation through webhooks from Frontapp. - **[Metabase Analytics Integration Server](https://github.com/zsh52013148087/metabase-mcp)** - Integrate AI assistants with the Metabase analytics platform for direct interaction with analytics data. Access dashboards, execute queries, and manage resources through conversational AI utilizing structured JSON responses. - **[Cloudflare API MCP](https://github.com/zueai/cloudflare-api-mcp)** - Interface with Cloudflare's REST API through a lightweight MCP server deployed on Cloudflare Workers, enabling interactions with various Cloudflare tools. - **[Vercel API Integration](https://github.com/zueai/vercel-api-mcp)** - Manage deployments, DNS records, and environment variables through the Vercel API. Automate interactions with Vercel projects directly from your development environment. - **[AKShare One MCP Server](https://github.com/zwldarren/akshare-one-mcp)** - Access comprehensive Chinese stock market data including historical prices, real-time updates, news, and financial statements. Retrieve detailed financial information for stocks with customizable parameters to support analysis and decision-making. - **[Simple Website Fetching Tool](https://github.com/zxsimple/mcp-sample)** - Fetch website content effortlessly for data retrieval in applications. Connect with an LLM client to automate web interactions. - **[Fetch Server](https://github.com/zxsimple/reference-servers)** - Retrieve and process web content from URLs, converting HTML to markdown format for easier extraction and consumption by language models. It supports content truncation and allows for customized starting points for content extraction. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Facilitates secure interactions with MySQL databases using natural language queries, allowing for structured exploration and analysis of database tables and data. Supports listing tables, reading contents, and executing SQL commands through a controlled interface. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Facilitates secure interaction with MySQL databases through natural language queries, enabling users to list tables, read data, and execute SQL commands efficiently. Enhances AI capabilities with structured database exploration and analysis. - **[Neon MCP Server](https://github.com/zueai/neon-mcp)** - Lightweight MCP server that facilitates interaction with the Neon REST API through a customizable interface on Cloudflare Workers. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure interaction with MySQL databases through natural language queries, allowing listing of tables, reading of data, and execution of SQL commands. Facilitates structured database exploration and analysis using XiYanSQL. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure access to MySQL databases through natural language queries, facilitating data retrieval, table listing, and SQL command execution. Supports structured database exploration and analysis via natural language interfaces. - **[Wikidata MCP Server](https://github.com/zzaebok/mcp-wikidata)** - Interact with Wikidata to search for entities, extract metadata, and execute SPARQL queries for enhanced data insights. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure interaction with MySQL databases through natural language queries, allowing for the listing of tables, reading of data, and execution of SQL commands in a controlled manner. - **[XiYan MCP Server](https://github.com/zyy07/MCP)** - Enables secure interaction with MySQL databases through natural language queries, allowing for structured database exploration and analysis. Facilitates features like listing tables, reading data, and executing SQL commands safely. ## Email and Messaging - **[Google Workspace MCP Server](https://github.com/aaronsb/google-workspace-mcp)** - Integrate with Google Workspace APIs to manage emails and calendar events. Automate email sorting, filtering, and response tracking for enhanced productivity. - **[Google Workspace MCP Server](https://github.com/aaronsb/google-workspace-mcp)** - Integrate with Google Workspace APIs to manage Gmail and other services, facilitating email organization, filtering, and rapid retrieval of messages. - **[Email Verification](https://github.com/Abhi5h3k/MCP-Email-Verify)** - Validates email addresses in real-time to ensure correct formatting and deliverability. Checks email format, domain validity, and integrates seamlessly into AI applications. - **[AgentMail MCP Server](https://github.com/agentmail-to/agentmail-mcp)** - Integrate with the AgentMail API to manage email functionalities effectively and improve communication processes within applications. - **[AgentMail Toolkit](https://github.com/agentmail-to/agentmail-toolkit)** - Integrate email functionality to dynamically manage inboxes, list messages, and send or reply to emails through an AI assistant. This server utilizes the AgentMail API for efficient email automation and management. - **[Email Server](https://github.com/ai-zerolab/mcp-email-server)** - Provides IMAP and SMTP functionalities through a standardized server interface for email handling and communication. - **[MCP for Evolution API for WhatsApp Automation](https://github.com/aiteks-ltda/mcp-evolution-whatsapp-api)** - Integrates with the Evolution API for managing WhatsApp interactions, enabling functionalities like sending messages, managing contacts and groups, and configuring webhooks. Provides a scalable solution for WhatsApp automation through a structured MCP framework. - **[Gmail Integration Server](https://github.com/ajbr0wn/gmail-mcp-server)** - Access Gmail inbox to view recent emails and perform searches using Gmail's syntax. Utilizes OAuth2 authentication for secure interactions with Gmail accounts. - **[G Suite Integration](https://github.com/alBERT-launcher/mcp-gsuite)** - Interact with Google products such as Gmail and Calendar, supporting functionalities like retrieving emails, managing drafts, and querying calendar events. - **[G Suite Integration](https://github.com/alBERT-launcher/mcp-gsuite)** - Interact with Google products, specifically Gmail and Calendar, to manage emails and calendar events across multiple Google accounts. - **[Telegram MCP Server](https://github.com/alexandertsai/mcp-telegram)** - Access Telegram accounts to read and send messages, manage chats, and respond to conversations. Retrieve chat lists and mark messages as read for efficient communication management. - **[Protonmail MCP Server](https://github.com/amotivv/protonmail-mcp)** - Integrate with Protonmail to send emails directly from tools like Claude Desktop and Cline VSCode extension. Supports multiple recipients, CC, BCC, and both plain text and HTML content. - **[Brevo Multi-Channel Platform](https://github.com/apicolet/brevo-mcp)** - Integrate with the Brevo API to manage contacts and send emails, including tracking delivery and managing custom attributes. - **[WhatsApp Personal Account Connector](https://github.com/aukik/whatsapp-mcp-ts)** - Connects a personal WhatsApp account to an AI agent for searching messages, contacts, and chats, as well as sending messages. Utilizes the WhatsApp Web multi-device API for secure data handling. - **[WhatsApp Integration Server](https://github.com/aukik/whatsapp-mcp)** - Enables interaction with personal WhatsApp accounts, facilitating message searching and reading, contact management, and sending of text and media messages. Utilizes the WhatsApp web multidevice API for secure and efficient access to conversations, with local message storage in a SQLite database. - **[Headless Gmail Server](https://github.com/baryhuang/mcp-headless-gmail)** - Access and send emails through Gmail in headless environments without local credential setup, ensuring secure credential storage separation. Suitable for applications requiring focused Gmail functionality without reliance on additional Google services. - **[mcp-unipile](https://github.com/honeybluesky/mcp-unipile)** - Access messages across multiple messaging platforms including Mobile, Mail, WhatsApp, LinkedIn, Slack, Twitter, Telegram, Instagram, and Messenger through a standardized interface for integration with AI models. - **[Gmail MCP (optional integration with Google Calendar)](https://github.com/bastienchabal/gmail-mcp)** - Integrate with Gmail and Google Calendar to analyze email conversations, generate context-aware replies, and detect calendar events from email content. Utilize advanced search capabilities to navigate through email history efficiently. - **[Instantly API Server](https://github.com/bcharleson/Instantly-MCP)** - Provides access to email campaign management, lead management, and analytics through the Instantly API, allowing for effective email outreach and account management. Supports functionalities like email handling, verification, and blocklist management. - **[Gmail MCP Server](https://github.com/cablate/mcp-google-gmail)** - Integrate Gmail with advanced filtering and automation to read, search, and process emails and attachments. Enhance email management tasks through seamless connectivity with LLMs. - **[Email Processing Server](https://github.com/Cam10001110101/mcp-server-outlook-email)** - Process and manage Outlook emails with capabilities for storage, search, and analysis. Features include date range filtering, semantic search through vector embeddings, and support for summarization and automatic categorization. - **[Mac Messages Bridge](https://github.com/carterlasalle/mac_messages_mcp)** - Interact with the macOS Messages app to read recent messages, filter them by contact, and send messages via iMessage through a simple API interface. - **[Gmail MCP Server by CData](https://github.com/CDataSoftware/gmail-mcp-server-by-cdata)** - Enable querying of live Gmail data through a read-only MCP interface using natural language, making Gmail data accessible as relational models via the CData JDBC Driver. - **[Telegram MCP server](https://github.com/chaindead/telegram-mcp)** - Connects AI assistants to the Telegram API for seamless interaction. Enables retrieval of user data, management of dialogs, and interaction with messages. - **[Telegram MCP Server](https://github.com/chigwell/telegram-mcp)** - Interact with Telegram chats by retrieving chat lists, fetching messages, and sending messages through MCP-compatible hosts. Compatible with AI models, allowing seamless integration with Telegram functionalities. - **[Inbox MCP](https://github.com/darinkishore/Inbox-MCP)** - Automate email management by organizing, triaging, and batch-processing emails from multiple providers such as Gmail, Outlook, and iCloud using conversational commands. The server streamlines workflows and reduces cognitive load with tools that generate easily parsable XML responses for seamless integration. - **[Email sending (used by Deploya.dev)](https://github.com/deploya-labs/mcp-resend)** - Compose and send emails directly from LLM applications using Resend's API, facilitating seamless email communication without manual copying and pasting of content. - **[Twilio Messaging](https://github.com/deshartman/twilio-messaging-mcp-server)** - Send SMS messages using the Twilio API and receive status callbacks for enhanced message management. Integrate seamlessly with LLM applications like Claude AI through the Model Context Protocol (MCP). - **[Slack Integration Server](https://github.com/dev-palboksoft/kimpalbok-slack-mcp-server)** - Enables interaction with Slack workspaces, allowing users to list channels, post messages, reply to threads, add reactions, and retrieve user and message information. - **[MCP Telegram](https://github.com/dryeab/mcp-telegram)** - Connects Large Language Models to Telegram for sending, editing, and managing messages. Facilitates automation of messaging, searching, and media handling within the Telegram platform. - **[IMAP Netflix Household Automation](https://github.com/ducphu0ng/imap-netflix-household-automation)** - Automates the process of accepting Netflix household primary location verification emails by monitoring emails via IMAP. It requires minimal configuration and can operate on devices like a Raspberry Pi using Docker. - **[SmileAPI Messaging Server](https://github.com/edupoli/smileapi-mcp)** - Enables seamless integration of messaging capabilities into applications through the SmileAPI, facilitating the sending of text, images, videos, audio, and documents. Leverages pre-built tools to enhance communication workflows. - **[systemprompt-mcp-gmail](https://github.com/Ejb503/systemprompt-mcp-gmail)** - Facilitates interaction with Gmail accounts, enabling functionalities such as searching, reading, deleting, and sending emails through an AI agent. - **[hash2GO Telegram Mini App](https://github.com/elinmaks/hash2GO-telegram-app)** - Telegram mini application for mining activities, enabling users to manage and interact with mining operations directly within the Telegram platform. Provides an integrated interface to streamline mining management and enhance user engagement. - **[Google Workspace MCP Server](https://github.com/epaproditus/google-workspace-mcp-server)** - Interact with Gmail and Calendar APIs to manage emails and calendar events programmatically. Perform actions such as listing, searching, sending, and modifying emails, as well as creating, updating, and deleting calendar events. - **[Google Workspace Server - No Calendar Deletion](https://github.com/erickva/google-workspace-mcp-server-no-calendar-deletetion)** - Manage emails and calendar events programmatically through a unified interface, interacting with Gmail and Calendar APIs to automate tasks. Support for listing, searching, and sending emails, as well as listing and modifying calendar events is included. - **[Inbox Zero](https://github.com/elie222/inbox-zero)** - Manage emails effectively with an AI assistant that automates various tasks related to inbox organization and communication. Integrates into environments like Cursor and Claude Desktop for enhanced email management. - **[Gemini Data Analysis & Research](https://github.com/falahgs/Gemini-Data-Analysis-Research-MCP-Server)** - Analyze datasets, generate research papers, and automate email delivery using advanced AI capabilities. Provides detailed data analysis, insights, and reporting directly from data files. - **[Gemini Email Subject Generator](https://github.com/falahgs/Gemini-Email-Subject-Generator-MCP)** - Generates engaging email subjects and facilitates detailed content creation using Google's Gemini Flash 2 model. It supports dynamic subject generation, HTML and plain text content, and image attachments, along with secure authentication and error handling. - **[SendGrid MCP Server](https://github.com/Garoth/sendgrid-mcp)** - Access SendGrid's Marketing API for managing email marketing campaigns and handling contact lists, including the creation of email templates and sending emails to specified lists. - **[ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp)** - Send real-time notifications to devices using the ntfy service, enabling updates on task completion, errors, or milestones. Supports smart features like clickable URLs and rich markdown formatting for notifications from public or self-hosted ntfy servers with secure token authentication. - **[DingDing Bot Server](https://github.com/HundunOnline/mcp-dingdingbot-server)** - Send various types of messages to DingDing group chats including text, markdown, images, news, and template cards. Supports file uploads and includes signature verification for security. - **[Teams Server](https://github.com/InditexTech/mcp-teams-server)** - Integrates Microsoft Teams to facilitate advanced messaging capabilities, enabling users to read, create, and reply to messages while managing team interactions. Automates message handling and user mentions to improve communication efficiency. - **[Google Workspace Server](https://github.com/j3k0/mcp-google-workspace)** - Interact with Gmail and Google Calendar through a unified protocol, enabling advanced email management and calendar event handling across multiple Google accounts. - **[Gmail Server](https://github.com/jasonsum/gmail-mcp-server)** - Integrate with Gmail to send, read, and organize emails while ensuring user consent for actions. Capable of managing email drafts and responses, enhancing the overall email experience within applications. - **[WhatsApp MCP Server](https://github.com/jaw9c/mcp-whatsapp)** - Search and manage personal WhatsApp messages, handle contacts, and send messages to individuals or groups. Connects directly to the personal WhatsApp account via the Web multi-device API, ensuring data remains local and secure while interacting with AI models. - **[Google Toolbox](https://github.com/jikime/py-mcp-google-toolbox)** - Integrate with Google services to manage emails, calendar events, perform file searches, and conduct web searches through a unified interface. - **[WhatsApp MCP Server](https://github.com/jlucaso1/whatsapp-mcp-ts)** - Connects personal WhatsApp accounts to AI agents, enabling the search of messages, contacts, and recent chats. Supports sending messages to individuals or groups and retrieving message history for specific chats. - **[Gmail](https://github.com/jmonsellier/gmail-mcp-server)** - Integrate with Gmail to send, manage, and read emails while ensuring user prompts for email actions. - **[Python Apple MCP](https://github.com/jxnl/python-apple-mcp)** - Interact with macOS applications using AppleScript to automate tasks across various native apps such as Contacts, Notes, Mail, Messages, Reminders, Calendar, and Maps. Provides asynchronous operations and type-safe interfaces for efficient application interactions. - **[Google Workspace Server](https://github.com/KaranThink41/Google_chat_mcp_server)** - Manage emails and calendar events through a unified interface, enabling programmatic interaction with Gmail and Calendar APIs to automate tasks and improve workflow efficiency. - **[Devin AI Slack Integration Server](https://github.com/kazuph/mcp-devin)** - Integrate Devin AI sessions with Slack for automated task posting, maintaining context in conversations, and managing session information efficiently. Facilitates communication between Devin AI and Slack threads while providing session details and task updates. - **[Gmail GAS](https://github.com/kazuph/mcp-gmail-gas)** - Integrates Gmail with AI models using Google Apps Script to facilitate interactions with Gmail accounts. Enables functionalities such as reading emails, sending messages, and managing inboxes through the Model Context Protocol. - **[Slack Server](https://github.com/lance2016/mcp_weather)** - Seamlessly interact with Slack workspaces by listing channels, posting messages, replying to threads, adding reactions, and retrieving user and message information. Automate communication workflows and enhance collaboration within applications. - **[MailPace MCP Server](https://github.com/mailpace/mailpace-mcp)** - Send emails using MailPace's transactional email API, enabling seamless integration of email capabilities into applications. - **[Gmail MCP Server](https://github.com/MaitreyaM/Gmail-mcp-server)** - Send emails through Gmail's SMTP server and manage attachments from various sources including local files, URLs, and pre-staged directories. Fetch recent emails and integrate them into workflows, supporting automation with AI agents. - **[Mailgun MCP Server](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun's email services by sending emails, retrieving statistics, and visualizing email data. Provides seamless integration with AI clients for enhanced email capabilities. - **[mcp-whatsapp-web](https://github.com/mario-andreschak/mcp-whatsapp-web)** - Provides integration with WhatsApp Web for reading messages, searching contacts, and sending both text and media files. Facilitates interaction with personal WhatsApp data and messages through a TypeScript implementation. - **[Google Workspace Integration](https://github.com/MarkusPfundstein/mcp-gsuite)** - Interact with Gmail and Google Calendar to manage multiple Google accounts, search and compose emails, and handle calendar events. - **[Hunter.io Email Finder and Verifier](https://github.com/Meerkats-Ai/hunter-io-mcp-server)** - Find and verify email addresses using provided domain and name information, ensuring reliable email data for outreach purposes through the Hunter.io API. - **[Prospeo Email and LinkedIn Enrichment Server](https://github.com/Meerkats-Ai/prospeo-mcp-server)** - Integrates with the Prospeo API for email finding and LinkedIn profile enrichment, enabling the retrieval of work emails using name and company data, discovering emails linked to specific domains, and enriching person data from LinkedIn URLs. - **[Email Automation Server](https://github.com/mhazarabad/email-mcp)** - Automates email operations by sending emails and searching mailboxes using SMTP and IMAP protocols. Supports integration with various email providers, including Gmail, for efficient email management within applications. - **[WhatsApp MCP Server](https://github.com/msaelices/whatsapp-mcp-server)** - Enable interaction with WhatsApp Business API to send messages, manage groups, and handle chat functionalities using a Model Context Protocol interface. - **[Gmail Notes Server](https://github.com/mundume/gmail-mcp)** - Create and manage notes with a simple interface while utilizing LLM capabilities for summarization. Supports creating new notes and accessing existing notes through URIs with associated metadata. - **[MyMCP Server](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol)** - Integrate various tools for enhanced development workflows, including managing emails, calendars, and research tasks. It provides functionalities for development tools, data fetching, and leveraging academic resources. - **[MyMCP Server](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol)** - Integrates various tools and services for AI-powered workflows, facilitating interaction with email, calendars, development tools, and research resources. - **[IMAP Server](https://github.com/non-dirty/imap-mcp)** - Manage emails by browsing and searching through inboxes, organizing messages, composing replies, and learning user preferences. Automate email summarization and categorization for enhanced productivity. - **[Outlook MCP Server](https://github.com/Norcim133/OutlookMCPServer)** - Provide access to Microsoft 365 mail and calendar through the Microsoft Graph API, enabling users to compose, respond, sort, search, and analyze their inbox. Integration facilitates productivity by connecting Outlook data to AI workflows. - **[AWS SES Email Sender](https://github.com/omd01/aws-ses-mcp)** - Send emails directly using AWS SES with support for plain text and HTML formats, CC, BCC, and customizable sender addresses. Includes features for reply-to addresses, full logging, and email scheduling capabilities. - **[RelatedChat](https://github.com/paso0129/Messenger)** - An open-source messaging platform that supports direct and channel chats, media sharing, and real-time conversation views across various devices. It uses a single backend server with GraphQLite to facilitate seamless communication without backend programming requirements. - **[Resend Email Service](https://github.com/pontusab/resend-mcp)** - Send emails using the Resend email service through a standardized Model Context Protocol interface. The server supports TypeScript and requires a Resend API key for operation. - **[Telegram Messaging Server](https://github.com/prem-research/telegram-mcp)** - Interact with Telegram by programmatically accessing unread messages, managing session data, and sending messages. Facilitate automation and integration with various Telegram entities using simple functions. - **[PhonePi](https://github.com/priyankark/phonepi-mcp)** - Transform a mobile phone into a toolbox for AI assistants using natural language commands, enabling tasks such as managing contacts, sending messages, and controlling phone settings. - **[Telegram Communicator](https://github.com/qpd-v/mcp-communicator-telegram)** - Enables communication with users through Telegram bots, facilitating interactions such as asking questions, sending notifications, and sharing files. Supports asynchronous response handling and reply-based message tracking. - **[Gmail Integration Server](https://github.com/Quantum-369/Gmail-mcp-server)** - Interact with Gmail APIs to read, send, and manage emails programmatically, featuring advanced search capabilities and real-time monitoring across multiple accounts. - **[Gmail Integration Server](https://github.com/Quantum-369/Gmail-mcp-server)** - Integrate with Gmail to programmatically read, send, and manage emails, including handling attachments and searching through email content. Offers real-time monitoring and support for multiple Gmail accounts. - **[blastengine-mailer](https://github.com/r3-yamauchi/mcp-server-blastengine-mailer)** - Send emails using an integrated email system that utilizes the Model Context Protocol for seamless email capabilities in applications. - **[Gmail AutoAuth Server](https://github.com/raghavared/gmail-mcp)** - Manage Gmail through natural language interactions, enabling email sending, reading, searching, and organization. Perform comprehensive label management and batch operations with automatic OAuth2 authentication support. - **[Mailtrap Send Email ](https://github.com/railsware/mailtrap-mcp)** - Sends transactional emails through Mailtrap using the MCP protocol. Configurable with API tokens and sender email addresses for integration with applications. - **[Email sending server](https://github.com/resend/mcp-send-email)** - Send emails directly from LLM applications using Resend's API, facilitating the composition and dispatch of both plain text and HTML emails. Supports scheduling emails, adding CC/BCC recipients, and configuring reply-to addresses. - **[Email sending](https://github.com/resend/mcp-send-email)** - Compose and send emails using Resend's API, allowing integration with LLM applications for seamless email communication. Supports features like scheduling, CC/BCC recipients, and customizable reply-to addresses. - **[Google Workspace Server](https://github.com/rishipradeep-think41/gsuite-mcp)** - Manage emails and calendar events through a unified interface by interacting with Gmail and Calendar APIs. Automate tasks such as sending emails and scheduling events programmatically. - **[Notmuch Sendmail](https://github.com/runekaagaard/mcp-notmuch-sendmail)** - Connects to a notmuch email database to facilitate searching, composing, and managing emails with markdown and LaTeX styling. Supports smart deduplication of replies and clean text formatting for email conversations. - **[Signal Integration](https://github.com/rymurr/signal-mcp)** - Send and receive messages via the Signal messaging platform, enabling AI agents to handle communication seamlessly. Supports both individual and group messaging with asynchronous operations and detailed logging for efficient message management. - **[SMTP Email Server](https://github.com/samihalawa/mcp-server-smtp)** - Send and manage emails using multiple SMTP configurations, create and utilize reusable email templates, and perform bulk email sending with comprehensive logging and dynamic content support. - **[Messenger Phishing Detection](https://github.com/seoksik/Messenger-phishing-detection)** - Predicts and prevents messenger phishing attacks through AI-based analysis of chat content, providing real-time alerts to users when phishing is detected, aimed at reducing financial loss and personal data breaches. - **[Gmail MCP](https://github.com/shinzo-labs/gmail-mcp)** - Manage emails through a wide range of tools for drafting, sending, retrieving, and organizing messages with complete Gmail API coverage, including label and thread management. - **[Email Server](https://github.com/Shy2593666979/mcp-server-email)** - Compose and send emails with support for multiple recipients and attachments. The server also allows for searching files within specified directories using pattern matching, ensuring secure email transmission via SMTP. - **[Telegram MCP server](https://github.com/sparfenyuk/mcp-telegram)** - Connects AI assistants to Telegram, providing tools to access and manage chats and messages. Enables functionalities like summarizing unread messages and automating interactions. - **[Microsoft 365 Integration Server](https://github.com/Softeria/ms-365-mcp-server)** - Enables interaction with Microsoft 365 services through the Graph API, allowing management of Excel files, calendar events, emails, and OneDrive files securely using the Microsoft Authentication Library. - **[Outlook Tool](https://github.com/syedazharmbnr1/claude-outlook-mcp)** - Interacts with Microsoft Outlook to manage emails, calendar events, and contacts directly. Users can read, send, and search emails, create calendar events, and list or search contacts. - **[Instagram Direct Messages Server](https://github.com/taskmaster-ai/insta-mcp)** - Read and send Instagram direct messages, access detailed thread information, and manage Instagram DM functionalities. Supports health monitoring and various authentication methods for seamless operation. - **[Buttondown API Integration](https://github.com/The-Focus-AI/buttondown-mcp)** - Manage newsletters with a TypeScript integration that provides email draft management, scheduling, and analytics retrieval through a CLI and an MCP server. - **[Enhanced Gmail Server](https://github.com/theposch/gmail-mcp)** - Manage Gmail effortlessly with commands for sending, reading, organizing, and searching emails, alongside managing drafts and labels. Automate filtering and streamline workflow with a comprehensive Gmail integration. - **[Google MCP](https://github.com/vakharwalad23/google-mcp)** - Integrate Google services such as Gmail and Calendar to enhance AI capabilities. Manage emails, schedule events, and automate workflows directly within the AI interface. - **[Gmail Integration](https://github.com/vinayak-mehta/gmail-mcp)** - Connects to Gmail accounts to search for specific emails and retrieve full email content, facilitating streamlined email management through simple commands. - **[WATI WhatsApp MCP Server](https://github.com/wati-io/whatsapp-api-mcp-server)** - Enable interaction with a WhatsApp account via AI agents, allowing searches for contacts, reading messages, and sending both text and media files. Supports the use of interactive buttons and media handling through the Wati API for secure communication. - **[Apple MCP Tools](https://github.com/wearesage/mcp-apple)** - Facilitate interactions between AI assistants and various Apple applications for tasks like searching, creating, and managing data. Enable operations across Contacts, Notes, Messages, Mail, Reminders, Calendar, and Maps using a unified protocol. - **[Remote MCP Server](https://github.com/WilliamSuiself/remote-mcp)** - A remote MCP server utilizing Cloudflare Workers to provide APIs for Gmail and Google Calendar functionalities. It manages OAuth2 authentication and uses Durable Objects for state management. - **[Twilio WhatsApp Messaging Server](https://github.com/wubbyweb/mcp-generated)** - Send WhatsApp messages programmatically using the Twilio API through a FastMCP server interface. Secure configuration of Twilio credentials is supported along with a basic test script for interaction. - **[Twilio MCP Server](https://github.com/YiyangLi/sms-mcp-server)** - Send SMS and MMS messages using Twilio with pre-built prompts for common messaging scenarios while ensuring secure handling of Twilio credentials. - **[Gmail API Integration Server](https://github.com/zacco16/gmail-mcp-server)** - Integrate with Gmail services to perform email operations, manage drafts, and handle calendar events. Streamline workflows with functionality for advanced email filtering and event management. - **[Personal Assistant Agent](https://github.com/zhangzhongnan928/mcp-pa-ai-agent)** - Manage calendar events, track tasks and to-dos, read and send emails, search the web for information, and control smart home devices. - **[OpenIM Server](https://github.com/zhqiang-li/open-im-server)** - Provides real-time messaging capabilities for applications, supporting high performance and scalability. It enables integration with various platforms and offers rich messaging features to enhance user engagement. - **[Email Management Interface](https://github.com/ZilongXue/claude-post)** - Manage emails through natural language conversations, enabling functionalities such as searching, reading, and sending emails securely. The server supports features like CC recipients and daily email statistics. ## Scheduling and Calendars - **[G Suite Integration](https://github.com/alBERT-launcher/mcp-gsuite)** - Interact with Google products such as Gmail and Calendar, supporting functionalities like retrieving emails, managing drafts, and querying calendar events. - **[G Suite Integration](https://github.com/alBERT-launcher/mcp-gsuite)** - Interact with Google products, specifically Gmail and Calendar, to manage emails and calendar events across multiple Google accounts. - **[Google Calendar Integration Server](https://github.com/am2rican5/mcp-google-calendar)** - Integrate with Google Calendar to manage events such as creation, reading, updating, and deletion. Authenticate using OAuth 2.0 and receive real-time updates via Server-Sent Events. - **[Outlook Meetings Scheduler](https://github.com/anoopt/outlook-meetings-scheduler-mcp-server)** - Schedule and manage Microsoft Outlook calendar events using Microsoft Graph API. Create, update, list, and delete meetings, as well as find attendees and integrate with other MCP servers. - **[Gmail MCP (optional integration with Google Calendar)](https://github.com/bastienchabal/gmail-mcp)** - Integrate with Gmail and Google Calendar to analyze email conversations, generate context-aware replies, and detect calendar events from email content. Utilize advanced search capabilities to navigate through email history efficiently. - **[Datetime Note Storage Server](https://github.com/bossjones/datetime-mcp-server)** - Provides datetime information and simple note management functionalities, including current time, date formatting, and event scheduling prompts. - **[Calendar Tools](https://github.com/cablate/mcp-google-calendar)** - Manage calendar events by creating, listing, updating, and deleting them efficiently. - **[Google Calendar MCP Server by CData](https://github.com/CDataSoftware/google-calendars-mcp-server-by-cdata)** - Query live Google Calendar data through a read-only interface using natural language. Retrieve calendar events and related information seamlessly integrated into AI workflows. - **[Google Meet MCP Server](https://github.com/cool-man-vk/google-meet-mcp-server)** - Interact with Google Meet programmatically by creating, managing, and retrieving meetings through the Google Calendar API for streamlined scheduling tasks. - **[Google Calendar Server](https://github.com/deciduus/calendar-mcp)** - Integrate with the Google Calendar API for calendar management and scheduling through natural language processing. Perform operations such as listing, creating, updating, and deleting events with OAuth 2.0 authentication. - **[Microsoft 365 Bookings](https://github.com/DynamicEndpoints/m365-bookings-mcp)** - Interact with Microsoft Bookings through the Microsoft Graph API for managing bookings, staff, services, and appointments. Enhance scheduling capabilities with tools designed for efficiency and ease of use. - **[Google Workspace MCP Server](https://github.com/epaproditus/google-workspace-mcp-server)** - Interact with Gmail and Calendar APIs to manage emails and calendar events programmatically. Perform actions such as listing, searching, sending, and modifying emails, as well as creating, updating, and deleting calendar events. - **[Google Workspace Server - No Calendar Deletion](https://github.com/erickva/google-workspace-mcp-server-no-calendar-deletetion)** - Manage emails and calendar events programmatically through a unified interface, interacting with Gmail and Calendar APIs to automate tasks. Support for listing, searching, and sending emails, as well as listing and modifying calendar events is included. - **[Calendar AutoAuth Server](https://github.com/GongRzhe/Calendar-Autoauth-MCP-Server)** - Integrates Google Calendar for managing events through natural language interactions with automatic authentication support. - **[Google Calendar Integration](https://github.com/ITworkonline/GoogleCalendarMCP)** - Manage Google Calendar events by creating and customizing event details including time, location, and attendees. Streamline scheduling processes and integrate calendar functionalities into applications. - **[Google Workspace Server](https://github.com/j3k0/mcp-google-workspace)** - Interact with Gmail and Google Calendar through a unified protocol, enabling advanced email management and calendar event handling across multiple Google accounts. - **[Zoom Meeting Scheduler](https://github.com/JavaProgrammerLB/zoom-mcp-server)** - Schedule Zoom meetings using AI assistance to simplify the setup process. Manage meeting listings, create new meetings, and delete existing ones directly through commands. - **[Time Server](https://github.com/jharkins/mcp-time-srv)** - Provides accurate current time information and timezone conversions. Queries can be made for the current time in any IANA timezone and for converting times between different timezones. - **[Google Toolbox](https://github.com/jikime/py-mcp-google-toolbox)** - Integrate with Google services to manage emails, calendar events, perform file searches, and conduct web searches through a unified interface. - **[Python Apple MCP](https://github.com/jxnl/python-apple-mcp)** - Interact with macOS applications using AppleScript to automate tasks across various native apps such as Contacts, Notes, Mail, Messages, Reminders, Calendar, and Maps. Provides asynchronous operations and type-safe interfaces for efficient application interactions. - **[Google Workspace Server](https://github.com/KaranThink41/Google_chat_mcp_server)** - Manage emails and calendar events through a unified interface, enabling programmatic interaction with Gmail and Calendar APIs to automate tasks and improve workflow efficiency. - **[Google Workspace Integration](https://github.com/MarkusPfundstein/mcp-gsuite)** - Interact with Gmail and Google Calendar to manage multiple Google accounts, search and compose emails, and handle calendar events. - **[Meeting BaaS](https://github.com/Meeting-BaaS/meeting-mcp)** - Manage meeting data including transcripts, recordings, and calendar events while providing search functionality for easy organization and retrieval. - **[Outlook Calendar Tool](https://github.com/merajmehrabi/Outlook_Calendar_MCP)** - Manage and access Microsoft Outlook calendar events, including viewing, creating, and updating events. Provides functionality for finding optimal meeting times and supporting multiple calendars within the Outlook profile. - **[Cal.com Calendar Integration](https://github.com/mumunha/cal_dot_com_mcpserver)** - Integrates with the Cal.com Calendar API to manage calendar appointments, enabling users to schedule, update, delete, and list appointments efficiently. - **[MyMCP Server](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol)** - Integrates various tools and services for AI-powered workflows, facilitating interaction with email, calendars, development tools, and research resources. - **[Outlook MCP Server](https://github.com/Norcim133/OutlookMCPServer)** - Provide access to Microsoft 365 mail and calendar through the Microsoft Graph API, enabling users to compose, respond, sort, search, and analyze their inbox. Integration facilitates productivity by connecting Outlook data to AI workflows. - **[Google Calendar](https://github.com/nspady/google-calendar-mcp)** - Integrates with Google Calendar to manage events, enabling functionalities such as reading, creating, updating, and searching for calendar events through a standardized interface. - **[DateTime Server](https://github.com/odgrim/mcp-datetime)** - Provides datetime and timezone information for AI agents and chat interfaces, enabling access to the current time, listing available timezones, and retrieving timezone-specific data. - **[iCal Server](https://github.com/Omar-V2/mcp-ical)** - Transform calendar management on macOS into a conversational experience using natural language to check schedules and manage events. - **[TaskaDoo](https://github.com/powolnik/TaskaDoo)** - Enhance daily motivation and organization through voice and text inputs to plan tasks, create routines, and send reminders. - **[Calendar AutoAuth Server](https://github.com/raghavared/calendar-mcp)** - Manage Google Calendar events using natural language commands, enabling users to create, update, list, and delete events with automatic OAuth2 authentication. It offers seamless integration with the Google Calendar API for efficient event management. - **[Google Calendar Integration](https://github.com/rishipradeep-think41/google-calendar-mcp)** - Manage events, retrieve calendar data, and automate scheduling tasks through Google Calendar. Facilitate seamless interaction with calendar functionalities using a standardized protocol. - **[Google Workspace Server](https://github.com/rishipradeep-think41/gsuite-mcp)** - Manage emails and calendar events through a unified interface by interacting with Gmail and Calendar APIs. Automate tasks such as sending emails and scheduling events programmatically. - **[Time MCP Server](https://github.com/samay58/time-mcp)** - Provides real-time, timezone-aware date and time information. Integrates seamlessly with Claude AI to retrieve the current time in any IANA timezone via simple JSON responses. - **[Time Server](https://github.com/SecretiveShell/MCP-timeserver)** - Provides current date and time information across various timezones using a datetime URI scheme, and offers a tool for retrieving the local system time. - **[Apple Calendars](https://github.com/shadowfax92/apple-calendar-mcp)** - Interact with Apple Calendars by accessing, creating, updating, and deleting calendar events through a standardized interface on macOS. - **[Hotel Date Picker](https://github.com/Soho-Spring/vue3-datapicker)** - A responsive date range picker for Vue.js that facilitates effortless selection of date ranges with features like customizable check-in/check-out rules and localization support. It displays the number of nights selected and offers a user-friendly interface. - **[Microsoft 365 Integration Server](https://github.com/Softeria/ms-365-mcp-server)** - Enables interaction with Microsoft 365 services through the Graph API, allowing management of Excel files, calendar events, emails, and OneDrive files securely using the Microsoft Authentication Library. - **[Outlook Tool](https://github.com/syedazharmbnr1/claude-outlook-mcp)** - Interacts with Microsoft Outlook to manage emails, calendar events, and contacts directly. Users can read, send, and search emails, create calendar events, and list or search contacts. - **[Google Calendar Integration](https://github.com/takumi0706/google-calendar-mcp)** - Integrate with Google Calendar to manage events using natural language commands, enabling the creation, updating, and deletion of calendar events. Supports recurring events through designated parameters for enhanced scheduling flexibility. - **[Google Calendar](https://github.com/thisnick/google-calendar-mcp)** - Manage Google Calendar events by creating, modifying, and accessing scheduled items through MCP URIs. Features include structured event data handling and tools for generating calendar insights and listing upcoming events. - **[Google Calendar](https://github.com/v-3/google-calendar)** - Manage events and find available time slots in Google Calendar, enabling users to create and list meetings efficiently. - **[Google MCP](https://github.com/vakharwalad23/google-mcp)** - Integrate Google services such as Gmail and Calendar to enhance AI capabilities. Manage emails, schedule events, and automate workflows directly within the AI interface. - **[Meeting Scheduler](https://github.com/watanka/schedulia-mcp)** - Manage meeting schedules and send or respond to meeting requests while integrating with external calendars like Google Calendar. Provide an intuitive interface for organizing and tracking appointments. - **[Apple MCP Tools](https://github.com/wearesage/mcp-apple)** - Facilitate interactions between AI assistants and various Apple applications for tasks like searching, creating, and managing data. Enable operations across Contacts, Notes, Messages, Mail, Reminders, Calendar, and Maps using a unified protocol. - **[Remote MCP Server](https://github.com/WilliamSuiself/remote-mcp)** - A remote MCP server utilizing Cloudflare Workers to provide APIs for Gmail and Google Calendar functionalities. It manages OAuth2 authentication and uses Durable Objects for state management. - **[DingTalk Bot Server V2](https://github.com/wllcnm/dingding_mcp_v2)** - Interact with DingTalk to send messages, access user and conversation information, and query calendar events, enabling seamless integration of DingTalk functionalities into applications. - **[Time MCP Server](https://github.com/yokingma/time-mcp)** - Provides time awareness functionalities, including accessing the current time, converting between timezones, and generating timestamps. - **[Gmail API Integration Server](https://github.com/zacco16/gmail-mcp-server)** - Integrate with Gmail services to perform email operations, manage drafts, and handle calendar events. Streamline workflows with functionality for advanced email filtering and event management. - **[Datetime Formatting Server](https://github.com/ZeparHyfar/mcp-datetime)** - Generates datetime strings in various formats suitable for integration with applications. It is optimized for use with the Claude Desktop Application. - **[Personal Assistant Agent](https://github.com/zhangzhongnan928/mcp-pa-ai-agent)** - Manage calendar events, track tasks and to-dos, read and send emails, search the web for information, and control smart home devices. ## Document Processing - **[Content Summarizer Server](https://github.com/0xshellming/mcp-summarizer)** - The Content Summarizer Server helps users create brief summaries of various types of written content using advanced AI technology. It simplifies complex materials into easy-to-understand summaries, making it easier to grasp key ideas quickly. - **[PowerPoint Presentation Automation Server](https://github.com/1282saa/ppt_se)** - The PowerPoint Presentation Automation Server allows users to easily create and edit PowerPoint presentations using Python. It streamlines the process of generating slides and incorporating various elements like text, images, and charts, making it accessible for AI models and other applications. - **[PowerPoint Presentation Automation Server](https://github.com/1282saa/ppt_se)** - The PowerPoint Presentation Automation Server enables users to automatically create and manage PowerPoint presentations through a simple API. It allows for generating new slides, editing existing presentations, and adding various content elements like text, images, and charts. - **[PowerPoint Presentation Automation Server](https://github.com/1282saa/ppt)** - The PowerPoint Presentation Automation Server allows users to create and edit PowerPoint presentations automatically. It provides an easy way to generate slides, add content, and customize designs through simple API calls or natural language commands. - **[Markdown to PDF Converter](https://github.com/2b3pro/markdown2pdf-mcp)** - This server converts Markdown documents into PDF files, allowing for customizable styles and syntax highlighting for code blocks. It provides an easy way to generate well-formatted PDFs from text-based Markdown content. - **[FiveM Documentation](https://github.com/BearCNR/fivem-docs)** - FiveM Documentation is a resource hub that provides guides and reference materials for developers working with FiveM, a multiplayer modification framework for Grand Theft Auto V. It aims to assist users in creating and managing their FiveM servers effectively. - **[File Parser](https://github.com/302ai/302_file_parser_mcp)** - The File Parser MCP Server helps you read, modify, and manage files easily. It simplifies the process of file handling, allowing developers to focus on building their applications without getting bogged down in the complexities of dealing with different file types. - **[Zotero MCP](https://github.com/54yyyu/zotero-mcp)** - Zotero MCP allows you to link your Zotero research library with AI assistants, enabling you to discuss academic papers, receive summaries, and analyze citations for better research productivity. - **[Google Docs Server](https://github.com/a-bonus/google-docs-mcp)** - Connect to Google Docs for reading and appending text to documents programmatically, enabling automated workflows and document interaction through AI assistants. - **[Atlassian Confluence Integration](https://github.com/aashari/mcp-server-atlassian-confluence)** - Connects AI systems to Atlassian Confluence, providing real-time access to organizational knowledge bases. Enables retrieval, searching, and management of Confluence content seamlessly within AI applications. - **[Video Convert](https://github.com/adamanz/mcp-video-converter)** - Convert video, audio, and image files between various formats using FFmpeg. Check for FFmpeg installation and retrieve information on supported file formats for conversion. - **[MCP Video Converter](https://github.com/adamanz/mcp-video-converter)** - Automates video, audio, and image file conversions between various formats and checks for FFmpeg installation. Supports multiple media formats for input and output, facilitating seamless media file management. - **[Google Workspace Server](https://github.com/adexltd/mcp-google-suite)** - Enable interaction with Google Workspace services such as Drive, Docs, and Sheets for operations including file searching, folder creation, document management, and spreadsheet manipulation. Flexible integration is supported through multiple transport modes compatible with MCP clients. - **[Google Workspace Server](https://github.com/adexltd/mcp-google-suite)** - Enables seamless interaction with Google Workspace services, facilitating file management, document creation, and spreadsheet operations through a unified interface. - **[LanceDB](https://github.com/adiom-data/lance-mcp)** - Interact with on-disk documents through retrieval-augmented generation (RAG) and hybrid search capabilities in LanceDB. - **[Agentset MCP Server](https://github.com/agentset-ai/mcp-server)** - Build intelligent, document-based applications with integrated data retrieval capabilities, leveraging Retrieval-Augmented Generation (RAG) methodologies. - **[Automated Medical Coding](https://github.com/ahmedjemaa-tech/medical-coding-reproducibility)** - Automates the process of assigning diagnosis and procedure codes from electronic health records. Utilizes advanced models to improve accuracy and efficiency in medical coding tasks, with tools and datasets from MIMIC-III and MIMIC-IV. - **[MCP Development Framework](https://github.com/aigo666/mcp-framework)** - Create custom tools to interact with large language models, facilitating web content fetching and processing of various document formats including PDF, Word, and Excel. Supports advanced features such as OCR for image content in documents and enhances workflow automation. - **[Neurolora Code Collector](https://github.com/aindreyway/mcp-server-neurolora-p)** - Collects and documents code from projects into markdown, providing tools for code analysis and documentation. - **[Knowledge Graph Server](https://github.com/aiuluna/knowledge-graph-mcp)** - Manage, analyze, and visualize knowledge graphs with support for various graph types, including ontologies and timelines. Integrate effectively with MCP-compatible AI assistants to query and manipulate knowledge graph data while tracking resource management and version status. - **[Wiki MCP Server](https://github.com/albertshao/wiki_mcp_server)** - Manage Confluence wiki pages by creating, updating, deleting, and searching them through a unified interface. Automatically selects the relevant knowledge base based on user queries to enhance content management efficiency. - **[Solana Docs Server](https://github.com/aldrin-labs/solana-docs-mcp-server)** - TypeScript-based MCP server that provides a system for creating and managing text notes, allowing access to notes via URIs along with metadata. It includes functionality for generating summaries of notes and listing note resources. - **[Documentation Management Service](https://github.com/alekspetrov/mcp-docs-service)** - Manage markdown documentation by creating, reading, updating, and deleting files while analyzing their health and improving quality. Enhance AI assistants' interactions with documentation through natural language processing capabilities. - **[Document Operations Server](https://github.com/alejandroBallesterosC/document-edit-mcp)** - Facilitates document manipulation across Microsoft Word, Excel, and PDF formats, enabling editing, creation, and conversion of various document types seamlessly. - **[Chat Logger](https://github.com/AlexiFeng/MCP_Chat_Logger)** - Logs chat history in a formatted Markdown file, complete with timestamps for each message. It allows customization of save directories and differentiates conversations using session IDs. - **[Docusaurus Static Site Generator](https://github.com/anewkim/docusaurus)** - Generate and deploy modern static websites efficiently, with features for live reloading during development and seamless deployment to GitHub Pages or other static hosting services. Provides an extensible framework for website management and content generation. - **[Windows Website Downloader](https://github.com/angrysky56/mcp-windows-website-downloader)** - Downloads websites and their associated assets while maintaining a navigable structure. Prepares content for retrieval-augmented generation (RAG) indexing, creating organized folders and indexes for each site downloaded. - **[Obsidian Omnisearch](https://github.com/anpigon/mcp-server-obsidian-omnisearch)** - Programmatically search through notes stored in an Obsidian vault using a REST API, returning absolute paths to matching notes for easy integration with other services. It enhances the note-taking experience by leveraging advanced search capabilities. - **[Context7](https://github.com/antonioevans/context7)** - Fetches up-to-date, version-specific code documentation and examples from source libraries to enhance prompts, reducing reliance on outdated code and inaccurate APIs. Integrates real-time library documentation into LLM context to improve coding accuracy and productivity. - **[Documentation MCP Server](https://github.com/arabold/docs-mcp-server)** - Fetches and indexes documentation for various software libraries, packages, and APIs. Provides powerful search capabilities to enable AI systems to access the latest official documentation from multiple sources. - **[mcp-editor](https://github.com/arathald/mcp-editor)** - Edit files using a TypeScript MCP server, based on Anthropic's filesystem editing tools. It facilitates direct file manipulation while working with MCP protocols. - **[AI-Powered Construction Document Assistant](https://github.com/Arborist-ai/ClaudeHopper)** - Interact with construction documents, drawings, and specifications. Analyze technical details and retrieve specific information through advanced retrieval-augmented generation and hybrid search. - **[Excel Reader](https://github.com/ArchimedesCrypto/excel-reader-mcp)** - Read Excel files with support for automatic chunking and pagination, enabling efficient data handling for large datasets. This server can process multiple sheet selections and provides proper handling of date formats. - **[Notion MCP Server](https://github.com/arre-ankit/notion-mcp-server)** - Query and manipulate Notion Pages by creating, reading, and updating content directly from prompts. Seamlessly manage Notion databases and enhance productivity through integration. - **[Doc Scraper](https://github.com/askjohngeorge/mcp-doc-scraper)** - Scrapes documentation from web URLs and converts it into markdown format, saving the converted documentation to a specified output path. Integrates with the Model Context Protocol (MCP) for enhanced data management. - **[Document Management Server](https://github.com/askme765cs/open-docs-mcp)** - Crawl, index, and manage documentation while enabling full-text search across various document formats for efficient information retrieval. Integrates with AI to enhance document access and management capabilities. - **[Quip Document MCP Server](https://github.com/AvinashBole/quip-mcp-server)** - Interact directly with Quip documents to read, append, prepend, and replace content, enhancing document management capabilities for AI assistants. - **[Coding Assistant Server](https://github.com/AviOfLagos/MCP-coding-assistant)** - Provides coding assistance by offering context-aware code suggestions, integrating project documentation, and detecting programming languages and technologies used in codebases. - **[Sample S3 Server](https://github.com/aws-samples/sample-mcp-server-s3)** - Retrieve and manage PDF documents stored in AWS S3. Offers access to S3 buckets and their objects, enabling data retrieval for integration with AI models. - **[Front Code Summary](https://github.com/zcardb/front-code-sum)** - Summarize front-end learning materials and showcase small demo projects. Provides concise notes and practical examples for better understanding of front-end technologies. - **[jsondiffpatch](https://github.com/benjamine/jsondiffpatch)** - Diffs and patches JavaScript objects and arrays, enabling change tracking and state reversion through a simple API. - **[Binary Reader](https://github.com/berlinbra/binary-reader-mcp)** - Read and analyze binary files, extracting metadata and structure from various binary formats, including Unreal Engine assets. The server features an extensible architecture for adding support for new binary formats as needed. - **[RAG Document Tools](https://github.com/bettehub/laas-rag-mcp)** - Upload documents in PDF or CSV formats and perform natural language queries to retrieve relevant information. It features document segmentation and embedding storage using a Chroma vector store for efficient retrieval. - **[Text Editor MCP Server](https://github.com/bhouston/mcp-server-text-editor)** - Manage and manipulate text files through a standardized API, enabling operations like viewing, editing, and creating files in various directories. - **[Quill Rich Text Editor](https://github.com/BH-NOTHING/quill)** - A rich text editor that enables the creation and manipulation of formatted text content in web applications, supporting various styles and formats. It provides an intuitive interface and robust features for enhanced user engagement. - **[Box Integration Server](https://github.com/box-community/mcp-server-box)** - Integrate with the Box API to perform file operations, including file search, text extraction, and AI-based querying. Manage and process Box data efficiently with advanced AI capabilities. - **[Summarization Functions](https://github.com/Braffolk/mcp-summarization-functions)** - Provides intelligent text summarization to condense output and reduce token usage, preventing potential crashes during extensive tasks. - **[CnOCR](https://github.com/breezedeus/CnOCR)** - Enables optical character recognition for Chinese, English, and numbers using pre-trained models or custom training. Provides powerful text recognition capabilities for a variety of applications. - **[Docs MCP Server](https://github.com/buger/docs-mcp)** - Enables AI assistants to search and interact with documentation or codebases by pointing to a Git repository or local folder, allowing for natural language queries about the contents. - **[Document Processing Server](https://github.com/cablate/mcp-doc-forge)** - Comprehensive document processing capabilities including reading various document formats and converting them to different formats. Provides features for PDF manipulation such as merging and splitting, alongside document conversion tools. - **[JSON Canvas Server](https://github.com/Cam10001110101/mcp-server-obsidian-jsoncanvas)** - Create, modify, and validate infinite canvas data structures using a comprehensive set of tools that manage nodes and edges while ensuring compliance with the official JSON Canvas specification. - **[MarkItDown Server](https://github.com/canlgz/markitdown_mcp_server)** - Convert various file formats into Markdown format, facilitating seamless content processing and integration workflows. Supports a wide range of formats including PDFs, Office documents, images, audio, HTML, and more. - **[MarkItDown Server](https://github.com/canlgz/markitdown_mcp_server)** - Converts various file formats into Markdown format, facilitating content processing and integration. Supports multiple input types including PDFs, Office documents, images with OCR, audio transcription, HTML, and ZIP archives. - **[MarkItDown Server](https://github.com/canlgz/markitdown_mcp_server)** - Converts various file formats to Markdown using the MarkItDown utility, enabling seamless processing of PDFs, Office documents, images, audio, HTML, and more into Markdown format. - **[Atlas Docs](https://github.com/CartographAI/atlas-docs-mcp)** - Provides AI assistants with access to clean markdown documentation for various libraries and frameworks, enhancing their ability to utilize less popular or newly released libraries. - **[DocsFetcher](https://github.com/cdugo/package-documentation-mcp)** - Fetches npm package documentation from multiple programming ecosystems and presents it for use with LLMs, such as Claude, without the need for API keys. - **[ChatterBox Meeting Integration Server](https://github.com/ChatterBoxIO/chatterboxio-mcp-server)** - Integrates with online meeting platforms like Zoom and Google Meet to facilitate AI agents joining meetings, capturing transcripts, and generating concise summaries of discussions. - **[Outline Document Search Server](https://github.com/ChrisL108/outline-mcp)** - Search and retrieve documents from Outline knowledge bases, facilitating access to internal documentation. Supports secure access via interactive credentials and environment variables. - **[GitLab PR Analysis Server](https://github.com/CodeByWaqas/MRConfluenceLinker-mcp-server)** - Fetch and analyze GitLab merge requests, and store the analysis results in Confluence documentation to enhance documentation workflows. - **[Expert Server](https://github.com/crazyrabbitLTC/mcp-expert-server)** - Provides intelligent query generation and documentation assistance using Claude AI by analyzing API documentation. Delivers tools for generating queries from natural language requests and retrieving relevant documentation information based on user questions. - **[Feishu(飞书) Integration Server](https://github.com/cso1z/Feishu-MCP)** - Manage and manipulate Feishu documents with capabilities for creating, editing, and extracting structured and unstructured content, along with rich text formatting and code block handling. - **[Word Document Editor Server](https://github.com/cuongpham2107/word-mcp-server)** - Facilitates the creation and editing of Microsoft Word documents via a straightforward API. Supports adding formatted text, images, and tables, enabling document generation and modification through natural language commands with LLM integration. - **[esa-mcp-server](https://github.com/d-kimuson/esa-mcp-server)** - Access the esa.io API through the Model Context Protocol (MCP), enabling search, creation, updating, and deletion of articles on esa.io. - **[Editor Server](https://github.com/danielpodrazka/editor-mcp)** - Manage and edit text files through a standardized API with features for syntax checking, file management, and a two-step editing process to enhance data integrity. Supports operations on Python and JavaScript/React files for reading, locating functions, and editing with a diff preview. - **[AI公文写作助手](https://github.com/David09090218/ai-document-writer)** - 快速生成各类专业公文，支持用户选择公文类型和输入提示，智能生成符合规范的文档内容。响应式设计和简洁界面提高了用户的写作效率。 - **[Markdown Downloader](https://github.com/dazeb/markdown-downloader)** - Download webpages and convert their content into markdown files. Features include a configurable download directory and automatic date-stamped filenames for organized storage. - **[Context7](https://github.com/decvb/context7)** - Fetches up-to-date, version-specific code documentation and examples to enhance LLM prompts, reducing outdated code and hallucinated APIs. Integrates real-time library documentation into coding workflows for improved accuracy and productivity. - **[Google Spreadsheet Manipulator](https://github.com/dev-ithitchhiker/mcp-google-docs)** - Manipulate Google Spreadsheets and Drive to create, copy, and manage files, allowing for efficient integration of document operations within applications. - **[MarkItDown](https://github.com/diventnsknew/markitdown)** - Converts various file formats to Markdown, facilitating integration with LLM applications and enabling text analysis pipelines while preserving document structure. Includes features for audio transcription and document intelligence to enhance data processing capabilities. - **[Deepak Lamichhane's Resume](https://github.com/dlamichhane/my-resume)** - Showcase and highlight professional qualifications and achievements through a structured resume format. Allows users to effectively communicate their experiences to potential employers. - **[Minima](https://github.com/dmayboroda/minima)** - Minima is an open source RAG server that operates on-premises, allowing integration with ChatGPT and MCP. It provides secure local storage and processing of data while supporting querying of local documents through customizable GPT interfaces. - **[ArcKnowledge](https://github.com/dragonjump/mcp-ARCknowledge)** - Manage and query a custom knowledge base by registering document sources, querying information, and aggregating results from multiple webhook endpoints. Simplifies knowledge management and enhances querying capabilities. - **[Dumpling AI MCP Server](https://github.com/Dumpling-AI/mcp-server-dumplingai)** - Integrates data scraping, content processing, and AI capabilities, with features for document conversion, web scraping, and knowledge management. Supports real-time information access through various data APIs and secure code execution. - **[eSignatures](https://github.com/esignaturescom/mcp-server-esignatures)** - Manage contracts and templates by drafting, querying, withdrawing, and deleting contracts efficiently. - **[Documentation Server](https://github.com/esakrissa/mcp-doc)** - Integrates LLM applications with specific documentation sources, enabling access and retrieval of documentation files to enhance knowledge and responses. Provides tools for fetching documentation from specified URLs within those files. - **[J.A.R.V.I.S.](https://github.com/essenecrucix-netizen/jarvis)** - An intelligent coding assistant that supports multiple AI models for code generation, modifications, and technical discussions. It can handle various file types for text extraction and data parsing to facilitate development tasks. - **[Mistral OCR](https://github.com/everaldo/mcp-mistral-ocr)** - Processes images and PDFs using advanced OCR capabilities from Mistral AI, converting them into structured JSON outputs. It supports local files and files from URLs, handling multiple image formats. - **[Terragrunt Docs Provider](https://github.com/Excoriate/mcp-terragrunt-docs)** - Provides access to up-to-date Terragrunt documentation and GitHub issue information for enhanced infrastructure-as-code development. Enables contextual querying and assistance for AI workflows or IDE integrations. - **[File Merger](https://github.com/exoticknight/mcp-file-merger)** - Combine multiple files into a single file efficiently, providing detailed reports on file sizes and merge summaries. Access is restricted to user-defined directories for security. - **[Easy Copy Service](https://github.com/f-is-h/mcp-easy-copy)** - Lists all available MCP services configured in Claude Desktop, providing easy access for reference and copying. Keeps the list dynamically updated and accessible from the tools menu for quick selection. - **[Gemini Data Analysis & Research](https://github.com/falahgs/Gemini-Data-Analysis-Research-MCP-Server)** - Analyze datasets, generate research papers, and automate email delivery using advanced AI capabilities. Provides detailed data analysis, insights, and reporting directly from data files. - **[CSV Analysis](https://github.com/falahgs/MCP-CSV-Analysis-with-Gemini-AI)** - Performs advanced analysis and visualization of CSV data using Gemini AI, enabling comprehensive data exploration and insights generation. Offers both basic and detailed analysis modes, including statistical evaluation, data quality assessment, correlation analysis, and pattern recognition. - **[Server Office](https://github.com/famano/mcp-server-office)** - Read and write Microsoft Word (docx) files with capabilities to edit paragraphs and insert new text. Access complete document content, including tables and images, through a command-line interface. - **[Azure AI Search Integration](https://github.com/farzad528/mcp-server-azure-ai-agents)** - Connects Claude Desktop with Azure AI Search for performing keyword, vector, or hybrid searches. It utilizes both the Azure AI Agent Service for enhanced search results and direct Azure AI Search for accessing indexed content. - **[Azure AI Agent Service](https://github.com/farzad528/mcp-server-azure-ai-agents)** - Integrates Azure AI services with Claude Desktop for enhanced search capabilities, enabling intelligent searches across indexed documents and the web while providing source citations. Offers two implementations: one that utilizes the Azure AI Agent Service for document and web searches, and another for direct access to Azure AI Search. - **[Excel MCP Server](https://github.com/fish0710/excel-mcp)** - Manipulate Excel files without requiring Microsoft Excel. Create, modify, and format workbooks while utilizing advanced features like charts and pivot tables. - **[Zoom Transcript Server](https://github.com/forayconsulting/zoom_transcript_mcp)** - Manage Zoom meeting transcripts by listing, downloading, and searching through them with a structured interface. Organize transcripts by month for streamlined access to discussions. - **[Markdown转换服务器](https://github.com/FradSer/mcp-server-to-markdown)** - Converts various file formats into Markdown descriptions, helping users obtain structured information from documents. Integrates with Cloudflare AI services for efficient document processing. - **[WeRead MCP Server](https://github.com/freestylefly/mcp-server-weread)** - Bridge WeChat reading data with AI for access to notes and reading insights. Extract and analyze reading notes through intelligent conversations. - **[iFlytek SparkAgent Task Chain Server](https://github.com/funchs/ifly-spark-agent-mcp)** - Invokes the task chain of the iFlytek SparkAgent Platform through an MCP server interface, allowing users to upload files and interact with platform capabilities. Enables integration with AI models for automated workflows and task execution. - **[PDF to Markdown Conversion Service](https://github.com/FutureUnreal/mcp-pdf2md)** - Converts PDF files to structured Markdown format while preserving the original layout. Supports batch processing of local files and URLs for efficient handling of multiple documents. - **[Embedding MCP Server](https://github.com/Geeksfino/kb-mcp-server)** - Provides semantic search capabilities, builds and queries knowledge graphs, and facilitates AI-driven text processing through a standardized interface. Integrates vector databases with relational databases for enhanced data utilization. - **[Graphiti Knowledge Graph Server](https://github.com/getzep/graphiti)** - Enables the construction and querying of real-time, temporally-aware knowledge graphs, managing entities, relationships, and episodes. Facilitates semantic and hybrid searches to enhance memory and reasoning in AI agents. - **[AverbePorto](https://github.com/GHSix/AverbePorto-MCP)** - Integrates with AverbePorto to manage authentication and document submission for cargo insurance endorsements. Provides a secure API for automated document handling and protocol consultations. - **[微信聊天记录数据导出工具](https://github.com/git-jiadong/wechatDataBackup)** - Export and permanently save WeChat chat records, allowing users to view messages such as images, videos, and files even if WeChat no longer supports them. - **[Lovable Project](https://github.com/gitkenan/doctair)** - Enables editing and deployment of applications through a web interface and local development environment, while synchronizing changes and facilitating project management with custom domain connections. - **[YTTranscipter Multilingual](https://github.com/GoatWang/YTTranscipterMultilingualMCP)** - Transcribes YouTube videos into text across multiple languages to enhance content accessibility and audience engagement. Facilitates the conversion of spoken language into written form for improved reach. - **[JSON MCP Server](https://github.com/GongRzhe/JSON-MCP-Server)** - Query and manipulate JSON data using standardized tools and JSONPath syntax with extended operations. - **[Document Q&A Server](https://github.com/GongRzhe/Langflow-DOC-QA-SERVER)** - Query documents using a Q&A system to retrieve precise answers efficiently. The server leverages a Langflow backend for enhanced document management and interaction. - **[PowerPoint Manipulation Server](https://github.com/GongRzhe/Office-PowerPoint-MCP-Server)** - Create, edit, and manipulate PowerPoint presentations using various automation tools. Streamlines workflow by providing functionalities to enhance presentation tasks. - **[DOOM PDF](https://github.com/gstarwd/doompdf)** - Integrates the classic DOOM game into PDF documents, enabling interactive gameplay within static files via PDF's JavaScript capabilities. This project transforms traditional document formats into innovative gaming platforms while maintaining the essence of classic gaming. - **[Zotero Connector](https://github.com/gyger/mcp-pyzotero)** - Integrates a local Zotero library with Claude Desktop, enabling direct read access to bibliographic data through a local web API in Zotero 7. - **[Deep Research](https://github.com/Hajime-Y/deep-research-mcp)** - Provides advanced web search capabilities, document analysis, and image processing. Extracts information from various sources including PDFs and YouTube transcripts efficiently. - **[Handwriting OCR](https://github.com/Handwriting-OCR/handwriting-ocr-mcp-server)** - Integrate applications with the Handwriting OCR service to process images and PDF documents for text extraction. Upload documents, check processing status, and retrieve OCR results in Markdown format. - **[PDF Tools Server](https://github.com/hanweg/mcp-pdf-tools)** - Provides tools for manipulating PDF files, including merging multiple PDFs, extracting specific pages, and finding related PDFs based on text extraction and regex patterns. - **[RAG Documentation](https://github.com/hannesrudolph/mcp-ragdocs)** - Retrieve and process documentation through vector search, enabling AI models to integrate relevant context into their responses. Supports multiple sources and offers semantic search capabilities for enhanced information retrieval. - **[Excel MCP Server](https://github.com/haris-musa/excel-mcp-server)** - Manipulate Excel files programmatically without Microsoft Excel installed. Create, read, modify workbooks, apply formatting, generate charts, and manage data ranges. - **[RagDocs](https://github.com/heltonteixeira/ragdocs)** - Manage and search documentation using advanced semantic search and retrieval-augmented generation capabilities. Supports document management tasks such as adding, listing, and deleting documents with automatic text chunking and vector storage through Qdrant. - **[Yuque MCP Server](https://github.com/HenryHaoson/Yuque-MCP-Server)** - Integrate with the Yuque API for managing documents and user information. Supports creating, reading, updating, and deleting documents while providing access to analytics and statistics for knowledge bases. - **[Python Code Explorer](https://github.com/hesiod-au/python-mcp)** - Analyze and extract Python code structures with a focus on import relationships between files, while providing relevant code sections and project documentation for enhanced development workflows. - **[YouTube Integration](https://github.com/highlight-ing/highlight-youtube-mcp)** - Extract transcripts from YouTube videos by providing a video URL. The server supports multiple URL formats and returns the transcript text in a structured array format. - **[Append Data to JSON File](https://github.com/hoonoh57/Append-Data-to-JSON-File-and-Display-JSON-data-to-HTML-Table-using-Ajax-Jquery-getJSON-method)** - Append data to a JSON file and display it in an HTML table using Ajax and jQuery's getJSON method. This enables dynamic data loading for web applications, enhancing data management and user experience. - **[Hyperspell](https://github.com/hyperspell/hyperspell-mcp)** - Integrate real-time spell checking and correction capabilities into applications to enhance text accuracy and clarity. Offers seamless integration with existing workflows for instant feedback on spelling errors. - **[Excalidraw MCP Server](https://github.com/i-tozer/excalidraw-mcp)** - Manage Excalidraw drawings using a straightforward API, providing capabilities to create, update, retrieve, and delete drawings. Export drawings in multiple formats such as SVG, PNG, and JSON while utilizing a simple file-based storage system. - **[Image Extractor](https://github.com/ifmelate/mcp-image-extractor)** - Extracts images from local files and URLs, processing them into base64 format for analysis by large language models (LLMs). Suitable for analyzing image-based data, such as screenshots from tests. - **[Inkdrop MCP Server](https://github.com/inkdropapp/mcp-server)** - Retrieve, create, and manage notes with a local HTTP server for efficient note handling in Inkdrop. Access and organize notebooks through a standardized model context protocol. - **[Inkeep MCP Server](https://github.com/inkeep/mcp-server-python)** - Integrates documentation with a powerful API for efficient management and access. Facilitates the development of intelligent applications that seamlessly interact with documentation. - **[Textin OCR Server](https://github.com/intsig-textin/textin-mcp)** - Extract text from images, PDFs, and Word documents while performing OCR and document conversion tasks. Convert documents to Markdown format, and retrieve key information from files intelligently. - **[Google Drive server](https://github.com/isaacphi/mcp-gdrive)** - Integrates with Google Drive for listing, reading, and searching files, and facilitates reading and writing to Google Sheets. Provides access to Google Drive content and spreadsheet data for various applications. - **[PowerPoint Plugin](https://github.com/islem-zaraa/mcp-powerpoint)** - Create and manipulate PowerPoint presentations programmatically, enabling the generation of slides, exporting to PDF, and retrieving metadata seamlessly. - **[Dart](https://github.com/its-dart/dart-mcp-server)** - A server implementation for the Model Context Protocol using Dart, enabling connection between AI models and various tools or data sources. It supports prompt management and resource templates, along with tools for task and document management. - **[Semantic Scholar Server](https://github.com/JackKuo666/semanticscholar-MCP-Server)** - Search for academic papers, retrieve detailed information about specific papers and authors, and access citations and references through the Semantic Scholar API. - **[Figma MCP Python](https://github.com/JayZeeDesign/figma-mcp)** - Facilitates access to Figma files and prototypes, enabling integration of design assets directly into AI coding environments. Streamlines design workflows by connecting AI agents with Figma's design resources. - **[Document Reader](https://github.com/jbchouinard/mcp-document-reader)** - Interact with PDF and EPUB documents, enabling reading and processing tasks within an IDE. Supports seamless handling of document content directly within the development environment. - **[Markdownify MCP Server - UTF-8 Enhanced](https://github.com/JDJR2024/markdownify-mcp-utf8)** - Converts various file types to Markdown format, with robust support for UTF-8 encoding and optimized for multilingual content handling. Ensures accurate transformation of documents and web pages while addressing encoding issues, especially on Windows systems. - **[PptxGenJS](https://github.com/jdot274/PptxGenJS)** - Create PowerPoint presentations using JavaScript with ease, enabling developers to generate slides programmatically. - **[Microsoft Office Integration](https://github.com/jenstangen1/pptx-xlsx-mcp)** - Interact with Microsoft Office applications like PowerPoint and Excel to create, modify, and analyze presentations and spreadsheets using natural language commands. Automate complex tasks and data manipulations efficiently within the Office environment. - **[MLC Bakery MCP Server](https://github.com/jettyio/mlcbakery)** - Provides access to MLC Bakery functionalities through an MCP-compatible interface, enabling clients to search datasets, retrieve previews, and validate metadata efficiently. Facilitates interaction with MLC Bakery API tools for data exploration and management. - **[Mintlify Starter Kit](https://github.com/jiawei0816/docs)** - A starter kit designed for creating and managing project documentation with features like guide pages, navigation, and API references. It facilitates local previews and automatic deployment of documentation changes through a GitHub app integration. - **[JSON Document Collection Server](https://github.com/jimpick/mcp-json-db-collection-server)** - Manage multiple JSON document databases with capabilities for creating, reading, updating, and deleting documents. Sync databases to the cloud for easy access and enable collaboration on structured data. - **[Markmap](https://github.com/jinzcdev/markmap-mcp-server)** - Converts Markdown text into interactive mind maps, supporting export in various image formats including PNG, JPG, and SVG. Features include zooming, node expansion, automatic browser preview, and one-click Markdown copying. - **[Document Question Answering](https://github.com/jjgordon89/document-qa)** - A Streamlit app for answering questions about uploaded documents using GPT-3.5, enabling users to extract information quickly and efficiently. Ideal for enhancing productivity in document analysis. - **[Youtube Transcript](https://github.com/jkawamoto/mcp-youtube-transcript)** - Retrieve transcripts from YouTube videos. - **[Web Crawler](https://github.com/jmh108/md-webcrawl-mcp)** - Extracts website content and saves it as markdown files while mapping website structures and links efficiently, enabling batch processing of multiple URLs. - **[Mozilla Readability Parser](https://github.com/jmh108/MCP-server-readability-python)** - Extracts and transforms webpage content into clean, LLM-optimized Markdown, removing ads and non-essential elements for improved readability and processing by language models. - **[HWP MCP Server](https://github.com/jkf87/hwp-mcp)** - Control and manage HWP (Hangul Word Processor) documents by creating, editing, and automating tasks through AI models. It offers features like text editing, table manipulation, and batch processing of documents. - **[Dart MCP Server](https://github.com/jmanhype/dart-mcp-server)** - Manage tasks, documents, and workspaces seamlessly with capabilities for task creation, updates, priority settings, and team assignments, along with document handling features. - **[Sanity Document Management](https://github.com/jlmelis/sanity-mcp-server)** - Manage Sanity.io content by creating, editing, and listing documents within an LLM interface, facilitating smooth content workflow and integration with Claude Desktop. - **[Documentation Retrieval Server](https://github.com/joaowinderfeldbussolotto/MCP-Websearch-Server)** - Fetches relevant documentation snippets from Langchain, Llama Index, and OpenAI to enhance search capabilities. Provides a simple tool to retrieve information based on user queries. - **[Jina AI MCP Server](https://github.com/JoeBuildsStuff/mcp-jina-ai)** - Provides access to Jina AI's web services for tasks like reading and extracting content from web pages, performing web searches, and fact-checking information. - **[Jina AI](https://github.com/JoeBuildsStuff/mcp-jina-ai)** - Access Jina AI's web services for web page reading, web search, and fact checking. Extract and format content from web pages for use with LLMs. - **[PBIXRay MCP Server](https://github.com/jonaolden/pbixray-mcp-server)** - Load and analyze Power BI (.pbix) files, explore data models, and access metadata and query languages to enhance data analysis workflows. - **[DataEase Documentation](https://github.com/jspamd/docs)** - Comprehensive documentation for DataEase, focusing on data management, system architecture, and user functionalities. Provides structured resources for installation and deployment, along with user manuals for various features. - **[Apple Tools](https://github.com/jxnl/apple-mcp)** - Integrates with Apple applications to manage messages, notes, and emails. Enables automation of tasks across the Apple ecosystem using simple commands for improved productivity. - **[esa MCP Server](https://github.com/kajirita2002/esa-mcp-server)** - Integrate Claude AI with the esa API to manage documents efficiently by performing operations such as searching, creating, and updating documents. - **[iodraw Files](https://github.com/kakukontrol/iodraw-files)** - Provide access to various diagram and chart file formats used by iodraw, including flow charts, mind maps, Gantt charts, whiteboards, code charts, and online charts. Enable seamless integration and manipulation of these specialized file types within your applications. Enhance your workflows by leveraging structured visual data formats. - **[Zotero](https://github.com/kaliaboi/mcp-zotero)** - Integrates with Zotero to enable interactions with a Zotero library, facilitating the management and retrieval of bibliographic data. - **[RAG Server for Documents](https://github.com/kazuph/mcp-docs-rag)** - Manage and query documents in a local directory using retrieval-augmented generation techniques, integrating context from text files and Git repositories. Supports listing documents and generating responses based on queries with context from the stored content. - **[Screenshot](https://github.com/kazuph/mcp-screenshot)** - Captures screenshots and performs OCR text recognition on macOS. Supports both Japanese and English text, offering multiple output formats. - **[Kibela Server](https://github.com/kibela/kibela-mcp-server)** - Interact with Kibela's knowledge base to search, organize, and manage notes and folders while utilizing AI-assisted writing and content creation. Integrate seamlessly with MCP clients like Claude Desktop or VSCode for enhanced productivity. - **[YouTube Transcript Server](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript)** - Retrieve transcripts and subtitles from YouTube videos, accessing video captions and detailed metadata through a simple interface. - **[Excel to PDF Converter](https://github.com/kmexnx/excel-to-pdf-mcp)** - Convert Excel and Apple Numbers files to PDF format, enabling seamless file handling and sharing. Integrate with AI assistants through the Model Context Protocol for direct file conversion during conversations. - **[Klavis ReportGen Server](https://github.com/Klavis-AI/klavis)** - Generates visually appealing web reports based on simple search queries, integrating live web search results and storing reports in a database for easy access. Utilizes AI to synthesize information into interactive HTML formats. - **[MarkItDown MCP Server](https://github.com/KorigamiK/markitdown_mcp_server)** - Converts various file formats to Markdown, utilizing the MarkItDown utility to handle documents, images, and audio files. - **[ChromaDB RAG System](https://github.com/krimoi45/chroma-rag-project)** - Implement a Retrieval-Augmented Generation system using ChromaDB to facilitate semantic similarity search and document retrieval through embedding generation. Enables users to create and query document collections for effective RAG workflows in Python. - **[BnF API Server](https://github.com/Kryzo/mcp-bibliotheque_nationale_de_France)** - Access the Gallica digital library to search for documents, images, maps, and other resources, and generate structured research reports that include organized bibliographies and relevant visual content. - **[Zotero MCP](https://github.com/kujenga/zotero-mcp)** - Access and manage your Zotero library through a Model Context Protocol server, enabling interactions with AI assistants. It provides a focused set of functionalities to streamline library management and integration. - **[Flexible Key-Value Extraction Server](https://github.com/KunihiroS/kv-extractor-mcp-server)** - Extracts key-value pairs from noisy or unstructured text in multiple languages, ensuring type-safe outputs in JSON, YAML, or TOML formats. Utilizes advanced LLMs and pydantic for data structuring and validation, supporting languages like Japanese, English, and Chinese. - **[Covenant AI](https://github.com/kumzhijr/Covenant-ai)** - Advanced contract analysis and management platform that processes PDF contracts, assesses risks, identifies opportunities, and provides user management and interactive visualization features. - **[Divide and Conquer Server](https://github.com/landicefu/divide-and-conquer-mcp-server)** - Breaks down complex tasks into manageable pieces using a structured JSON format, tracks progress, and maintains context across multiple conversations. - **[Documentation Server](https://github.com/langchain-ai/mcpdoc)** - Provides a user-defined list of llms.txt files and fetches documents from URLs within those files for auditing tool calls and enhancing context retrieval for LLM interactions. Connects with various IDEs and applications to improve the development experience while ensuring transparency and control. - **[WebDAV Server Integration](https://github.com/LaubPlusCo/mcp-webdav-server)** - Enable natural language interaction with WebDAV file systems to perform CRUD operations on files and directories through a secure and configurable MCP server. Supports connections with optional authentication and efficient management of file operations via multiple transport methods. - **[EigenLayer Documentation Server](https://github.com/Layr-Labs/eigenlayer-mcp-server)** - Provides detailed EigenLayer documentation to AI assistants through a dedicated server interface, enabling seamless integration and querying of EigenLayer concepts and mechanisms. - **[NTeALan dictionaries](https://github.com/Levis0045/ntealan-apis-mcp-server)** - Manage dictionary data, articles, and user contributions through a modular and extensible interface. Supports asynchronous operations for efficient integration with NTeALan REST APIs. - **[NovaCV Resume Service](https://github.com/HireTechUpUp/mcp-server-novacv)** - Connect to the NovaCV API for generating professional resumes, analyzing resume content, and converting resume text into structured formats like JSON. It provides features for creating tailored resumes in PDF format and accessing available template options. - **[Files Vector Store](https://github.com/lishenxydlgzs/simple-files-vectorstore)** - Creates a vector store from local directories and files, enabling semantic search across document contents. Monitors specified directories for file changes and generates vector embeddings to facilitate search functionality. - **[Base64 Encoder and Decoder Server](https://github.com/liuyazui/base64_server)** - Provides efficient Base64 encoding and decoding services for both text and images, including support for Data URL formats. Features a simple API for easy integration and reusable prompt templates to simplify Base64 transformations in applications. - **[Documentation Management and Integration](https://github.com/llmian-space/devdocs-mcp)** - Manage and integrate documentation resources with a flexible template system for URI-based access. Ensure robust error handling and type safety while enhancing workflows through property-based testing and structured resource management. - **[Servidor de Herramientas para Claude](https://github.com/lpsDevelopers/LPS-MCP)** - Proporciona acceso seguro al sistema de archivos y capacidades de pensamiento secuencial para mejorar la interacción de Claude con su entorno. Permite desglosar problemas complejos en pasos estructurados y acceder a archivos de manera controlada. - **[MediaWiki Adapter](https://github.com/lucamauri/MediaWiki-MCP-adapter)** - Interact programmatically with MediaWiki and WikiBase APIs to fetch and edit MediaWiki pages. Perform operations using the MCP framework to enhance application's capabilities with seamless API access. - **[Playlist Transcript Server](https://github.com/luebken/playlist-mcp)** - Provides access to transcripts of YouTube playlists, enabling retrieval and querying of video transcripts for enhanced application functionalities. It can preload specific playlists or be customized by specifying a different playlist URL. - **[Yuque MCP Server](https://github.com/lvshiyu21/Yuque-MCP-Server)** - Integrates with the Yuque knowledge base platform for document management and user information retrieval, enabling operations such as creating, reading, updating, and deleting documents while utilizing AI capabilities for enhanced workflow and analytics. - **[Gemini Docs Server](https://github.com/M-Gonzalo/cosa-sai)** - Access documentation for a variety of technologies through the Gemini API, leveraging a curated knowledge base to provide accurate responses to complex queries. This server is designed to handle large context windows for improved comprehension of technical materials. - **[RagRabbit](https://github.com/madarco/ragrabbit)** - Crawl websites to create AI-powered search capabilities that enhance content discoverability and interaction with AI language models. - **[Documentation Server](https://github.com/mahawi1992/mcp-documentation-server)** - AI-assisted management of documentation and code improvement, supporting various frameworks with smart search capabilities. Integrates with Claude Desktop for an enhanced coding experience and improves suggestions over time. - **[Pandoc Document Converter](https://github.com/MaitreyaM/FILE-CONVERTER-MCP)** - Convert documents between various formats using Pandoc, enabling seamless integration and automation in workflows. Supports a wide range of formats including Markdown, DOCX, HTML, PDF, and EPUB. - **[ElevenLabs MCP Server](https://github.com/mamertofabian/elevenlabs-mcp-server)** - Integrates with ElevenLabs text-to-speech API to generate audio from text input, manage voice generation tasks, and store history using an SQLite database. Includes a sample SvelteKit client for performing text-to-speech conversions and managing script parts. - **[Media Processing Server](https://github.com/maoxiaoke/mcp-media-processor)** - A Node.js server for executing various media processing tasks, including video and image manipulation. It supports operations like video conversion, image effects, and media compression. - **[Office Interop Word Server](https://github.com/mario-andreschak/mcp-msoffice-interop-word)** - Interact programmatically with Microsoft Word documents, automating common Word processing tasks using a simple MCP interface. Facilitates document manipulation capabilities via COM Interop on Windows. - **[Payload CMS 3.0 MCP Server](https://github.com/Matmax-Worldwide/payloadcmsmcp)** - Validates code, generates templates, and scaffolds projects that conform to best practices within Payload CMS development. Aims to streamline workflow and enhance application quality with specialized tools. - **[Agentic PDF Form Filler](https://github.com/mawazawa/agentic-pdf-app)** - Automatically fills California court PDF forms by extracting and mapping data from donor documents through AI analysis. Features a minimalist interface and a modular microservices architecture for easy deployment using Docker. - **[Meeting BaaS](https://github.com/Meeting-BaaS/meeting-mcp)** - Manage meeting data including transcripts, recordings, and calendar events while providing search functionality for easy organization and retrieval. - **[docs2prompt](https://github.com/Melbourneandrew/docs2prompt-mcp)** - Transforms documentation from GitHub repositories or dedicated websites into LLM-friendly prompts for enhanced context and understanding in AI applications. - **[Docx Document Processing Service](https://github.com/MeterLong/MCP-Doc)** - Create, edit, and manage Word documents using natural language commands, facilitating document operations and formatting. Support for table processing, image insertion, and layout control is also included. - **[SEO Inspector](https://github.com/mgsrevolver/seo-inspector-mcp)** - Analyzes HTML files and web pages to identify SEO issues and validate structured data schemas. Provides actionable recommendations for improving SEO quality directly through integrated tools without the need for a browser extension. - **[Substack Server](https://github.com/michalnaka/mcp-substack)** - Download and summarize public Substack posts by extracting titles, authors, subtitles, and content directly within workflows. - **[Mintlify Starter Kit](https://github.com/mimi520879/docs)** - A starter kit for creating and customizing documentation with built-in examples and components. It automates the deployment process from a GitHub repository, making it easier to manage API reference and guide pages. - **[Japanese Text Analyzer](https://github.com/Mistizz/mcp-JapaneseTextAnalyzer)** - Analyzes Japanese and English texts by counting characters and words and evaluating linguistic features such as average sentence length and lexical diversity. Supports input via file paths or direct text input, accommodating both absolute and relative paths. - **[Unstructured Document Processor](https://github.com/MKhalusova/unstructured-mcp)** - Enable extraction and utilization of content from various unstructured document formats, supporting seamless storage and retrieval via AWS S3. Process documents directly in applications to enhance data extraction capabilities for LLMs. - **[Firecrawl Server](https://github.com/Msparihar/mcp-server-firecrawl)** - Provides capabilities for web scraping, intelligent content searching, and site crawling using the Firecrawl API, facilitating customizable data extraction and structured output. - **[Transcription Tools](https://github.com/MushroomFleet/TranscriptionTools-MCP)** - Enhances transcription workflows by automatically repairing errors, formatting transcripts naturally, and generating concise summaries. Utilizes advanced language models for intelligent processing of audio transcripts. - **[Google Drive server](https://github.com/modelcontextprotocol/servers)** - Integrates with Google Drive to provide functionality for listing, reading, and searching files. It supports various file formats and exports Google Workspace files to applicable formats for easier access. - **[Text Classifier](https://github.com/MymInsomnia/textClassifier)** - Multiple common text classification models based on CNN, RNN, and pre-trained NLP architectures for sentiment analysis and text classification. Supports data preprocessing, training word embeddings, and implementing advanced models like Bi-LSTM, Transformer, ELMo, and BERT for improved classification accuracy. - **[Memex](https://github.com/narphorium/mcp-memex)** - Analyze web content and enhance your knowledge base by extracting information from URLs, storing it as Markdown files for easy access. Integrates seamlessly with Obsidian to facilitate questioning and retrieval of insights from the curated content. - **[Gitingest Server](https://github.com/narumiruna/gitingest-mcp)** - Analyze and ingest Git repositories to produce structured text digests of their codebases, providing summaries, file structures, and content. Customize file filtering and branch selection for tailored analysis. - **[YouTube Subtitles to Markdown Server](https://github.com/nattyraz/youtube-mcp)** - Extracts video metadata and captions from YouTube videos, converting them into customizable markdown formats. Supports multiple languages and offers search functionality within captions. - **[URL Format Converter](https://github.com/nathanonn/mcp-url-fetcher)** - Fetch and transform web content from any URL into formats like HTML, JSON, Markdown, or plain text. This MCP server supports various input types and intelligently detects source formats for seamless content conversion. - **[README Updater](https://github.com/nCrom/readme-updater-mcp)** - Enhance your README.md files effortlessly by analyzing and resolving content conflicts with Ollama. Automatically update your documentation while ensuring consistency and clarity. Streamline your project documentation process with intelligent suggestions and conflict resolution. - **[CiteAssist MCP](https://github.com/ndchikin/reference-mcp)** - Retrieve BibTeX-formatted citation data from CiteAs and Google Scholar to streamline citation management in research applications. - **[Excel](https://github.com/negokaz/excel-mcp-server)** - Read and write data in Microsoft Excel files, including text values and formulas. It supports creating new sheets and offers live editing and screen capture functionalities on Windows. - **[Needle](https://github.com/needle-ai/needle-mcp)** - Manage documents and perform searches utilizing Needle's capabilities through Claude's Desktop Application. - **[Invoice Processing Server](https://github.com/nfshanq/mcp-invoice)** - Advanced OCR capabilities for invoice and receipt management, enabling data extraction from various formats and document merging for efficient handling. - **[Paperless NGX](https://github.com/nloui/paperless-mcp)** - Manage documents, tags, correspondents, and document types through the Paperless-NGX API. Enables efficient organization and retrieval of document-related information. - **[Edit File Lines](https://github.com/oakenai/mcp-edit-file-lines)** - Make precise line-based edits to text files using string or regex pattern matching, including the ability to replace entire lines, specific text matches, and handle multiple edits with a preview function for safety. - **[Docy](https://github.com/oborchers/mcp-server-docy)** - Provides real-time access to technical documentation from various sources, enabling accurate coding assistance. Supports dynamic updates to documentation sources and employs caching to reduce latency while ensuring fresh content. - **[Custom Context Server](https://github.com/omer-ayhan/custom-context-mcp)** - Transforms and structures text into JSON formats by extracting key information from AI-generated text. Facilitates seamless data integration into applications by converting unstructured text into structured JSON data. - **[Ebook-MCP](https://github.com/onebirdrocks/ebook-mcp)** - Enables natural language interactions with digital books in EPUB and PDF formats, facilitating smart library management and enhancing the learning experience through AI-powered conversations. - **[Web Research Server](https://github.com/oneshot-engineering/mcp-webresearch)** - Fetch real-time information from the web, extract content from webpages, and track research sessions with the ability to capture screenshots for better insights. - **[Ebook-MCP](https://github.com/onebirdrocks/ebook-mcp)** - Transforms interactions with digital books by enabling natural language conversations and intuitive navigation. Supports library management and insights extraction from EPUB and PDF formats. - **[SiYuan Note Server](https://github.com/onigeya/siyuan-mcp-server)** - Integrate with the SiYuan Note system to access and manage notebooks, documents, and content blocks while supporting SQL queries and various file operations. - **[Sefaria Jewish Library](https://github.com/OpenTorah-ai/mcp-sefaria-server)** - Access and reference Jewish texts and commentaries through a standardized interface. - **[Coda Document Interaction Server](https://github.com/orellazri/coda-mcp)** - Enable seamless interaction with Coda documents, including listing, creating, reading, updating, and duplicating pages. Provides command access to manipulate document content directly within an AI framework. - **[Autodocument](https://github.com/PARS-DOE/autodocument)** - Generates comprehensive documentation, test plans, and code reviews by analyzing code repositories and directory structures. Utilizes AI to enhance development workflows with detailed insights into security and best practices. - **[SourceSync.ai MCP Server](https://github.com/pbteja1998/sourcesyncai-mcp)** - Integrates with a knowledge management platform to manage and organize documents, ingest content from various sources, and perform semantic and hybrid searches. Facilitates connections to external services for enhanced data retrieval and document management. - **[WhiskerRAG Toolkit](https://github.com/petercat-ai/whiskerrag_toolkit)** - Provides retrieval-augmented generation capabilities for applications, allowing integration of various data sources with advanced processing methods. Features a toolkit with type definitions and methods for effective RAG implementation. - **[mcp-webresearch-stealthified](https://github.com/PhialsBasement/mcp-webresearch-stealthified)** - Connects AI models to the web for real-time information retrieval, webpage content extraction, and research session tracking, along with the ability to capture screenshots. - **[微信 Markdown 编辑器](https://github.com/PowerPrincipal/wxmd)** - Transforms Markdown documents into visually appealing formatted content for WeChat, enhancing the efficiency of layout creation. Users can easily create cleanly styled content by utilizing basic Markdown syntax. - **[Chroma](https://github.com/privetin/chroma)** - Provides vector database capabilities for semantic search and document management, enabling storage and retrieval of documents along with their metadata. - **[LegalContext](https://github.com/protomated/legal-context)** - Connects a law firm's Clio document management system with Claude Desktop for efficient retrieval and analysis of legal documents while ensuring security and confidentiality. Enables local processing and vector search capabilities to enhance legal research. - **[MCP RAG Server](https://github.com/ProbonoBonobo/sui-mcp-server)** - Enables AI agents to retrieve documents from a vector database using Retrieval-Augmented Generation (RAG) techniques. Integrates with GitHub to process Move files and incorporates a language model for generating responses based on retrieved information. - **[Fireflies MCP Server](https://github.com/Props-Labs/fireflies-mcp)** - Retrieve, search, and summarize meeting transcripts. Manage transcripts with advanced search capabilities and generate concise summaries in various formats. - **[doc-tools-mcp](https://github.com/puchunjie/doc-tools-mcp)** - Manipulate Word documents using natural language commands for tasks such as creation, editing, and management. The server supports advanced features like table creation, layout control, and metadata management, along with real-time document state monitoring. - **[pure.md MCP server](https://github.com/puremd/puremd-mcp)** - Access web content in markdown format by prefixing URLs with `pure.md/`, facilitating seamless retrieval of web pages while avoiding bot detection. It converts various formats like HTML and PDFs into markdown and globally caches responses for efficiency. - **[GemForge](https://github.com/PV-Bhat/GemForge-MCP)** - Provides tools for interacting with Google's Gemini AI models, enabling intelligent model selection and advanced file handling. Facilitates AI tasks such as search, reasoning, code analysis, and file operations through a standardized MCP server interface. - **[MarkItDown Server](https://github.com/qing-turnaround/markitdown_mcp_server)** - Convert various file formats to Markdown using the MarkItDown utility. Process PDFs, Office documents, images, audio files, HTML, and more into a Markdown format for streamlined content handling. - **[Qiniu Cloud Storage MCP Server](https://github.com/qiniu/qiniu-mcp-server)** - Connect to Qiniu Cloud Storage for accessing, managing, and processing multimedia files within AI large model clients. Perform operations such as listing buckets, uploading files, reading file contents, and utilizing intelligent multimedia features. - **[Word Counter](https://github.com/qpd-v/mcp-wordcounter)** - Analyzes text documents by providing word and character counting capabilities. It processes files directly without exposing content to language models, offering statistics on total words, characters including spaces, and characters excluding spaces. - **[RAGDocs](https://github.com/qpd-v/mcp-ragdocs)** - Fetches and stores documentation in a vector database for semantic search and retrieval, enhancing LLM capabilities with relevant documentation context. Supports adding documentation from URLs or local files and querying with natural language. - **[Quillopy MCP Server](https://github.com/quillopy/quillopy-mcp)** - Retrieve relevant package documentation for programming languages and libraries through the Quillopy API, enhancing the coding experience by providing up-to-date information directly into the user's context. - **[Anytype MCP Server](https://github.com/Qwinty/anytype-mcp)** - Access and manage Anytype data, including spaces, objects, and templates. Perform searches, create and delete spaces, and export objects in markdown format. - **[OpenTK Dutch Parliamentary Data Server](https://github.com/r-huijts/opentk-mcp)** - Provides access to Dutch parliamentary documents, debates, and member information through a standardized interface for natural language queries, facilitating research and analysis of legislative activities. - **[Video Digest](https://github.com/R-lz/mcp-video-digest)** - Extract audio from various video platforms like YouTube and TikTok, and convert the audio to text using multiple transcription services. Supports asynchronous processing and speaker separation for enhanced video content analysis. - **[LSP Tools](https://github.com/rajnaveen344/lsp-tools-mcp)** - Enhances text analysis by providing regex matching capabilities to find positions of regex matches in files and managing directory access for secure interaction with system files. - **[OneNote Server](https://github.com/rajvirtual/MCP-Servers)** - Access and manage Microsoft OneNote content, enabling the reading and creation of notebooks, sections, and pages directly through AI assistants. Converts HTML content to text for improved retrieval-augmented generation (RAG) processing. - **[Swarms Documentation Server](https://github.com/Ransom-Alpha/Swarms_MCPserver)** - Retrieve and interact with documentation databases using hybrid semantic and keyword search. Automatically index and reindex various file types while supporting live file watching and low-latency document querying through a FastMCP tools API. - **[Deepwiki Fetch Server](https://github.com/regenrek/deepwiki-mcp)** - Crawls Deepwiki.com documentation, converting it into Markdown format by removing unnecessary HTML elements and adjusting links for better readability. Supports fetching multiple pages and offers structured output formats for knowledge retrieval. - **[GitBook](https://github.com/rickysullivan/gitbook-mcp)** - Access GitBook Organizations, Spaces, Collections, and Content through a standardized MCP interface, enabling programmatic operations for documentation workflows. - **[Google Drive Integration Server](https://github.com/rishipradeep-think41/google-drive-mcp)** - Integrate Google Drive functionalities with the Model Context Protocol (MCP) to facilitate file management, content retrieval, and permission handling. Access Google's Drive resources seamlessly from LLM applications through standardized tools. - **[Documentation Generator](https://github.com/rjadhavJT/docgen-mcp)** - Automates the creation of standardized documentation by extracting information from various source files and applying templates. Integrates with Google Drive and GitHub to enhance documentation processes with AI-generated content and management features. - **[Image Reader](https://github.com/Rupeebw/mcp-image-reader)** - Manage and summarize text notes efficiently with this MCP server, which supports creating, accessing, and summarizing notes through unique URIs. It integrates note management and summarization capabilities for enhanced workflows with LLMs. - **[YouTube Transcriptor](https://github.com/rvydhya/youtube_transcriptor)** - Transcribes YouTube videos by extracting transcripts, including both manual and autogenerated captions, using the provided video URL. Supports integration with MCP clients for enhanced workflows involving video transcription. - **[MCP RTFM](https://github.com/ryanjoachim/mcp-rtfm)** - Facilitates the creation of manuals from existing documentation through content analysis, generates metadata, and provides intelligent search capabilities to form a functional knowledge base. - **[Tavily MCP Server](https://github.com/Rz017/tavily-mcp)** - Integrates real-time web search and intelligent data extraction to enhance AI assistants with up-to-date information and sophisticated filtering capabilities. Supports domain-specific data retrieval and processing features for improved AI workflows. - **[DeepSeek Chat RAG](https://github.com/samaraxmmar/Deepseek_chat_rag)** - Utilizes advanced retrieval-augmented generation models to answer queries based on indexed documents extracted from various file formats. Engages users by providing relevant answers from a Chroma database that stores extracted text from PDF, DOCX, TXT, and CSV files. - **[Data Extractor](https://github.com/sammcj/mcp-data-extractor)** - Extracts embedded data such as i18n translations and configurations from TypeScript and JavaScript source code, converting them into structured JSON files while preserving the hierarchical structure and template variables. - **[PRD Creator](https://github.com/Saml1211/PRD-MCP-Server)** - Generate detailed and structured Product Requirements Documents (PRDs) while validating them against industry standards and utilizing a library of customizable templates for documentation. - **[RAG Documentation Server](https://github.com/sanderkooger/mcp-server-ragdocs)** - Retrieve and process documentation using vector search to enhance AI responses. Enable the creation of documentation-aware AI assistants and context-aware tooling for developers. - **[SourceSync.ai MCP Server](https://github.com/scmdr/sourcesyncai-mcp)** - Integrate and manage knowledge from various data sources using a standardized interface to retrieve and update documents. Perform semantic searches and manage connections to external services within a knowledge management platform. - **[ClaudeKeep](https://github.com/sdairs/claudekeep)** - A server implementation that enables the saving and sharing of AI conversations from Claude Desktop, featuring both a private chat storage and a public chat display web app. This implementation utilizes the Model Context Protocol (MCP) to manage interactions with AI chat logs. - **[Markdown to PDF Server](https://github.com/seanivore/Convert-Markdown-PDF-MCP)** - Converts Markdown files into styled PDF documents using VS Code's markdown formatting and Python's ReportLab. Offers note storage with custom URI access and provides functionality to summarize all stored notes. - **[YouTube Transcription Server](https://github.com/seanlee10/server-youtube-transcription)** - Transcribes audio from YouTube videos to text, providing accurate and fast text representations of video content. Integrates transcription capabilities seamlessly into applications using the MCP framework. - **[MCP Server for Awesome-llms-txt](https://github.com/SecretiveShell/MCP-llms-txt)** - Integrate documentation directly into conversations by utilizing MCP resources for chat applications. This server enhances interactions by providing relevant documentation content as part of the dialogue. - **[File Preview](https://github.com/seanivore/mcp-file-preview)** - Enables previewing and analyzing local HTML files, including capturing full-page screenshots and examining their structural elements such as headings, paragraphs, images, and links. - **[Cooking Units Converter](https://github.com/sellisd/mcp-units)** - Provides tools for converting cooking measurements between various volume, weight, and temperature units commonly used in cooking, such as milliliters to cups and grams to pounds. - **[DICOM-MCP](https://github.com/shaunporwal/DICOM-MCP)** - Manage and summarize DICOM images by adding notes and generating summaries to enhance workflows with medical imaging data. - **[Document Library Server](https://github.com/shifusen329/doc-lib-mcp)** - Manage and semantically search documentation by adding, ingesting, chunking, and querying notes across various document types. Create summaries tailored to specific detail levels and access individual notes through a custom URI scheme. - **[Youtube Transcript Download](https://github.com/shineforever/Youtube-Transcript-Download)** - Download subtitles from popular video platforms like YouTube, Bilibili, TED, and Coursera using the AITransDub MCP service. Supports multiple subtitle languages for easier access and processing. - **[Skrape MCP Server](https://github.com/skrapeai/skrape-mcp)** - Convert web pages into clean, structured Markdown suitable for large language model (LLM) consumption, streamlining the process of feeding web content into AI applications. - **[Rememberizer Server](https://github.com/skydeckai/mcp-server-rememberizer)** - Interact with Rememberizer's document and knowledge management API to perform document search, retrieval, and management. Supports access to both documents and Slack discussions. - **[ru-heritage](https://github.com/slamdunkasaur/ru-heritage)** - Downloads digitised books from e-heritage.ru and converts them into PDF format, facilitating easier access to digital heritage content. - **[ru-heritage](https://github.com/slamdunkasaur/ru-heritage)** - Downloads digitized books from the e-heritage.ru website and converts them into PDF format for easier access and archiving of historical literature. - **[Excel Reader Server](https://github.com/softgridinc-pte-ltd/mcp-excel-reader-server)** - Extract data from Excel files in structured JSON format, allowing access to all sheets or specific sheets by name or index. Handles data type conversions and manages empty cells efficiently. - **[Paprika 3 MCP Server](https://github.com/soggycactus/paprika-3-mcp)** - Exposes Paprika 3 recipes as LLM-readable resources for interaction with LLMs like Claude. Enables creation and updating of recipes within the Paprika app through specialized tools. - **[ObsidianFetch](https://github.com/soukouki/obsidian_fetch)** - Retrieve and load notes efficiently from Obsidian vaults, enabling enhanced interactions with language models by cleaning link queries and displaying backlinks to opened files. Streamlined for local GPU setups to improve note retrieval speed and efficiency. - **[Microsoft 365 Integration Server](https://github.com/Softeria/ms-365-mcp-server)** - Enables interaction with Microsoft 365 services through the Graph API, allowing management of Excel files, calendar events, emails, and OneDrive files securely using the Microsoft Authentication Library. - **[Rust Documentation Manager](https://github.com/spacemeowx2/cargo-doc-mcp)** - Manage and interact with Rust documentation, performing tasks such as checking, building, and searching through project documentation. Access crate documentation and symbol listings to enhance development workflows. - **[Jina.ai Reader](https://github.com/spences10/mcp-jinaai-reader)** - Integrates Jina.ai's Reader API for efficient web content extraction, enabling analysis and processing of documentation and web content. - **[Markdown Sidecar Server](https://github.com/speakeasy-api/markdown-sidecar-mcp)** - Access and serve markdown documentation for NPM packages, Go Modules, and PyPi packages from a local environment, enhancing the code generation process. Default support for Python help documentation is included for packages lacking markdown documentation. - **[Mintlify Starter Kit](https://github.com/srvdneat/docs)** - Provides a starter kit for creating and maintaining documentation, including guide pages, navigation, customizations, and API references. Supports local previews and automatic deployment of documentation updates via integration with a GitHub app. - **[Storacha Storage Server](https://github.com/storacha/mcp-storage-server)** - Facilitates secure storage and retrieval of files using decentralized storage via IPFS and CIDs. Enables verifiable data exchange and integration with AI frameworks, offering free storage options to users. - **[DocuMind MCP Server](https://github.com/Sunwood-ai-labs/documind-mcp-server)** - Analyzes and enhances the quality of documentation, specifically README files, by providing insights and suggestions for improvement. Utilizes advanced neural processing techniques for thorough evaluation and visual analysis of documentation elements. - **[Iris MCP Server](https://github.com/Sunwood-ai-labs/release-notes-generator-iris-mcp-server)** - Automatically generates structured release notes by detecting differences between Git repository tags and saves the output in Markdown format. Provides customizable templates for categorizing new features, improvements, and bug fixes to enhance the release documentation process. - **[Zotero MCP Server](https://github.com/swairshah/zotero-mcp-server)** - Access and manage your Zotero library programmatically, enabling the search of papers, management of notes, and the ability to request summaries through MCP clients. Facilitates seamless integration into research workflows with existing tools. - **[PDF Reader](https://github.com/sylphxltd/pdf-reader-mcp)** - Enables secure reading and extraction of text, metadata, and page counts from PDF files. Processes multiple PDFs from local paths or URLs with structured JSON output for easy parsing. - **[Notion ReadOnly Server](https://github.com/Taewoong1378/notion-readonly-mcp-server)** - Provides read-only access to Notion content, enabling retrieval of pages, blocks, databases, comments, and properties with optimized performance. Focuses on minimizing API calls and supports parallel processing for efficient data acquisition. - **[arxiv-latex MCP Server](https://github.com/takashiishida/arxiv-latex-mcp)** - Fetches and processes LaTeX sources of arXiv papers, enabling AI models to accurately interpret mathematical content and equations without the limitations of PDF files. - **[Obsidian MCP](https://github.com/takuya0206/obsidian-mcp)** - Interact with an Obsidian vault to read, write, and manipulate notes using a standardized interface, facilitating enhanced productivity and organization. - **[Medical Report Analyzer](https://github.com/TanvirHafiz/Medical-report-analyzer)** - Analyze medical reports and symptoms to gain health insights and suggestions, providing detailed medicine information tailored to individual needs with bilingual support in English and Bengali. - **[Diff Server](https://github.com/tatn/mcp-server-diff-python)** - Obtain text differences between two strings using Python's `difflib`, providing output in Unified diff format suitable for text comparison and version control. - **[Fetch TypeScript Server](https://github.com/tatn/mcp-server-fetch-typescript)** - Retrieves and converts web content using various formats and rendering methods, suitable for both data extraction and web scraping tasks. It allows access to text-based resources and provides raw text content from specified URLs without additional processing. - **[RSS Markdown Generator](https://github.com/taweili/mcp-rss-md)** - Generates Markdown content from RSS feeds, transforming raw RSS data into well-structured Markdown documents for easy sharing and publishing. - **[Complex PDF Parsing Toolkit](https://github.com/taxihabbel/parsemypdf)** - Extract and analyze complex PDF documents using various tools to maintain document structure and efficiently extract tables, images, and mixed content. Specialized processors are available tailored to the complexity and content type of the PDFs. - **[Multi-Model RAG and LLM Platform](https://github.com/Teeksss/mcp)** - Integrates multiple AI models and implements retrieval-augmented generation (RAG) alongside large language models (LLMs). Supports PDF and OCR processing for enhanced data handling while providing a simplified setup for backend and frontend deployment. - **[Tencent Cloud COS Server](https://github.com/Tencent/cos-mcp)** - Integrate large language models with Tencent Cloud Object Storage (COS) and Data Insight (CI), enabling file management, automated cloud data handling, and various image and video processing tasks. Supports natural language-based metadata search and efficient backup workflows. - **[XPath Server](https://github.com/thirdstrandstudio/mcp-xpath)** - Execute XPath queries on XML and HTML content, fetching and querying data from URLs or local files. Return structured results to enhance applications with powerful XML data manipulation capabilities. - **[Unix Manual Server](https://github.com/tizee/mcp-unix-manual)** - Retrieve Unix command documentation, including help pages and version information. List common commands and check command availability within conversations. - **[IETF Document Fetcher](https://github.com/tizee/mcp-server-ietf)** - Access and retrieve IETF RFC documents, enabling search by keywords and management of document pagination. Provides standardized access to essential specifications for Large Language Models. - **[PDF Reader](https://github.com/trafflux/pdf-reader-mcp)** - Extracts text from both local and online PDF files with robust error handling and standardized output. Supports various PDF formats and includes features for auto-detection of encoding and volume mounting. - **[PDF to PNG Conversion Server](https://github.com/truaxki/mcp-Pdf2png)** - Convert PDF documents into high-quality PNG images seamlessly, transforming each page of a PDF into a PNG file using a simple MCP tool call. Enhance document processing with efficient image generation from PDFs. - **[Eagle Server](https://github.com/tuki0918/eagle-mcp-server)** - Integrates with the Eagle app to manage and interact with digital assets through a standardized MCP interface, enabling operations such as folder and item management, metadata retrieval, and media handling. - **[Memory Bank](https://github.com/tuncer-byte/memory-bank-MCP)** - Create and manage structured project documentation with AI assistance, generating interconnected Markdown files that capture project knowledge from goals to progress. It supports context-aware querying for efficient searching and exporting of project information. - **[Text Editor Server](https://github.com/tumf/mcp-text-editor)** - Provides line-oriented text file editing capabilities through a standardized API, optimized for efficient interaction with large language models, enabling partial file access to minimize token usage. - **[Guarantee Processor 保函要素抽取项目](https://github.com/u3588064/AutoGuarantee)** - 自动提取保函文本中的要素和条款，提供法律和金融专业人士分析所需的信息。输出结果为JSON格式，支持提取担保人的SWIFT标识代码、开立日期和保函种类等要素。 - **[Same-Entity Verification](https://github.com/u3588064/Entity-Resolution)** - Compares two sets of data to determine if they originate from the same entity using text normalization and semantic analysis. It evaluates both exact and semantic equality of values, ensuring accurate data validation. - **[Prem AI MCP Server](https://github.com/ucalyptus/prem-mcp-server)** - Integrates with Prem AI's features for chat interactions and document management, supporting Retrieval-Augmented Generation with document repositories and real-time streaming responses. - **[MarkAI](https://github.com/umuthopeyildirim/markai)** - MarkAI is a platform that enables users to ask questions and receive answers derived from their documents, providing efficient data access. It supports various file formats and offers both public and private collaboration options. - **[Context7](https://github.com/upstash/context7)** - Access up-to-date, version-specific documentation and code examples directly in prompts to provide accurate coding information and prevent hallucinations in API responses. Users can integrate the server by adding `use context7` to their queries for relevant answers. - **[Context7](https://github.com/upstash/context7)** - Fetches up-to-date, version-specific documentation and code examples directly from source libraries to enhance prompts. Integrates real-time documentation into AI coding workflows for improved code accuracy and productivity. - **[JSON MCP Server](https://github.com/VadimNastoyashchy/json-mcp)** - Efficiently interacts with JSON files by splitting, merging, and validating data based on specified conditions. Designed for seamless integration with language models to automate JSON data manipulation within development environments. - **[Vectorize MCP Server](https://github.com/vectorize-io/vectorize-mcp-server)** - Integrates advanced vector retrieval and text extraction capabilities, enabling document searches and Markdown text extraction from various file types. Supports deep research generation from custom data pipelines. - **[Apple Books MCP](https://github.com/vgnshiyer/apple-books-mcp)** - Manage and explore your Apple Books library, summarize highlights, and receive book recommendations by harnessing Claude's capabilities. - **[DocMCP](https://github.com/visheshd/docmcp)** - Index and query technical documentation using AI-powered semantic search. It crawls, processes, and embeds documentation for efficient retrieval through AI IDEs with built-in MCP tools for seamless integration. - **[Lucene Search Server](https://github.com/VivekKumarNeu/MCP-Lucene-Server)** - Efficiently manage and retrieve documents using Apache Lucene with a RESTful API for complex querying and document management tasks. Supports adding, updating, deleting, and querying documents while utilizing Lucene's powerful indexing features. - **[Pandoc Document Conversion](https://github.com/vivekVells/mcp-pandoc)** - Facilitates document format conversion using pandoc, enabling transformation between various document types while maintaining formatting and structure. - **[Document Outline Assistant](https://github.com/Vortiago/mcp-outline)** - Enables interaction with Outline's document management services through natural language commands for searching, creating, and managing documents. Facilitates tasks like reading document content and managing comments within a structured collection. - **[MCP-framework](https://github.com/w-jeon/mcp-framework)** - A framework for developing custom tools that interact with large language models, featuring comprehensive file processing capabilities for PDF, Word, and Excel files, along with advanced web content retrieval. - **[MCP开发框架](https://github.com/w-jeon/mcp-framework)** - This framework enables the creation of custom tools for interaction with large language models, facilitating web content retrieval and various file handling capabilities. It automates the processing of PDF, Word, and Excel documents for enhanced productivity. - **[Dify](https://github.com/weloyun/dify)** - Dify allows users to build and test AI workflows on a visual canvas, facilitating the integration of tools and data sources for enhanced AI interactions. It supports both cloud hosting and self-hosting options for flexible usage. - **[macOS OCR Tool](https://github.com/whiteking64/macos-ocr-mcp)** - Perform Optical Character Recognition (OCR) on images with the help of macOS's Vision framework, extracting recognized text segments, confidence scores, and bounding box coordinates. Suitable for applications that require text extraction from image files. - **[PDF Forms](https://github.com/Wildebeest/mcp_pdf_forms)** - Manipulate and visualize PDF forms by extracting field information and highlighting form fields for analysis. Streamline PDF workflows using a toolkit built with MCP and PyMuPDF. - **[Confluence Wiki MCP Server](https://github.com/WindieChai/confluence-wiki-mcp-server-extension)** - Integrate Confluence Wiki content with AI models for enhanced analysis and interaction. Convert Wiki content to Markdown format and securely manage access to your Wiki data through an easy configuration interface. - **[AiryLark Translation Server](https://github.com/wizd/airylark-mcp-server)** - Provides high-accuracy translation services through a structured three-stage workflow, ensuring consistency and quality across multiple languages. Supports various professional fields such as technical documentation, academia, law, medicine, and finance. - **[Docs Fetch](https://github.com/wolfyy970/docs-fetch-mcp)** - Fetch and explore web content autonomously by navigating through documentation and web pages to extract relevant information. It supports recursive exploration and filters navigation links for content-rich pages. - **[Jina Reader MCP Server](https://github.com/wong2/mcp-jina-reader)** - Fetches the content of a remote URL and converts it into Markdown format using Jina Reader. - **[SSAFY Project Summary](https://github.com/wonnyboi/mcp-server)** - Automates the collection of project information from GitHub for students, assisting in resume writing, interview question generation, and portfolio management. Provides tools for project-based self-introduction and interview practice to streamline career preparation. - **[Scrapbox Cosense](https://github.com/worldnine/scrapbox-cosense-mcp)** - Access and interact with Scrapbox project pages, facilitating content retrieval, page listing, and full-text searching across project content. - **[Textwell Write Tool](https://github.com/worldnine/textwell-mcp)** - A specialized MCP server for writing text to the Textwell application on macOS, offering modes for replacing, inserting, or appending text. It facilitates text manipulation directly within the Textwell environment. - **[File Converter](https://github.com/wowyuarm/file-converter-mcp)** - Convert various document and image formats such as DOCX to PDF, PDF to DOCX, and multiple image formats (JPG, PNG, WebP, etc.). Provides reliable and flexible file handling to meet diverse conversion needs. - **[Finance News Analysis](https://github.com/wushouzhuan1/finance_news_analysis)** - Scrapes financial data, performs NLP algorithm analysis, and facilitates quantitative strategy backtesting. Integrates various components for automated financial data processing and insights extraction. - **[Perplexity Server](https://github.com/wysh3/perplexity-mcp-zerver)** - Integrate AI research capabilities by performing web searches, retrieving documentation, and analyzing code through interaction with the Perplexity website. It provides persistent chat history and does not require an API key, relying on browser automation. - **[Confluence Document Access Service](https://github.com/xiandan-erizo/ops-mcp)** - Search and retrieve Confluence documents, accessing full page content and associated metadata for efficient document management. Supports full-text search and retrieval of document details including title, space, and version information. - **[PDF Extraction Server](https://github.com/xraywu/mcp-pdf-extraction-server)** - Extracts text from PDF files using advanced reading and OCR capabilities. Supports content retrieval from specified pages or entire documents for seamless integration into applications. - **[Documentation Context Provider](https://github.com/YassineTk/mcp-docs-provider)** - Enables AI models to access and query local markdown technical documentation, enhancing context-aware responses. Supports dynamic integration of documentation, allowing updates without server rebuilds. - **[BookStack MCP Server](https://github.com/yellowgg2/mcp-bookstack)** - Search and retrieve structured data from BookStack pages with customizable queries, pagination, and HTML-to-text conversion for enhanced reading. It includes robust error handling and validation for seamless content access. - **[Cosense](https://github.com/yosider/cosense-mcp-server)** - Access and interact with the Cosense knowledge sharing platform by retrieving, listing, and searching for pages, as well as inserting text into existing pages. - **[ChatPPT](https://github.com/YOOTeam/ChatPPT-MCP)** - AI-powered service for generating PowerPoint presentations based on themes or uploaded documents, with features for online editing and downloading final outputs. - **[Mindmap Server](https://github.com/YuChenSSR/mindmap-mcp-server)** - Converts Markdown content into interactive mindmaps, generating HTML mindmaps or saving them as files for easy access and sharing. Enhances project planning and brainstorming through visual representations of ideas. - **[Universal Source Management System](https://github.com/zongmin-yu/sqlite-literature-management-fastmcp-mcp-server)** - Manages various types of sources such as papers, books, and webpages while integrating them with knowledge graphs. Tracks relationships between sources and entities, supports multiple identifiers, and maintains structured note-taking and status tracking. - **[Excel MCP Server](https://github.com/yzfly/mcp-excel-server)** - Manage and analyze Excel files, including reading, writing, and visualizing data. Perform statistical analysis and data quality assessments to enhance data manipulation and insights. - **[Docling Server](https://github.com/zanetworker/mcp-docling)** - Convert documents to markdown, extract tables, and process multiple files efficiently for enhanced document processing capabilities. - **[Transcripter MCP Server](https://github.com/zentala/zntl-mcp-server)** - Provides AI-powered transcription and analysis functionalities via a standardized Model Context Protocol interface, enabling efficient data searching, summarizing, and retrieval. Integrates with the Transcripter project to facilitate interaction with transcription and analysis data. - **[Markdownify](https://github.com/zcaceres/markdownify-mcp)** - Converts various file types and web content into Markdown format, supporting multiple input types such as PDFs, images, and audio files. - **[Markdownify MCP Server](https://github.com/zcaceres/markdownify-mcp)** - Converts various file types and web content to Markdown format, transforming PDFs, images, audio files, and web pages into readable and shareable Markdown text. - **[Confluence communication server](https://github.com/zereight/confluence-mcp)** - Integrate with the Confluence API to access and manipulate Confluence data. Execute CQL queries and retrieve page content seamlessly. - **[PDF RAG System](https://github.com/zeyangxu/local-rag)** - Access and query information from large PDF files using a powerful retrieval-augmented generation (RAG) system that integrates with Claude. Utilize advanced document processing and vector storage to enhance data retrieval capabilities. - **[Excel File Processing Server](https://github.com/zhiwei5576/excel-mcp-server)** - Read, write, and analyze Excel files while seamlessly managing data through various functionalities, including accessing multiple worksheets and exporting structure information. - **[PDFMathTranslate](https://github.com/zhuangmanhong/PDFMathTranslate)** - Translate PDF scientific papers while maintaining the integrity of formulas, charts, and annotations. Supports multiple languages and various translation services through a command-line interface, interactive GUI, or Docker deployment. - **[Jianshu](https://github.com/zhushengxiao/jianshu)** - Manage and organize writing projects with a user-friendly interface, providing features tailored specifically for writers to enhance their workflow. - **[PANW AIRS MCP Server](https://github.com/zm1990s/panw)** - Integrates Palo Alto Networks AI security capabilities into clients compatible with the Model Context Protocol, enabling real-time content risk analysis and interaction with large language models. Supports various input types for dynamic content detection and compliance during AI interactions. - **[Kaltura MCP Server](https://github.com/zoharbabin/kaltura-mcp)** - Integrates Kaltura's media management for uploading, retrieving, and managing media with standardized API interactions. Supports operations like metadata retrieval, media search, category management, and user permissions management. - **[YouTube MCP Server](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Interacts with YouTube content by retrieving video details, managing channels, and accessing transcripts through a standardized interface. Allows for video statistics, channel management, and playlist details. - **[Tuniao Server](https://github.com/zw459123678/tuniao-server)** - Provides access to TuNiao UI components documentation and listings via the Model Context Protocol. Features include retrieving component information and detailed documentation for specific components. ## File Management - **[File Parser](https://github.com/302ai/302_file_parser_mcp)** - The File Parser MCP Server helps you read, modify, and manage files easily. It simplifies the process of file handling, allowing developers to focus on building their applications without getting bogged down in the complexities of dealing with different file types. - **[School MCP](https://github.com/54yyyu/school-mcp)** - School MCP is a server designed to help students manage their academic tasks more efficiently. It connects to platforms like Canvas and Gradescope to fetch assignment deadlines, download course materials, and integrate with your calendar for reminders. - **[ZIP Compression Server](https://github.com/7gugu/zip-mcp)** - The ZIP Compression Server allows users to easily compress and decompress files, manage multiple files at once, and query information about ZIP files, making file management more efficient and secure. - **[Video Convert](https://github.com/adamanz/mcp-video-converter)** - Convert video, audio, and image files between various formats using FFmpeg. Check for FFmpeg installation and retrieve information on supported file formats for conversion. - **[MCP Video Converter](https://github.com/adamanz/mcp-video-converter)** - Automates video, audio, and image file conversions between various formats and checks for FFmpeg installation. Supports multiple media formats for input and output, facilitating seamless media file management. - **[Raindrop.io Bookmark Manager](https://github.com/adeze/raindrop-mcp)** - Manage and interact with Raindrop.io bookmarks, collections, tags, and highlights using the MCP server interface. Perform CRUD operations, advanced searches, tag management, and receive real-time updates. - **[Filesystem MCP Server](https://github.com/ai-yliu/filesystem-mcp-server)** - Facilitates filesystem operations such as reading and writing files, managing directories, and ensuring secure file handling within specified paths. - **[Yourware MCP](https://github.com/ai-zerolab/yourware-mcp)** - Upload and manage projects through a user-friendly interface, enabling seamless handling of single files or entire directories. Integrates various development workflow features for enhanced productivity. - **[MCP Development Framework](https://github.com/aigo666/mcp-framework)** - Create custom tools to interact with large language models, facilitating web content fetching and processing of various document formats including PDF, Word, and Excel. Supports advanced features such as OCR for image content in documents and enhances workflow automation. - **[TinyPNG MCP Server](https://github.com/aiyogg/tinypng-mcp-server)** - Compress images using the TinyPNG API to reduce file size while maintaining quality. Integrate image optimization into various projects seamlessly. - **[Dropbox Integration Server](https://github.com/Albiemark/dbx-mcp-server)** - Integrates Dropbox with applications to manage files, folders, and account information through MCP-compatible clients, utilizing Dropbox's public API for seamless interaction. - **[Document Operations Server](https://github.com/alejandroBallesterosC/document-edit-mcp)** - Facilitates document manipulation across Microsoft Word, Excel, and PDF formats, enabling editing, creation, and conversion of various document types seamlessly. - **[File Organizer](https://github.com/AlexanderVTr/cursor-mcp-file-organizer)** - Automatically organizes files in the Downloads folder by type, enhancing productivity through configured organization rules and real-time file system monitoring. Supports multiple file categories, including images, documents, archives, code files, media files, design files, databases, and fonts. - **[IPFS Server](https://github.com/alexbakers/mcp-ipfs)** - Manage storage spaces and data within the IPFS ecosystem by uploading, downloading, and executing various tasks through a command-line interface integrated with language models. - **[Everything Search](https://github.com/Alihkhawaher/everything-search-server)** - Integrates with the Everything Search Engine to provide advanced file search capabilities including full text search, case sensitivity, whole word matching, and regex support. Offers sorting options and formats results with human-readable file sizes and formatted dates. - **[FTP Access Server](https://github.com/alxspiker/mcp-server-ftp)** - Interact with FTP servers to manage files and directories using natural language commands. Perform operations such as listing directory contents, uploading and downloading files, and creating or deleting directories. - **[Dropbox Integration Server](https://github.com/amgadabdelhafez/dbx-mcp-server)** - Integrates Dropbox operations, enabling management of files and folders directly from applications with simple commands using the public API. - **[Dropbox Integration Server](https://github.com/amgadabdelhafez/dbx-mcp-server)** - Integrate applications with Dropbox for managing files, folders, and account information using MCP-compatible clients. Leverage Dropbox's public API to interact with essential Dropbox functionalities. - **[Deep Directory Tree](https://github.com/andredezzy/deep-directory-tree-mcp)** - Visualizes and analyzes directory structures with real-time updates, configurable depth, and smart exclusions. Enhances project navigation and organization insights for AI assistants. - **[mcp-editor](https://github.com/arathald/mcp-editor)** - Edit files using a TypeScript MCP server, based on Anthropic's filesystem editing tools. It facilitates direct file manipulation while working with MCP protocols. - **[S3 Management Server](https://github.com/ashgw/s3-mcp)** - Manage S3 buckets and objects, handle lifecycle configurations, set and retrieve object tags, manage bucket policies, and configure CORS settings. - **[Sample S3 Server](https://github.com/aws-samples/sample-mcp-server-s3)** - Retrieve and manage PDF documents stored in AWS S3. Offers access to S3 buckets and their objects, enabling data retrieval for integration with AI models. - **[Gru Sandbox](https://github.com/babelcloud/gbox)** - A self-hostable sandbox for executing commands, reading and writing files, and browsing the web across various platforms like iOS and Android. The server supports executing Linux commands and Python scripts, making it suitable for running complex analyses and generating documents like PDFs and diagrams. - **[TinyPNG MCP Server](https://github.com/beordle/tinypng-mcp-server)** - Compress images efficiently using the TinyPNG API. Supports both local and remote image compression with minimal setup required. - **[Binary Reader](https://github.com/berlinbra/binary-reader-mcp)** - Read and analyze binary files, extracting metadata and structure from various binary formats, including Unreal Engine assets. The server features an extensible architecture for adding support for new binary formats as needed. - **[Text Editor MCP Server](https://github.com/bhouston/mcp-server-text-editor)** - Manage and manipulate text files through a standardized API, enabling operations like viewing, editing, and creating files in various directories. - **[FFmpeg Video Processor](https://github.com/bitscorp-mcp/mcp-ffmpeg)** - Manipulate video files by resizing them to various resolutions and extracting audio in multiple formats. Interact with video processing capabilities using natural language requests via API calls. - **[Box Integration Server](https://github.com/box-community/mcp-server-box)** - Integrate with the Box API to perform file operations, including file search, text extraction, and AI-based querying. Manage and process Box data efficiently with advanced AI capabilities. - **[File Operations Server](https://github.com/bsmi021/mcp-file-operations-server)** - Provides capabilities for basic and advanced file and directory manipulations, including monitoring for changes and tracking operation history. Supports streaming of large files and real-time updates for long-running tasks. - **[File Context Server](https://github.com/bsmi021/mcp-file-context-server)** - Enables LLMs to read, search, and analyze code files while providing advanced caching and real-time file watching capabilities. Facilitates file operations and code analysis to improve development workflows and quality metrics. - **[Filesystem Server](https://github.com/bsmi021/mcp-filesystem-server)** - Perform file system operations, analysis, and manipulation through a standardized tool interface for enhanced application capabilities. - **[File System](https://github.com/bunasQ/fs)** - Manage and interact with file systems by accessing, reading, and manipulating files. This server enhances application capabilities through streamlined file operations. - **[Video Editor](https://github.com/burningion/video-editing-mcp)** - Upload, edit, search, and generate videos using large language models and Video Jungle's tools. The server enables interaction with videos through a custom URI scheme for managing individual videos and projects. - **[Document Processing Server](https://github.com/cablate/mcp-doc-forge)** - Comprehensive document processing capabilities including reading various document formats and converting them to different formats. Provides features for PDF manipulation such as merging and splitting, alongside document conversion tools. - **[File System Management Server](https://github.com/calebmwelsh/file-system-mcp-server)** - Manage files and directories through a structured API for automated operations and system integration. Supports extensive file system management tasks on Windows and basic operations on macOS/Linux. - **[Shaka Packager Video Processing Server](https://github.com/coderjun/shaka-packager-mcp-server)** - Supports advanced video transcoding, packaging, and analysis using Shaka Packager. Facilitates format conversion, DRM application, and content preparation for streaming, featuring intelligent path handling and error management. - **[File Server](https://github.com/codyde/mcp-file-tool)** - Provides file system operations through a standardized API, enabling functionalities such as creating, reading, and listing files. Includes performance monitoring and error tracking integration. - **[File Convert](https://github.com/convertguru/file-convert-mcp)** - Converts files between various formats including images, documents, audio, video, and data files to popular formats like PDF, JPG, MP4, and HTML. Utilizes AI and other detection methods for accurate file type recognition and conversion. - **[Crawlab MCP Server](https://github.com/crawlab-team/crawlab-mcp)** - Interact with Crawlab's features for spider management, task handling, file operations, and resource access through a standardized interface. Facilitates seamless integration of Crawlab functionalities into AI applications using natural language commands. - **[Crawlab MCP Server](https://github.com/crawlab-team/crawlab-mcp)** - Interact with Crawlab's spider and task management features, perform file operations, and access resources through a standardized interface for seamless AI application integration. - **[Filesystem MCP Server](https://github.com/cyanheads/filesystem-mcp-server)** - Provides capabilities for secure interaction with the local filesystem, enabling reading, writing, and management of files and directories. Supports advanced file operations and targeted updates to enhance AI workflows. - **[Obsidian MCP Server](https://github.com/cyanheads/obsidian-mcp-server)** - Integrate LLMs with Obsidian vaults to manage knowledge bases through secure API communication and efficient file operations. Features comprehensive search capabilities for enhanced knowledge management. - **[Decent Sampler Drums](https://github.com/dandeliongold/mcp-decent-sampler-drums)** - Generates DecentSampler drum kit configurations and presets, focusing on WAV file analysis and XML generation for preset creation. - **[Editor Server](https://github.com/danielpodrazka/editor-mcp)** - Manage and edit text files through a standardized API with features for syntax checking, file management, and a two-step editing process to enhance data integrity. Supports operations on Python and JavaScript/React files for reading, locating functions, and editing with a diff preview. - **[Readonly Filesystem Server](https://github.com/danielsuguimoto/readonly-filesystem-mcp)** - Provides secure readonly access to filesystem operations, including reading files, listing directories, searching for files, and retrieving file metadata within specified allowed directories. - **[Filesystem Structures](https://github.com/deathrashed/filesystem-structures)** - Provides ready-to-use filesystem organization structures tailored for various use cases, enabling users to set up and optimize their digital content management with adaptable templates. Supports productivity, development, media management, and personal knowledge organization through structured directory hierarchies. - **[Filesystem Structures](https://github.com/deathrashed/filesystem-structures)** - Provides a variety of filesystem organization structures that are tailored for different use cases and complexity levels. Facilitates the setup, reorganization, and optimization of digital content management through adaptable templates. - **[Super Windows CLI Server](https://github.com/delorenj/super-win-cli-mcp-server)** - Provides full access to Windows CLI environments and unrestricted execution of system commands, enabling broad control over the operating system and file system. - **[TESS AI Integration Server](https://github.com/diegofornalha/mcp-server-tess)** - Facilitates interaction with the TESS platform using structured commands for managing agents, retrieving details, and executing tasks with custom parameters. Access the TESS API for dynamic data interactions and file management. - **[TESS Integration Server](https://github.com/diegofornalha/mcp-server-tess)** - Integrate with the TESS API to manage and execute TESS agents, handle file associations, and customize messages for agent interactions. Provides an interface to streamline AI workflows with TESS functionalities. - **[Filesystem Server](https://github.com/dinh-ai-system-exe-com-vn/file-system-mcp-sse)** - Facilitates secure and efficient filesystem operations, enabling tasks such as reading, writing, editing, and searching files and directories. Provides capabilities for managing file metadata, directory structures, and advanced search functionalities within specified paths. - **[TOS MCP Server](https://github.com/dinghuazhou/sample-mcp-server-tos)** - Retrieve and manage data from volcengine TOS, including accessing PDF documents and interacting with storage buckets. Simplifies data retrieval processes through defined tools for listing buckets, listing objects, and retrieving specific objects. - **[Meta MCP Server](https://github.com/DMontgomery40/meta-mcp-server)** - Facilitates the creation and management of multiple customized MCP servers by automating file management and integrating various MCP tools. Provides robust error handling and debugging support for development environments. - **[MCP Server](https://github.com/dvladimirov/MCP)** - Integrates OpenAI services with Git repository analysis and local filesystem operations. Also supports Prometheus for monitoring and provides utilities for seamless development workflows. - **[SmileAPI Messaging Server](https://github.com/edupoli/smileapi-mcp)** - Enables seamless integration of messaging capabilities into applications through the SmileAPI, facilitating the sending of text, images, videos, audio, and documents. Leverages pre-built tools to enhance communication workflows. - **[ADLS2 MCP Server](https://github.com/erikhoward/adls-mcp-server)** - Standardized interface for interacting with Azure Data Lake Storage Gen2, facilitating file operations through MCP tools. - **[J.A.R.V.I.S.](https://github.com/essenecrucix-netizen/jarvis)** - An intelligent coding assistant that supports multiple AI models for code generation, modifications, and technical discussions. It can handle various file types for text extraction and data parsing to facilitate development tasks. - **[File Merger](https://github.com/exoticknight/mcp-file-merger)** - Combine multiple files into a single file efficiently, providing detailed reports on file sizes and merge summaries. Access is restricted to user-defined directories for security. - **[Eyevinn Open Source Cloud MCP Server](https://github.com/EyevinnOSC/mcp-server)** - Enables integration with Eyevinn Open Source Cloud API for tasks like file uploads to a MinIO storage bucket. Supports architecting and building solutions with the remote MCP endpoint. - **[3D Cartoon Generator Server](https://github.com/falahgs/mcp-3d-style-cartoon-gen-server)** - Generates high-quality 3D-style cartoon images from text prompts using Google's Gemini AI, with child-friendly designs for engaging visuals. Offers secure file system operations for managing files, including reading and writing capabilities. - **[Server Office](https://github.com/famano/mcp-server-office)** - Read and write Microsoft Word (docx) files with capabilities to edit paragraphs and insert new text. Access complete document content, including tables and images, through a command-line interface. - **[iFlytek SparkAgent Task Chain Server](https://github.com/funchs/ifly-spark-agent-mcp)** - Invokes the task chain of the iFlytek SparkAgent Platform through an MCP server interface, allowing users to upload files and interact with platform capabilities. Enables integration with AI models for automated workflows and task execution. - **[PDF to Markdown Conversion Service](https://github.com/FutureUnreal/mcp-pdf2md)** - Converts PDF files to structured Markdown format while preserving the original layout. Supports batch processing of local files and URLs for efficient handling of multiple documents. - **[Filesystem Server](https://github.com/gabrielmaialva33/mcp-filesystem)** - Provides secure filesystem access for AI models through the Model Context Protocol with strict path validation to ensure authorized access to predefined directories, enabling seamless file and directory operations. - **[Firebase MCP Server](https://github.com/gannonh/firebase-mcp)** - Integrate Firebase services with AI models for real-time access to authentication, Firestore document operations, and file management. This protocol allows seamless interaction with Firebase capabilities through a standardized interface. - **[Vinted Scraper](https://github.com/Gertje823/Vinted-Scraper)** - Scrapes data and downloads images from Vinted and Depop, storing the information in a SQLite database. Provides a command-line interface for easy data collection from user accounts on these platforms. - **[Python Toolbox](https://github.com/gianlucamazza/mcp_python_toolbox)** - Facilitates management and development of Python projects by performing file operations, analyzing and formatting code, managing dependencies, and executing scripts within a secure environment. - **[Ultimate Self-Evolving Cursor](https://github.com/giorgos3215/ultimate-cursor-mcp)** - Integrates advanced web, code, and file operations with Supabase for database management, providing tools for web scraping, code analysis, and file handling alongside AI-powered functionalities for intelligent analysis and self-improvement based on usage patterns. - **[微信聊天记录数据导出工具](https://github.com/git-jiadong/wechatDataBackup)** - Export and permanently save WeChat chat records, allowing users to view messages such as images, videos, and files even if WeChat no longer supports them. - **[MCP Server](https://github.com/GobinFan/python-mcp-server-client)** - Connects AI models to external data sources and APIs via a standardized interface, providing a unified protocol for function calls and tool management to enhance AI application capabilities. - **[伺服器工具集](https://github.com/GonTwVn/GonMCPtool)** - A collection of tools for development and maintenance tasks, including file operations, task management, and code editing functionalities. Supports basic calculations and npm commands for project building and dependency management. - **[Terminal Controller](https://github.com/GongRzhe/terminal-controller-mcp)** - Execute terminal commands securely, manage file systems, and navigate directories through a standardized interface with built-in safeguards and command history tracking. - **[FileSystem Tool](https://github.com/GrandMasterK414/mcp-servers)** - Provides controlled access to the file system for AI tools, enabling secure interaction with files while ensuring strict access controls. Facilitates simplified file operations within applications integrated with MCP. - **[Unified MCP Server](https://github.com/GrandMasterK414/mcp-servers)** - Integrates multiple specialized tools for software development directly within the Cursor IDE, enhancing coding efficiency. Features include file management, GitHub integration, API testing, and database exploration. - **[Obsidian Integration Server](https://github.com/gregkonush/mcp-obsidian)** - Integrate with Obsidian to manage notes by reading, creating, and manipulating files in the vault. Supports various operations including searching notes and handling file content. - **[PDF Tools Server](https://github.com/hanweg/mcp-pdf-tools)** - Provides tools for manipulating PDF files, including merging multiple PDFs, extracting specific pages, and finding related PDFs based on text extraction and regex patterns. - **[Backup Server](https://github.com/hexitex/MCP-Backup-Server)** - Provides backup and restoration capabilities specifically designed for AI agents and code editing tools, simplifying the backup process and preserving the context of changes without the complexity of traditional version control systems. - **[Append Data to JSON File](https://github.com/hoonoh57/Append-Data-to-JSON-File-and-Display-JSON-data-to-HTML-Table-using-Ajax-Jquery-getJSON-method)** - Append data to a JSON file and display it in an HTML table using Ajax and jQuery's getJSON method. This enables dynamic data loading for web applications, enhancing data management and user experience. - **[Excalidraw MCP Server](https://github.com/i-tozer/excalidraw-mcp)** - Manage Excalidraw drawings using a straightforward API, providing capabilities to create, update, retrieve, and delete drawings. Export drawings in multiple formats such as SVG, PNG, and JSON while utilizing a simple file-based storage system. - **[Image Processing Server](https://github.com/IA-Programming/mcp-images)** - Fetch and process images from URLs and local file paths, handling automatic compression and MIME type retrieval. Images are returned as base64-encoded strings to facilitate integration and support parallel processing with robust error handling. - **[Image Compression Microservice](https://github.com/InhiblabCore/mcp-image-compression)** - Optimizes images by compressing various formats for faster loading and improved user experience, while offering features like offline usage and batch processing. Supports smart compression to balance file size and visual quality based on image content. - **[Textin OCR Server](https://github.com/intsig-textin/textin-mcp)** - Extract text from images, PDFs, and Word documents while performing OCR and document conversion tasks. Convert documents to Markdown format, and retrieve key information from files intelligently. - **[Document Reader](https://github.com/jbchouinard/mcp-document-reader)** - Interact with PDF and EPUB documents, enabling reading and processing tasks within an IDE. Supports seamless handling of document content directly within the development environment. - **[MLC Bakery MCP Server](https://github.com/jettyio/mlcbakery)** - Provides access to MLC Bakery functionalities through an MCP-compatible interface, enabling clients to search datasets, retrieve previews, and validate metadata efficiently. Facilitates interaction with MLC Bakery API tools for data exploration and management. - **[Linux Remote Management and Control Service](https://github.com/jizihua1118/linux-remote-mcp)** - Connect to Linux servers for remote command execution, as well as for uploading and downloading files. This service facilitates efficient management of Linux servers through a Python-based interface. - **[Web Crawler](https://github.com/jmh108/md-webcrawl-mcp)** - Extracts website content and saves it as markdown files while mapping website structures and links efficiently, enabling batch processing of multiple URLs. - **[AppleScript Control](https://github.com/joshrutkowski/applescript-mcp)** - Enables interaction with macOS through AppleScript for system control, file management, and handling notifications. Provides functionalities like managing calendar events, clipboard operations, and system controls. - **[Mac Apps Launcher](https://github.com/JoshuaRileyDev/mac-apps-launcher)** - MCP server for launching and managing applications on macOS, capable of listing applications installed in the `/Applications` folder and launching them by name or opening specific files with designated applications. - **[Excel to PDF Converter](https://github.com/kmexnx/excel-to-pdf-mcp)** - Convert Excel and Apple Numbers files to PDF format, enabling seamless file handling and sharing. Integrate with AI assistants through the Model Context Protocol for direct file conversion during conversations. - **[Image Tools](https://github.com/kshern/image-tools-mcp)** - Retrieve image dimensions, compress images, and convert images to various formats using local files or URLs. Supports image processing with detailed output on dimensions, types, and compression information. - **[Video Editor](https://github.com/Kush36Agrawal/Video_Editor_MCP)** - Leverage FFmpeg for video editing through natural language commands, enabling operations like trimming, merging, format conversion, and applying filters. The server provides real-time progress tracking and error handling for various video editing tasks. - **[File System Server](https://github.com/kvas-it/mcp-server-fs)** - Provide basic file system operations including navigation, reading, writing, and analyzing files, as well as executing commands related to file management. - **[在线图片压缩工具](https://github.com/laosu888/tupianyasuo)** - A front-end image compression tool supporting various formats like PNG and JPG, enabling users to customize compression ratios and preview results in real-time. The application allows users to download optimized images with comparisons of file sizes before and after compression. - **[WebDAV Server Integration](https://github.com/LaubPlusCo/mcp-webdav-server)** - Enable natural language interaction with WebDAV file systems to perform CRUD operations on files and directories through a secure and configurable MCP server. Supports connections with optional authentication and efficient management of file operations via multiple transport methods. - **[Filesystem](https://github.com/Legaltime/filesystem)** - Manage files and directories, enabling operations such as reading, writing, and editing files, as well as creating, listing, and deleting directories. Perform searches for files and retrieve file metadata within specified directories. - **[SMART-E2B](https://github.com/Leghis/smart-e2b)** - Execute JavaScript and Python code securely in cloud environments with integrated file management, session reuse for performance optimization, and automatic handling of timeouts and errors. Seamlessly compatible with Claude AI Desktop for enhanced functionality. - **[Files Vector Store](https://github.com/lishenxydlgzs/simple-files-vectorstore)** - Creates a vector store from local directories and files, enabling semantic search across document contents. Monitors specified directories for file changes and generates vector embeddings to facilitate search functionality. - **[Base64 Encoder and Decoder Server](https://github.com/liuyazui/base64_server)** - Provides efficient Base64 encoding and decoding services for both text and images, including support for Data URL formats. Features a simple API for easy integration and reusable prompt templates to simplify Base64 transformations in applications. - **[Servidor de Herramientas para Claude](https://github.com/lpsDevelopers/LPS-MCP)** - Proporciona acceso seguro al sistema de archivos y capacidades de pensamiento secuencial para mejorar la interacción de Claude con su entorno. Permite desglosar problemas complejos en pasos estructurados y acceder a archivos de manera controlada. - **[OpenAI Agents MCP Server](https://github.com/lroolle/openai-agents-mcp-server)** - Connects OpenAI agents to various tools and data sources, enabling specialized tasks such as web searching, file analysis, and computer actions. Supports coordination through a multi-agent orchestrator to enhance AI functionalities. - **[UltimateCoder](https://github.com/m-ahmed-elbeskeri/UltimateCoderMCP)** - Automate terminal commands, edit files locally, and integrate AI tools for efficient development workflows without cloud latency. - **[Project Content Server](https://github.com/MaheshDoiphode/mcp-cline-project-content-server)** - Access project files and their contents from a specified directory, retrieving the latest data for projects stored in that location. - **[Everything Search](https://github.com/mamertofabian/mcp-everything-search)** - Provides fast file searching capabilities across multiple operating systems, utilizing platform-specific tools for efficient file and folder retrieval. Supports advanced search syntax on Windows, basic filename and content search on macOS, and filename search on Linux. - **[Better MCP File Server](https://github.com/MartinSchlott/BetterMCPFileServer)** - A privacy-preserving server that simplifies AI model interactions with filesystems through an intuitive API, ensuring sensitive paths remain concealed while providing efficient file operations. Supports streamlined directory listings and complex file searches with minimized functions. - **[Filesystem Server](https://github.com/mark3labs/mcp-filesystem-server)** - Provides secure access to the local filesystem for reading, writing, and managing files and directories using the Model Context Protocol (MCP). Supports operations like reading from single or multiple files, writing content to files, and copying files or directories. - **[Expo Development Server Manager](https://github.com/mattlemmone/file-mcp)** - Manage and monitor Expo development servers, enabling operations like starting, stopping, and querying server status while accessing logs and performing file operations. Streamlines the React Native development workflow and supports automation and AI-driven integrations with extendable tools. - **[TinyPNG Script with Cache](https://github.com/Momo707577045/tinypng-script-with-cache)** - Compress images without dependencies, automatically skip already compressed images, and replace source files, while maintaining quality. The server utilizes multiple API keys for compression and generates compression reports while ensuring no redundant files are created during the process. - **[Desktop Commander](https://github.com/MrGNSS/ClaudeDesktopCommander)** - Execute terminal commands and manage processes while offering file editing capabilities with real-time command output streaming. - **[Google Drive server](https://github.com/modelcontextprotocol/servers)** - Integrates with Google Drive to provide functionality for listing, reading, and searching files. It supports various file formats and exports Google Workspace files to applicable formats for easier access. - **[URL Format Converter](https://github.com/nathanonn/mcp-url-fetcher)** - Fetch and transform web content from any URL into formats like HTML, JSON, Markdown, or plain text. This MCP server supports various input types and intelligently detects source formats for seamless content conversion. - **[GitLab MCP Server](https://github.com/modelcontextprotocol/servers)** - Enables project management and file operations through the GitLab API, including automatic branch creation and comprehensive error handling. Supports both single-file and multi-file operations while preserving Git history. - **[MacOS Clipboard Access](https://github.com/newbeb/clipboard-mcp)** - Access and retrieve content from the macOS clipboard in real-time, supporting text, images, and binary data. Enables integration with AI assistants for seamless interaction with clipboard contents. - **[Filesystem Server](https://github.com/ngoiyaeric/mcp-filesystem-server)** - Manage files and directories with operations like reading, writing, and organizing within specified directories. Securely perform file management tasks including searching and retrieving metadata. - **[Filesystem MCP Server](https://github.com/modelcontextprotocol/servers)** - Node.js implementation of the Model Context Protocol (MCP) for performing various filesystem operations, including file reading and writing, directory management, and file metadata retrieval. - **[Daytona Python Interpreter](https://github.com/nibzard/daytona-mcp-interpreter)** - Execute Python code and shell commands in secure, isolated environments with file management and web preview generation capabilities. - **[Daytona Python Interpreter](https://github.com/nibzard/daytona-mcp-interpreter)** - Executes Python code and shell commands in isolated environments, providing file management capabilities and support for Git repository cloning and web previews. - **[Edit File Lines](https://github.com/oakenai/mcp-edit-file-lines)** - Make precise line-based edits to text files using string or regex pattern matching, including the ability to replace entire lines, specific text matches, and handle multiple edits with a preview function for safety. - **[SiYuan Note Server](https://github.com/onigeya/siyuan-mcp-server)** - Integrate with the SiYuan Note system to access and manage notebooks, documents, and content blocks while supporting SQL queries and various file operations. - **[AWS S3 Operations Server](https://github.com/OpenWorkspace-o1/aws-ow-s3-mcp)** - Access and manage S3 buckets securely using pre-signed URLs for listing, uploading, downloading, and deleting objects. Simplifies interactions with AWS S3 services for efficient cloud storage management. - **[Source Tree Server](https://github.com/owayo/mcp-src-tree)** - Generates a file tree of the specified directory's 'src' folder while adhering to rules defined in `.gitignore` to exclude certain files and directories. Represents the directory structure hierarchically in JSON format. - **[Website Downloader](https://github.com/pskill9/website-downloader)** - Downloads entire websites for offline access, preserving the website structure and converting links for local use. - **[MarkItDown Server](https://github.com/qing-turnaround/markitdown_mcp_server)** - Convert various file formats to Markdown using the MarkItDown utility. Process PDFs, Office documents, images, audio files, HTML, and more into a Markdown format for streamlined content handling. - **[File Deletion](https://github.com/qpd-v/mcp-delete)** - Provides file deletion capabilities, supporting both relative and absolute paths with smart path resolution and existence checks to ensure safe file removal. - **[Image Downloader](https://github.com/qpd-v/mcp-image-downloader)** - Provides tools for downloading images from URLs and performing basic image optimization tasks such as resizing, quality adjustment, and format conversion. - **[Google Drive Integration Server](https://github.com/rishipradeep-think41/google-drive-mcp)** - Integrate Google Drive functionalities with the Model Context Protocol (MCP) to facilitate file management, content retrieval, and permission handling. Access Google's Drive resources seamlessly from LLM applications through standardized tools. - **[STeLA](https://github.com/Sachin-Bhat/stela-mcp)** - Provides secure access to local system operations through a standardized API interface, enabling command execution, file management, and directory visualization. - **[Filesystem Server](https://github.com/safurrier/mcp-filesystem)** - Access and manipulate files securely with advanced search and editing capabilities, enabling efficient interaction with large files and filesystems. Supports partial reading, precise context control, token-efficient searches, and multi-file operations. - **[DaVinci Resolve MCP Server](https://github.com/samuelgursky/davinci-resolve-mcp)** - Connects AI coding assistants to DaVinci Resolve for managing video editing projects, timelines, and media through natural language queries. Enables seamless control and interaction within the DaVinci Resolve environment. - **[File Preview](https://github.com/seanivore/mcp-file-preview)** - Enables previewing and analyzing local HTML files, including capturing full-page screenshots and examining their structural elements such as headings, paragraphs, images, and links. - **[SeekChat](https://github.com/seekrays/seekchat)** - An AI desktop assistant that automates tasks such as file management, data analysis, and code development while providing a modern interface with multi-language support. - **[Aider MCP Server](https://github.com/sengokudaikon/aider-mcp-server)** - Connects AI assistants to file editing capabilities for efficient project management, enabling users to edit, create, and manage files with integrated git status checks. - **[File Finder](https://github.com/sergey-fintech/MCP)** - Search for files based on specified text fragments in their names, enabling efficient file retrieval based on keywords. - **[SSH Server](https://github.com/shaike1/mcp-server-ssh)** - Enable secure remote command execution and file operations through the SSH protocol, supporting both password and key-based authentication with detailed logging and progress tracking for file transfers. - **[Smart Photo Journal](https://github.com/Siddhant-K-code/memory-journal-mcp-server)** - Search and analyze photos in a library using various intuitive tools, including location-based searches to easily find images taken in specific places. - **[Dufs](https://github.com/sigoden/dufs)** - A utility file server that simplifies file management tasks by providing functionalities for uploading, downloading, and controlling access to files. It also supports static file serving, resumable uploads, and WebDAV integration. - **[Ableton Live Controller](https://github.com/Simon-Kansara/ableton-live-mcp-server)** - Facilitates communication between AI models and Ableton Live through OSC messages, enabling music production automation and workflow enhancement. Maps OSC addresses to available tools for MCP clients. - **[SAMtools Model Control Protocol](https://github.com/sirusb/samtools_mcp)** - Provides tools for viewing, converting, sorting, indexing, and analyzing SAM/BAM/CRAM genomic files. Facilitates efficient bioinformatics workflows with region-specific analysis and statistics generation. - **[AiDD](https://github.com/skydeckai/skydeckai-code)** - Provides tools for AI-driven development workflows, including file system operations, code analysis across multiple programming languages, code execution, and web content fetching with HTML-to-markdown conversion. - **[ru-heritage](https://github.com/slamdunkasaur/ru-heritage)** - Downloads digitized books from the e-heritage.ru website and converts them into PDF format for easier access and archiving of historical literature. - **[File Finder](https://github.com/StepanCooleague/file-finder-mcp)** - Search for files in the filesystem based on a specified path fragment. Retrieve file metadata such as name, full path, size, and creation date for the located files. - **[Code Assistant](https://github.com/stippi/code-assistant)** - Assists with code-related tasks by exploring codebases, managing file contents, and providing insights through summarization. Facilitates interactive communication for effective code manipulation. - **[fclones](https://github.com/sunjoonkim/fclones)** - Efficiently find and remove duplicate files using a command line utility with advanced filtering and flexible removal options. It integrates with Unix tools and produces JSON output for easy use and inspection before deletion. - **[Filesystem](https://github.com/sylphxltd/filesystem-mcp)** - Provides secure access to project files with capabilities for performing batch operations on files and directories. Facilitates efficient workflow management with a comprehensive set of filesystem tools. - **[File Manager](https://github.com/taha-ghadirian/FileManagerMcp)** - Manage remote FTP files and directories through an intuitive interface, allowing users to upload, download, delete, and organize files recursively. - **[Complex PDF Parsing Toolkit](https://github.com/taxihabbel/parsemypdf)** - Extract and analyze complex PDF documents using various tools to maintain document structure and efficiently extract tables, images, and mixed content. Specialized processors are available tailored to the complexity and content type of the PDFs. - **[Tencent Cloud COS Server](https://github.com/Tencent/cos-mcp)** - Integrate large language models with Tencent Cloud Object Storage (COS) and Data Insight (CI), enabling file management, automated cloud data handling, and various image and video processing tasks. Supports natural language-based metadata search and efficient backup workflows. - **[PDF Reader](https://github.com/trafflux/pdf-reader-mcp)** - Extracts text from both local and online PDF files with robust error handling and standardized output. Supports various PDF formats and includes features for auto-detection of encoding and volume mounting. - **[Eagle Server](https://github.com/tuki0918/eagle-mcp-server)** - Integrates with the Eagle app to manage and interact with digital assets through a standardized MCP interface, enabling operations such as folder and item management, metadata retrieval, and media handling. - **[Compress Files](https://github.com/tuskermanshu/compress-mcp-server)** - Provides file compression and decompression services that support multiple formats such as gzip, tar.gz, ZIP, and 7z, ensuring secure and efficient file processing. The server features strict parameter validation, detailed progress reporting, and precise error handling. - **[JSON MCP Server](https://github.com/VadimNastoyashchy/json-mcp)** - Efficiently interacts with JSON files by splitting, merging, and validating data based on specified conditions. Designed for seamless integration with language models to automate JSON data manipulation within development environments. - **[FFmpeg Video Processor](https://github.com/video-creator/ffmpeg-mcp)** - Enables local video search, trimming, stitching, and playback through conversational commands using ffmpeg. Provides tools for finding, clipping, concatenating, and playing video files on macOS platforms. - **[FTP/SSH Remote File Manager](https://github.com/vini1994/mcp)** - Manage files on remote FTP, SFTP, and SSH servers, enabling browsing, uploading, downloading, and modifying files and directories seamlessly. Supports multiple simultaneous connections for efficient server management. - **[MCP-framework](https://github.com/w-jeon/mcp-framework)** - A framework for developing custom tools that interact with large language models, featuring comprehensive file processing capabilities for PDF, Word, and Excel files, along with advanced web content retrieval. - **[MCP开发框架](https://github.com/w-jeon/mcp-framework)** - This framework enables the creation of custom tools for interaction with large language models, facilitating web content retrieval and various file handling capabilities. It automates the processing of PDF, Word, and Excel documents for enhanced productivity. - **[Google Drive server](https://github.com/w-jeon/mcp-gdrive)** - Integrates with Google Drive to enable the listing, reading, and searching of files, supporting various file types and converting Google Workspace documents into usable formats. Facilitates seamless access to file management features within applications. - **[File System Operations Server](https://github.com/Wayazi/mcp_file_system)** - Facilitates secure access to filesystem operations, enabling users to manipulate files and directories, retrieve metadata, and perform searches through a standardized interface. - **[WSL Filesystem Server](https://github.com/webconsulting/mcp-server-wsl-filesystem)** - Facilitates efficient filesystem operations within Windows Subsystem for Linux (WSL) environments, enabling access, reading, writing, and management of files and directories across multiple WSL distributions. Optimizes file listing and search tasks, particularly in performance-sensitive applications. - **[Nexus MCP Bridge](https://github.com/wesnermichel/nexus-mcp-claude-desktop-server)** - Connects Claude Desktop to VSCode, allowing file reading and writing within projects. It facilitates directory management and provides security controls for path accessibility. - **[PDF Forms](https://github.com/Wildebeest/mcp_pdf_forms)** - Manipulate and visualize PDF forms by extracting field information and highlighting form fields for analysis. Streamline PDF workflows using a toolkit built with MCP and PyMuPDF. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands, manage files, and perform diff editing. Facilitate coding, shell operations, and task automation. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands and manage system processes with real-time output streaming. Perform comprehensive filesystem operations including reading, writing, moving, and searching files, along with precise code editing through surgical text replacements and full file rewrites. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands, manage processes, and perform advanced file editing tasks, including text replacements and file rewrites. Enhance development workflows by automating repetitive tasks and running processes efficiently. - **[WebP Converter](https://github.com/xoy8n/webp-converter)** - A server that converts image files such as PNG, JPG, and JPEG to WebP format, supporting both single and batch conversions. It allows configuration of quality settings and provides detailed conversion reports. - **[PDF Extraction Server](https://github.com/xraywu/mcp-pdf-extraction-server)** - Extracts text from PDF files using advanced reading and OCR capabilities. Supports content retrieval from specified pages or entire documents for seamless integration into applications. - **[Model Context Protocol Server for Apache OpenDAL](https://github.com/Xuanwo/mcp-server-opendal)** - Provides access to multiple cloud storage solutions through a unified interface, enabling file listing, reading, and management across diverse storage backends. - **[Qiniu MCP Server](https://github.com/YangSen-qn/qiniu-mcp-server)** - Access Qiniu Cloud storage and intelligent multimedia services through an AI model client. The server provides functionalities for file management, intelligent media processing, and CDN operations. - **[Desktop TXT File Manager](https://github.com/YingHe-1/MyFirstMcpServer)** - Manage and organize TXT files on your desktop by counting, listing, and creating new files with user interaction. This tool simplifies file management tasks for users looking to handle their TXT documents efficiently. - **[Desktop TXT File Manager](https://github.com/YingHe-1/MyFirstMcpServer)** - Manage TXT files located on the desktop by counting, listing, and creating them through a user-friendly interface. The tool simplifies file management tasks, enabling efficient interactions with TXT files. - **[Filesystem MCP Server](https://github.com/YothisisTroy/Filesys)** - Facilitates access to and management of local files through an AI agent using the Model Context Protocol, enabling seamless interactions with the filesystem via Python. Supports operations like reading and listing files from specified directories. - **[Excel MCP Server](https://github.com/yzfly/mcp-excel-server)** - Manage and analyze Excel files, including reading, writing, and visualizing data. Perform statistical analysis and data quality assessments to enhance data manipulation and insights. - **[Docling Server](https://github.com/zanetworker/mcp-docling)** - Convert documents to markdown, extract tables, and process multiple files efficiently for enhanced document processing capabilities. - **[Custom MCP Server](https://github.com/ZbigniewTomanek/my-mcp-server)** - Provides tools for interacting with local file systems and executing commands, allowing LLMs to access and manipulate data securely. Implements a standardized protocol for seamless integration with various AI models. - **[Markdownify](https://github.com/zcaceres/markdownify-mcp)** - Converts various file types and web content into Markdown format, supporting multiple input types such as PDFs, images, and audio files. - **[Markdownify MCP Server](https://github.com/zcaceres/markdownify-mcp)** - Converts various file types and web content to Markdown format, transforming PDFs, images, audio files, and web pages into readable and shareable Markdown text. - **[Desktop Commander](https://github.com/zhanyiwp/DesktopCommanderMCP)** - Execute terminal commands and manage processes on your computer while providing advanced file editing and real-time output streaming. It facilitates development tasks with effective command execution and file manipulation tools. - **[Desktop Commander](https://github.com/zhanyiwp/DesktopCommanderMCP)** - Execute terminal commands and manage processes on a local computer. Features include advanced file editing capabilities and real-time output streaming to enhance development tasks. - **[Excel File Processing Server](https://github.com/zhiwei5576/excel-mcp-server)** - Read, write, and analyze Excel files while seamlessly managing data through various functionalities, including accessing multiple worksheets and exporting structure information. - **[Desktop Image Manager](https://github.com/zhixiaoqiang/desktop-image-manager-mcp)** - Manage and optimize desktop images by counting, viewing, and compressing image files in formats like JPG, PNG, and WebP. Customizable quality settings enhance efficiency in image management tasks. - **[FFmpeg MCP Server](https://github.com/ZizoTheDev/ffmpeg-mcp)** - Utilizes FFmpeg for media processing tasks, enabling efficient handling of various audio and video formats. Ensures secure communication and optimized performance for media workflows. - **[Toolkit](https://github.com/zxfgds/mcp-toolkit)** - Interact with local systems, databases, and external services through file operations, database management, and GitHub integration. Perform secure and efficient commands and transactions to enhance AI applications with real-world capabilities. ## Image and Video Generation - **[Video Still Capture](https://github.com/13rac1/videocapture-mcp)** - The Video Still Capture MCP server allows AI models to access and control webcams to take still images and adjust camera settings using OpenCV, without streaming video. - **[ComfyUI_StoryDiffusion](https://github.com/396001000/ComfyUI_StoryDiffusion)** - ComfyUI_StoryDiffusion allows users to create visually enhanced stories by integrating advanced image generation features into the ComfyUI platform. It utilizes the StoryDiffusion and MS-Diffusion models for creative storytelling through visuals. - **[Grok AI MCP Server](https://github.com/8bitsats/GROK_MCP)** - Analyze Solana blockchain transactions and addresses, process images through vision capabilities, and answer general queries with contextual understanding. - **[Grokart](https://github.com/8bitsats/Grok-MCP)** - MCP server for generating images using Grok's AI image generation capabilities, accepting text prompts and returning images as URLs or base64-encoded data. Supports multiple image generation requests and error handling, with configuration options for API keys. - **[URL2SNAP](https://github.com/Abhi5h3k/MCP-URL2SNAP)** - Capture screenshots of any specified URL and return the access URL for the captured image, facilitating webpage snapshot sharing and integration into automation workflows. - **[R2 Gen](https://github.com/agan2023416/workers)** - An MCP server for image generation that interfaces with a Cloudflare Worker to enable asynchronous image creation, real-time status updates, and error handling. It supports type-safe API calls for generating images based on given prompts. - **[Generate Image](https://github.com/agan2023416/workers)** - Generate images using Replicate's AI image generation, store them in Cloudflare R2, and provide real-time updates on the generation status along with webhook notifications. - **[AI-StoryLab](https://github.com/aigc17/Al-StoryLab)** - AI-StoryLab generates interactive stories with accompanying audio effects and provides illustration prompts. It leverages AI services for story creation, voice synthesis, sound effect generation, and suggests relevant audio placements. - **[TinyPNG MCP Server](https://github.com/aiyogg/tinypng-mcp-server)** - Compress images using the TinyPNG API to reduce file size while maintaining quality. Integrate image optimization into various projects seamlessly. - **[4o-image Image Generation Server](https://github.com/Antipas/4oimage-mcp)** - Generate and edit high-quality images using text prompts. Transform existing images or create new visuals and 3D characters with real-time updates and automatic viewing in the browser. - **[PiAPI MCP Server](https://github.com/apinetwork/piapi-mcp-server)** - Integrates with PiAPI's API to facilitate media content generation using various services like Midjourney, Flux, and more. It connects AI models with tools for seamless content creation directly from applications that support the Model Context Protocol. - **[FastMCP_RecSys](https://github.com/attarmau/StyleCLIP)** - A CLIP-based fashion recommendation system that enables users to upload clothing images and receive similar clothing tag recommendations through an interactive web interface. It utilizes YOLO for clothing detection and integrates seamlessly with an MCP framework. - **[FastMCP Fashion Recommender](https://github.com/attarmau/StyleCLIP)** - Provides personalized fashion recommendations through the integration of a CLIP-based model, facilitating the upload of clothing images and generating clothing tag suggestions. Utilizes YOLO for clothing detection and a backend powered by FastAPI and MongoDB for efficient data management and real-time updates. - **[Replicate Flux MCP](https://github.com/awkoy/replicate-flux-mcp)** - Generate images from text prompts using advanced AI models. Customize parameters for tailored outputs with secure and local processing. - **[Amazon Nova Canvas MCP Server](https://github.com/awslabs/mcp)** - Generates images from text prompts and specific color palettes, utilizing customizable options for dimensions and quality. Supports both text-based and color-guided image generation, allowing for multiple images in a single request. - **[Pollinations Server](https://github.com/bendusy/pollinations-mcp)** - Connects AI models to Pollinations.ai's services for generating images and text via the MCP protocol. Facilitates seamless interaction with Pollinations.ai's API for image generation, downloading images, and text generation. - **[TinyPNG MCP Server](https://github.com/beordle/tinypng-mcp-server)** - Compress images efficiently using the TinyPNG API. Supports both local and remote image compression with minimal setup required. - **[FFmpeg Video Processor](https://github.com/bitscorp-mcp/mcp-ffmpeg)** - Manipulate video files by resizing them to various resolutions and extracting audio in multiple formats. Interact with video processing capabilities using natural language requests via API calls. - **[Grok Plugin](https://github.com/Bob-lance/grok-mcp)** - Connects to Grok AI to generate chat responses, analyze images, and invoke function calls, integrating these features directly into applications using the Model Context Protocol. - **[Luma AI MCP Server](https://github.com/bobtista/luma-ai-mcp-server)** - Integrates with Luma AI's Dream Machine API to facilitate the generation and manipulation of AI-generated videos and images. Offers tools for text-to-video generation, image processing, and audio integration to enhance creative projects. - **[CnOCR](https://github.com/breezedeus/CnOCR)** - Enables optical character recognition for Chinese, English, and numbers using pre-trained models or custom training. Provides powerful text recognition capabilities for a variety of applications. - **[Video Editor](https://github.com/burningion/video-editing-mcp)** - Upload, edit, search, and generate videos using large language models and Video Jungle's tools. The server enables interaction with videos through a custom URI scheme for managing individual videos and projects. - **[Flux Schnell Image Generator](https://github.com/bytefer/mcp-flux-schnell)** - Generate images from text descriptions using the Flux Schnell model through an MCP interface. This server connects with Cloudflare's Flux Schnell worker API to deliver image generation capabilities. - **[Jimeng Image Generation Server](https://github.com/c-rick/jimeng-mcp)** - Integrates with the Jimeng AI service to generate images from text prompts. Supports customization of image parameters such as size, quality, and negative prompts without the need for third-party APIs. - **[Pexels MCP Server](https://github.com/CaullenOmdahl/pexels-mcp-server)** - Access and retrieve photos, videos, and collections from Pexels using a standardized protocol. Supports search by various criteria and provides detailed information about media content. - **[Read Images](https://github.com/catalystneuro/mcp_read_images)** - Analyze images using OpenRouter vision models like Claude-3.5-sonnet and Claude-3-opus through a simple API interface. - **[Image Analysis Server](https://github.com/champierre/image-mcp-server)** - Analyzes images by accepting URLs or local file paths, providing detailed insights through advanced image recognition powered by the GPT-4o-mini model. Validates image URLs and supports loading images from local files and Base64 encoding. - **[AI Image Generation Service](https://github.com/chenyeju295/mcp_generate_images)** - An image generation service that integrates with Cursor IDE, offering features such as customizable image aspect ratios, high-quality image generation, and batch processing capabilities. - **[Flux Image](https://github.com/ckz/flux-img-mcp)** - Utilize advanced AI models to generate images from textual prompts, enabling users to convert their ideas into visual art. This server facilitates effortless image creation through simple command inputs. - **[Flux Schnell](https://github.com/ckz/flux-schnell-mcp)** - Generate images from text prompts using the Replicate API, enabling users to create customized visuals based on detailed descriptions. The server manages the communication with the API and handles errors effectively. - **[DiffuGen](https://github.com/CLOUDWERX-DEV/DiffuGen)** - Seamlessly generate AI images directly within development environments by leveraging local Stable Diffusion models and precise control over parameters. Integrate with MCP-compatible IDEs to facilitate creative development without disruption. - **[GPT Image 1 MCP Server](https://github.com/CLOUDWERX-DEV/gpt-image-1-mcp)** - Enables AI assistants to generate and edit images from text prompts, supporting both creation and modification of images using specified masks. Integrates with various MCP clients and provides flexible workflows for image handling, including automatic file saving and comprehensive error reporting. - **[Shaka Packager Video Processing Server](https://github.com/coderjun/shaka-packager-mcp-server)** - Supports advanced video transcoding, packaging, and analysis using Shaka Packager. Facilitates format conversion, DRM application, and content preparation for streaming, featuring intelligent path handling and error management. - **[ComfyUI](https://github.com/dangtanloc/ComfyUI)** - A visual graph-based interface for designing and executing advanced stable diffusion pipelines, enabling users to create complex workflows without coding. It features smart memory management and asynchronous processing, supporting both GPU and CPU usage for offline functionality. - **[ComfyUI](https://github.com/dangtanloc/ComfyUI)** - Design and execute stable diffusion pipelines using a visual graph interface, enabling the creation of complex workflows without coding. The server features powerful tools and memory management for offline functionality and integration with different models. - **[Face Generator](https://github.com/dasheck0/face-generator)** - Generate realistic human face images with customizable shapes, sizes, and backgrounds. Supports batch generation for multiple images and offers transparent backgrounds for non-square outputs. - **[Replicate](https://github.com/deepfates/mcp-replicate)** - Access Replicate models to run predictions through a tool-based interface, facilitating interactions with various AI models hosted on Replicate's platform. - **[Unsplash Server](https://github.com/douglarek/unsplash-mcp-server)** - Access a vast library of high-quality images from Unsplash through a simplified API integration. Fetch stunning images on demand to enhance visual content in applications. - **[Local MCP Server](https://github.com/Dreamboat-Rachel/MCP-Server-For-Local)** - Connect AI models to real-time data and tools with features such as weather querying, Google search automation, camera control, and image generation. The server supports modular expansion and custom API integration for tailored functionalities. - **[Unsplash Smart MCP Server](https://github.com/drumnation/unsplash-smart-mcp-server)** - Connects AI models to Unsplash for searching and delivering stock photos with context-aware selection and automatic attribution management. - **[Media Generator](https://github.com/dvejsada/mcp_media_generator)** - Create images using the Amazon Nova Canvas model and videos using the Amazon Nova Reel model. Connects to existing tools for media generation and storage. - **[Vidu Video Generation Server](https://github.com/el-el-san/vidu-mcp-server)** - Generate videos from static images using advanced AI models, while monitoring the status of video generation tasks and uploading images for processing. - **[Video Maker](https://github.com/Emmanuel97423/video_maker)** - Create and manage video projects using an intuitive interface built with Next.js, facilitating video content creation and project management through streamlined workflows and powerful features. - **[HuggingFace Space](https://github.com/evalstate/mcp-hfspace)** - Connects to Hugging Face Spaces to access various AI models for tasks including image generation, text-to-speech, speech-to-text, and chat functionalities, requiring minimal setup. - **[Webcam](https://github.com/evalstate/mcp-webcam)** - Streams live images from a webcam to an MCP Client, supporting both capturing frames and taking screenshots. - **[Flux ImageGen Server](https://github.com/falahgs/flux-imagegen-mcp-server)** - Generates and manipulates images using advanced AI models, offering functionalities such as image URL generation, direct image creation from text prompts, and management of multiple image generation models. - **[Gemini Imagen 3.0 Image Generation Server](https://github.com/falahgs/imagen-3.0-generate-google-mcp-server)** - Generates high-quality images using Google's Imagen 3.0 model via the Gemini API, manages image files with intelligent naming, and creates HTML previews for local viewing. Integrates seamlessly with MCP-compatible hosts for enhanced AI capabilities. - **[3D Cartoon Generator Server](https://github.com/falahgs/mcp-3d-style-cartoon-gen-server)** - Generates high-quality 3D-style cartoon images from text prompts using Google's Gemini AI, with child-friendly designs for engaging visuals. Offers secure file system operations for managing files, including reading and writing capabilities. - **[Storybook Image Generator](https://github.com/falahgs/MCP-Storybook-Image-Generator)** - Generates high-quality storybook images and matching children's stories using Google's Gemini AI, offering multiple art styles such as 3D cartoon, watercolor, and pixel art. It allows instant previewing of creations and saves them locally in an organized manner. - **[Cloudinary Server](https://github.com/felores/cloudinary-mcp-server)** - Upload images and videos to Cloudinary via MCP clients. Integrates with Claude Desktop for media management. - **[Placid](https://github.com/felores/placid-mcp-server)** - Integrates with Placid.app to list available templates and generate images and videos using dynamic content. Provides secure API token management and robust error handling. - **[Image-Gen-Server](https://github.com/fengin/image-gen-server)** - Generate images from text descriptions and save them, seamlessly integrated with Cursor IDE. Users can create multiple image outputs simultaneously and specify custom save paths. - **[DALL-E Image Generator](https://github.com/Garoth/dalle-mcp)** - Generate images from text prompts using OpenAI's DALL-E API. Edit existing images and create variations of them while ensuring API key validation for secure access. - **[Image Generator](https://github.com/GMKR/mcp-imagegen)** - Generate images from text prompts using advanced AI models. Supports both local and SSE endpoint configurations with specific provider requirements. - **[Image Generation Server](https://github.com/GongRzhe/Image-Generation-MCP-Server)** - Generate images from text prompts using the Replicate Flux model, enabling the creation of unique visuals tailored to specific specifications. - **[Deep Research](https://github.com/Hajime-Y/deep-research-mcp)** - Provides advanced web search capabilities, document analysis, and image processing. Extracts information from various sources including PDFs and YouTube transcripts efficiently. - **[Imagen3 Image Generation Server](https://github.com/hamflx/imagen3-mcp)** - Generate high-quality images using Google's Imagen 3.0 model through an MCP interface, facilitating integration with tools like Cherry Studio or Cursor. Supports configurable deployment options using a Google Gemini API key. - **[Unsplash Search](https://github.com/hellokaton/unsplash-mcp-server)** - Connects to Unsplash's image library to perform advanced searches and apply filters on keywords for rich, high-quality image retrieval. - **[Cats API SDK](https://github.com/htessaro/mcp-test-deploy-2)** - Access a wide array of cat images and detailed breed information through a TypeScript SDK, enabling image uploads, retrieval of breed data, and user interactions such as favoriting or voting on images. - **[Jimeng AI Image Generation Server](https://github.com/huangmiuXyz/jimeng-mcp)** - Integrate AI-powered image generation capabilities into applications using the Jimeng AI model. Generate high-quality images through a simple MCP interface for advanced AI image synthesis. - **[MCP Image Placeholder](https://github.com/husniadil/mcp-image-placeholder)** - Generates placeholder images from multiple providers, supporting both simple and real images as placeholders. Validates input parameters and returns image URLs for immediate use. - **[Flux Cloudflare MCP](https://github.com/Hzzy2O/flux-cloudfare-mcp)** - Provides high-quality image generation via the Flux model through a Cloudflare Worker API, enabling seamless integration into applications with customizable parameters for image output. - **[Image Processing Server](https://github.com/IA-Programming/mcp-images)** - Fetch and process images from URLs and local file paths, handling automatic compression and MIME type retrieval. Images are returned as base64-encoded strings to facilitate integration and support parallel processing with robust error handling. - **[Image Extractor](https://github.com/ifmelate/mcp-image-extractor)** - Extracts images from local files and URLs, processing them into base64 format for analysis by large language models (LLMs). Suitable for analyzing image-based data, such as screenshots from tests. - **[OpenAI Image Generation Server](https://github.com/IncomeStreamSurfer/chatgpt-native-image-gen-mcp)** - Generates and edits images using OpenAI's advanced image generation model based on text prompts. Supports image inpainting and variations, with customizable filenames for automated saving. - **[Image Compression Microservice](https://github.com/InhiblabCore/mcp-image-compression)** - Optimizes images by compressing various formats for faster loading and improved user experience, while offering features like offline usage and batch processing. Supports smart compression to balance file size and visual quality based on image content. - **[Draw Things](https://github.com/jaokuohsuan/draw-things-mcp-cursor)** - Generates images based on text prompts using AI, integrating seamlessly within workflows. The server utilizes the Draw Things API to transform user-defined prompts into visual creations. - **[Asset Image Generator](https://github.com/jbrower95/mcp-asset-gen)** - Generate high-quality image assets for game or web development by providing descriptive prompts. Streamline asset creation workflows with automated image generation through AI. - **[MCP Fetch](https://github.com/JeremyNixon/mcp-fetch)** - Fetches web content and processes images for integration with AI models, streamlining the retrieval and handling of online content in various applications. - **[OpenSCAD MCP Server](https://github.com/jhacksman/OpenSCAD-MCP-Server)** - Generates 3D models from text descriptions or images, focusing on parametric model creation through multi-view reconstruction and integration with OpenSCAD. Facilitates remote processing and includes an image approval workflow for model generation. - **[DALL-E API Integration for Roo Code](https://github.com/jezweb/openai-mcp)** - Connect to OpenAI's DALL-E API for image generation with support for various options, enabling seamless integration into MCP-compatible AI assistants like Roo Code. - **[JigsawStack Image Generation](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Generate images from text using advanced AI models. The server facilitates the integration and management of image generation tools within an MCP framework. - **[Flux Studio](https://github.com/jmanhype/mcp-flux-studio)** - Integrates advanced image generation capabilities from Flux into AI coding assistants, enabling seamless text-to-image generation and manipulation within development environments. - **[DALL-E Image Generator](https://github.com/joshmouch/mcp-image-generator)** - Generate, edit, and create variations of images using OpenAI's DALL-E API, supporting multiple DALL-E models with customizable parameters. Validate OpenAI API keys for seamless operation. - **[VMS Video Fetch Server](https://github.com/jyjune/mcp_vms)** - Connects to CCTV recording software to retrieve live and recorded video streams, manage video channel information, and control VMS features like PTZ camera presets and playback dialogs. - **[MCP Fetch](https://github.com/kazuph/mcp-fetch)** - Fetch web content and process images to facilitate efficient interaction with online resources. Supports integration with MCP clients like Claude Desktop for seamless content management. - **[Screenshot](https://github.com/kazuph/mcp-screenshot)** - Captures screenshots and performs OCR text recognition on macOS. Supports both Japanese and English text, offering multiple output formats. - **[Image Toolkit](https://github.com/Kira-Pgr/PromptShopMCP)** - Transform images based on natural language text commands, enabling tasks such as image generation and modification. Users can edit photographs and create visual content by describing their desired modifications in simple prompts. - **[PromptShop](https://github.com/Kira-Pgr/PromptShopMCP)** - Transforms images based on natural language commands, enabling users to edit photos by describing desired changes such as adding accessories or modifying backgrounds. - **[Image Tools](https://github.com/kshern/image-tools-mcp)** - Retrieve image dimensions, compress images, and convert images to various formats using local files or URLs. Supports image processing with detailed output on dimensions, types, and compression information. - **[Comfy Server](https://github.com/lalanikarim/comfy-mcp-server)** - Generates images based on user prompts by interacting with a remote Comfy server. Utilizes the FastMCP framework to manage image generation workflows. - **[在线图片压缩工具](https://github.com/laosu888/tupianyasuo)** - A front-end image compression tool supporting various formats like PNG and JPG, enabling users to customize compression ratios and preview results in real-time. The application allows users to download optimized images with comparisons of file sizes before and after compression. - **[LetzAI](https://github.com/Letz-AI/letzai-mcp)** - Create and upscale images based on prompts using the LetzAI MCP. This server integrates with the Claude Desktop App for seamless image generation. - **[Logan](https://github.com/LoganLxb/LoganLxb)** - Logan provides tools and applications aimed at enhancing user interaction in mixed reality environments through augmented and virtual reality technologies. It focuses on facilitating the development of immersive digital experiences and applications. - **[TemplateIO](https://github.com/Lucker631/mcp-templateio)** - Generates customized visuals by creating images based on templates using the Templated.io API. Supports dynamic graphics creation through user-provided text and image URLs. - **[ImageOnC](https://github.com/luojunhui1/ImageOnC)** - Implement vehicle license plate recognition using C/C++ on FPGA, utilizing OpenCV for image display and Eigen for optimized matrix operations. The project includes code for training neural networks and processing license plate images. - **[Image Generator](https://github.com/luoshui-coder/image-generator-mcp-server)** - Generates images based on prompts using OpenAI's DALL-E model, saving them in a specified directory on the user's desktop. - **[Flux Schnell Image Generation Server](https://github.com/m-mcp/flux-schnell-server)** - Provides an MCP protocol-based API for generating images from text prompts with customizable dimensions and reproducible results using a specified random seed. Supports asynchronous streaming responses and integration with Hugging Face model services. - **[fal.ai Image Generation Server](https://github.com/madhusudan-kulkarni/mcp-fal-ai-image)** - Generate images from text prompts using various fal.ai models through the Model Context Protocol (MCP), enabling seamless integration with AI IDEs. Save generated images locally with customizable output paths and robust error handling. - **[Image Generation Server](https://github.com/manascb1344/together-mcp-server)** - Generate high-quality images using the Flux.1 Schnell model by specifying customizable parameters such as width and height, while ensuring clear error handling for prompt validation and API interactions. - **[Media Processing Server](https://github.com/maoxiaoke/mcp-media-processor)** - A Node.js server for executing various media processing tasks, including video and image manipulation. It supports operations like video conversion, image effects, and media compression. - **[Image Recognition Server](https://github.com/mario-andreschak/mcp-image-recognition)** - Leverages image recognition capabilities to analyze and describe images using advanced vision APIs. Supports multiple formats and allows for optional text extraction from images. - **[Video Generation Server with Google Veo2](https://github.com/mario-andreschak/mcp-veo2)** - Generates high-quality videos from text prompts or images using Google's Veo2 model and provides access to these generated videos through MCP resources. - **[Ghibli Video Server](https://github.com/MichaelYangjson/mcp-ghibli-video)** - Transforms static images into animated videos using AI technology. Users can manage video generation tasks and check API credits through a straightforward interface. - **[Image Generation Server](https://github.com/mikeyny/ai-image-gen-mcp)** - Generate images from text prompts using Replicate's flux-schnell model, with configurable image parameters and the ability to save generated images to a specified directory. - **[MiniMax MCP JS](https://github.com/MiniMax-AI/MiniMax-MCP-JS)** - Integrates with MiniMax's AI capabilities to facilitate interaction with multimedia generation tools, including image generation, video generation, text-to-speech, and voice cloning. Supports a flexible and configurable JavaScript/TypeScript framework for versatile deployment scenarios. - **[TinyPNG Script with Cache](https://github.com/Momo707577045/tinypng-script-with-cache)** - Compress images without dependencies, automatically skip already compressed images, and replace source files, while maintaining quality. The server utilizes multiple API keys for compression and generates compression reports while ensuring no redundant files are created during the process. - **[Game Asset Generator](https://github.com/MubarakHAlketbi/game-asset-mcp)** - Generates 2D and 3D game assets from text prompts using AI models. Integrates with Hugging Face Spaces for asset generation, facilitating rapid prototyping for game developers. - **[Image Analysis Server](https://github.com/murataskin/image-mcp-server-gemini)** - Analyzes images and videos by providing URLs or local file paths, allowing for detailed insights and descriptions of the content. Uses the Gemini 2.0 Flash model for high-precision recognition and can evaluate relationships between multiple visual inputs. - **[Garbage Sorting App](https://github.com/nansasuke/GarbageSorting)** - Identify and classify waste using image and voice recognition techniques to streamline the recycling process and enhance environmental awareness. - **[EverArt Forge](https://github.com/nickbaumann98/everart-forge-mcp)** - Generates and converts vector and raster images using advanced AI models with support for multiple formats. Provides flexible storage options and automatic formatting for efficient image processing. - **[Moondream](https://github.com/NightTrek/moondream-mcp)** - Advanced image analysis capabilities including captioning, object detection, and visual question answering for applications requiring sophisticated computer vision tasks. - **[Replicate Designer](https://github.com/noeltg77/Replicate-Designer)** - Generate images from text descriptions using Replicate's Flux 1.1 Pro model. Designed for seamless integration in projects requiring high-quality image generation capabilities. - **[OmniParser AutoGUI](https://github.com/NON906/omniparser-autogui-mcp)** - Analyzes the screen using OmniParser to automatically operate graphical user interfaces. It provides capabilities for interpreting visual content and executing GUI actions based on analysis. - **[Gyazo Image Integration Server](https://github.com/nota/gyazo-mcp-server)** - Access and manage Gyazo images and their associated metadata, including OCR data, through a standardized protocol. Enables full-text search and retrieval of images using URIs. - **[text2image](https://github.com/PawNzZi/image-server)** - Transform text prompts into images using advanced AI techniques, creating unique visuals tailored to user descriptions. - **[Mermaid Diagram Generator](https://github.com/peng-shawn/mermaid-mcp-server)** - Converts Mermaid diagram descriptions into high-quality PNG images using the Mermaid markdown syntax. Supports customizable themes and backgrounds for visual representations of data and processes. - **[Modal MCP Toolbox](https://github.com/philipp-eisen/modal-mcp-toolbox)** - A collection of tools that provides a sandboxed environment for executing Python code and generating images using the FLUX model. - **[MCPollinations Multimodal Server](https://github.com/pinkpixel-dev/MCPollinations)** - Generates images, text, and audio from prompts using the Pollinations APIs. It supports returning images as base64-encoded data and allows listing available models for image and text generation. - **[Gemini Image Generator](https://github.com/qhdrl12/mcp-server-gemini-image-generator)** - Generates high-quality images from text prompts using Google's Gemini AI model, facilitating intelligent filename generation and local image storage. Supports both raw image data and file path access for streamlined integration with AI assistants. - **[Gemini Image Generator](https://github.com/qhdrl12/mcp-server-gemini-image-generator)** - Generate high-quality images from text prompts using the Gemini AI model, manage local image storage, and facilitate creative modifications of existing images. - **[Image Downloader](https://github.com/qpd-v/mcp-image-downloader)** - Provides tools for downloading images from URLs and performing basic image optimization tasks such as resizing, quality adjustment, and format conversion. - **[Image Generator](https://github.com/rmcendarfer2017/MCP-image-gen)** - Generate stunning images using advanced AI models with a built-in storage system for managing and accessing creations. Users can customize image styles and utilize a prompt-based interface for generating images. - **[智能对话机器人](https://github.com/rsagacom/chatgpt-on-wechat)** - A multi-platform intelligent dialogue service that supports text, voice, and image interactions. It can connect to various AI models and allows for custom enterprise AI applications through plugin extensions. - **[Image Generator](https://github.com/sammyl720/image-generator-mcp-server)** - Connects to OpenAI's DALL-E 3 model to generate images based on user prompts, saving the results to a specified directory on the user's desktop. - **[Image Generation Server](https://github.com/sarthakkimtani/mcp-image-gen)** - Generates high-quality images from textual prompts with customizable dimensions using the Flux.1 Schnell model. Provides standardized interfaces for specifying image generation parameters and includes error handling features. - **[Jina AI MCP Server](https://github.com/Sheshiyer/jina-ai-mcp-multimodal-search)** - Seamless integration with Jina AI's neural search capabilities enables semantic, image, and cross-modal searches through a simple interface. Perform searches based on natural language queries, visual similarities, and text-to-image or image-to-text conversions. - **[Smart Photo Journal](https://github.com/Siddhant-K-code/memory-journal-mcp-server)** - Search and analyze photos in a library using various intuitive tools, including location-based searches to easily find images taken in specific places. - **[Logo Generation Tool Server](https://github.com/sshtunnelvision/MCP-LOGO-GEN)** - Logo generation using AI tools, including features for image creation, background removal, and automatic scaling for high-quality outputs in various sizes. - **[OpenRouter Multimodal Server](https://github.com/stabgan/openrouter-mcp-multimodal)** - Combines text chat and image analysis capabilities to conduct multimodal conversations and handle custom queries seamlessly. Optimizes workflows with intelligent model selection and performance improvements. - **[Ideogram MCP Server](https://github.com/Sunwood-ai-labs/ideagram-mcp-server)** - Generate images based on prompts with customizable parameters like aspect ratio and style using the Ideogram API. - **[SVG Converter](https://github.com/surferdot/mcp-svg-converter)** - Converts SVG code to high-quality PNG and JPG images while providing options for transparency and image quality customization. Enhances image processing by allowing transformation of vector graphics into raster formats with detailed settings. - **[OpenAI GPT Image Server](https://github.com/SureScaleAI/openai-gpt-image-mcp)** - Generate and edit images using the latest OpenAI GPT-4o and gpt-image-1 models with advanced prompt control. Outputs can be saved to disk or received in base64 format for integration with MCP-compatible clients. - **[Gemini API Server](https://github.com/techkwon/mcp-gemini)** - Leverages Google's Gemini API to generate text, create and analyze images, perform video analysis on YouTube content, and conduct web searches. Provides a range of advanced AI functionalities for various applications. - **[Tencent Cloud COS Server](https://github.com/Tencent/cos-mcp)** - Integrate large language models with Tencent Cloud Object Storage (COS) and Data Insight (CI), enabling file management, automated cloud data handling, and various image and video processing tasks. Supports natural language-based metadata search and efficient backup workflows. - **[Eagle Server](https://github.com/tuki0918/eagle-mcp-server)** - Integrates with the Eagle app to manage and interact with digital assets through a standardized MCP interface, enabling operations such as folder and item management, metadata retrieval, and media handling. - **[Replicate Interface Server](https://github.com/tzafrir/mcp-server-replicate)** - Access various AI models hosted on Replicate through a standardized interface for image generation with customizable parameters, enabling output resizing and optimization. Future enhancements will include text and video generation features. - **[FFmpeg Video Processor](https://github.com/video-creator/ffmpeg-mcp)** - Enables local video search, trimming, stitching, and playback through conversational commands using ffmpeg. Provides tools for finding, clipping, concatenating, and playing video files on macOS platforms. - **[U-Net Biomedical Image Segmentation](https://github.com/vishwa684/unet)** - Train and deploy U-Net models for biomedical image segmentation using the Medical Decathlon dataset, with support for both 2D and 3D U-Net scripts. Visualize predictions and assess model performance through comprehensive demos and visual outputs. - **[macOS OCR Tool](https://github.com/whiteking64/macos-ocr-mcp)** - Perform Optical Character Recognition (OCR) on images with the help of macOS's Vision framework, extracting recognized text segments, confidence scores, and bounding box coordinates. Suitable for applications that require text extraction from image files. - **[RunwayML + Luma AI Server](https://github.com/wheattoast11/mcp-video-gen)** - Generate videos and images from text prompts or existing images using advanced AI models, with capabilities for audio addition, content upscaling, and prompt enhancement. Manage and refine AI-generated content through API interactions with RunwayML and Luma AI. - **[Mavae Image Toolbox](https://github.com/xenoailimited/mcp-mavae)** - A Model Context Protocol (MCP) server for interacting with image media tools, providing capabilities for image generation, editing, and management of collections and models. - **[osgEarth](https://github.com/xixilidao/osgearth)** - Add geospatially accurate 3D maps to C++ applications, enabling developers to integrate and display complex geographical data visually. - **[Hugging Face Spaces Connector](https://github.com/xiyuefox/mcp-hfspace)** - Connect to Hugging Face Spaces to access various AI models for tasks like image generation and text-to-speech with minimal setup. Leverage the default model for seamless integration into applications. - **[WebP Converter](https://github.com/xoy8n/webp-converter)** - A server that converts image files such as PNG, JPG, and JPEG to WebP format, supporting both single and batch conversions. It allows configuration of quality settings and provides detailed conversion reports. - **[图像搜索与图标生成服务](https://github.com/yanjunz/mcp_search_images)** - Search for high-quality images from sources like Unsplash, Pexels, and Pixabay, and generate custom icons based on text descriptions, facilitating visual enhancements for projects. - **[AWS Nova Canvas Server](https://github.com/yunwoong7/aws-nova-canvas-mcp)** - Generate and edit images with advanced features such as text-to-image generation, image inpainting, and background removal, using the Nova Canvas model from Amazon Bedrock. - **[ComfyUI Image Generation Service](https://github.com/zjf2671/hh-mcp-comfyui)** - Integrates with local ComfyUI instances via API calls to enable natural language-driven image generation. Supports dynamic parameter replacement in workflows and automatic loading of workflow files as resources. - **[Amazon Bedrock Server](https://github.com/zxkane/mcp-server-amazon-bedrock)** - Integrates with Amazon Bedrock's Nova Canvas model to generate high-quality images based on text descriptions. Provides advanced features for refining image composition through negative prompts and allows control over image dimensions and quality. - **[Pixabay Image Search](https://github.com/zym9863/pixabay-mcp)** - Connect to the Pixabay API to search for images and retrieve formatted results that include image URLs and metadata. Handle errors seamlessly during API interactions for reliable performance. - **[Together AI Image Server](https://github.com/zym9863/together-ai-image-server)** - Generates images from text prompts using Together AI's image generation models via the MCP protocol. It supports optional parameters for fine-tuning the image generation process. ## Code Execution - **[Code Analysis](https://github.com/0xjcf/MCP_CodeAnalysis)** - The Code Analysis MCP server helps developers analyze and improve their code by using advanced AI tools. It processes codebases to identify metrics, dependencies, and offers real-time insights for better coding practices. - **[302AI Sandbox Server](https://github.com/302ai/302_sandbox_mcp)** - The 302AI Sandbox Server allows AI applications to safely run code and connect to real-world data and tools. It simplifies the development process by providing a code sandbox for testing and integration. - **[302AI Sandbox Server](https://github.com/302ai/302_sandbox_mcp)** - The 302AI Sandbox Server allows AI models to safely run code, execute commands, and manage files in a controlled remote Linux environment. - **[Epoll-based HTTP Server](https://github.com/a2888409/CSAPP)** - A high-performance HTTP server utilizing the epoll model for efficient connection and task management, supporting event-driven architecture and timer management for handling inactive connections. Includes implementations of memory allocation, a simple proxy server, and a basic shell for process management and signal handling. - **[Code Context Provider](https://github.com/AB498/code-context-provider-mcp)** - Provides detailed directory structure and code symbol analysis for JavaScript, TypeScript, and Python projects, enabling efficient navigation and understanding of codebases. Customizable analysis depth and file patterns are supported for handling large or complex projects. - **[Python Local Server](https://github.com/Alec2435/python_mcp)** - Provides an interactive Python REPL environment that allows execution of Python code and maintains session history for review. Outputs from executed code are captured and accessible for each session. - **[Node.js Sandbox Server](https://github.com/alfonsograziano/node-code-sandbox-mcp)** - Run arbitrary JavaScript code in isolated Docker containers with the capability for on-the-fly npm dependency installation and management of sandbox sessions for flexible code execution. - **[Simple JavaScript REPL](https://github.com/AnEntrypoint/mcp-repl)** - Execute JavaScript code snippets securely in a sandboxed environment with comprehensive error handling and memory management. Supports ESM modules, dynamic imports, and access to native Node.js APIs. - **[DaVinci Resolve MCP Server](https://github.com/apvlv/davinci-resolve-mcp)** - Connect and control DaVinci Resolve projects, manage media, and execute Python code through an AI interface for enhanced video editing automation. - **[Claude Code MCP Server](https://github.com/auchenberg/claude-code-mcp)** - Integrate software engineering capabilities through a standardized MCP interface, enabling the execution of shell commands, code analysis, and file management. This tool enhances development workflows by providing seamless access to various coding resources. - **[Code Sandbox](https://github.com/Automata-Labs-team/code-sandbox-mcp)** - Securely execute code in isolated Docker containers, providing a controlled environment for code execution. This MCP server supports custom Docker images, file operations, and command execution with real-time logging. - **[Code Runner](https://github.com/axliupore/mcp-code-runner)** - Execute code securely within a Docker environment while leveraging the MCP protocol. This server offers capabilities for running arbitrary code and retrieving execution results. - **[Gru Sandbox](https://github.com/babelcloud/gbox)** - A self-hostable sandbox for executing commands, reading and writing files, and browsing the web across various platforms like iOS and Android. The server supports executing Linux commands and Python scripts, making it suitable for running complex analyses and generating documents like PDFs and diagrams. - **[Code Executor](https://github.com/bazinga012/mcp_code_executor)** - Execute Python code within a specified Conda environment, enabling access to libraries and dependencies. Supports incremental code generation for handling large code blocks that may exceed token limits. - **[Bifrost - VSCode Dev Tools MCP Server](https://github.com/biegehydra/BifrostMCP)** - Expose VSCode's development tools and language features to AI tools, enabling advanced code navigation, analysis, and manipulation. Seamlessly integrates with the development environment to enhance productivity and efficiency when working with AI coding assistants. - **[Babashka](https://github.com/bmorphism/babashka-mcp-server)** - Execute Babashka (Clojure) scripts, manage command execution, cache command results, and access command history while utilizing configurable command timeouts. - **[Code MCP](https://github.com/block/vscode-mcp)** - Enables AI agents to interact with VS Code for tasks such as modifying files, opening projects, and checking extension statuses. This facilitates a more efficient integration of AI assistance into the coding environment. - **[Super Shell](https://github.com/cfdude/super-shell-mcp)** - Execute shell commands securely across Windows, macOS, and Linux platforms using automatic shell detection and command management. Features include whitelisting of commands with varying security levels and comprehensive logging for command execution. - **[Lilith Shell](https://github.com/charles-adedotun/Lilith-Shell)** - Execute terminal commands securely and efficiently with enhanced security controls. Ideal for development systems, it enables seamless integration with AI assistants supporting the Model Context Protocol. - **[Code Sandbox Server](https://github.com/chrishayuk/mcp-code-sandbox)** - Provides secure execution environments for Python code within isolated sandboxes, enabling file management and package installation. Supports modular integration with various MCP clients for enhanced code execution workflows. - **[Codacy MCP Server](https://github.com/codacy/codacy-mcp-server)** - Access and manage code quality, security, and repository data from the Codacy API, enabling analysis of repository metrics and issues. Integrates with development workflows for seamless management of code quality and security checks. - **[NumPy Calculator](https://github.com/colesmcintosh/numpy-mcp)** - Perform numerical computations using NumPy, including basic arithmetic operations and linear algebra tasks such as matrix multiplication and statistical analysis. Interface seamlessly with LLMs through a standardized MCP protocol. - **[Code Review Server](https://github.com/crazyrabbitLTC/mcp-code-review-server)** - Perform structured code reviews by analyzing various codebases using Large Language Models to identify issues and provide recommendations for improvements. Supports multiple LLM providers and handles chunking for large projects. - **[AutoGen Server](https://github.com/DynamicEndpoints/Autogen_MCP)** - Facilitates the creation and management of AI agents that engage in natural language interactions and collaborate to solve problems. Supports orchestration of both individual and group conversations with customizable configurations and built-in error handling. - **[E2B](https://github.com/e2b-dev/mcp-server)** - Integrates code execution and interpretation capabilities for AI applications, enhancing agent functionality through the E2B Sandbox. Compatible with JavaScript and Python editions for dynamic code manipulation. - **[J.A.R.V.I.S.](https://github.com/essenecrucix-netizen/jarvis)** - An intelligent coding assistant that supports multiple AI models for code generation, modifications, and technical discussions. It can handle various file types for text extraction and data parsing to facilitate development tasks. - **[Code MCP](https://github.com/ezyang/codemcp)** - Facilitates coding interactions with Claude Sonnet, allowing for direct edits to codebases, integration with Git for project management, and running tests. It supports collaborative coding environments where users can communicate with Claude about project changes and enhancements. - **[Deskaid](https://github.com/ezyang/codemcp)** - Enhance file management by reading, writing, and editing text and image files with powerful MCP tools. Supports efficient file operations with optional customization parameters. - **[Code Runner MCP Server](https://github.com/formulahendry/mcp-server-code-runner)** - Run code snippets in various programming languages and view the results instantly. Supports a wide range of languages for testing and debugging code snippets efficiently. - **[Server Commands](https://github.com/g0t4/mcp-server-commands)** - An MCP server that executes shell commands or scripts, returning both standard output and error messages. It supports the execution of various commands and allows input via stdin for enhanced functionality. - **[JavaScript Sandbox Server](https://github.com/garc33/js-sandbox-mcp-server)** - Provides a secure JavaScript execution environment with configurable execution time and memory limits, enabling the safe execution of JavaScript code in isolation. - **[Python Toolbox](https://github.com/gianlucamazza/mcp_python_toolbox)** - Facilitates management and development of Python projects by performing file operations, analyzing and formatting code, managing dependencies, and executing scripts within a secure environment. - **[Python REPL Server](https://github.com/hdresearch/mcp-python)** - Execute Python code with a persistent session, manage variables, and install packages through the MCP protocol. - **[Go Language Server Integration](https://github.com/hloiseaufcms/mcp-gopls)** - Enhance AI assistants with Go code analysis capabilities by leveraging the Language Server Protocol for tasks like code navigation, diagnostics, and suggestions. Interact with Go tools for efficient coding workflows. - **[CodeChecker](https://github.com/jacklandis29/codechecker-mcp)** - Provides intelligent real-time code analysis and suggestions directly within the Cursor IDE by leveraging OpenAI's GPT models. - **[ForeverVM](https://github.com/jamsocket/forevervm)** - Enable agents to execute Python code seamlessly within a REPL environment, allowing for on-the-fly script creation and execution. It enhances automation and coding capabilities directly within workflows. - **[MATLAB Integration Server](https://github.com/jigarbhoye04/MatlabMCP)** - Execute MATLAB code seamlessly from Python, enabling efficient computation and data analysis with a shared MATLAB session that optimizes performance and resource utilization. - **[JupyterMCP - Jupyter Notebook Model Context Protocol Integration](https://github.com/jjsantos01/jupyter-notebook-mcp)** - Connects Jupyter Notebook to Claude AI through the Model Context Protocol, facilitating direct interaction to execute code, analyze data, and create visualizations within the notebook interface. - **[Python Sandbox for Secure Code Execution](https://github.com/JohanLi233/mcp-sandbox)** - Enables safe and isolated execution of Python code within Docker containers, managing virtual Python environments, and facilitating code execution workflows. Supports package management and automatic resource cleanup to ensure security and session isolation. - **[Python Sandbox Server](https://github.com/JohanLi233/mcp-sandbox)** - Enables safe and isolated execution of Python code within Docker containers, allowing for package management and interaction within multiple sandboxes. Provides access to generated files via web links and facilitates interactive Python environments for users and language models. - **[VS Code MCP Server](https://github.com/juehang/vscode-mcp-server)** - Integrate directly with a VS Code workspace to list files, read and edit code, search symbols, check diagnostics, and execute shell commands, enabling AI models to enhance coding workflows. - **[Claude Code MCP Server](https://github.com/KunihiroS/claude-code-mcp)** - Enhances coding workflows by providing tools for code explanation, review, fixing, editing, testing, and command simulation through local execution of Claude Code commands. - **[Claude Code Server](https://github.com/KunihiroS/claude-code-mcp)** - Provides tools for code explanation, review, and testing by executing commands through the Claude CLI with real-time feedback. Handles client requests in JSON format and processes commands securely. - **[GhidraMCP](https://github.com/LaurieWired/GhidraMCP)** - Enables autonomous reverse engineering of applications using Ghidra's analysis tools, facilitating decompilation, binary analysis, and method renaming automation. Integrates with various MCP clients to improve reverse engineering processes. - **[E2B Code Interpreter](https://github.com/lawrenciumLr103/code-interpreter)** - Run AI-generated code in secure isolated sandboxes in the cloud, enabling safe execution and testing of code snippets generated by AI models. - **[SMART-E2B](https://github.com/Leghis/smart-e2b)** - Execute JavaScript and Python code securely in cloud environments with integrated file management, session reuse for performance optimization, and automatic handling of timeouts and errors. Seamlessly compatible with Claude AI Desktop for enhanced functionality. - **[wcgw](https://github.com/lekt9/wcgw)** - Empowers chat applications to interact with coding environments and execute commands in the local machine’s shell. Supports both Claude and ChatGPT for autonomous coding through a relay server. - **[MCP VM Server](https://github.com/lfpicoloto1/mcp-vm-server)** - Provides a virtual machine environment for executing code and interacting with virtualized resources. Integrates LLMs with a sandboxed VM to securely run tools and access resources in an isolated execution context. - **[ROS MCP Server](https://github.com/lpigeon/ros-mcp-server)** - Transforms natural language commands into ROS commands for robot control, facilitating complex task execution and environmental adaptation. Compatible with both ROS and ROS2 systems through WebSocket-based communication. - **[MCP Serve](https://github.com/mark-oori/mcpserve)** - MCP Serve facilitates the launch and serving of Deep Learning models, enabling shell command execution and remote access through Ngrok. It also supports hosting in a Docker environment with Ubuntu24. - **[Nuanced MCP Server](https://github.com/mattmorgis/nuanced-mcp)** - Enables analysis of Python code structures through function call graphs, facilitating the exploration of function relationships and dependency analysis. Provides contextually aware insights for improved code assistance. - **[Safe Local Python Executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor)** - A safe execution environment for running Python code generated by language models locally without requiring Docker or virtual machines. It provides basic isolation and security features, making it suitable for integrating Python capabilities into various applications. - **[Code Runner](https://github.com/mcpc-tech/mcpc)** - Run JavaScript, TypeScript, and Python code snippets in a secure, sandboxed environment with dynamic package imports. Provides multi-language support while enforcing strict permission controls to prevent execution of malicious code. - **[Code Reasoning](https://github.com/mettamatt/code-reasoning)** - Enhances the ability to solve complex programming tasks by breaking them down into structured, step-by-step reasoning. Provides detailed logging and alternative solution paths to improve code analysis and problem-solving capabilities. - **[CLI](https://github.com/MladenSU/cli-mcp-server)** - Execute controlled command-line operations with features for command whitelisting, path validation, and execution controls to ensure secure operation. - **[Code Executor Server](https://github.com/mouadenna/mcp-code-executor-server)** - Enables secure execution of code in Java, Python, JavaScript, TypeScript, and C++ within isolated environments, providing detailed feedback on compilation and runtime errors. Manages resources and execution timeouts automatically for efficient code execution across multiple languages. - **[Daytona Python Interpreter](https://github.com/nibzard/daytona-mcp-interpreter)** - Execute Python code and shell commands in secure, isolated environments with file management and web preview generation capabilities. - **[Daytona Python Interpreter](https://github.com/nibzard/daytona-mcp-interpreter)** - Executes Python code and shell commands in isolated environments, providing file management capabilities and support for Git repository cloning and web previews. - **[Zig Server](https://github.com/openSVM/zig-mcp-server)** - Provides Zig language tooling, enabling code analysis, optimization, and documentation access specific to Zig. Supports features like code optimization at various levels and estimation of computational resource usage for Zig programs. - **[Serena](https://github.com/oraios/serena)** - Integrate a coding agent that enhances development workflows by providing semantic code retrieval and editing tools directly within a codebase. It leverages relational structures and code entities for improved assistance tailored to coding tasks. - **[MCP Code-snippets](https://github.com/pablof7z/tenex-tools)** - Facilitates access to a collaborative registry for publishing and discovering coding instructions and reusable code snippets, enhancing AI coding agents' performance while ensuring code quality through community verification. - **[GDB Debugging Server](https://github.com/pansila/mcp_server_gdb)** - Manage and debug applications remotely using GDB, supporting breakpoints, stack information, and program execution control. Enables concurrent debugging sessions to enhance workflow efficiency. - **[Modal MCP Toolbox](https://github.com/philipp-eisen/modal-mcp-toolbox)** - A collection of tools that provides a sandboxed environment for executing Python code and generating images using the FLUX model. - **[Sandbox](https://github.com/pottekkat/sandbox-mcp)** - Runs code in secure, isolated Docker containers, preventing unintended consequences from untested code execution. Provides a configurable execution environment for LLMs to safely test code locally. - **[Riza MCP Server](https://github.com/riza-io/riza-mcp)** - Wraps Riza API endpoints as tools for LLM-enabled code execution and management, providing an isolated environment to run code generated by LLMs. - **[TypeScript Definition Finder](https://github.com/runninghare/typescript-definition-finder-mcp)** - Locates original definitions of TypeScript symbols in a codebase, including classes, interfaces, and functions. Returns precise locations and code snippets to aid in development. - **[wcgw](https://github.com/rusiaaman/wcgw)** - Shell and coding agent that integrates shell and code editing tools for executing commands and building applications locally. - **[SourceSage](https://github.com/sarathsp06/sourcesage)** - Memorizes and manages key aspects of a codebase, enabling dynamic updates and fast retrieval while analyzing code across multiple languages. Utilizes a language-agnostic knowledge graph to enhance coding practices and insights. - **[Claude Code](https://github.com/SDGLBL/mcp-claude-code)** - Enhances coding workflows by directly executing commands to modify and analyze project files. Integrates with various clients for file access and targeted code modification, with robust command execution and error handling capabilities. - **[SeekChat](https://github.com/seekrays/seekchat)** - An AI desktop assistant that automates tasks such as file management, data analysis, and code development while providing a modern interface with multi-language support. - **[GDB Debugging Server](https://github.com/signal-slot/mcp-gdb)** - Start and manage GDB debugging sessions, load programs for analysis, set breakpoints, and execute commands for effective code debugging. Provides real-time insights and control over applications during the debugging process. - **[AiDD](https://github.com/skydeckai/skydeckai-code)** - Provides tools for AI-driven development workflows, including file system operations, code analysis across multiple programming languages, code execution, and web content fetching with HTML-to-markdown conversion. - **[Semgrep Server](https://github.com/stefanskiasan/semgrep-mcp-server)** - Integrates static code analysis capabilities into development environments, allowing for the execution of Semgrep scans and management of Semgrep rules through the MCP protocol. - **[SuperCollider Synth Executor](https://github.com/Synohara/supercollider-mcp)** - Execute SuperCollider synths using the SuperCollider programming language through an MCP server interface. Integrate audio synthesis capabilities into LLM applications on macOS with Apple Silicon, facilitating sound generation workflows utilizing supercolliderjs within the MCP framework. - **[Sandbox](https://github.com/Tsuchijo/sandbox-mcp)** - Isolated Docker environments for executing code in various programming languages, managing package installations, and running commands within containers. - **[MATLAB](https://github.com/Tsuchijo/matlab-mcp)** - Integrate with MATLAB to create and execute MATLAB scripts and functions via MCP clients. Supports automation of MATLAB programming tasks within various applications. - **[Shell Server](https://github.com/tumf/mcp-shell-server)** - Execute shell commands securely by utilizing a whitelist, with the ability to provide standard input and receive comprehensive output from commands. - **[CodeSavant](https://github.com/twolven/mcp-codesavant)** - CodeSavant enables code manipulation and execution across various programming languages while maintaining version control and change history. It supports reading, writing, executing code, and searching within code files. - **[MATLAB MCP Server](https://github.com/WilliamCloudQi/matlab-mcp-server)** - Integrates MATLAB with AI to execute MATLAB code, generate scripts from natural language descriptions, and access MATLAB documentation directly through your AI assistant. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands, manage files, and perform diff editing. Facilitate coding, shell operations, and task automation. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands and manage system processes with real-time output streaming. Perform comprehensive filesystem operations including reading, writing, moving, and searching files, along with precise code editing through surgical text replacements and full file rewrites. - **[Desktop Commander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Execute terminal commands, manage processes, and perform advanced file editing tasks, including text replacements and file rewrites. Enhance development workflows by automating repetitive tasks and running processes efficiently. - **[Learn Python Playground and Cheatsheet](https://github.com/xuhuatao/learn-python)** - Explore Python interactively by modifying and testing code examples across various topics, with built-in assertions and linting tools to enhance code quality and learning. - **[Pyodide Server](https://github.com/yonaka15/mcp-pyodide)** - Execute Python code through the Model Context Protocol interface, enabling Large Language Models to leverage Python capabilities within their responses. The server supports both stdio and SSE transport modes and is implemented in TypeScript. - **[Scientific Computing Server](https://github.com/YuChenSSR/symbolica-mcp)** - Facilitates symbolic computing, mathematical analysis, and data visualization for scientific and engineering applications using libraries like NumPy, SciPy, and Matplotlib in a containerized setup. Supports complex matrix calculations, statistical analysis, and machine learning tasks. - **[Python Interpreter](https://github.com/yzfly/mcp-python-interpreter)** - Seamlessly interact with Python environments to execute code, manage packages, and perform file operations. Includes templates for common tasks to streamline development workflows. - **[Docker MCP Server](https://github.com/zaycruz/docker_mcp)** - Executes code securely in isolated Docker containers, supporting various programming languages and complex scripts. Provides robust error handling, dependency management, and clear, color-coded feedback for output. - **[Custom MCP Server](https://github.com/ZbigniewTomanek/my-mcp-server)** - Provides tools for interacting with local file systems and executing commands, allowing LLMs to access and manipulate data securely. Implements a standardized protocol for seamless integration with various AI models. - **[Desktop Commander](https://github.com/zhanyiwp/DesktopCommanderMCP)** - Execute terminal commands and manage processes on a local computer. Features include advanced file editing capabilities and real-time output streaming to enhance development tasks. - **[Node.js Code Execution Server](https://github.com/zy445566/node-runtime-mcp)** - Run JavaScript code securely within a Node.js container to retrieve execution results. Supports dynamic code evaluation and interaction through a standardized protocol, enabling code runtime capabilities in applications. - **[R Playground](https://github.com/zygi/r-playground-mcp)** - Executes R code, visualizes plots, and interacts with scientific data within stateful sessions. Supports multimodal outputs to enhance conversations around scientific topics. ## IoT and Device Control - **[Video Still Capture](https://github.com/13rac1/videocapture-mcp)** - The Video Still Capture MCP server allows AI models to access and control webcams to take still images and adjust camera settings using OpenCV, without streaming video. - **[Computer Control](https://github.com/AB498/computer-control-mcp)** - Control computer functions programmatically using mouse and keyboard interactions, screen capture, and OCR capabilities. Integrate automation for clicking, typing, window management, and text extraction from screenshots to enhance workflows. - **[RetellAI Voice Service Integration](https://github.com/abhaybabbar/retellai-mcp-server)** - Manage and interact with RetellAI's voice services, facilitating call management, voice agent creation, phone number provisioning, and voice option access through a unified interface. - **[mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant)** - Facilitates the integration of AI models with Home Assistant, enabling seamless interaction and control of smart home devices using the Model Context Protocol. Supports the custom component that will be incorporated into Home Assistant Core for enhanced functionality. - **[NodeMCU Manager](https://github.com/amanasmuei/mcp-server-nodemcu)** - Manage NodeMCU (ESP8266) IoT devices by monitoring their status, sending commands, and updating configurations in real-time. Integrates with AI tools through a standard RESTful API/WebSocket interface while implementing the Model Context Protocol. - **[NodeMCU Manager](https://github.com/amanasmuei/mcp-server-nodemcu)** - Manage NodeMCU (ESP8266) IoT devices by monitoring their status, sending commands, and updating configurations remotely. Integrates with AI tools through a RESTful API/WebSocket interface and implements the Model Context Protocol for enhanced interaction. - **[IoTDB](https://github.com/apache/iotdb)** - Manage and analyze time series data efficiently with a database optimized for industrial IoT applications. Integrates seamlessly with Hadoop and Spark for enhanced data handling using SQL-like commands. - **[iOS Simulator Control Server](https://github.com/atom2ueki/mcp-server-ios-simulator)** - Programmatically control and manage iOS simulators, enabling functions such as starting, stopping, booting, and interacting with simulator instances. It supports app installation, launching, and screenshot capture through a standardized communication protocol. - **[Gru Sandbox](https://github.com/babelcloud/gbox)** - A self-hostable sandbox for executing commands, reading and writing files, and browsing the web across various platforms like iOS and Android. The server supports executing Linux commands and Python scripts, making it suitable for running complex analyses and generating documents like PDFs and diagrams. - **[Remote MacOs Use](https://github.com/baryhuang/mcp-remote-macos-use)** - Enables complete control over remote macOS systems with native environment integration and no additional software requirements. Optimized for autonomous AI agents to operate seamlessly on the desktop. - **[EMQX MCP Server](https://github.com/Benniu/emqx-mcp-server)** - Implement an MCP server to facilitate interaction with EMQX MQTT broker clusters, enabling management and retrieval of information about connected MQTT clients. - **[Gausium OpenAPI Server](https://github.com/cfrs2005/mcp-gs-robot)** - Interact with Gausium robots through a standardized interface to access robot status, task reports, and maps. The server facilitates communication between AI models and Gausium's automation capabilities. - **[NutJS Windows Control](https://github.com/claude-did-this/MCPControl)** - A Windows control server utilizing nut.js and MCP, enabling functionalities like mouse and keyboard control, window management, and screen capture operations. - **[Control Server](https://github.com/claude-did-this/MCPControl)** - Manage system operations through automation of mouse, keyboard, and window tasks with a focus on enhancing productivity and control over applications. Suitable for creating interactive experiences or automating repetitive tasks efficiently. - **[Coreflux MQTT Broker Control](https://github.com/CorefluxCommunity/Coreflux-MQTT-MCP-Server)** - Connects to a Coreflux MQTT broker to access various Coreflux actions and commands, enabling integration with MCP-compatible AI assistants. Facilitates discovery and execution of commands, rules, and routes using MQTT protocols. - **[Toolkit MCP Server](https://github.com/cyanheads/toolkit-mcp-server)** - Provides LLM Agents with access to various system utilities and tools, enabling functionalities such as IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation. - **[Shodan MCP Server](https://github.com/Cyreslab-AI/shodan-mcp-server)** - Provides access to Shodan's API for querying detailed information about internet-connected devices and services, enhancing cybersecurity research and threat intelligence. Features include host information retrieval, advanced search capabilities, network scanning, SSL certificate data, and IoT device searches. - **[ONOS Network Management Server](https://github.com/davidlin2k/onos-mcp-server)** - Manage and control network resources using ONOS's SDN capabilities, providing access to network devices, topology information, flow rules, and comprehensive analytics through a structured API interface. - **[POX MCP Server](https://github.com/davidlin2k/pox-mcp-server)** - Automate network analysis and manage OpenFlow devices using a Python-based interface while tracking active components, network topology, and flow rules. - **[Aranet4 CO2 Sensor Manager](https://github.com/diegobit/aranet4-mcp-server)** - Manage Aranet4 CO2 sensor data by scanning devices, collecting measurements, and storing them in a local database for historical querying and visualization. Provides assistance for configuration and automates data updates for ongoing monitoring. - **[3D Printer Server](https://github.com/DMontgomery40/mcp-3D-printer-server)** - Connect with various 3D printer management systems to control and manipulate prints, enabling tasks such as monitoring print status and managing print files. - **[MQTT MCP Server](https://github.com/douglaszuqueto/mqtt-mcp-server)** - Integrates with the MQTT messaging protocol to facilitate dynamic interaction with AI models via messaging. Enables communication and resource management for LLM applications utilizing MQTT. - **[Local MCP Server](https://github.com/Dreamboat-Rachel/MCP-Server-For-Local)** - Connect AI models to real-time data and tools with features such as weather querying, Google search automation, camera control, and image generation. The server supports modular expansion and custom API integration for tailored functionalities. - **[Ecovacs Robot Control Server](https://github.com/ecovacs-ai/ecovacs-mcp)** - Control and monitor Ecovacs cleaning robots through an MCP interface, enabling integration of services such as device listing, cleaning control, recharge control, and status queries into intelligent agents. - **[SwitchBot Server](https://github.com/genm/switchbot-mcp)** - Provides control capabilities for SwitchBot devices, enabling users to list devices, check their status, and manage settings. Supports device control, scene management, and status monitoring. - **[UIAutomator2 Android Automation Server](https://github.com/GitDzreal93/uiautomator2-mcp)** - Provides automation capabilities for Android devices, including command execution, app management, and UI interactions such as clicks and text inputs. Supports seamless control of Android devices or emulators with integrated OCR and device management features. - **[Android ADB Server](https://github.com/github-hewei/mcp-android-adb-server)** - Manage Android devices using ADB commands for installing, uninstalling, and controlling applications. Perform screen operations and input actions, with added support for visual model integration to generate screen descriptions. - **[易控车机版](https://github.com/greenhandBen/Easycontrol_For_Car)** - Mirrors a smartphone's screen to a car's display, enabling the seamless transfer of mobile applications onto vehicle systems. It is designed for Android-based car platforms and requires ADB debugging to function. - **[Home Assistant MCP](https://github.com/guilhermelirio/homeassistant-mpc)** - Connects AI assistants with smart home devices, enabling control and monitoring of Home Assistant entities through a straightforward interface. Integrates AI capabilities into smart home automation workflows. - **[Phone Control Plugin](https://github.com/hao-cyber/phone-mcp)** - Control an Android phone using ADB commands for tasks such as making calls, sending messages, managing contacts, and automating various phone operations directly from a computer. - **[Home Assistant MCP Server](https://github.com/hekmon8/Homeassistant-server-mcp)** - Control and monitor Home Assistant devices through MCP applications. Interact with device states, toggle devices, and trigger automations seamlessly. - **[Audio Player](https://github.com/Here-and-Tomorrow-LLC/audio-player-mcp)** - Control audio playback on a computer, manage audio files, and ensure secure access through directory isolation. - **[Home Assistant Integration](https://github.com/hpohlmann/home-assistant-mcp)** - Control Home Assistant devices using AI assistants through natural language processing. Manage entities, turn devices on/off, and adjust light colors and brightness with simple commands. - **[DroidMind](https://github.com/hyperb1iss/droidmind)** - DroidMind enables control of Android devices using AI through natural language commands. It facilitates tasks such as debugging, system analysis, and app management in an integrated environment with the Model Context Protocol. - **[Home Assistant MCP Server](https://github.com/jango-blockchained/advanced-homeassistant-mcp)** - Integrate AI with Home Assistant to control smart home devices and monitor systems through natural language commands. The server acts as a bridge, enabling command execution, information retrieval, and management of long-running operations. - **[ADB MCP 服务器](https://github.com/jiantao88/android-mcp-server)** - Interact with Android devices to manage applications, files, and device settings directly from a development environment. Provides functionality for listing connected devices, installed packages, and inputting text on devices. - **[iOS Simulator Server](https://github.com/JoshuaRileyDev/simulator-mcp-server)** - Programmatic control over iOS simulators, enabling the listing of available simulators, booting and shutting down simulators, installing .app bundles, and launching apps by their bundle ID. - **[iOS Simulator](https://github.com/joshuayoes/ios-simulator-mcp)** - Interact with iOS simulators to validate UI elements, control interactions, and inspect screens. Automate UI tests and capture screenshots to ensure quality assurance in applications. - **[VMS Video Fetch Server](https://github.com/jyjune/mcp_vms)** - Connects to CCTV recording software to retrieve live and recorded video streams, manage video channel information, and control VMS features like PTZ camera presets and playback dialogs. - **[ROS 2 Robot Control Server](https://github.com/kakimochi/ros2-mcp-server)** - Enables AI assistants to control robots through ROS 2 topics using natural language commands, executing movement as timed velocity commands on robots. It processes commands and publishes `geometry_msgs/Twist` messages to manage robot movements efficiently in both simulation and real environments. - **[Apple Music Control Server](https://github.com/kennethreitz/mcp-applemusic)** - Control Apple Music on macOS through AppleScript commands, managing playback, searching for songs, and handling playlists efficiently. - **[CO2 Sensor Server](https://github.com/kmwebnet/MCP-Server-for-sensor-device)** - Simulates and interacts with a CO2 sensor device, providing real-time monitoring of CO2 levels and device connectivity management. Supports both simulation and real modes, with JSON-RPC for device interaction and data publishing. - **[X-MCP-Ctrl](https://github.com/krish858/x-mcp-ctrls)** - Control applications using LLM agents and integrate with tools like Claude-desktop or Cursor to automate tasks and streamline workflows. - **[Android ADB Server](https://github.com/landicefu/android-adb-mcp-server)** - Interact with Android devices to automate development and testing operations, execute commands, manage applications, and transfer files. Integrates AI capabilities with Android device management for improved functionality. - **[GeoFS Flight Simulator MCP Server](https://github.com/lobstercare/geofs-mcp)** - Control and interact with aircraft in the GeoFS flight simulator. Access real-time flight data, execute maneuvers, and navigate between waypoints using AI models. - **[ROS MCP Server](https://github.com/lpigeon/ros-mcp-server)** - Transforms natural language commands into ROS commands for robot control, facilitating complex task execution and environmental adaptation. Compatible with both ROS and ROS2 systems through WebSocket-based communication. - **[Unitree Go2 Robot Control Server](https://github.com/lpigeon/unitree-go2-mcp-server)** - Translates natural language commands into ROS2 instructions for controlling the Unitree Go2 robot. Enhances robot interaction and automation using large language models to interpret user commands. - **[OpenHue MCP Server](https://github.com/lsemenenko/openhue-mcp-server)** - Control Philips Hue lights using the OpenHue CLI in conjunction with Claude and other LLM interfaces. Facilitates direct interactions with smart lighting systems. - **[AnyPixel](https://github.com/magiczn/anypixel)** - Create large, interactive displays using web technologies by leveraging customizable hardware and software components. AnyPixel provides a straightforward framework to turn spaces into engaging visual experiences with interactive elements. - **[Govee MCP Server](https://github.com/mathd/govee_mcp_server)** - Control Govee LED devices using the Govee API, enabling management of lighting functionalities such as color changes and brightness adjustments. - **[mcp2mqtt](https://github.com/mcp2everything/mcp2mqtt)** - Connects IoT devices to AI models through MQTT, enabling natural language control and real-time interaction with physical hardware. Integrates the Model Context Protocol (MCP) for seamless communication between devices and AI. - **[MCP2Serial](https://github.com/mcp2everything/mcp2serial)** - Connects hardware devices to AI models using natural language commands, enabling seamless control and real-time adjustments of physical parameters through intelligent responses. - **[mcp2tcp](https://github.com/mcp2everything/mcp2tcp)** - Connects hardware devices with AI models using natural language commands, enabling real-time control and understanding of complex instructions. Integrates seamlessly with the Model Context Protocol (MCP) for resource management and tool invocation. - **[Home Assistant MCP Server](https://github.com/miguelg719/home-assistant-mcp)** - Integrate with Home Assistant to manage smart home devices through a unified interface. Control lights, climate settings, locks, alarm systems, and humidity levels using various tools and prompts. - **[Android MCP Server](https://github.com/minhalvp/android-mcp-server)** - Control Android devices programmatically by executing ADB commands, capturing screenshots, analyzing UI layouts, and managing device packages. Integrates seamlessly into development workflows for Android device management. - **[Mobile Automation Server](https://github.com/mobile-next/mobile-mcp)** - Automates mobile applications across iOS and Android platforms using structured accessibility data and coordinate-based actions. Enables interaction with native apps, facilitating testing and data-entry workflows via LLMs for complex user journeys. - **[Minecraft Remote Control](https://github.com/nacal/mcp-minecraft-remote)** - Connect and control a Minecraft player using an AI assistant to navigate, mine, build, and interact with the Minecraft world. It supports advanced movement and inventory management features, as well as communication with other players on remote servers. - **[Unreal Server](https://github.com/radial-hks/MCP-Unreal-Server)** - Manage and execute Python code in Unreal Engine environments, with automatic discovery of Unreal instances and real-time monitoring of their status. Provides robust logging capabilities and support for remote execution in both attended and unattended modes. - **[Apple Shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts)** - Connects AI assistants to Apple Shortcuts automations, enabling task automation on macOS through user-defined shortcuts in a safe manner. - **[Rhombus API Integration Server](https://github.com/RhombusSystems/rhombus-node-mcp)** - Integrate with the Rhombus API to access and manage security data and services through conversational agents. Enable features like monitoring smart cameras, controlling access systems, and managing IoT sensors via chat interfaces. - **[MIDI Server](https://github.com/sandst1/mcp-server-midi)** - Connects AI models to MIDI-compatible software or hardware by sending MIDI sequences and control messages, while providing virtual MIDI output ports for integration with digital audio workstations and synthesizers. - **[Pi-hole MCP Server](https://github.com/sbarbett/pihole-mcp-server)** - Expose Pi-hole functionality through a standardized protocol that enables management and querying of DNS settings and metrics. Integrates multiple Pi-hole instances and facilitates detailed data retrieval for enhanced DNS administration. - **[Tesla MCP Server](https://github.com/scald/tesla-mcp)** - Connects to the Tesla Fleet API to control Tesla vehicles, providing functionality to wake up vehicles, retrieve vehicle information, and access real-time updates and debugging tools. - **[Windows API Integration Server](https://github.com/SecretiveShell/mcp-windows)** - Control and interact with various Windows system features including media playback, notifications, window management, and clipboard operations through a standardized MCP interface. This server enables automation of complex Windows tasks with simple command executions. - **[Hyprland Server](https://github.com/stefanoamorelli/hyprmcp)** - Enable natural language control and querying of the Hyprland Wayland compositor through its command-line interface, allowing management of windows, workspaces, monitors, inputs, and compositor layers via conversational commands. - **[Home Assistant Server](https://github.com/tevonsb/homeassistant-mcp)** - Shares access to a local Home Assistant instance to enable natural language control and monitoring of smart home devices using the Model Context Protocol (MCP). Provides an API for managing device control and system administration within the Home Assistant ecosystem. - **[ThingsPanel MCP Server](https://github.com/ThingsPanel/thingspanel-mcp)** - Integrates IoT devices with AI models for natural language control and data analysis. Simplifies connection to IoT infrastructure through a standardized interface. - **[Philips Hue Controller](https://github.com/ThomasRohde/hue-mcp)** - Control Philips Hue smart lighting systems using natural language commands through an AI assistant. Manage individual lights, groups, scenes, and special effects with a local integration for a streamlined smart home experience. - **[Arduino CLI Server](https://github.com/Volt23/mcp-arduino-server)** - Expose Arduino CLI functionality to manage sketches, boards, libraries, and files. Generate AI-powered circuit diagrams from natural language to enhance hardware development workflows. - **[Hass-MCP](https://github.com/voska/hass-mcp)** - Integrates with Home Assistant to allow AI assistants to control devices, query states, and automate tasks through conversations, enhancing smart home management. - **[Greenwhales-based AI Tool](https://github.com/weda-tech/GW-AI4SM)** - Facilitates intelligent automation and data-driven insights for smart manufacturing processes. Optimizes operations and enhances efficiency by integrating advanced AI capabilities. - **[Nvidia Jetson MCP](https://github.com/Zalmotek/jetson-mcp)** - Enables monitoring and remote control of Nvidia Jetson boards through natural language commands via network clients. Accesses hardware and software information using SSE transport for efficient management. - **[UniFi Network Control Server](https://github.com/zcking/mcp-server-unifi)** - Manage and control UniFi network devices using natural language through AI agents. Interact with your network by leveraging the UniFi Network API for intuitive device management. - **[Elektron Digitone Controller](https://github.com/zerubeus/elektron-mcp)** - Facilitates real-time MIDI control and programmatic sound design for Elektron Digitone synthesizers, enabling interactions through AI models. Generate and modify various sound designs using the Digitone's capabilities. ## Security - **[WireMCP](https://github.com/0xKoda/WireMCP)** - WireMCP is a server that helps analyze live network traffic for security purposes. It captures and processes network data, making it easier for AI models to detect threats and understand network behavior. - **[Nmap Integration](https://github.com/0xPratikPatil/NmapMCP)** - NmapMCP is a tool that allows users to perform various types of network scans, helping to identify open ports and discover associated subdomains. It is integrated with the Model Context Protocol for easy use in different applications. - **[BPB Panel](https://github.com/496128237/BPB-Worker-Panel)** - BPB Panel is a user-friendly platform designed for efficiently managing and deploying proxy scripts on Cloudflare Workers and Pages. It allows users to easily configure various networking protocols while ensuring secure access. - **[Enhanced SSH](https://github.com/8bit-wraith/mcp)** - Enhanced SSH is a secure remote server that allows users to execute commands on other computers while maintaining persistent sessions and managing multiple windows for efficiency. - **[AWS SSO MCP Server](https://github.com/aashari/mcp-server-aws-sso)** - Connects AI models to AWS services using Single Sign-On authentication, facilitating secure management of AWS resources and execution of AWS CLI commands directly from AI assistants. - **[Shodan MCP Server](https://github.com/ADEOSec/mcp-shodan)** - Access Shodan and VirusTotal APIs to perform network intelligence tasks, including host lookups, vulnerability analysis, and network scanning. Utilize a collection of integrated tools and prompt templates aimed at enhancing cybersecurity operations. - **[attAck MCP Server](https://github.com/alex-llm/attAck-mcp-server)** - Query and retrieve information on various adversarial tactics and techniques used in cyber attacks, accessing a comprehensive database to enhance understanding of security risks and adversary behaviors. Tools include querying ATT&CK techniques by their ID or performing fuzzy searches on technique names. - **[Illumio MCP Server](https://github.com/alexgoller/illumio-mcp-server)** - Interact with Illumio's Policy Compute Engine to manage workloads and labels, perform traffic flow analysis, and assess PCE health. Provides programmatic access to streamline workload management and enhance security analysis. - **[Windows Command Line MCP Server](https://github.com/alxspiker/Windows-Command-Line-MCP-Server)** - Interact with Windows command-line functionality, execute commands, create projects, and retrieve system information with enhanced security protocols. - **[Command Server](https://github.com/Andrew-Beniash/mcp-command-server)** - Execute system commands securely with a focus on user confirmation, input validation, and audit logging to ensure safe command usage. Integration with LLM applications enables controlled command execution with a whitelist approach. - **[ITMCP](https://github.com/andrewhopper/itmcp)** - Enables AI assistants to execute network administration and diagnostic commands securely within a Docker container sandbox. Provides controlled access to networking tools and file operations with enterprise-grade security features, including session management and audit logging. - **[Command-Line MCP Server](https://github.com/andresthor/cmd-line-mcp)** - Execute Unix/macOS terminal commands through a secure interface with interactive permission management and comprehensive command filtering. Ensures safe operations by classifying commands based on their impact and required approvals. - **[SSE Server with JWT Authentication](https://github.com/anisirji/mcp-server-remote-setup-with-jwt-auth)** - Expose multiple AI tools over an SSE transport with secure JWT-based authentication, enabling dynamic tool registration and session management. - **[Tiny Cryptography Server](https://github.com/antonpk1/gibber-mcp)** - Generates cryptographic keys, derives shared secrets, and encrypts or decrypts messages. Facilitates secure communication for applications requiring cryptographic capabilities. - **[Vault MCP](https://github.com/ashgw/vault-mcp)** - Securely manage secrets and policies through HashiCorp Vault via a structured API. It facilitates policy creation, management, resource discovery, and automated policy generation for LLMs and other clients. - **[Argus](https://github.com/athapong/argus)** - Analyzes code repositories and conducts security assessments across various programming languages. It offers integrated scanning and reporting features for code quality and security posture enhancement, along with efficient Git operations. - **[AWS CDK MCP Server](https://github.com/awslabs/mcp)** - Manage AWS development workflows with best practices for infrastructure as code, ensuring security compliance and automation. Access resources for guidance on using AWS Solutions Constructs and analyze CDK setups for potential issues. - **[Remote MCP Server](https://github.com/Azure-Samples/remote-mcp-functions-typescript)** - Connect applications securely to a custom remote MCP server using Azure Functions with support for OAuth and network isolation. The server is designed for easy deployment and management in cloud environments. - **[Binalyze AIR MCP Server](https://github.com/binalyze/air-mcp)** - Enable natural language interaction with Binalyze AIR systems to manage assets, acquisition profiles, and organizations. Query and list AIR data seamlessly through any MCP client, utilizing AI-driven context access. - **[Shell MCP Server](https://github.com/blazickjp/shell-mcp-server)** - Provides secure execution of shell commands only in specified directories while supporting multiple shells across platforms. It includes timeout control for executing commands safely and effectively. - **[Slowtime](https://github.com/bmorphism/slowtime-mcp-server)** - Provides secure operations for time-based tasks, featuring timing attack protection and timelock encryption. - **[Volatility MCP Server](https://github.com/bornpresident/Volatility-MCP-Server)** - Analyze memory dumps using natural language queries to facilitate forensic investigations, reducing the need for technical expertise while accelerating the analysis process and improving cybersecurity responses. - **[DNStwist](https://github.com/BurtTheCoder/mcp-dnstwist)** - An MCP server for conducting DNS fuzzing to identify typosquatting, phishing, and potential corporate espionage by analyzing domain permutations. - **[Shodan Server](https://github.com/BurtTheCoder/mcp-shodan)** - Query the Shodan API and Shodan CVEDB for network intelligence, including IP reconnaissance, DNS operations, vulnerability tracking, and device discovery. Outputs are structured and formatted for easy analysis and integration. - **[VirusTotal Server](https://github.com/BurtTheCoder/mcp-virustotal)** - Integrate with the VirusTotal API to conduct comprehensive security analysis and fetch automatic relationship data related to files, URLs, and IP addresses. This functionality allows for seamless integration with MCP-compatible applications for malware detection and cybersecurity assessments. - **[Token Info Server](https://github.com/Castrozan/token-info-mcp)** - Validates OAuth tokens and retrieves detailed information including expiration status, validity time, client details, associated scopes, and user ID. Enables seamless integration with MCP-compatible clients to streamline token management workflows. - **[Mac Shell Server](https://github.com/cfdude/mac-shell-mcp)** - Execute macOS terminal commands securely through the MCP with features like command whitelisting and an approval workflow for potentially dangerous commands. Supports safe execution of commands managed by predefined security levels. - **[Lilith Shell](https://github.com/charles-adedotun/Lilith-Shell)** - Execute terminal commands securely and efficiently with enhanced security controls. Ideal for development systems, it enables seamless integration with AI assistants supporting the Model Context Protocol. - **[Gobuster](https://github.com/chinpchan8/gobuster)** - Brute-force URIs, DNS subdomains, and identify open cloud buckets efficiently for security testing. Allows for detection of hidden resources on web servers and cloud storage environments. - **[Keycloak](https://github.com/ChristophEnglisch/keycloak-model-context-protocol)** - Manage users and realms in Keycloak, including creating and deleting users, as well as listing available realms and users within specific realms. - **[Headless IDA Server](https://github.com/cnitlrt/headless-ida-mcp-server)** - Analyze binary files and manage functions and variables remotely using IDA Pro's headless mode. Provides tools for efficient remote operations through the Multi-Client Protocol. - **[Chaitin IP Intelligence](https://github.com/co0ontty/chaitin-ip-intelligence-search-tool)** - Check IP reputations and access comprehensive malicious IP databases. Integrates real-time data from a global honeypot network to improve threat detection abilities. - **[Remotely Attestable MCP Server](https://github.com/co-browser/attestable-mcp-server)** - Facilitates secure and verifiable interactions between MCP clients and servers using remote attestation, ensuring integrity of the running code. Provides compliance and governance capabilities through independently verifiable code execution. - **[ExploitDB Integration Server](https://github.com/Cyreslab-AI/exploitdb-mcp-server)** - Provides access to a comprehensive database of security exploits and vulnerabilities, enabling detailed queries about exploits, CVE lookups, and recent updates. It enhances cybersecurity research and threat intelligence by offering powerful search capabilities and detailed exploit information. - **[Have I Been Pwned Integration Server](https://github.com/Cyreslab-AI/hibp-mcp-server)** - Integrates with the Have I Been Pwned API to verify if email addresses or passwords have been compromised in data breaches, providing detailed breach information and listing all known breaches. - **[Shodan MCP Server](https://github.com/Cyreslab-AI/shodan-mcp-server)** - Provides access to Shodan's API for querying detailed information about internet-connected devices and services, enhancing cybersecurity research and threat intelligence. Features include host information retrieval, advanced search capabilities, network scanning, SSL certificate data, and IoT device searches. - **[Nessus Vulnerability Scanner Server](https://github.com/Cyreslab-AI/nessus-mcp-server)** - Interact with the Tenable Nessus vulnerability scanner to perform vulnerability scanning and analysis. Start and monitor scans, retrieve results, and search for vulnerabilities using a standardized protocol. - **[Swagger MCP Server](https://github.com/dcolley/swagger-mcp)** - Ingests and serves Swagger/OpenAPI specifications, facilitating automatic generation of tools from API endpoints while supporting real-time communication through Server-Sent Events. Provides various authentication methods to secure access to the underlying API. - **[Super Windows CLI Server](https://github.com/delorenj/super-win-cli-mcp-server)** - Provides full access to Windows CLI environments and unrestricted execution of system commands, enabling broad control over the operating system and file system. - **[TDX Prover](https://github.com/denniswon/intel-tdx-zk-prover)** - Provides Intel TDX DCAP attestation verification capabilities via a REST API, managing agents, requests, and attestations while leveraging zero knowledge proofs for enhanced security. Facilitates cryptographic proofs of attestation verification in applications. - **[Twilio Agent Payments](https://github.com/deshartman/twilio-agent-payments-mcp-server)** - Processes secure payments during voice calls using the Twilio API, capturing payment information while ensuring PCI compliance. Features include asynchronous callbacks, guided workflows, and secure credential handling. - **[Terminal](https://github.com/dillip285/mcp-terminal)** - Execute commands securely within specified file system paths while managing environment variables and supporting cross-platform operations. Enables interaction with remote systems through command execution. - **[1Password Credential Retrieval Server](https://github.com/dkvdm/onepassword-mcp-server)** - Enables secure retrieval of credentials from a 1Password vault for use in AI agent workflows. Integrates 1Password data with Agentic AI to automate authentication and manage credentials seamlessly. - **[Pentest MCP](https://github.com/DMontgomery40/pentest-mcp)** - Integrates essential pentesting tools into a unified natural language interface for executing, chaining, and analyzing multiple security assessment tools. Enhances efficiency in penetration testing through conversational commands. - **[API Security Tester](https://github.com/DynamicEndpoints/API-SECURITY-TESTER)** - Test and analyze API endpoints for security vulnerabilities, covering aspects like endpoint discovery, JWT token analysis, and TLS configuration. Includes tools for fuzzing, subdomain scanning, and security headers validation. - **[CISA M365](https://github.com/DynamicEndpoints/Automated-BOD-25-01-CISA-Microsoft-Policies-MCP)** - Implements security controls for Microsoft 365 by adhering to CISA Binding Operational Directive 25-01, focusing on Azure AD and Entra ID management and configuration. - **[Microsoft 365 Core Server](https://github.com/DynamicEndpoints/m365-core-mcp)** - Manage Microsoft 365 services, including distribution lists, security groups, and user settings while automating offboarding processes to ensure security and compliance. The server enhances Entra ID management with tools for roles, application registrations, devices, and service principals, along with improved HTTP streaming capabilities. - **[Palo Alto Policy Management Server](https://github.com/DynamicEndpoints/Palo-Alto-Policy-Management-MCP-Server)** - Manage Palo Alto Networks firewall policies and configurations through a standardized interface. Integrate with the Palo Alto Networks API for querying and modifying security, NAT, and QoS rules. - **[Palo Alto Device Server](https://github.com/DynamicEndpoints/paloalto-device-server)** - Manage Palo Alto firewalls through their REST API, enabling system information retrieval, firewall upgrades, content updates, and certificate management. Streamlines operational tasks and ensures security updates for firewall systems. - **[Palo Alto Networks MCP Server Suite](https://github.com/DynamicEndpoints/paloalto-mcp-server)** - Manage and monitor Palo Alto Networks firewalls and services via a unified API interface, facilitating firewall operations and policy management effectively. - **[OSV Database API Server](https://github.com/EdenYavin/OSV-MCP)** - Fetch and manage vulnerability data for software packages, providing detailed information on CVEs, affected versions, and fixes to improve security measures. - **[Dynatrace Observability Server](https://github.com/dynatrace-oss/dynatrace-mcp)** - Connect to the Dynatrace observability platform to retrieve real-time observability data, including production problems, security vulnerabilities, logs, and events. Utilize natural language queries to automate notifications and integrate monitoring within development workflows. - **[Chronicle SecOps](https://github.com/emeryray2002/mcp-secops-v3)** - Interact with Google's Chronicle Security Operations suite to enhance security monitoring by searching for security events, retrieving alerts, and looking up entity information. - **[VirusTotal MCP Server](https://github.com/emeryray2002/virustotal-mcp)** - Query the VirusTotal API for security analysis reports on URLs, files, IPs, and domains. Provides advanced threat intelligence capabilities with automatic relationship data retrieval and detailed analysis tools. - **[Enkrypt AI MCP Server](https://github.com/enkryptai/enkryptai-mcp-server)** - Integrates red-teaming, prompt auditing, and AI safety analysis for enhanced workflows. Facilitates real-time prompt risk analysis, adversarial prompt generation, and monitoring of LLMs. - **[Guardian](https://github.com/eqtylab/mcp-guardian)** - Manage access to MCP servers with real-time control over LLM activities, including message logging and approval capabilities. Effortlessly switch between multiple MCP server configurations without manual file management. - **[Super Windows CLI Server](https://github.com/Faucet94/super-win-cli-mcp-server)** - Control Windows environments via a command-line interface with unrestricted access to files, processes, and system settings. Designed for environments where SYSTEM-level privileges are appropriate and security risks are managed. - **[IDA Pro MCP Server](https://github.com/fdrechsler/mcp-server-idapro)** - Automate reverse engineering and binary analysis tasks using IDA Pro through a standardized interface. Execute scripts, retrieve binary information, and perform advanced analysis to enhance productivity in software analysis. - **[Authenticator App Server](https://github.com/firstorderai/authenticator_mcp)** - Enables AI agents to securely access 2FA codes and passwords for automated login processes. Facilitates credential management across platforms by bridging AI assistants with secure authentication. - **[Vibehacker Metasploit Interface](https://github.com/foolsec/vibehacker_metasploit_mcp)** - Facilitates interaction with Metasploit Framework capabilities for AI agents, enabling listing of exploits, generation of payloads, and session management. Aids in automating security testing processes through command execution. - **[NOVA Security Gateway](https://github.com/fr0gger/nova_mcp)** - Validates and filters prompts in LLM workflows to prevent security risks and unauthorized inputs. It checks incoming prompts against configurable NOVA rules, blocking those that match high-severity security patterns and providing structured logging for prompt security. - **[privateGPT MCP Server](https://github.com/Fujitsu-AI/MCP-Server-for-MAS-Developments)** - Integrates privateGPT with MCP-compatible applications, enabling secure management of knowledge sources and user interactions while leveraging advanced AI capabilities. - **[Unix Shell Server](https://github.com/gamunu/mcp-unix-shell)** - Execute Unix shell commands securely and efficiently while listing previous command executions and configuring allowed commands to enhance security. Integrate with applications to leverage shell capabilities without compromising safety. - **[JavaScript Sandbox Server](https://github.com/garc33/js-sandbox-mcp-server)** - Provides a secure JavaScript execution environment with configurable execution time and memory limits, enabling the safe execution of JavaScript code in isolation. - **[Metasploit Integration Server](https://github.com/GH05TCREW/MetasploitMCP)** - Integrates AI assistants with the Metasploit Framework, enabling natural language control over penetration testing workflows. Provides access to exploitation and post-exploitation tools through standardized commands. - **[AWS Cognito Authentication Server](https://github.com/gitCarrot/mcp-server-aws-cognito)** - Integrates with AWS Cognito for secure user authentication and management, facilitating workflows such as user sign-up, sign-in, password resets, and multi-factor authentication through a standardized MCP interface. - **[SBOM Server](https://github.com/gkhays/mcp-sbom-server)** - Performs scans and generates Software Bill of Materials (SBOM) in CycloneDX format, while identifying vulnerabilities in software dependencies. Facilitates integration with MCP clients for efficient scanning and reporting. - **[Terminal Controller](https://github.com/GongRzhe/terminal-controller-mcp)** - Execute terminal commands securely, manage file systems, and navigate directories through a standardized interface with built-in safeguards and command history tracking. - **[Grey Swan LLM Safety Challenge](https://github.com/GravityPhone/SwanzMCP)** - Document and analyze safety challenges related to LLMs, track vulnerabilities, and facilitate structured analysis of interactions with AI systems. - **[Npub.Health](https://github.com/HealthNoteLabs/Npub.Health)** - Manage health records securely with a user-controlled platform, enabling selective sharing of health data while maintaining privacy through end-to-end encryption. - **[Hedera Network Interaction Server](https://github.com/hedera-dev/hts-mcp-server)** - Facilitates interaction with the Hedera network by managing wallet creation, balance checking, transaction building, and submission of signed transactions while centralizing transaction lifecycle management. - **[Hedera Testnet Mirror Node Server](https://github.com/hedera-dev/hts-mcp-server)** - Interface with the Hedera Testnet Mirror Node API to create wallets, check account balances, build transactions, and send signed transactions. The server is designed for interaction with the Hedera network while ensuring robust input validation. - **[OSINT Server](https://github.com/himanshusanecha/mcp-osint-server)** - Provides tools for open source intelligence investigations, enabling WHOIS lookups, Nmap scans, DNS reconnaissance, and domain permutation checks. Supports executing multiple OSINT tasks in parallel for a comprehensive data analysis. - **[OpenSearch Server](https://github.com/cyberbalsa/mcp-opensearch-js)** - Query and analyze Wazuh security logs stored in OpenSearch, providing detailed information on alerts and generating statistics. Visualize trends over time and enhance security monitoring with structured error handling and progress reporting. - **[Security Copilot and Sentinel Integration Server](https://github.com/jguimera/SecurityCopilotMCPServer)** - Integrate with Microsoft Security Copilot and Sentinel to run KQL queries, manage skillsets, and execute prompts. Streamline security operations and enhance development workflows using Azure Identity Authentication. - **[EPSS Vulnerability Scoring Server](https://github.com/jgamblin/EPSS-MCP)** - Retrieves comprehensive vulnerability data, including CVE details, CWEs, CVSS scores, and EPSS scores to evaluate exploitation likelihood. Facilitates integration with developer tools for enhanced cybersecurity workflows. - **[Smart EHR Server](https://github.com/jmandel/health-record-mcp)** - Connects AI models to Electronic Health Records (EHRs) using the SMART on FHIR standard to securely extract and analyze patient data, leveraging the Model Context Protocol for seamless access to structured health data and clinical notes. - **[ServeMyAPI](https://github.com/Jktfe/serveMyAPI)** - Store API keys securely in the macOS Keychain and access them through a consistent interface. Provides a centralized solution for managing sensitive credentials across projects, enabling retrieval using natural language commands. - **[Clash Rules Lite](https://github.com/Job28703/clash-rules-lite)** - Simplifies and customizes proxy rules to enhance performance and ease of use. Provides curated lists of proxy rules for various services, including Microsoft. - **[Damn Vulnerable Model Context Protocol](https://github.com/Karanxa/dvmcp)** - A deliberately vulnerable implementation of the Model Context Protocol (MCP) designed for security researchers to explore and learn about common vulnerabilities in AI/ML model serving systems, including issues like unsafe model deserialization and input injection. - **[Shell Command Server](https://github.com/kaznak/shell-command-mcp)** - Execute shell commands securely within an isolated Docker container environment. It supports both synchronous and asynchronous execution with multiple notification modes, while also integrating Kubernetes tools. - **[Auth0 OIDC MCP Server](https://github.com/moeki0/mcp-auth0-oidc)** - Authenticate users and manage secure access to protected APIs using OAuth2 for user authentication and authorization. Enables seamless development and deployment of API interactions. - **[Insecure MCP Demo Server](https://github.com/kenhuangus/mcp-vulnerable-server-demo)** - Demonstrates security vulnerabilities in MCP servers by exposing insecure tools for educational purposes. Showcases common attack vectors like SQL injection and arbitrary SQL execution, facilitating an understanding of risks and mitigation strategies. - **[MySQL MCP Server](https://github.com/kevinwatt/mysql-mcp)** - Integrate MySQL databases with language models to facilitate secure database access and operations. Supports both read and write operations including transaction management and parameterized queries for data safety. - **[Shell Command Execution Server](https://github.com/kevinwatt/shell-mcp)** - Execute shell commands securely with whitelisted options, ensuring controlled and monitored execution for machine learning applications. - **[SSH Server](https://github.com/KinoThe-Kafkaesque/ssh-mcp-server)** - Provides secure remote access and command execution through SSH with an integrated SQLite database for credential management. Developed in TypeScript, it ensures a type-safe environment for enhanced development. - **[Volatility3 MCP Server](https://github.com/Kirandawadi/volatility3-mcp)** - Analyze memory dumps to detect malware and perform memory forensics using a natural language interface, making the process accessible to users without specialized knowledge. - **[Volatility3 MCP Server](https://github.com/Kirandawadi/volatility3-mcp)** - Analyzes memory dumps and detects malware through natural language interactions, facilitating complex memory forensics tasks without specialized knowledge. Automates workflows typically requiring expertise in memory analysis. - **[Rug Check](https://github.com/kukapay/rug-check-mcp)** - Analyzes Solana meme tokens to identify potential risks and avoid rug pulls by providing detailed risk assessments and structured outputs based on token data. Retrieves information such as name, symbol, market cap, price, supply, and audit status from the Solsniffer API. - **[Twitter Username Changes](https://github.com/kukapay/twitter-username-changes-mcp)** - Tracks historical changes of Twitter usernames to identify potential scam risks from frequent changes. Retrieve username change histories by providing a current Twitter handle. - **[Token Revoke](https://github.com/kukapay/token-revoke-mcp)** - Check and revoke ERC-20 token allowances, manage token approvals across multiple chains, and monitor token permissions for enhanced wallet security. - **[GhidraMCP](https://github.com/LaurieWired/GhidraMCP)** - Enables autonomous reverse engineering of applications using Ghidra's analysis tools, facilitating decompilation, binary analysis, and method renaming automation. Integrates with various MCP clients to improve reverse engineering processes. - **[Better Auth Server](https://github.com/LexiconAlex/better-auth-mcp-server)** - Manage and monitor authentication processes with secure credential management and support for multiple authentication protocols. Offers real-time threat detection and recommendations for project authentication setup. - **[SecGPT](https://github.com/liuzongmin/SecGPT)** - A platform for conducting advanced network security tasks, including vulnerability analysis, traffic inspection, and attack investigation, through interactive dialogues with a specialized AI model. Designed for security professionals, it offers intelligent assistance for understanding and mitigating cybersecurity threats. - **[Mallory - Cyber Threat Intelligence](https://github.com/malloryai/mallory-mcp-server)** - Provides real-time cyber threat intelligence and detailed information about vulnerabilities, threat actors, malware, and techniques. Connects agents to a comprehensive source of cyber-relevant entities and content. - **[Better MCP File Server](https://github.com/MartinSchlott/BetterMCPFileServer)** - A privacy-preserving server that simplifies AI model interactions with filesystems through an intuitive API, ensuring sensitive paths remain concealed while providing efficient file operations. Supports streamlined directory listings and complex file searches with minimized functions. - **[Safe Local Python Executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor)** - A safe execution environment for running Python code generated by language models locally without requiring Docker or virtual machines. It provides basic isolation and security features, making it suitable for integrating Python capabilities into various applications. - **[推理算法助手](https://github.com/MichaelWalkerx/help_tool)** - 推理算法助手 is a tool designed for cryptanalysis that quickly identifies and infers the types of encryption algorithms used in encrypted data, attempting to decrypt plaintext. It supports various encryption modes and provides an intuitive interface for security research and data recovery. - **[CLI](https://github.com/MladenSU/cli-mcp-server)** - Execute controlled command-line operations with features for command whitelisting, path validation, and execution controls to ensure secure operation. - **[BloodHound-MCP](https://github.com/MorDavid/BloodHound-MCP-AI)** - Analyze BloodHound data to uncover complex Active Directory attack paths using natural language, facilitating security assessments with a comprehensive suite of specialized tools for Active Directory analysis and reporting. - **[Enrichment MCP Server](https://github.com/MSAdministrator/enrichment-mcp)** - Queries third-party services for security data enrichment based on provided observables such as IPs, domains, URLs, and emails, integrating services like VirusTotal, Hybrid Analysis, and Shodan to gather threat intelligence. - **[Malware Bazaar Threat Intel Server](https://github.com/mytechnotalent/MalwareBazaar_MCP)** - Provides real-time threat intelligence and detailed metadata about malware samples from Malware Bazaar for cybersecurity research. Enables retrieval and analysis of up-to-date malware sample data through various interaction tools. - **[Better Auth MCP Server](https://github.com/nahmanmate/better-auth-mcp-server)** - Manage and enhance authentication processes through secure credential management, multi-protocol support, and real-time threat detection. - **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Search for usernames across various social networks and analyze URLs to gather publicly available information. Supports responsible and ethical OSINT research by integrating with MCP-compatible applications. - **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Collect user account information from various social networks and analyze URLs to gather public data, enhancing research capabilities for OSINT investigations. - **[Management Control Panel](https://github.com/nesirat/MCP)** - Tracks and manages security vulnerabilities with user-friendly interfaces and robust tracking features. Provides tools for vulnerability tracking, user management, and an admin dashboard for effective response to security threats. - **[Stealth Browser](https://github.com/newbeb/stealth-browser-mcp)** - Navigate websites and capture screenshots while bypassing bot detection systems using advanced stealth techniques. Modifies browser fingerprints to disguise web interactions as regular user traffic. - **[Censys Reconnaissance Server](https://github.com/nickpending/mcp-censys)** - Transforms natural language prompts into real-time domain, IP, and FQDN reconnaissance queries, accessing Censys data for enhanced cybersecurity investigations. - **[Trivy Security Scanner](https://github.com/norbinsh/cursor-mcp-trivy)** - Scans project directories for security vulnerabilities using Trivy and automatically updates vulnerable dependencies to secure versions, supporting multiple package managers like Python, Node.js, Ruby, and Go. - **[Binary Ninja Cline MCP Server](https://github.com/opensensor/bn_cline_mcp)** - Analyze binaries efficiently using Binary Ninja's powerful analysis capabilities through the MCP framework. Connect to Cline for enhanced functionality and seamless integration. - **[Ory SSE MCP Server](https://github.com/ory/mcp-sse)** - Provides a secure environment for real-time communication through Server-Sent Events while integrating OAuth 2.1 for authentication and authorization. It includes dynamic client management and tools for overseeing Ory Network projects, aimed at enhancing interactions with AI models. - **[NMAP Server](https://github.com/PhialsBasement/nmap-mcp-server)** - Perform network analysis and security assessments through NMAP by interacting with an AI assistant for network scanning operations. - **[C̷h̷u̷c̷k̷N̷o̷r̷r̷i̷s̷](https://github.com/pollinations/chucknorris)** - Fetches and provides unique enhancement prompts for language models, enabling creative interaction with AI assistants. The server supports dynamic schema adaptation tailored to specialized language model enhancements. - **[Sandbox](https://github.com/pottekkat/sandbox-mcp)** - Runs code in secure, isolated Docker containers, preventing unintended consequences from untested code execution. Provides a configurable execution environment for LLMs to safely test code locally. - **[OAuth-Enabled MCP Server](https://github.com/pratham-svg/MCP-OAuth)** - Enables secure user authentication and authorization for MCP servers through OAuth, facilitating calls to protected APIs on behalf of authenticated users. Simplifies integration with Auth0 and Cloudflare Workers for effective identity management. - **[Auto-Approve Claude Desktop MCPs](https://github.com/PyneSys/claude_autoapprove_mcp)** - Automatically approves specified MCP tools in Claude Desktop by injecting JavaScript, enabling granular control of tool access without altering the app itself. Provides options for permanent approvals and per-chat tool decisions while maintaining security measures. - **[Mcp Security Audit](https://github.com/qianniuspace/mcp-security-audit)** - Audits npm package dependencies for security vulnerabilities using remote npm registry integration for real-time checks. - **[File Deletion](https://github.com/qpd-v/mcp-delete)** - Provides file deletion capabilities, supporting both relative and absolute paths with smart path resolution and existence checks to ensure safe file removal. - **[RAD Security MCP Server](https://github.com/rad-security/mcp-server)** - Provides AI-powered security insights focused on Kubernetes and cloud environments, enabling monitoring, analysis, and securing of infrastructure with detailed visibility and actionable findings. - **[GitHub Advanced Security Server](https://github.com/rajbos/ghas-mcp-server)** - Integrates GitHub Advanced Security features into development environments, enabling management of dependabot alerts, secret scanning alerts, and code scanning alerts directly from tools. Enhances repository security by providing streamlined access to critical alerts and insights. - **[PCM](https://github.com/rand-tech/pcm)** - PCM provides tools for analyzing and reverse engineering binaries through disassembly, decompilation, and memory analysis. It includes features like function renaming, type setting, and note management to enhance binary analysis workflows. - **[Rhombus API Integration Server](https://github.com/RhombusSystems/rhombus-node-mcp)** - Integrate with the Rhombus API to access and manage security data and services through conversational agents. Enable features like monitoring smart cameras, controlling access systems, and managing IoT sensors via chat interfaces. - **[CyberMCP](https://github.com/ricauts/CyberMCP)** - CyberMCP tests backend APIs for security vulnerabilities using specialized tools. It identifies common security issues such as injection flaws, data leakage, and authentication vulnerabilities, while providing resources for comprehensive security assessments. - **[CVE-Search Server](https://github.com/roadwy/cve-search_mcp)** - Query the CVE-Search API to access detailed vulnerability data, including information on vendors, products, and individual CVEs. Streamline vulnerability management by retrieving the latest updates and comprehensive CVE information. - **[Snyk MCP Server](https://github.com/sammcj/mcp-snyk)** - Enables security scanning for repositories by leveraging Snyk's security functionality. Supports configuration for Snyk API tokens and organization settings. - **[Semgrep](https://github.com/semgrep/semgrep)** - Scans code for bugs and enforces coding standards across more than 30 programming languages. Integrates into development workflows for improved security and compliance through powerful static analysis. - **[Messenger Phishing Detection](https://github.com/seoksik/Messenger-phishing-detection)** - Predicts and prevents messenger phishing attacks through AI-based analysis of chat content, providing real-time alerts to users when phishing is detected, aimed at reducing financial loss and personal data breaches. - **[Semgrep MCP Server](https://github.com/semgrep/mcp)** - Scan code for security vulnerabilities and create custom rules with Semgrep. It provides an interface for advanced code analysis and security enhancements. - **[Joern MCP Server](https://github.com/sfncat/mcp-joern)** - Provides tools for code review and security analysis using Joern, facilitating efficient code inspection processes based on static code analysis. - **[Kali Linux Penetration Testing MCP Server](https://github.com/sfz009900/kalilinuxmcp)** - A Kali Linux environment tailored for penetration testing, enabling the execution of various security tools with a focus on command-based interactions. Simplifies security assessments through seamless integration of tools like Burp Suite and Metasploit, allowing direct execution without full command line interaction. - **[Snyk Language Server](https://github.com/snyk/snyk-ls)** - Provides real-time security diagnostics and code analysis by integrating vulnerability scanning for open source dependencies, infrastructure as code, and code quality/security issues. It enhances development workflows with authentication, progress reporting, and trusted folder management for effective vulnerability management. - **[BloodHound](https://github.com/SpecterOps/BloodHound-Legacy)** - Reveal hidden relationships and attack paths in Active Directory environments using graph theory to identify complex attack paths. Provides insights for both red and blue teams to enhance security posture. - **[OpenCTI Server](https://github.com/Spathodea-Network/opencti-mcp)** - Integrate with OpenCTI to access cyber threat intelligence data, enabling queries for threat intelligence reports, malware information, and indicators of compromise. - **[WSL Command Executor](https://github.com/spences10/mcp-wsl-exec)** - Execute commands securely in Windows Subsystem for Linux (WSL) with built-in safety features for command validation and output formatting. - **[Semgrep Server](https://github.com/stefanskiasan/semgrep-mcp-server)** - Integrates static code analysis capabilities into development environments, allowing for the execution of Semgrep scans and management of Semgrep rules through the MCP protocol. - **[BloodHound](https://github.com/stevenyu113228/BloodHound-MCP)** - Enables natural language queries to analyze Active Directory and Azure Active Directory environments, allowing users to retrieve insights through conversational commands. Leverages Large Language Models to simplify complex query executions without writing Cypher queries manually. - **[Command Executor](https://github.com/Sunwood-ai-labs/command-executor-mcp-server)** - Execute pre-approved commands securely and efficiently while customizing the command list. Stream real-time command output and ensure robust error handling. - **[MCP SSE Server](https://github.com/the-freetech-company/mcp-sse-authenticated-cloud-run)** - Host a secure MCP server on Google Cloud Run for real-time access to data and tools using Google Cloud's IAM for secure access. Enables quick integration with minimal configuration while awaiting full authentication features. - **[YaraFlux MCP Server](https://github.com/ThreatFlux/YaraFlux)** - Enables seamless YARA rule-based threat analysis and management for AI assistants, focusing on file analysis and standardized interactions for enhanced security in threat detection. - **[Shell Server](https://github.com/tumf/mcp-shell-server)** - Execute shell commands securely by utilizing a whitelist, with the ability to provide standard input and receive comprehensive output from commands. - **[Steampipe Cloud Infrastructure Query Server](https://github.com/turbot/steampipe-mcp)** - Enables natural language exploration and analysis of cloud infrastructure data across multiple platforms, including AWS, Azure, and GCP. Facilitates security and compliance checks, cost optimization, and query development through SQL queries powered by AI. - **[Wazuh MCP Server](https://github.com/gensecaihq/Wazuh-MCP-Server)** - Integrates Wazuh security data with large language models by retrieving real-time alerts and transforming them into standardized MCP-compliant messages. Exposes an HTTP endpoint for seamless interaction with applications while ensuring secure authentication. - **[泰森跨境](https://github.com/uui6yee/scrm)** - Integrates multiple chat platforms such as Line and WhatsApp into a unified interface for message management, while enhancing browser fingerprint injection through advanced UserAgent strategies and detection mechanisms. Features a user-friendly control panel with real-time monitoring of fingerprint status. - **[Kali MCP Servers](https://github.com/VERMAXVR/awsome_kali_MCPServers)** - Offers advanced capabilities for reverse engineering and security testing, enabling flexible network analysis, traffic monitoring, and automated workflows geared towards cybersecurity tasks. - **[BurpSuite MCP Server](https://github.com/X3r0K/BurpSuite-MCP-Server)** - Programmatically access BurpSuite's core functionalities to intercept, scan, and log HTTP traffic. Enables real-time vulnerability detection and comprehensive traffic analysis for security testing. - **[Shodan MCP Server](https://github.com/X3r0K/Shodan-MCP-Server)** - Access Shodan's network intelligence and security services to query detailed information about IP addresses, perform DNS lookups, and track vulnerabilities. - **[Shodan Internet Scanner](https://github.com/X3r0K/Shodan-MCP-Server-Inspector)** - Provides standardized access to Shodan's internet scanning and reconnaissance capabilities, allowing users to query devices, services, DNS records, and vulnerabilities. Facilitates secure management of API keys and handles errors for reliable data retrieval. - **[Mythic MCP](https://github.com/xpn/mythic_mcp)** - Automated penetration testing tool that enables LLMs to emulate threat actors within a controlled environment. It integrates with Claude Desktop for real-time security assessments and task execution. - **[Threat News](https://github.com/xue20010808/ThreatNews)** - Collects and analyzes threat information over specified date ranges, integrating with Neo4j for advanced knowledge graph capabilities. - **[ZeroPath MCP Server](https://github.com/ZeroPathAI/zeropath-mcp-server)** - Interact with product security findings using natural language to query SAST issues, secrets, and patches directly in AI-assisted tools, streamlining security context management without the need for dashboards or manual ticket triage. - **[Blockchain Server & DApp](https://github.com/zhangzhongnan928/mcp-blockchain-server)** - Enables secure interaction with blockchain smart contracts, allowing AI assistants to read blockchain data and prepare transactions while keeping user control over private keys and transaction signing. - **[Apktool MCP Server](https://github.com/zinja-coder/apktool-mcp-server)** - Integrate Apktool with LLMs to enable real-time reverse engineering of Android APKs. Perform decompilation, code review, and AI-driven analysis while managing resources and vulnerabilities. - **[PANW AI Security Server Beta](https://github.com/zm1990s/panw)** - Integrate Palo Alto Networks AI security capabilities for real-time content risk analysis and compliance in AI interactions. Supports multiple input types and seamless integration with MCP-compatible clients for enhanced threat detection workflows. - **[PANW AIRS MCP Server](https://github.com/zm1990s/panw)** - Integrates Palo Alto Networks AI security capabilities into clients compatible with the Model Context Protocol, enabling real-time content risk analysis and interaction with large language models. Supports various input types for dynamic content detection and compliance during AI interactions. - **[ZoomEye MCP Server](https://github.com/zoomeye-ai/mcp_zoomeye)** - Query network asset information using ZoomEye dorks, while benefiting from a caching mechanism and advanced error handling to enhance data retrieval capabilities. ## Speech Recognition and Synthesis - **[RetellAI Voice Service Integration](https://github.com/abhaybabbar/retellai-mcp-server)** - Manage and interact with RetellAI's voice services, facilitating call management, voice agent creation, phone number provisioning, and voice option access through a unified interface. - **[AI-StoryLab](https://github.com/aigc17/Al-StoryLab)** - AI-StoryLab generates interactive stories with accompanying audio effects and provides illustration prompts. It leverages AI services for story creation, voice synthesis, sound effect generation, and suggests relevant audio placements. - **[High-performance Whisper ASR](https://github.com/anilcosaran/whisper.cpp)** - Transcribes and translates audio files using a lightweight implementation of OpenAI's Whisper model, optimized for speed and low memory usage across various platforms. - **[Say Server](https://github.com/bmorphism/say-mcp-server)** - Provides text-to-speech functionality using macOS's built-in `say` command, allowing the generation of spoken output from text input. - **[Fish Audio Text-to-Speech Service](https://github.com/CengSin/fishaudio-mcp)** - Converts text into natural human speech with customizable audio formats and bitrates, while integrating seamlessly with MCP-compatible applications. - **[Voice Recorder](https://github.com/DefiBax/mcp_servers)** - Record audio and transcribe it using advanced AI models like OpenAI's Whisper. Supports integration with AI agents for enhanced interactivity and includes prompts for common recording scenarios. - **[Voicevox Speech Synthesis Server](https://github.com/Dosugamea/voicevox-mcp-server)** - Provides voice synthesis capabilities compatible with VOICEVOX and similar engines through the Model Context Protocol. Facilitates speech audio generation using AI agents compatible with MCP clients. - **[ElevenLabs MCP Server](https://github.com/elevenlabs/elevenlabs-mcp)** - This server provides APIs for generating speech, voice cloning, and audio transcription. It facilitates seamless interaction with text-to-speech and audio processing functionalities. - **[Jessica TTS](https://github.com/georgi-io/jessica)** - Integrates ElevenLabs Text-to-Speech capabilities for seamless text conversion to speech, offering voice selection and management through a modern interface. Supports real-time communication with a FastAPI backend and a React frontend. - **[Kokoro TTS Server](https://github.com/giannisanni/kokoro-tts-mcp)** - Integrates text-to-speech capabilities using the Kokoro TTS engine, enabling conversion of written content into spoken audio with customizable voices and adjustable speed. Supports saving audio files and cross-platform playback. - **[Audio Interface Server](https://github.com/GongRzhe/Audio-MCP-Server)** - Enables interaction with a computer's audio system by listing audio devices, recording audio from microphones, and playing back recordings or audio files. Facilitates audio management and integrates audio input and output control for AI assistants. - **[Speech MCP Server](https://github.com/hammeiam/koroko-speech-mcp)** - Provides text-to-speech capabilities using the Kokoro TTS model, converting text into natural-sounding speech with customizable options and multiple voice choices. - **[Audio Transcriber Server](https://github.com/Ichigo3766/audio-transcriber-mcp)** - Transcribes audio files using OpenAI's speech-to-text capabilities, enabling accurate audio transcriptions and the option to save them directly to files. - **[VoiceMacro](https://github.com/ImOrenge/VoiceMacroProject)** - VoiceMacro enables executing keyboard shortcuts and macros through voice commands on Windows. It supports custom voice command configurations and manages presets for frequent macro operations while running in the background. - **[AivisSpeech](https://github.com/kentaro/aivis-speech-mcp)** - Integrate with the AivisSpeech Engine to provide high-quality speech synthesis capabilities for applications, facilitating the conversion of text to natural-sounding speech. The server offers a type-safe API compliant with the Model Context Protocol, ensuring easy configuration and extensibility. - **[Speech Interface](https://github.com/Kvadratni/speech-mcp)** - Provides a voice interface for real-time audio interaction, converting spoken words into text and generating spoken responses. Includes features like audio visualization and a modern user interface for an engaging conversational experience. - **[ElevenLabs MCP Server](https://github.com/mamertofabian/elevenlabs-mcp-server)** - Integrates with ElevenLabs text-to-speech API to generate audio from text input, manage voice generation tasks, and store history using an SQLite database. Includes a sample SvelteKit client for performing text-to-speech conversions and managing script parts. - **[Rime Text-to-Speech Server](https://github.com/MatthewDailey/rime-mcp)** - Convert text to speech and play it through the system's audio with high-quality voice synthesis. Customize speech behavior using environment variables for tailored interactions. - **[MiniMax MCP JS](https://github.com/MiniMax-AI/MiniMax-MCP-JS)** - Integrates with MiniMax's AI capabilities to facilitate interaction with multimedia generation tools, including image generation, video generation, text-to-speech, and voice cloning. Supports a flexible and configurable JavaScript/TypeScript framework for versatile deployment scenarios. - **[Vapi Voice AI Tools](https://github.com/mrgeeko/vapi-mcp)** - Integrate voice AI capabilities into applications for managing voice assistants and conducting outbound calls. Provides advanced features for enhancing user interactions through voice conversations. - **[Text-to-Speech MCP Server](https://github.com/nakamurau1/tts-mcp)** - Integrates high-quality text-to-speech capabilities into applications, converting text to audio with customizable voice options and output formats. Provides a command-line tool for quick conversions and supports various parameters for audio customization. - **[Garbage Sorting App](https://github.com/nansasuke/GarbageSorting)** - Identify and classify waste using image and voice recognition techniques to streamline the recycling process and enhance environmental awareness. - **[Typecast API MCP Server](https://github.com/neosapience/typecast-api-mcp-server-sample)** - Integrates with the Typecast API to manage voices, convert text to speech, and play audio. Provides a standardized MCP interface for seamless interaction with voice capabilities. - **[ChatTTS](https://github.com/OOXXXXOO/ChatTTS)** - ChatTTS generates natural and expressive speech optimized for dialogue scenarios, supporting multi-speaker interactions and fine-grained prosodic control. It is capable of producing speech in both English and Chinese, enabling interactive conversations with features such as laughter and pauses. - **[Zonos TTS Integration](https://github.com/PhialsBasement/Zonos-TTS-MCP)** - Facilitates text-to-speech capabilities using Claude, supporting various emotions and languages for speech generation. - **[MCPollinations Multimodal Server](https://github.com/pinkpixel-dev/MCPollinations)** - Generates images, text, and audio from prompts using the Pollinations APIs. It supports returning images as base64-encoded data and allows listing available models for image and text generation. - **[智能对话机器人](https://github.com/rsagacom/chatgpt-on-wechat)** - A multi-platform intelligent dialogue service that supports text, voice, and image interactions. It can connect to various AI models and allows for custom enterprise AI applications through plugin extensions. - **[Votars MCP](https://github.com/scarletlabs-ai/Votars-MCP)** - Integrate advanced AI functionalities for processing complex tasks through robust APIs. Supports voice recording, transcription, and intelligent AI processing for meetings. - **[BouyomiChan Text-to-Speech Server](https://github.com/uraoz/bouyomichan-mcp-nodejs)** - Provides text-to-speech capabilities using BouyomiChan's Yukkuri voice, enabling voice output from text commands with customizable options for voice type, volume, speed, and pitch. Integrates seamlessly with Claude for Desktop for enhanced user interaction. - **[Voice Recognition Service](https://github.com/yangsenessa/mcp_voice_identify)** - Provides voice recognition and text extraction capabilities, supporting both file input and base64 encoded data processed in structured formats. Operates in stdio and MCP modes for flexible integration with various systems. - **[Edge-TTS Voice Synthesis Server](https://github.com/yuiseki/edge_tts_mcp_server)** - Provide natural text-to-speech conversion using Microsoft Edge's speech synthesis capabilities, enabling customizable voice output in multiple languages with adjustable speed and pitch. ## Legal and Compliance - **[Covenant AI](https://github.com/kumzhijr/Covenant-ai)** - Advanced contract analysis and management platform that processes PDF contracts, assesses risks, identifies opportunities, and provides user management and interactive visualization features. - **[Agentic PDF Form Filler](https://github.com/mawazawa/agentic-pdf-app)** - Automatically fills California court PDF forms by extracting and mapping data from donor documents through AI analysis. Features a minimalist interface and a modular microservices architecture for easy deployment using Docker. - **[LegalContext](https://github.com/protomated/legal-context)** - Connects a law firm's Clio document management system with Claude Desktop for efficient retrieval and analysis of legal documents while ensuring security and confidentiality. Enables local processing and vector search capabilities to enhance legal research. - **[Legifrance Legal Data Server](https://github.com/pylegifrance/mcp-server-legifrance)** - Access French legal databases, including laws, codes, and judicial jurisprudence, through an integrated interface for advanced legal research and analysis using real-time data from Legifrance. - **[Entscheidsuche Swiss Legal Decision Search](https://github.com/self-tech-labs/entscheidsuche-MCP-server)** - Standardized access to Swiss court decisions for legal research, enabling search, retrieval, and analysis of legal documents from the entscheidsuche.ch database. Provides tools and templates to enhance legal workflows and streamline document handling. - **[Due Diligence Automation](https://github.com/u3588064/AutoDDC)** - Automates processes related to due diligence, facilitating the efficient gathering and analysis of necessary information and documentation for evaluations. - **[Guarantee Processor 保函要素抽取项目](https://github.com/u3588064/AutoGuarantee)** - 自动提取保函文本中的要素和条款，提供法律和金融专业人士分析所需的信息。输出结果为JSON格式，支持提取担保人的SWIFT标识代码、开立日期和保函种类等要素。 - **[CRIC物业AI](https://github.com/wuye-ai/mcp-server-wuye-ai)** - Intelligent AI assistant tailored for property management, providing access to industry news, hotspot questions, and knowledge base searches. Integrates with applications using SSE or stdio, secured by token-based authentication. ## Healthcare and Medical - **[NexonCo MCP Server](https://github.com/1sustgmboab/nexonco-mcp)** - The NexonCo MCP Server is designed to help researchers and healthcare professionals analyze clinical evidence data for better treatment planning in precision medicine and oncology. It offers flexible search options and supports AI integration to enhance data insights. - **[BioMCP](https://github.com/acashmoney/bio-mcp)** - Enhances biomedical research through advanced protein structure analysis, enabling the examination of protein active sites and the discovery of disease-related proteins. It integrates with established protein databases for reliable insights and data access. - **[Automated Medical Coding](https://github.com/ahmedjemaa-tech/medical-coding-reproducibility)** - Automates the process of assigning diagnosis and procedure codes from electronic health records. Utilizes advanced models to improve accuracy and efficiency in medical coding tasks, with tools and datasets from MIMIC-III and MIMIC-IV. - **[Simple PubMed](https://github.com/andybrandt/mcp-simple-pubmed)** - Access and search PubMed articles through the Entrez API, retrieve article abstracts, and download full-text content for open access articles when available. - **[Volatility MCP Server](https://github.com/bornpresident/Volatility-MCP-Server)** - Analyze memory dumps using natural language queries to facilitate forensic investigations, reducing the need for technical expertise while accelerating the analysis process and improving cybersecurity responses. - **[DICOM Model Context Protocol Server](https://github.com/ChristianHinge/dicom-mcp)** - Enables interaction with DICOM servers for querying patient information and analyzing medical imaging metadata. Extracts text from encapsulated PDF documents in DICOM format to enhance clinical report analysis and streamline medical data access. - **[Whoop MCP Server](https://github.com/ctvidic/whoop-mcp-server)** - Access Whoop data for insights into cycles, recovery, strain, and workout metrics by querying the Whoop API. Retrieve data based on specific date ranges or calculate averages for strain over time. - **[BirdNet-Pi Integration Server](https://github.com/DMontgomery40/mcp-local-server)** - Retrieve and analyze bird detection data with date and species filtering. Access audio recordings and generate detailed reports for enhanced birdwatching insights. - **[Eka Care Medical Knowledge Server](https://github.com/eka-care/eka_mcp_server)** - Provides healthcare professionals with curated medical knowledge and drug information specific to India, enhancing AI responses by grounding them in verified medical data and treatment protocols. Facilitates access to extensive branded drug databases and treatment guidelines to improve clinical decision-making. - **[Personal Health Tracker](https://github.com/evangstav/personal-mcp)** - Track personal health, workouts, and nutrition with AI-assisted analysis and supportive features for performance optimization and rehabilitation. Provides tools for logging exercises, meals, and daily wellness insights. - **[FHIR Integration Server](https://github.com/flexpa/mcp-fhir)** - Access and search FHIR resources with standardized formats for healthcare data. Interact with FHIR resources via URIs and utilize search capabilities for efficient data retrieval. - **[DICOM Connectivity Testing Server](https://github.com/fluxinc/dicom-mcp-server)** - Facilitates DICOM connectivity testing by managing DICOM nodes and performing operations seamlessly through a standardized interface. Integrates with Claude's Model Context Protocol for efficient communication in DICOM workflows. - **[BioMCP](https://github.com/genomoncology/biomcp)** - Connects AI models to authoritative biomedical databases for structured queries, enabling access to information from PubMed, ClinicalTrials.gov, and MyVariant.info. Facilitates precise responses about clinical trials, scientific literature, and genomic variants. - **[Lovable Project](https://github.com/gitkenan/doctair)** - Enables editing and deployment of applications through a web interface and local development environment, while synchronizing changes and facilitating project management with custom domain connections. - **[Npub.Health](https://github.com/HealthNoteLabs/Npub.Health)** - Manage health records securely with a user-controlled platform, enabling selective sharing of health data while maintaining privacy through end-to-end encryption. - **[ChEMBL Server](https://github.com/JackKuo666/ChEMBL-MCP-Server)** - Access the ChEMBL database with a fast API for retrieving chemical data and performing computations asynchronously. The server supports both HTTP and stdio transport methods with built-in error handling. - **[ClinicalTrials MCP Server](https://github.com/JackKuo666/ClinicalTrials-MCP-Server)** - Connects to ClinicalTrials.gov to search for and access detailed clinical trial information programmatically, facilitating efficient data retrieval for health sciences research and analysis. - **[medRxiv MCP Server](https://github.com/JackKuo666/medRxiv-MCP-Server)** - Integrate with medRxiv's preprint repository to search for and access health sciences research papers and their metadata via a standardized interface. Enables efficient querying and retrieval of paper details based on custom search parameters and DOI. - **[NIH RePORTER](https://github.com/jbdamask/mcp-nih-reporter)** - Search for NIH-funded research projects and publications using various criteria such as fiscal years, investigator names, organization details, and funding information. Retrieve detailed project information, including abstracts, in a conversational format. - **[Smart EHR Server](https://github.com/jmandel/health-record-mcp)** - Connects AI models to Electronic Health Records (EHRs) using the SMART on FHIR standard to securely extract and analyze patient data, leveraging the Model Context Protocol for seamless access to structured health data and clinical notes. - **[StatPearls Medical Knowledge Server](https://github.com/jpoles1/statpearls-mcp)** - Fetches and retrieves reliable, peer-reviewed medical information about diseases and conditions from StatPearls, formatted in AI-friendly Markdown for enhanced conversation integration. - **[Agent Care](https://github.com/Kartha-AI/agentcare-mcp)** - Integrates with EMRs like Cerner and Epic to access and manage healthcare data using SMART on FHIR APIs, providing tools for medical research and clinical analysis. - **[Google Cloud Healthcare API Server](https://github.com/Kartha-AI/google-cloud-healthcare-api-mcp)** - Interact with FHIR resources and manage patient data using the Google Cloud Healthcare API. Retrieve observations and conduct medical research through public medical research APIs with secure access via a SmartonFHIR gateway. - **[PubMed Enhanced Search Server](https://github.com/leescot/pubmed-mcp-smithery)** - Search and retrieve academic papers from the PubMed database using enhanced tools such as MeSH term lookup, publication statistics, and structured PICO-based evidence searches. - **[Emergency Medicare Management](https://github.com/manolaz/emergency-medicare-planner-mcp-server)** - Connects to Google Maps to locate nearby hospitals and clinics based on patient needs, evaluates medical facilities, and calculates optimal routes for urgent care. Provides real-time availability checks and detailed service information to assist in emergency healthcare decisions. - **[Pharmaceutical Benefits Scheme API Server](https://github.com/matthewdcage/pbs-mcp-server)** - Access up-to-date pharmaceutical data from the Australian PBS, including information on medicines, pricing, and availability. Facilitates seamless integration into AI workflows for real-time healthcare data retrieval. - **[Senechal Health](https://github.com/mattjoyce/senechal-mcp)** - Access and analyze health data from the Senechal API, providing health profiles, trends, and summaries for integration with LLM applications. Offers reusable templates for health data analysis, enhancing data insights and accessibility. - **[Google Cloud Healthcare API Server](https://github.com/msathiyakeerthi/google-cloud-healthcare-api-mcp)** - Integrates with Google Cloud Healthcare FHIR APIs and public medical research databases to access and query healthcare data, including patient records and clinical data. Enables retrieval of research articles and provides insights through a secure MCP interface. - **[AACT Clinical Trials Server](https://github.com/navisbio/AACT_MCP)** - Provides access to clinical trial data from the ClinicalTrials.gov database, allowing for SQL queries to analyze and gain insights from clinical trial information. - **[AACT Clinical Trials Server](https://github.com/navisbio/AACT_MCP)** - Provides access to the AACT database for analyzing clinical trial data and generating reports on therapeutic landscapes. Facilitates querying and understanding of clinical trial data structures through a series of tools that enable direct interaction with the database. - **[Fitbit Health and Fitness Data Access](https://github.com/NitayRabi/fitbit-mcp)** - Enables access and analysis of Fitbit health and fitness data, including activities, sleep logs, heart rate, steps, and body measurements through simple commands. Facilitates integration of Fitbit data insights into AI interactions. - **[Mutation Clinical Trial Matching Server](https://github.com/pickleton89/mutation-clinical-trial-matching-mcp)** - Connects to clinicaltrials.gov to retrieve and summarize clinical trials related to specific genetic mutations through natural language queries. - **[FirstCycling MCP Server](https://github.com/r-huijts/firstcycling-mcp)** - Retrieve comprehensive professional cycling data including detailed statistics on riders, race results, and historical performance. Analyze rider performance and explore information about cycling teams and competitions. - **[Strava MCP Server](https://github.com/r-huijts/strava-mcp)** - Access and manage Strava data, including recent activities, profile stats, and detailed activity streams. Supports exploration of segments, management of routes, and exporting route files in GPX or TCX format. - **[UNHCR Population Data Server](https://github.com/rvibek/mcp_unhcr)** - Access and query UNHCR refugee statistics, enabling insights into forcibly displaced population trends. Filter data by country of origin, country of asylum, and year, while retrieving Refugee Status Determination application and decision data. - **[PubChem Drug Info Extractor](https://github.com/sssjiang/pubchem_mcp_server)** - Extracts basic chemical information about drugs from the PubChem API, providing structured data such as molecular weight, formula, synonyms, and identifiers. - **[Medical Report Analyzer](https://github.com/TanvirHafiz/Medical-report-analyzer)** - Analyze medical reports and symptoms to gain health insights and suggestions, providing detailed medicine information tailored to individual needs with bilingual support in English and Bengali. - **[Oura API Integration Server](https://github.com/tomekkorbak/oura-mcp-server)** - Access sleep, readiness, and resilience data from the Oura API for analysis and reporting. The server supports querying specific date ranges to retrieve sleep data. - **[Cortellis MCP Server](https://github.com/uh-joan/cortellis-mcp-server)** - Access the Cortellis drug database to search for drugs, retrieve detailed information, and analyze drug development statuses. Provides tools for ontology exploration and financial insights. - **[U-Net Biomedical Image Segmentation](https://github.com/vishwa684/unet)** - Train and deploy U-Net models for biomedical image segmentation using the Medical Decathlon dataset, with support for both 2D and 3D U-Net scripts. Visualize predictions and assess model performance through comprehensive demos and visual outputs. - **[Medical Calculation Server](https://github.com/vitaldb/medcalc)** - Perform a variety of medical calculations related to kidney function and pediatric health metrics. This server provides access to tools for calculating eGFR and blood pressure percentiles. - **[How to Live Longer](https://github.com/Wendong-Fan/HowToLiveLonger)** - Provides evidence-based lifestyle insights aimed at improving longevity through nutrition, exercise, and wellness practices. Users can explore actionable recommendations to reduce mortality risk. - **[OHIF Medical Imaging Viewer](https://github.com/wodiluluya/Viewers)** - View and manipulate medical images directly in the browser with support for DICOMweb protocols. The platform features advanced functionalities like 2D and 3D rendering, measurement tracking, and customizable workflows for enhanced medical imaging capabilities. - **[Food Tracker](https://github.com/WTTeneger/food-tracker-mcp)** - Track food consumption, analyze nutrition, and manage dietary restrictions by searching for products, logging meals, and creating personalized meal plans. Evaluate product compatibility with dietary restrictions and view detailed nutrition summaries. - **[COVID Activity Tracker](https://github.com/wwwiena/covid_activity)** - Monitor and analyze COVID-19 activity trends in specific areas, providing real-time updates and insights for informed decision-making regarding health and safety. - **[WeGene Assistant](https://github.com/xraywu/mcp-wegene-assistant)** - Analyze genetic testing reports by accessing user-specific data through a custom URI scheme and utilizing LLM capabilities to interpret the findings. - **[3D Slicer Integration](https://github.com/zhaoyouj/mcp-slicer)** - Connect and control 3D Slicer through natural language for medical image processing and scene manipulation. Execute Python code directly in the Slicer environment to enhance workflow and automate tasks. - **[Apktool MCP Server](https://github.com/zinja-coder/apktool-mcp-server)** - Integrate Apktool with LLMs to enable real-time reverse engineering of Android APKs. Perform decompilation, code review, and AI-driven analysis while managing resources and vulnerabilities. ## Education and Learning - **[MCP Style Server](https://github.com/1282saa/mcp_style)** - The MCP Style Server is an open-source tool that allows users to integrate external resources and prompts into AI workflows easily. It supports customization and quick testing of ML features for enhanced applications involving large language models. - **[Zotero MCP](https://github.com/54yyyu/zotero-mcp)** - Zotero MCP allows you to link your Zotero research library with AI assistants, enabling you to discuss academic papers, receive summaries, and analyze citations for better research productivity. - **[School MCP](https://github.com/54yyyu/school-mcp)** - School MCP is a server designed to help students manage their academic tasks more efficiently. It connects to platforms like Canvas and Gradescope to fetch assignment deadlines, download course materials, and integrate with your calendar for reminders. - **[Open Library MCP Server](https://github.com/8enSmith/mcp-open-library)** - Connect AI assistants to the Open Library to search and retrieve detailed information about books and authors, providing structured JSON responses. - **[Canvas LMS Server](https://github.com/ahnopologetic/canvas-lms-mcp)** - Access and manage educational data from Canvas LMS, including courses, assignments, quizzes, and files. Query and retrieve planner items and course modules programmatically. - **[Aindreyway Codex Keeper](https://github.com/aindreyway/mcp-codex-keeper)** - Curated access to the latest development documentation and best practices for AI assistants, facilitating knowledge retrieval and application of current industry standards. - **[Machine Learning Technical Interviews](https://github.com/ajay-sai/Machine-Learning-Interviews)** - Prepare for Machine Learning Engineering interviews by accessing insights from personal experiences and structured modules. Offers resources for coding, system design, and behavioral interview preparation targeted at success in ML roles. - **[Metal Framework](https://github.com/aldrin-labs/metal-mcp-server)** - Search Metal Framework documentation and generate Metal code for common tasks using natural language queries. Supports querying documentation and generating code in Objective-C, Swift, or Metal based on task descriptions. - **[Sequential Thinking](https://github.com/arben-adm/mcp-sequential-thinking)** - Facilitates structured thinking by breaking down complex problems into sequential steps, allowing users to track their thought progression and generate summaries of their reasoning. - **[Canvas MCP](https://github.com/aryankeluskar/canvas-mcp)** - Interact with Canvas LMS and Gradescope to query courses and assignments, retrieve resources, and check submission statuses using natural language. Provides tools for finding relevant course materials and managing upcoming assignments. - **[SchoolFoods](https://github.com/babo072/schoolfoods)** - Retrieve school meal information by accessing detailed meal data through school names and dates, supporting various date formats. The server handles duplicate school names and provides suggestions for similar names to improve user experience. - **[You Don't Know JS Yet](https://github.com/beastmod7/You-Dont-Know-JS)** - A comprehensive book series that provides an in-depth exploration of JavaScript's core mechanisms, enhancing understanding and coding skills through detailed explanations and examples. The series is available for online reading and offers additional resources for purchased offline access. - **[Gauntlet-Incept](https://github.com/Birdsmith/Gauntlet-Incept-MCP)** - Generates high-quality educational content tailored for K-8 students, including articles and question banks, while integrating seamlessly with Claude Desktop for dynamic content generation and grading. - **[Penrose](https://github.com/bmorphism/penrose-mcp)** - Create mathematical diagrams using domain-specific languages that define mathematical types, objects, relationships, and visual representation rules. - **[Master Content Plan Generator](https://github.com/cabrit0/mcp_server_reuneMacacada)** - Generates structured learning paths by aggregating and organizing resources from the web based on specified topics, with support for web search and scraping. The server returns a standardized JSON structure for easy integration with client applications. - **[Bazi Calculator](https://github.com/cantian-ai/bazi-mcp)** - Provides precise Bazi (Chinese metaphysical) calculations to deliver insights on personality and destiny. It enables AI agents to access accurate Bazi data for applications in fortune-telling and cultural analysis. - **[Anki MCP Server](https://github.com/captain-blue210/anki-mcp-server)** - Connects to Anki to retrieve leech-tagged cards and adds date-stamped review tags for analysis. Facilitates enhanced study sessions by tracking reviewed cards and integrating with Claude Desktop. - **[Role-Specific Context Server](https://github.com/Chris-June/MCP-Server)** - Manages AI agents by defining contextual boundaries based on specific roles, ensuring tailored instructions and relevant memory for each agent while allowing for dynamic adjustments in tone and style. Supports the creation and management of custom roles with dedicated system prompts and memory isolation. - **[gdsx](https://github.com/daigxok/gdsx)** - Facilitates access to and manipulation of educational resources for analysis and development in reform initiatives. Supports collaboration and insight generation in educational research contexts. - **[Jupyter MCP Server](https://github.com/datalayer/jupyter-mcp-server)** - Interact with Jupyter notebooks in a local JupyterLab environment, enabling the addition and execution of code or markdown cells. - **[Personality Test Server](https://github.com/devshark/personality-test-mcp)** - Administer personality tests and provide assessments based on user responses. Score responses according to established personality frameworks and enable personalized AI feedback. - **[Sequential Tools Server](https://github.com/dhkts1/sequentialStory)** - Enhances problem-solving and memory retention by structuring complex problems as engaging stories or sequential thoughts. Integrates with AI systems using the Model Context Protocol and offers techniques for narrative-based and sequential thinking. - **[Anki Flashcard Creator](https://github.com/dhkim0124/anki-mcp-server)** - Facilitates the creation and management of Anki flashcards using natural language commands through integration with Claude. Supports adding vocabulary, example sentences, and managing flashcard decks seamlessly. - **[Quran.com API Server](https://github.com/djalal/quran-mcp-server)** - Access the Quran.com corpus to retrieve chapters, verses, translations, and tafsirs through a standardized API. Facilitate integration of Quranic content into applications via a structured set of endpoints. - **[Canvas MCP Server](https://github.com/DMontgomery40/mcp-canvas-lms)** - Manage courses, assignments, enrollments, and grades within the Canvas LMS by interacting with the Canvas API. Automate educational tasks and streamline course management for educators and administrators. - **[Bird Stats](https://github.com/DMontgomery40/mcp-server-birdstats)** - Analyze BirdNET-Pi data and eBird observations through a natural language interface while providing visual representations of the data. - **[한국 학교 급식 정보 조회 서버](https://github.com/dragonku/mcp_school_food)** - Retrieve school meal information across South Korea using natural language queries, providing access to daily and weekly meal data for any school. - **[Astro Docs](https://github.com/dreyfus92/astro-docs-mcp)** - Provides access to Astro documentation for AI agents to assist with Astro-related tasks. Enables searching, listing, and reading documentation sections through a simple interface. - **[EduBase MCP server](https://github.com/EduBase/MCP)** - Interact with EduBase to create dynamic quizzes, manage secure exams, and automate assessment workflows. Integrates with existing systems through a secure API to facilitate personalized learning experiences and enterprise-level security. - **[AI-Powered Interview Roleplay](https://github.com/Ejb503/systemprompt-mcp-interview)** - Engage in realistic interview scenarios with customizable AI personas for practice and feedback on interview responses. Improve interview skills through tailored learning experiences. - **[Canvas MCP Server](https://github.com/enkhbold470/mcp-server-canvas)** - Interact programmatically with Canvas LMS to manage courses and enrollments by utilizing the Canvas API. Streamline educational workflows through features like course listing and enrollment type filtering with interactive help prompts. - **[Anki Flashcard Integration Server](https://github.com/ethangillani/Anki-MCP-Server)** - Enables interaction with Anki flashcard software by creating decks, adding notes, and searching cards using Anki's native syntax. Facilitates bulk note additions and queries to enhance learning workflows. - **[Basic of Javascript](https://github.com/Faizanadvance/javascripts)** - Provides foundational JavaScript code examples and tutorials to assist users in learning and understanding JavaScript programming concepts effectively. - **[Google Classroom MCP Server](https://github.com/faizan45640/google-classroom-mcp-server)** - Access Google Classroom data to retrieve course details, assignments, and announcements. Integrate classroom management capabilities into AI interactions. - **[Brave-Gemini Research](https://github.com/falahgs/Brave-Gemini-Research-MCP-Server)** - Enables AI assistants to conduct web searches and analyze research papers using Brave Search and Google's Gemini model. Supports general and local web search functionalities alongside academic analysis capabilities. - **[Storybook Image Generator](https://github.com/falahgs/MCP-Storybook-Image-Generator)** - Generates high-quality storybook images and matching children's stories using Google's Gemini AI, offering multiple art styles such as 3D cartoon, watercolor, and pixel art. It allows instant previewing of creations and saves them locally in an organized manner. - **[FindMine Shopping Stylist](https://github.com/findmine/findmine-mcp)** - Connects to FindMine's styling API to provide personalized outfit recommendations, detailed product information, and visually similar product suggestions. Offers access to styling advice and outfit guidance through various URI schemes for products and looks. - **[Search-Quran](https://github.com/galihfr09/quran_cloud_mcp_server)** - Connects AI models to the Quran API for precise access to Quranic text, minimizing hallucination by retrieving only necessary data upon request. Enables seamless integration with applications such as Claude desktop for enhanced reliability when handling sensitive religious content. - **[Coding Standards Server](https://github.com/ggerve/coding-standards-mcp)** - Access coding style guidelines and best practices for technologies like Java, Python, and React to improve code quality and maintainability. Offers structured resources on naming conventions, organization, and framework-specific coding practices. - **[storyGen](https://github.com/ghassenTn/storyGen)** - Generate creative and engaging stories with dynamic AI prompts and customizable templates. Facilitate interactive content generation to tailor narratives according to user preferences. - **[物理模拟实验室小程序](https://github.com/gp-zhong/Physics)** - A high-fidelity prototype for learning physics concepts through interactive 3D simulations and AI-assisted learning. It offers a data visualization feature to help students understand physical experiments more intuitively. - **[MCP-Learn](https://github.com/hellokitty-v/MCP-Learn)** - Provides a platform for learning and experimenting with the Model Context Protocol (MCP), focusing on integrating language models with external data sources and tools. - **[Goal Story](https://github.com/hichana/goalstory-mcp)** - Goal Story transforms goal tracking through an engaging narrative approach, focusing on one goal at a time and providing personalized insights and storytelling. It incorporates visualization techniques to enhance planning and goal completion. - **[Hyperskill Integration Server](https://github.com/hyperskill/mcp)** - Provides explanations of programming topics using Hyperskill's educational resources, enabling searches and connections to relevant programming concepts. Facilitates learning by linking code topics to structured content from Hyperskill. - **[Quantum Computing Approach](https://github.com/iamleoluo/Quantum-Computing-Approach)** - Simulate classical physics phenomena using quantum computing techniques and tools like Qiskit. Provides interactive visualizations and insights into complex systems such as superconductivity and magnetism. - **[Practera Learning Data Server](https://github.com/intersective/practera-mcp-server)** - Provides access to Practera's GraphQL API for querying and analyzing learning projects and assessments. Enables generation of project blueprints, restructuring of content for various audiences, and evaluation of assessments for improvement. - **[Limitless MCP Server](https://github.com/ipvr9/mcp-limitless-server)** - Connects Limitless Pendant data to AI tools for structured interactions and enables retrieval and management of Lifelog data via AI chat interfaces and agents. - **[Memory Bank Setup Helper](https://github.com/ipospelov/mcp-memory-bank)** - Facilitates the setup and management of a structured Memory Bank for context preservation in AI assistant environments, offering detailed guidance on file structures, template generation, and project summary analysis. Enhances AI context management through organized documentation and relevant content suggestions. - **[Anki Integration](https://github.com/jasperket/clanki)** - Manage Anki flashcards by creating, updating, and organizing decks and cards with AI assistance, integrating seamlessly with Anki and AnkiConnect. - **[paperpal](https://github.com/jerpint/paperpal)** - Enhance literature review processes by enabling searches and discussions about machine learning papers from arXiv and Hugging Face. Facilitate natural conversations with language models to discover new research and organize ideas effectively. - **[LeetCode](https://github.com/jinzcdev/leetcode-mcp-server)** - Enables automation and interaction with LeetCode problems, contests, solutions, and user data through an API. Supports authenticated requests for comprehensive access to LeetCode features. - **[Anki MCP Server](https://github.com/johwiebe/anki-mcp)** - Integrates AI assistants with Anki to facilitate study by adding, updating, and querying notes while providing access to review statistics. Enables interaction with the Anki collection and leverages spaced repetition algorithms for enhanced learning. - **[Julia Documentation Server](https://github.com/jonathanfischer97/juliadoc-mcp)** - Access detailed Julia documentation and source code, including information on packages, modules, types, functions, and methods. The server includes built-in caching and error handling specific to Julia. - **[Canvas Learning Management System Server](https://github.com/jpablomm/mcp-canvas-hackathon)** - Access and manage Canvas LMS data, including courses, assignments, submissions, users, and announcements through a local interface. Integrates with Claude Desktop for interactive API usage. - **[Canvas Integration Server](https://github.com/jpablomm/mcp-hackathon-canvas)** - Integrate with Canvas LMS and Gradescope to query courses, assignments, modules, and calendar events using natural language. Retrieve detailed breakdowns of upcoming assignments and submission statuses to improve educational productivity. - **[Sequential Thinking](https://github.com/kiennd/reference-servers)** - Facilitates dynamic and reflective problem-solving through a structured thinking process by breaking down complex problems into manageable steps, revising thoughts, and exploring alternative reasoning paths. Generates and verifies solution hypotheses effectively, adjusting the total number of thoughts as needed. - **[Minecraft Wiki Server](https://github.com/L3-N0X/Minecraft-Wiki-MCP)** - Browse and search the official Minecraft Wiki for detailed information on structures, entities, items, and blocks. Access multi-language support and navigate through wiki categories and specific sections for comprehensive content. - **[PubMed Enhanced Search Server](https://github.com/leescot/pubmed-mcp-smithery)** - Search and retrieve academic papers from the PubMed database using enhanced tools such as MeSH term lookup, publication statistics, and structured PICO-based evidence searches. - **[Learn Python](https://github.com/Libaizaima/LearnPython)** - A collection of Python coding examples and projects designed to teach Python programming through practical applications such as web scraping, data visualization, and advanced topics like asynchronous programming and RESTful API development. - **[Lotus Wisdom](https://github.com/linxule/lotus-wisdom-mcp)** - An MCP server that provides a structured approach to problem-solving inspired by the Lotus Sutra, integrating both analytical techniques and intuitive insights. It features a step-by-step thought process, meditation pauses for natural insight development, and the ability to visualize the thought process with colors and symbols. - **[Logan](https://github.com/LoganLxb/LoganLxb)** - Logan provides tools and applications aimed at enhancing user interaction in mixed reality environments through augmented and virtual reality technologies. It focuses on facilitating the development of immersive digital experiences and applications. - **[Go Application](https://github.com/zachary-lzc/go)** - Facilitates the development and deployment of Go applications within a containerized environment, optimizing performance and simplifying management processes. Provides tools for building and running Go projects with minimal setup. - **[Gemini Docs Server](https://github.com/M-Gonzalo/cosa-sai)** - Access documentation for a variety of technologies through the Gemini API, leveraging a curated knowledge base to provide accurate responses to complex queries. This server is designed to handle large context windows for improved comprehension of technical materials. - **[Documentation Server](https://github.com/mahawi1992/mcp-documentation-server)** - AI-assisted management of documentation and code improvement, supporting various frameworks with smart search capabilities. Integrates with Claude Desktop for an enhanced coding experience and improves suggestions over time. - **[DeepSeek Newsletter](https://github.com/mengjian-github/deepseek-newsletter)** - Collects and organizes information about the DeepSeek language model, presenting updates and insights in an e-book format. Features include compiling weekly updates and monthly summaries on technical progress, application cases, comparisons, and community news. - **[Generative AI for Beginners](https://github.com/microsoft/generative-ai-for-beginners)** - This server provides a structured, hands-on course for building Generative AI applications, focusing on practical skills in Python and TypeScript. It encompasses various AI concepts and tools through 21 comprehensive lessons. - **[Met Museum Server](https://github.com/mikechao/metmuseum-mcp)** - Access the Metropolitan Museum of Art's collection through natural language queries to search for artworks and retrieve detailed information on various departments. - **[Reference Servers](https://github.com/mirinda-cmd/reference-servers-check)** - Implement a structured thinking process for problem-solving and analysis, breaking down complex problems into manageable steps while allowing dynamic adjustment of thought paths and generation of solution hypotheses. - **[Unified Narrative Operator](https://github.com/MushroomFleet/UNO-MCP)** - Transforms ordinary story content into rich, detailed narratives using advanced literary techniques and heuristic analysis. Analyzes text for strengths and weaknesses, enhances story elements, and smooths prose flow while preserving the original voice. - **[DeepLucid3D UCPF Server](https://github.com/MushroomFleet/DeepLucid3D-MCP)** - Provides advanced cognitive analysis and problem-solving capabilities using structured cognitive tools, enabling users to assess cognitive states, generate novel perspectives, and decompose complex problems for effective solutions. - **[Ultimate React Course](https://github.com/mususi/ultimate-react-course)** - Provides starter files and final code for all projects in the Ultimate React Course, allowing users to compare their progress with completed examples. Includes FAQs and resources to assist users in troubleshooting and improving their React skills. - **[Text Classifier](https://github.com/MymInsomnia/textClassifier)** - Multiple common text classification models based on CNN, RNN, and pre-trained NLP architectures for sentiment analysis and text classification. Supports data preprocessing, training word embeddings, and implementing advanced models like Bi-LSTM, Transformer, ELMo, and BERT for improved classification accuracy. - **[Anki MCP Server](https://github.com/nailuoGG/anki-mcp-server)** - Interact with Anki flashcard software through AnkiConnect to create, manage, and search flashcards efficiently. Automate various operations on flashcards and decks with a simple API interface. - **[CiteAssist MCP](https://github.com/ndchikin/reference-mcp)** - Retrieve BibTeX-formatted citation data from CiteAs and Google Scholar to streamline citation management in research applications. - **[Shannon Thinking](https://github.com/olaservo/shannon-thinking)** - Guides complex problem-solving by breaking down challenges into structured thoughts using a systematic methodology. Supports iterative revisions and empirical validation for engineering design and optimization tasks. - **[Awesome Interview Questions](https://github.com/ohardcore/awesome-interview-questions)** - Curated collection of technical interview questions categorized by programming languages, frameworks, and other technical domains. Aids in interview preparation through a comprehensive set of questions of varying difficulty levels. - **[Ebook-MCP](https://github.com/onebirdrocks/ebook-mcp)** - Enables natural language interactions with digital books in EPUB and PDF formats, facilitating smart library management and enhancing the learning experience through AI-powered conversations. - **[Sefaria Jewish Library](https://github.com/OpenTorah-ai/mcp-sefaria-server)** - Access and reference Jewish texts and commentaries through a standardized interface. - **[AI Bootcamp](https://github.com/Paulinholeo/AI-Bootcamp)** - Supports practical training and project-based learning for AI engineering, focusing on building, deploying, and evaluating AI models through hands-on exercises and real-world applications. - **[Moodle MCP Server](https://github.com/peancor/moodle-mcp-server)** - Manage Moodle courses, students, assignments, and quizzes through integration with LLMs, enabling automation of feedback and progress tracking. - **[Canvas LMS Server](https://github.com/PewterZz/CanvasLMS-ModelContextProtocol)** - Seamless access to Canvas LMS course data including assignments, discussions, and PDF content extraction. Supports both standard and AWS-hosted Canvas instances with a simple API interface for fetching detailed information and executing tools upon authentication. - **[Korea Tour](https://github.com/pjookim/mcp-visit-korea)** - Provides information related to tourism in Korea, including attractions, festivals, and accommodations. Supports various search methods based on area codes, keywords, or locations for detailed tourism content. - **[CSS Tutor](https://github.com/QuantumLeap-us/css-mcp-server)** - Provides updates on the latest CSS features and enhancements, allowing users to manage their knowledge and receive tailored guidance effectively. - **[Oorlogsbronnen MCP Server](https://github.com/r-huijts/oorlogsbronnen-mcp)** - Enables AI-powered access to the Oorlogsbronnen database for natural language queries related to historical World War II archives from the Netherlands. - **[Rijksmuseum Server](https://github.com/r-huijts/rijksmuseum-mcp)** - Interact with the Rijksmuseum API for searching and retrieving artwork details, accessing high-resolution images, and managing user collections. - **[Deep Research Server](https://github.com/reading-plus-ai/mcp-server-deep-research)** - Conduct comprehensive research on complex topics by generating structured research reports and synthesizing information from diverse sources. This tool enables in-depth exploration of questions and identification of relevant sources. - **[Rember](https://github.com/rember/rember-mcp)** - Facilitates the creation of flashcards from conversations and PDF documents, enhancing learning through spaced repetition. Integrates with AI models to schedule reviews and improve study efficiency. - **[Neural Child Development System](https://github.com/renatokuipers/neural-child)** - Integrates psychological growth and emotional intelligence to develop AI systems through defined developmental stages, enhancing cognitive and emotional capabilities. - **[Wolfram Alpha Integration Server](https://github.com/akalaric/mcp-wolframalpha)** - Integrates Wolfram Alpha into chat applications to perform computational queries and retrieve structured knowledge, enhancing conversational capabilities with large language models. Supports a modular architecture for easy extension and multiple client interactions. - **[Math Agent for Keynote](https://github.com/rohinigaonkar/mcp-math-macos)** - Perform mathematical calculations and visually present results in Keynote on macOS. The agent supports drawing shapes and adding text to slides for creating mathematical presentations. - **[Deepseek Thinker](https://github.com/ruixingshi/deepseek-thinker-mcp)** - Provides reasoning capabilities using Deepseek's thought processes, enabling MCP-enabled AI clients to access and utilize Deepseek's reasoning outputs either through an API service or a local Ollama server. - **[Korean School Meal Server](https://github.com/Runbuilder/mcpkupsik)** - Access Korean school meal information, including detailed meal menus, nutritional data, and ingredient origins for any school in Korea through the NEIS Open API. Supports specific date queries to simplify meal planning with real-time data. - **[Documentation Server](https://github.com/sagacious-satadru/Documentation-MCP)** - Search and access documentation from popular AI libraries such as LangChain and LlamaIndex. Enhance conversations with contextual knowledge by leveraging intelligent documentation extraction. - **[Reference Servers](https://github.com/SAKETH11111/reference-servers)** - Facilitates a structured thinking process for dynamic and reflective problem-solving by breaking down complex problems into manageable steps, allowing for the revision of thoughts and exploration of alternative reasoning paths. - **[AnkiConnect Integration](https://github.com/samefarrar/mcp-ankiconnect)** - Integrates Claude conversations with Anki to facilitate spaced repetition learning by reviewing and creating flashcards through simple commands. It provides tools to retrieve due cards and submit review answers directly within dialogues. - **[Package Docs](https://github.com/sammcj/mcp-package-docs)** - Access package documentation from multiple programming languages including Go, Python, NPM, and Rust. It provides structured documentation parsing and language server protocol capabilities for efficient retrieval of information. - **[Anki](https://github.com/scorzeth/anki-mcp-server)** - Connects to a locally running Anki to facilitate card review and creation. Provides access to current decks, unseen cards, and cards due for review. - **[Data Engineering Tutor](https://github.com/scriptstar/de-mcp-server)** - Provides personalized updates and guidance on Data Engineering concepts, patterns, and technologies. Interactively tracks user knowledge and updates learning profiles while fetching recent news related to Data Engineering. - **[eClass MCP Server](https://github.com/sdi2200262/eclass-mcp-server)** - Authenticate with the eClass platform and manage courses while retrieving course information and performing operations through AI agents. Provides integrated access to educational resources for enhanced learning experiences. - **[PyTorch Documentation Search](https://github.com/seanmichaelmcgee/pytorch-docs-refactored)** - Provides semantic search capabilities over PyTorch documentation to retrieve relevant APIs, code examples, and error messages efficiently. It uses vector embeddings and semantic similarity to enhance search results for developers. - **[새싹 개발자의 공부 기록](https://github.com/Arcewoose/SeSac_study_repo)** - Document learning experiences as a developer, sharing insights and resources to improve skills and foster community connections. - **[Deep Thinking Assistant](https://github.com/shark-bot-0118/dive-deep-mcp)** - Provides deep analysis and insights for problem-solving by integrating critical and creative thinking. Offers practical suggestions tailored to the user's context while leveraging existing knowledge and new perspectives. - **[ZEN大学シラバス](https://github.com/sifue/zen-syllabus-mcp)** - Utilizes the ZEN University syllabus content to recommend subjects for aspiring front-end engineers, facilitating detailed course consultations based on enrollment requirements. - **[Sefaria Jewish Library](https://github.com/Sivan22/mcp-sefaria-server)** - Access Jewish texts from the Sefaria library through a standardized interface for retrieval and referencing by AI models. - **[Svelte Documentation Server](https://github.com/spences10/mcp-svelte-docs)** - Provides access to detailed documentation for Svelte 5, including migration patterns from Svelte 4, as well as information on features, common mistakes, and best practices. - **[Feature Discussion Server](https://github.com/squirrelogic/mcp-feature-discussion)** - Facilitates discussions regarding feature implementation and architecture, maintaining context and providing intelligent guidance throughout the development process. Offers persistent memory of discussions and context-aware recommendations based on project history. - **[Unreasonable Thinking Server](https://github.com/stagsz/Unconventional-thinking)** - Generates unconventional solutions to problems by challenging conventional wisdom and organizing thoughts through a structured session. Offers a tool to explore innovative thinking paths based on user-defined problems. - **[SVM Learn](https://github.com/svmlearn/-)** - Supports training, testing, and deploying support vector machine models for classification tasks. Facilitates advanced algorithm utilization to improve predictive performance within machine learning projects. - **[Model Context Protocol Server](https://github.com/Swan-and-Co-Innovations/MCP)** - Integrate applications with real-world data and tools for enhanced workflows through a structured and dynamic problem-solving process. Break down complex problems and adjust thought processes with the help of a sequential thinking tool. - **[DBLP Access Server](https://github.com/szeider/mcp-dblp)** - Search and retrieve academic publications from the DBLP database, generating accurate BibTeX entries and performing advanced citation processing. - **[NBA Stats Server](https://github.com/Taidgh-Robinson/nba-mcp-server)** - Provides up-to-date NBA game scores and player statistics, enabling retrieval of game summaries, player performance metrics, and advanced analytics. Keeps AI models informed with accurate and timely NBA data. - **[arxiv-latex MCP Server](https://github.com/takashiishida/arxiv-latex-mcp)** - Fetches and processes LaTeX sources of arXiv papers, enabling AI models to accurately interpret mathematical content and equations without the limitations of PDF files. - **[Comedy MCP Server](https://github.com/Tanner253/ComedyMcpServer)** - Generates programming-related jokes and humorous code comments for AI assistants. Integrates with Cursor IDE to enhance coding experiences through humor and creativity. - **[マナリンク](https://github.com/TeXmeijin/manalinkMCP)** - Connect AI assistants to educational resources through features like teacher search, course information retrieval, and subject management. Access dynamic data such as subject and grade masters via API calls. - **[Go Interview Study Collection](https://github.com/tjl-with-code/Go-Interview)** - Curates a collection of Go programming interview questions and study materials, providing resources on Go basics, concurrency, MySQL, networking, operating systems, and Redis for learners preparing for job interviews. - **[Japanese Vocab Anki Server](https://github.com/vionwinnie/jap-vocab-anki-mcp-server)** - Programmatically interact with Anki decks for Japanese language learning, enabling management of decks and cards, vocabulary imports, and review tracking through a standardized interface. - **[Canvas MCP Server](https://github.com/vishalsachdev/canvas-mcp)** - Interact with the Canvas Learning Management System API to manage courses, assignments, users, and announcements. Access course details, submissions, and generate summaries effortlessly. - **[Collaborative Reasoning Server](https://github.com/waldzellai/model-enhancement-servers)** - Enables structured collaboration among simulated experts to address complex problems through diverse perspectives, facilitating ideation, critique, integration, and decision-making with explicit disagreement management and visual representation. - **[Analogical Reasoning Server](https://github.com/waldzellai/model-enhancement-servers)** - Enables models to perform structured analogical thinking by mapping and evaluating relationships between source and target domains. Supports problem-solving, explanation, and creative ideation through systematic analogy construction and inference generation. - **[Metacognitive Monitoring Server](https://github.com/waldzellai/model-enhancement-servers)** - Provides a structured framework for language models to evaluate and monitor their cognitive processes, improving their ability to track knowledge boundaries, classify claims, and assess reasoning quality. Supports visualization of metacognitive states for applications in technical advising, scientific analysis, decision support, and educational content. - **[Scientific Method Server](https://github.com/waldzellai/model-enhancement-servers)** - Guides language models through rigorous scientific reasoning by structuring the inquiry process, facilitating systematic hypothesis testing, experimental design, and evidence evaluation to enhance model accuracy and transparency. - **[How to Live Longer](https://github.com/Wendong-Fan/HowToLiveLonger)** - Provides evidence-based lifestyle insights aimed at improving longevity through nutrition, exercise, and wellness practices. Users can explore actionable recommendations to reduce mortality risk. - **[Memory Server](https://github.com/WhenMoon-afk/claude-memory-mcp)** - Enhances Large Language Models with persistent memory capabilities, allowing for the storage, retrieval, and management of memories across conversations. Integrates with the Claude desktop application, supporting various memory types and semantic search. - **[MATLAB MCP Server](https://github.com/WilliamCloudQi/matlab-mcp-server)** - Integrates MATLAB with AI to execute MATLAB code, generate scripts from natural language descriptions, and access MATLAB documentation directly through your AI assistant. - **[CRIC物业AI](https://github.com/wuye-ai/mcp-server-wuye-ai)** - Intelligent AI assistant tailored for property management, providing access to industry news, hotspot questions, and knowledge base searches. Integrates with applications using SSE or stdio, secured by token-based authentication. - **[Claude Documentation Assistant](https://github.com/XPE-7/MCP-Server)** - Facilitates intelligent search and retrieval of AI/ML library documentation using Claude's reasoning capabilities, supporting multiple sources and an extendable architecture for adding new documentation easily. - **[Learn Python Playground and Cheatsheet](https://github.com/xuhuatao/learn-python)** - Explore Python interactively by modifying and testing code examples across various topics, with built-in assertions and linting tools to enhance code quality and learning. - **[Introduction to Large Language Models](https://github.com/Yash-Kavaiya/introduction-to-llms-nptel)** - A structured course on Large Language Models, providing insights into NLP and deep learning, complete with interactive code examples and downloadable materials for enhanced learning. - **[Video Generation Tool](https://github.com/Yash-Kavaiya/mcp-video-gen)** - Automates the conversion of CSV-formatted multiple-choice questions into professional video presentations with synchronized audio narration, aimed at enhancing educational content. Supports multi-language text-to-speech capabilities for audio generation. - **[EnglishGrammar](https://github.com/yueleicool/EnglishGrammar)** - Provides detailed explanations and summaries of English grammar concepts, including parts of speech and sentence components. Aids users in understanding the fundamental elements and structure of English grammar for enhanced language proficiency. - **[Sequential Thinking Server](https://github.com/zalab-inc/mcp-sequentialthinking)** - Facilitates dynamic and reflective problem-solving through a structured step-by-step thinking process, enabling users to break down complex problems, revise their thoughts, and branch into alternative reasoning paths. - **[Sequential Thinking Server](https://github.com/ZannyTornadoCoding/my-sequential-thinking-mcp-server)** - Facilitates structured sequential thinking by breaking down complex problems into logical steps, managing reasoning chains, and visualizing thinking pathways. Integrates with a Memory Bank for storing and retrieving thought processes, while providing tools for reasoning validation and analysis. ## News and Media - **[Tavily Search](https://github.com/arben-adm/tavily-mcp-search)** - Provides multi-topic search capabilities across various domains such as business, news, finance, and politics using the Tavily API. - **[Trends Hub](https://github.com/baranwang/mcp-trends-hub)** - Aggregates trending topics from multiple platforms such as Weibo, Douyin, and Tencent News, providing real-time updates on the latest trends and insights. Supports integration with AI applications through the Model Context Protocol (MCP). - **[Bocha Search](https://github.com/BochaAI/bocha-search-mcp)** - Provides access to high-quality world knowledge from billions of web pages and various ecological content sources through a powerful search engine interface. Supports natural language semantic search, offering rich, structured results and vertical domain cards for enhanced information retrieval across multiple domains. - **[RSS Feed Manager](https://github.com/buhe/mcp_rss)** - Fetch and manage articles from various RSS feeds with features for automatic fetching, filtering, and favoriting articles. Supports importing RSS feed subscriptions via OPML files and exposes the content through an MCP API. - **[Google News](https://github.com/ChanMeng666/server-google-news)** - Search and categorize news articles from Google News using SerpAPI integration. Provides access to real-time news data through a structured API interface. - **[Dappier MCP Server](https://github.com/DappierAI/dappier-mcp)** - Provides real-time web search capabilities and access to premium data sources, including news, financial markets, sports, entertainment, and weather information. Facilitates the development of AI agents leveraging diverse data models. - **[News Server](https://github.com/eluc1a/mcp-news)** - Provides access to the latest news articles from various categories and enables summarization of news content. Retrieves curated news data efficiently for informed decision-making and content generation. - **[Hacker News](https://github.com/erithwik/mcp-hn)** - Fetch stories, comments, and user information from Hacker News, allowing users to access trending and relevant content directly from the platform. - **[Headline Vibes Analysis](https://github.com/fred-em/headline-vibes)** - Analyzes sentiment in news headlines from major US publications, providing sentiment scoring on a 0-10 scale and distributing headlines evenly across major sources. Includes features for date-based querying and natural language date parsing for user convenience. - **[Hacker News MCP](https://github.com/imprvhub/mcp-claude-hackernews)** - Seamlessly interact with Hacker News to browse the latest, top, and best stories, view detailed story information, and read comments with improved formatting for enhanced readability. - **[Juhe News Server](https://github.com/juhemcp/jnews-mcp-server)** - Fetches the latest trending news headlines along with detailed content across various categories such as recommendations, domestic, technology, and sports. Provides real-time news updates for easier integration into applications. - **[BlockBeats News](https://github.com/kukapay/blockbeats-mcp)** - Fetch the latest blockchain news and in-depth articles with ease, providing real-time information and insights. Supports multi-language retrieval for enhanced audience engagement. - **[Crypto News](https://github.com/kukapay/crypto-news-mcp)** - Fetch real-time cryptocurrency news and summaries while enabling search functionality for specific articles based on keywords or cryptocurrencies. The server provides access to the latest headlines and related data through an API interface. - **[Cryptocurrency News Server](https://github.com/kukapay/cryptopanic-mcp-server)** - Fetches the latest cryptocurrency news, insights, and trends in real-time from CryptoPanic, providing information categorized by content type. - **[Bing Search](https://github.com/leehanchung/bing-search-mcp)** - Connect to the Microsoft Bing Search API to perform comprehensive web, news, and image searches. Retrieve timely information and visual content efficiently, enhancing AI applications with search capabilities. - **[Formula One Racing Data Server](https://github.com/Machine-To-Machine/f1-mcp-server)** - Provides comprehensive Formula One racing data including event schedules, driver details, telemetry, race results, and performance analysis for querying and analyzing F1 data. - **[The Verge News Server](https://github.com/manimohans/verge-news-mcp)** - Fetch and search news articles from The Verge's RSS feed, enabling access to both today's news and a random selection of articles from the past week. - **[Danny's Blog](https://github.com/meicanhong/meicanhong)** - Access a collection of articles and personal reflections across various topics, facilitating community engagement through comments and discussions. It serves as a platform for discovering diverse perspectives and ideas. - **[DeepSeek Newsletter](https://github.com/mengjian-github/deepseek-newsletter)** - Collects and organizes information about the DeepSeek language model, presenting updates and insights in an e-book format. Features include compiling weekly updates and monthly summaries on technical progress, application cases, comparisons, and community news. - **[MLB Stats API Wrapper](https://github.com/mpizza/mcp_mlb_statsapi)** - Access and process MLB data, including game schedules, results, and team information. Enhance applications with real-time sports data from the MLB Stats API. - **[Crypto News Server](https://github.com/narumiruna/crypto-news-mcp)** - Retrieve and read the latest cryptocurrency news articles from Coindesk and Decrypt. Access real-time news feeds and detailed articles through their URLs. - **[Nefino MCP Server](https://github.com/nefino/mcp-nefino)** - Access renewable energy news and information focused on projects in Germany, enabling users to filter announcements by geographic locations and various renewable energy topics. Supports date range and recency-based queries for structured and secure data retrieval. - **[Boring News](https://github.com/Oliviergg/boring-news-mcp)** - Fetch and summarize the latest news articles tailored to user interests. Access articles by date, category, tags, and more, along with predefined prompts for daily summaries and highlights. - **[Hacker News](https://github.com/pskill9/hn-server)** - Fetch and parse stories from Hacker News, providing structured data on various story types like top, new, ask, show, and jobs. - **[Oorlogsbronnen MCP Server](https://github.com/r-huijts/oorlogsbronnen-mcp)** - Enables AI-powered access to the Oorlogsbronnen database for natural language queries related to historical World War II archives from the Netherlands. - **[TabNews Integration](https://github.com/renant/mcp-tabnews)** - Access TabNews API data to retrieve news content, user-specific posts, and analytics related to user-created content. Provides tools for checking API status and fetching comments on content. - **[NewsDigest](https://github.com/SomeiLam/news-mcp)** - Aggregates and searches news articles, formatting them into Markdown digests using real-time news data. Supports fetching top headlines by various filters and performing full-text searches with optional criteria. - **[GeekNews Server](https://github.com/the0807/GeekNews-MCP-Server)** - Fetch articles from GeekNews using web scraping capabilities, providing access to the latest news stories along with various metadata like titles, URLs, points, authors, and comments. The server caches data to optimize performance and includes tools for retrieving both current articles and weekly summaries. - **[Goodnews](https://github.com/VectorInstitute/mcp-goodnews)** - Fetch uplifting and positive news stories by analyzing sentiment using large language models. Provides access to curated articles that highlight positive events and developments worldwide. - **[HotNews Server](https://github.com/wopal-cn/mcp-hotnews-server)** - Provides real-time trending topics from major Chinese social platforms and news sites, formatted in Markdown with clickable links and heat index support where applicable. - **[Trakt](https://github.com/wwiens/trakt_mcpserver)** - Access real-time entertainment data and personal viewing history through the Trakt API, enabling users to discover trending shows and movies, track viewing habits, and receive personalized recommendations. - **[Threat News](https://github.com/xue20010808/ThreatNews)** - Collects and analyzes threat information over specified date ranges, integrating with Neo4j for advanced knowledge graph capabilities. - **[Soccerdata MCP Server](https://github.com/yeonupark/mcp-soccer-data)** - Provides real-time football match information through natural language queries, including live scores, match events, team lineups, betting odds, and league metadata for ongoing, upcoming, and recently finished matches worldwide. - **[CryptoPanic News Server](https://github.com/yuri-xyz/cryptopanic-mcp-server)** - Fetches the latest cryptocurrency news, analysis, and videos from CryptoPanic, with options for customizable content types and pagination to keep AI models updated with market trends. ## E-commerce and Retail - **[JLCPCB Parts Server](https://github.com/Adrie-coder/jlcpcb-parts-mcp)** - Facilitates the search for components compatible with JLCPCB PCBA services, enabling users to filter and locate relevant parts for circuit design efficiently. - **[Open MCP Marketplace](https://github.com/AI-Agent-Hub/mcp-marketplace)** - A web-based plugin that enables browsing, selecting, and installing MCP tools from various marketplaces, enhancing AI agents with capabilities such as map location, search, and payment integration. It features an autonomous tool dispatcher to optimize tool selection based on ratings and usage statistics. - **[WordPress Automation Server](https://github.com/AppleJax2/wordpress-mcp)** - Automate and manage WordPress sites programmatically using REST API integration and browser automation. Customize themes, create pages with visual builders, and interact with popular plugins to streamline workflows. - **[FastMCP_RecSys](https://github.com/attarmau/StyleCLIP)** - A CLIP-based fashion recommendation system that enables users to upload clothing images and receive similar clothing tag recommendations through an interactive web interface. It utilizes YOLO for clothing detection and integrates seamlessly with an MCP framework. - **[FastMCP Fashion Recommender](https://github.com/attarmau/StyleCLIP)** - Provides personalized fashion recommendations through the integration of a CLIP-based model, facilitating the upload of clothing images and generating clothing tag suggestions. Utilizes YOLO for clothing detection and a backend powered by FastAPI and MongoDB for efficient data management and real-time updates. - **[Beyond MCP Server](https://github.com/Beyond-Network-AI/beyond-mcp-server)** - Provides standardized access to social platform data and onchain data, facilitating integration across multiple platforms. Supports Farcaster and includes a placeholder for Twitter integration, with extensibility for adding more platforms and optimized formatting for LLM interactions. - **[Bitrefill MCP Server](https://github.com/bitrefill/bitrefill-mcp-server)** - Integrates with Bitrefill services to enable searches for gift cards, mobile top-ups, and various products through AI assistants. Facilitates communication via the Model Context Protocol using structured JSON responses. - **[Gotas Commerce Payment Integration](https://github.com/caiovicentino/mcpGOTAS)** - Facilitate the generation and verification of USDT cryptocurrency payments through the Gotas Commerce API. Provide tools for creating payment links, checking transaction statuses, and accessing detailed payment information with minimal technical requirements. - **[Android Preference Editor](https://github.com/charlesmuchene/pref-editor-mcp-server)** - Natural language editing of Android user preferences during app development, enabling management of preferences, listing connected devices, and querying installed apps through intuitive commands. - **[Flight & Stay Search Server (Duffel API)](https://github.com/clockworked247/flights-mcp-ts)** - A TypeScript implementation that connects to the Duffel API for searching one-way, round-trip, and multi-city flights, as well as finding accommodation options. It facilitates detailed flight offer retrieval, cabin class specification, passenger count, and time window filtering. - **[Ebay MCP server](https://github.com/CooKey-Monster/EbayMcpServer)** - Fetches auction listings from Ebay.com using simple prompts to discover various items, like comics or collectibles, by leveraging Ebay's REST API for real-time auction data. - **[Crossmint Checkout](https://github.com/Crossmint/mcp-crossmint-checkout)** - Enable programmatic purchasing of physical and virtual goods using stablecoins with a single API call. Offers reliable purchases including expedited shipping, receipts, tax collection, and support for returns and refunds across a vast inventory. - **[Dodo Payments Node API Library](https://github.com/dodopayments/dodopayments-node)** - Provide access to the Dodo Payments REST API for server-side applications using TypeScript or JavaScript. Simplify payment processing and management while handling errors, retries, and pagination efficiently. - **[Airbnb Search Server](https://github.com/Domoteek/mcp-server-airbnb)** - Search for Airbnb listings based on various parameters such as location, check-in and check-out dates, and guest count. Retrieve detailed information and direct links to the listings for easy access and trip planning. - **[Uber Eats MCP Server](https://github.com/ericzakariasson/uber-eats-mcp-server)** - Integrate with Uber Eats to facilitate food delivery services while leveraging external tools in LLM applications. This server serves as a proof of concept for building rich, interactive solutions centered around food delivery. - **[NFTGo API](https://github.com/everimbaq/mcp-nftgo-api)** - Provides access to NFT data and insights through an API, enabling retrieval of metadata, statistics, and analytics for NFT collections and individual assets. Supports features such as market trends analysis and historical pricing data based on the Ethereum blockchain. - **[Fewsats Server](https://github.com/Fewsats/fewsats-mcp)** - Integrates with Fewsats to enable secure transactions for AI agents, allowing retrieval of wallet balances, available payment methods, and management of purchase transactions. - **[FindMine Shopping Stylist](https://github.com/findmine/findmine-mcp)** - Connects to FindMine's styling API to provide personalized outfit recommendations, detailed product information, and visually similar product suggestions. Offers access to styling advice and outfit guidance through various URI schemes for products and looks. - **[BigGo MCP Server](https://github.com/Funmula-Corp/BigGo-MCP-Server)** - Enables product search across multiple e-commerce platforms, tracks product price histories, and performs specifications comparison (disabled in certain versions). Utilizes APIs from BigGo for data retrieval. - **[Shopify](https://github.com/GeLi2001/shopify-mcp)** - Manage Shopify store data through a GraphQL API, enabling interaction with products, customers, and orders. Streamline e-commerce operations with advanced querying and filtering capabilities for efficient data management. - **[TripAdvisor Vacation Planner](https://github.com/hhw67865/tripadvisor-mcp-server)** - Access TripAdvisor data to plan vacations by discovering attractions, restaurants, and hotels, while viewing photos and reviews. Offers an interactive prompt for vacation planning and detailed location information. - **[Hypefury MCP Server](https://github.com/Hypefury/hypefury-mcp)** - Authenticate with Hypefury to schedule social media posts and streamline social media management. Integrates with Hypefury's API for seamless post scheduling. - **[Clover MCP Server](https://github.com/ibraheem4/clover-mcp)** - Access Clover merchant data to retrieve merchant information, list inventory items, and manage orders through integration with generative AI models using OAuth authentication. - **[Eventbrite MCP Server](https://github.com/ibraheem4/eventbrite-mcp)** - Interact with the Eventbrite API to search for events, retrieve event details, and access venue information based on various criteria such as location, date, and category. - **[Overseerr MCP](https://github.com/jgarciaga/overseerr-mcp)** - Manage movie and TV show requests through the Overseerr API, providing real-time status updates and request management. Access pending requests and availability updates to streamline your media library experience. - **[TastyTales](https://github.com/jmarcher/tasty-tales)** - Build and manage rich, interactive recipes with features for searching, filtering, and discovering culinary content. Includes dynamic serving size calculators and interactive timers for a customized cooking experience. - **[GigGatek](https://github.com/KhryptorGraphics/giggatek)** - GigGatek is an ecommerce platform focused on refurbished computer hardware, offering functionalities for direct sales and rent-to-own services. It supports user interactions through a web interface with backend operations in Python and a MySQL database for data management. - **[Uniswap Trader](https://github.com/kukapay/uniswap-trader-mcp)** - Automate token swaps on the Uniswap DEX across multiple blockchains, providing real-time price quotes and executing trades with configurable parameters. Generate trading suggestions based on liquidity and fees while supporting various blockchain networks. - **[WordPress Integration Server](https://github.com/Leonelberio/the-wordpress-mcp-server)** - Interact seamlessly with WordPress sites using the WordPress REST API to create, retrieve, and update posts in an efficient manner. - **[MercadoLibre MCP Server](https://github.com/lumile/mercadolibre-mcp)** - Access MercadoLibre's API to search products, retrieve reviews, and check seller reputations. - **[SEO Inspector](https://github.com/mgsrevolver/seo-inspector-mcp)** - Analyzes HTML files and web pages to identify SEO issues and validate structured data schemas. Provides actionable recommendations for improving SEO quality directly through integrated tools without the need for a browser extension. - **[Balldontlie Sports Data Server](https://github.com/mikechao/balldontlie-mcp)** - Provides up-to-date information about players, teams, and games for the NBA, NFL, and MLB. Queries detailed sports data dynamically to enhance applications or agents with real-time sports insights. - **[100ms Raydium Sniper](https://github.com/monostate/100ms-SPL-Token-Sniper-MCP)** - Utilizes natural language commands to snipe tokens on the Raydium DEX with rapid execution across multiple regions. Incorporates real-time monitoring of new pools and fast pool discovery through GraphQL integration. - **[Mercado Livre Product Scraper](https://github.com/newerton/mcp-mercado-livre)** - Scrapes product data, including prices and availability, directly from Mercado Livre. Integrates with Mercado Livre's API to provide reliable and up-to-date marketplace information. - **[NFTGo API Server](https://github.com/NFTGo/mcp-nftgo-api)** - Access comprehensive data and analytics for NFTs through the NFTGo API, providing detailed collection and asset information, market trends, and wallet holdings for Ethereum-based NFTs. Supports advanced search, filtering, and webhook notifications for real-time insights in the NFT ecosystem. - **[Pump.fun MCP Server](https://github.com/noahgsolomon/pumpfun-mcp-server)** - Interact with the Pump.fun platform on Solana to create, buy, and sell tokens while managing Solana accounts. Enhance token transactions and perform account management using AI assistants. - **[PumpFun-Token-Launch-Solana-MCP-Server](https://github.com/noahgsolomon/pumpfun-mcp-server)** - Interact with the Pump.fun platform to create and manage Solana tokens, execute trades, and retrieve account information directly through AI. This server facilitates token operations and account management on the Solana blockchain via the Model Context Protocol. - **[Kick MCP Server](https://github.com/NosytLabs/KickMCP)** - Integrate with Kick's streaming platform for real-time communication and monitoring. Provides secure and optimized API interactions for application enhancement. - **[Flight and Stay Search Server](https://github.com/Octember/flights-mcp-ts)** - Provides comprehensive search capabilities for flights and accommodations by utilizing the Duffel API, allowing users to search for various flight types and travel stays along with detailed offers and reviews. - **[Airbnb Search and Listing Server](https://github.com/openbnb-org/mcp-server-airbnb)** - Search for Airbnb listings and retrieve detailed information about specific properties, utilizing structured data and adhering to Airbnb's guidelines without requiring an API key. - **[Google Flights Server](https://github.com/opspawn/Google-Flights-MCP-Server)** - Fetch and compare flight options in real-time for one-way and round-trip journeys between specified airports and dates. Customize searches based on preferences such as number of adults and seat type. - **[Terminal.shop MCP Server](https://github.com/pashaydev/terminal.shop.mcp)** - Interact with Terminal.shop's API to browse coffee products, manage shopping carts, place orders, and handle subscriptions. The server also facilitates user profile management and secure payment processing. - **[Paddle Billing MCP Server](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API to manage payments, subscriptions, and customer data, providing a unified interface for billing processes. It supports product listing, creation, and price management. - **[PayPal Agent Toolkit](https://github.com/paypal/agent-toolkit)** - Integrate with PayPal APIs for managing invoices, orders, and other payment services. This toolkit provides functionalities to create, retrieve, send, and manage invoices efficiently within various agent frameworks. - **[Find Flights](https://github.com/ravinahp/flights-mcp)** - Search and retrieve flight information through the Duffel API, particularly useful for handling complex travel plans with contextual memory of previous flight searches. - **[Ecomm MCP Server](https://github.com/Redtri-git/Ecomm-MCP)** - Provides product search capabilities by querying an API for product listings and returns markdown-formatted responses that include clickable product links and prices. - **[PayPal Account Updater Subscription Connector](https://github.com/rishabh17081/paypal-au-subscription-connector)** - Integrate with PayPal's Account Updater service to manage and maintain up-to-date payment card information within e-commerce systems. This server allows for subscribing cards, retrieving subscription details, and processing updates through webhook notifications. - **[Shopify](https://github.com/asaricorp/mcp-shopify)** - Manage Shopify store data including products, customers, and orders through a GraphQL API. Streamlines e-commerce operations with features for inventory management and customer engagement. - **[TailorKit Product Customization Server](https://github.com/sellersmith/tailorkit-mcp)** - Enables AI assistants to manage and customize e-commerce product templates through natural language commands, facilitating the creation, retrieval, and manipulation of product templates and layers with integration into Shopify. - **[Shopify Dev MCP Server](https://github.com/Shopify/dev-mcp)** - Interact with Shopify APIs, search documentation, and access the Shopify Admin GraphQL schema. Provides tailored prompts for efficient GraphQL operations during development. - **[Monad Magic Eden NFT Data Server](https://github.com/Sifu213/monad-mcp-magiceden)** - Provides real-time NFT data tools for the Monad testnet, including holder addresses, total NFT values, user collections, and trending collections by sales and volume. Facilitates access to comprehensive NFT insights through a simple interface. - **[Worldpay Payment MCP Server](https://github.com/simonwfarrow/worldpay-mcp)** - Integrate Worldpay payment processing into applications, enabling the generation of customized checkout forms and secure handling of payment data queries. Supports both stdio and SSE transport methods for communication with AI models. - **[Uber Eats MCP Server](https://github.com/skudskud/test-repo-mcp)** - Integrate and connect LLM applications with various APIs and services to leverage real-world data and tools. Provides a framework for building applications that utilize external resources effectively. - **[Stripe Agent Toolkit](https://github.com/stripe/agent-toolkit)** - Integrate with Stripe APIs using function calling to manage customers and products, as well as facilitate interactions with various Stripe services. - **[Shopify API Integration Server](https://github.com/tanush-yadav/shopify-mcp)** - Interact with Shopify store data including managing products, customers, orders, discounts, and collections through a GraphQL API. Supports comprehensive management with clear error handling and debugging functionalities. - **[Web3 Function Plugin Server](https://github.com/tdergouzi/mcp-server-web3)** - Integrates web3 functionalities to facilitate access to blockchain capabilities and decentralized data through a standardized interface. Provides tools and resources for enhancing applications with web3 capabilities. - **[WooCommerce Integration Server](https://github.com/techspawn/woocommerce-mcp-server)** - Manage a WooCommerce store using a unified API with JSON-RPC calls. Interact with various store elements such as products, orders, customers, shipping, and tax configurations directly through the WordPress REST API. - **[Shopify MCP Server](https://github.com/therealhexi/shopify-mcp-server-main)** - Enables interaction with Shopify store data through a GraphQL API, facilitating product, customer, and order management. Supports advanced querying and clear error handling for API interactions. - **[Printify Integration Server](https://github.com/TSavo/printify-mcp)** - Integrates AI assistants with Printify's print-on-demand platform for creating and managing products. Facilitates AI-driven design generation, image uploads, and streamlines shop management workflows. - **[Shopping Mall Web Application](https://github.com/w-beom/shoppingMall)** - A web application for managing user registrations and logins, along with performing CRUD operations on a simple bulletin board. Built using Spring Boot, Gradle, Mybatis, and Thymeleaf, it serves as a foundational project for learning web development in a Java environment. - **[YouTube Server](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Interact with YouTube to retrieve video details, manage transcripts, and access channel and playlist information. Search for videos across YouTube and manage content with various statistics. ## Language Translation - **[Youtube Translate](https://github.com/brianshin22/youtube-translate-mcp)** - Interfacing with the YouTube Translate API to obtain transcripts, translations, subtitles, and summaries of YouTube videos. Enables searching video transcripts for specific keywords and phrases, and directly processes video content to enhance understanding. - **[VideoLingo](https://github.com/CXL-edu/VideoLingo)** - A tool for transforming video content by generating high-quality translations and dubbing, focusing on creating accurate subtitles for global audiences. It includes functionality for downloading YouTube videos and improves the quality of machine translations and multi-line subtitles. - **[Liblab Translation SDK](https://github.com/davidrojasliblab/test)** - Integrate with various translation APIs to convert text into unique languages such as Morse code, Braille, Pirate Speak, and others. Provides an easy-to-use SDK for adding fun and diverse translation capabilities to applications. - **[DeepL Translation Server](https://github.com/DeepLcom/deepl-mcp-server)** - Provides translation and rephrasing capabilities using the DeepL API, enabling seamless multilingual communication with automatic language detection and control over formality. - **[Flexible Agents System](https://github.com/DynamicEndpoints/flexable-agents)** - Provides intelligent customer service and content creation solutions through AI-powered agents, supporting multilingual inquiries and automated workflows. Features include sentiment analysis, knowledge base integration, and creative content generation across various formats. - **[Ldoce Server](https://github.com/edgardamasceno-dev/ldoce-mcp-server)** - Extracts and structures data from the Longman Dictionary for specified words, providing detailed linguistic information in a standardized JSON format. It retrieves data such as definitions, examples, and origins by connecting to the dictionary's web page. - **[YTTranscipter Multilingual](https://github.com/GoatWang/YTTranscipterMultilingualMCP)** - Transcribes YouTube videos into text across multiple languages to enhance content accessibility and audience engagement. Facilitates the conversion of spoken language into written form for improved reach. - **[JigsawStack Translation](https://github.com/JigsawStack/jigsawstack-mcp-server)** - Facilitates real-time AI translation of text and images across 180+ language pairs while preserving context, tone, and meaning. Offers easy integration and management of translation tools through a structured directory system. - **[极简翻译-谷歌版](https://github.com/meicanhong/translator_extension)** - Provides seamless translation between Chinese and English with automatic text recognition and results display upon text selection, featuring a minimalist interface and quick toggle functionality. - **[Dictionary Server](https://github.com/meowrain/mcp-server-cambridge-dict)** - Retrieve word meanings from the Cambridge Dictionary for enhanced AI assistant interaction. Provides quick access to definitions and examples through the MCP protocol. - **[Korean to Chinese Translator](https://github.com/MISO01/deepseek-translator-mcp)** - Translate Korean text to Chinese using the DeepSeek LLM, providing quick and seamless integration with applications through Cursor or local deployment. - **[Japanese Text Analyzer](https://github.com/Mistizz/mcp-JapaneseTextAnalyzer)** - Analyzes Japanese and English texts by counting characters and words and evaluating linguistic features such as average sentence length and lexical diversity. Supports input via file paths or direct text input, accommodating both absolute and relative paths. - **[Medical Report Analyzer](https://github.com/TanvirHafiz/Medical-report-analyzer)** - Analyze medical reports and symptoms to gain health insights and suggestions, providing detailed medicine information tailored to individual needs with bilingual support in English and Bengali. - **[AI Humanize Server](https://github.com/Text2Go/ai-humanizer-mcp-server)** - Refines AI-generated content to improve its naturalness and human-like quality while incorporating advanced AI detection and text enhancement techniques. - **[Lara Translate](https://github.com/translated/lara-mcp)** - Provides translation capabilities with automatic language detection and context-aware translations. Supports multiple language pairs and allows for the fine-tuning of translations using custom instructions. - **[Japanese Vocab Anki Server](https://github.com/vionwinnie/jap-vocab-anki-mcp-server)** - Programmatically interact with Anki decks for Japanese language learning, enabling management of decks and cards, vocabulary imports, and review tracking through a standardized interface. - **[DeepL Translator](https://github.com/watchdealer-pavel/deepl-mcp-server)** - Translate text between multiple languages using the DeepL API, providing real-time translation capabilities and access to a comprehensive list of supported languages. - **[AiryLark Translation Server](https://github.com/wizd/airylark-mcp-server)** - Provides high-accuracy translation services through a structured three-stage workflow, ensuring consistency and quality across multiple languages. Supports various professional fields such as technical documentation, academia, law, medicine, and finance. - **[PDFMathTranslate](https://github.com/zhuangmanhong/PDFMathTranslate)** - Translate PDF scientific papers while maintaining the integrity of formulas, charts, and annotations. Supports multiple languages and various translation services through a command-line interface, interactive GUI, or Docker deployment. ## CRM and Sales Tools - **[AI Customer Support Bot](https://github.com/ChiragPatankar/AI-Customer-Support-Bot--MCP-Server)** - Provides AI-powered customer support by processing queries in real-time and integrating with Glama.ai for context fetching and Cursor AI for response generation. - **[Attio MCP Server](https://github.com/hmk/attio-mcp-server)** - Connects to the Attio API to read and write company records and notes for CRM management. - **[HubSpot API Integration Server](https://github.com/isaacraja/hubspot-mcp-server)** - Provides access to HubSpot's contacts, deals, and engagement data, enabling real-time CRM insights and data manipulation. - **[Knowledge Graph Memory Server](https://github.com/jasonmorganson/servers)** - Utilizes a local knowledge graph for the creation, management, and retrieval of entities and their relationships, enabling users to maintain context and continuity in conversations across chats. - **[HubSpot MCP Server](https://github.com/KaranThink41/hubspot_private_app)** - Interact with HubSpot CRM to manage Note engagements by creating, updating, deleting, and fetching summary records. Streamline communication by sending records via chat or email directly from the server. - **[HubSpot Integration Server](https://github.com/lkm1developer/hubspot-mcp-server)** - Connects AI assistants to HubSpot CRM, enabling operations such as managing contacts and accessing real-time data through natural language commands. - **[Maton MCP Server](https://github.com/maton-ai/agent-toolkit)** - Integrate with various SaaS tools such as HubSpot and Salesforce through function calling. Supports a range of API actions for interacting with Maton services. - **[Prospeo Email and LinkedIn Enrichment Server](https://github.com/Meerkats-Ai/prospeo-mcp-server)** - Integrates with the Prospeo API for email finding and LinkedIn profile enrichment, enabling the retrieval of work emails using name and company data, discovering emails linked to specific domains, and enriching person data from LinkedIn URLs. - **[HubSpot MCP Server](https://github.com/peakmojo/mcp-hubspot)** - Integrates with HubSpot CRM to enable AI models to access and manipulate HubSpot data, including contacts, companies, and engagement metrics. Provides caching and storage to enhance performance and reliability of API interactions. - **[mcp-hubspot](https://github.com/peakmojo/mcp-hubspot)** - Integrate with HubSpot CRM to access contacts, companies, and engagement data. Utilize built-in vector storage and caching to enhance performance and overcome API limitations. - **[Moodle MCP Server](https://github.com/peancor/moodle-mcp-server)** - Manage Moodle courses, students, assignments, and quizzes through integration with LLMs, enabling automation of feedback and progress tracking. - **[Zendesk MCP Server](https://github.com/reminia/zendesk-mcp-server)** - Integrates with Zendesk for managing tickets and comments, providing tools for ticket analysis and response drafting, along with access to Zendesk Help Center articles. - **[Salesforce Connector](https://github.com/salesforce-mcp/salesforce-mcp)** - Interact with Salesforce data and metadata through natural language commands to gain insights, manage records, and configure the platform. Perform actions like creating, updating, and deleting Salesforce objects and fields, as well as automating tasks. - **[HubSpot API Integration](https://github.com/scopiousdigital/hubspot-mcp)** - Interact with HubSpot CRM to access and manage contacts, deals, and companies for sales analysis. Use powerful analytics tools to drive insights and optimize sales performance. - **[HubSpot MCP Server](https://github.com/SheffieldP/hubspot_mcp)** - Integrate with HubSpot CRM to access and manage contacts, companies, and engagements through a standardized interface. Utilize real-time HubSpot data to enhance application workflows. - **[HubSpot MCP](https://github.com/shinzo-labs/hubspot-mcp)** - Access and manage CRM data through the HubSpot API, offering functionalities for handling Contacts, Companies, and their Associations. Supports complete coverage of standard CRM objects and advanced association management. - **[Salesforce](https://github.com/smn2gnt/MCP-Salesforce)** - Interact with Salesforce using SOQL and SOSL queries for data retrieval and manipulation, including CRUD operations on records and metadata access for Salesforce objects. - **[Salesforce MCP Server](https://github.com/tsmztech/mcp-server-salesforce)** - Facilitates natural language interactions with Salesforce data and metadata, enabling users to query, modify, and manage Salesforce objects, records, and Apex code through conversational commands. - **[Salesforce Connector](https://github.com/usama-dtc/salesforce_mcp)** - Integrate natural language queries to manage and modify Salesforce data and metadata, facilitating effortless interactions with Salesforce objects and records. - **[WeGene Assistant](https://github.com/xraywu/mcp-wegene-assistant)** - Analyze genetic testing reports by accessing user-specific data through a custom URI scheme and utilizing LLM capabilities to interpret the findings. ## HR and Recruiting - **[Work-Related](https://github.com/2Emma-zhou/Work-Related)** - The Work-Related MCP server helps you integrate different tools and resources to make your work processes more efficient. It allows for easy access to important data and actions to improve teamwork and task management. - **[Hilanet](https://github.com/AdirD/hilanet-mcp)** - Provides a suite of HR-related tools for corporate environments, allowing users to manage salary adjustments, file complaints, and schedule meetings, all while incorporating humor and satirical elements. Automates common HR tasks and enhances workplace interaction dynamics. - **[Law Office Database Server](https://github.com/asirulnik/mcp-law-office-db)** - Manage legal client records, case files, time tracking, and invoicing with specialized tools tailored for law firms. Streamline legal billing workflows and enforce business rules for accurate invoice generation. Enhance your law office operations with a dedicated SQLite database interface. - **[AI-Powered Interview Roleplay](https://github.com/Ejb503/systemprompt-mcp-interview)** - Engage in realistic interview scenarios with customizable AI personas for practice and feedback on interview responses. Improve interview skills through tailored learning experiences. - **[HR MCP Server](https://github.com/gabrielrojasnyc/hr-mcp-server)** - Access and manage employee data, including searching for employees by various criteria and submitting global leave requests. Provide HR/HCM context-aware translations of text. - **[HireBase Job API Server](https://github.com/jhgaylor/hirebase-mcp)** - Search for jobs and retrieve detailed job information using the HireBase API. Generate structured candidate profiles to enhance job searching efficiency. - **[Okta User Management Server](https://github.com/kapilduraphe/okta-mcp-server)** - Retrieve and manage user information from Okta's user management system, facilitating user profiles, statuses, and account details management. Automate onboarding processes with secure API access. - **[Keka HR Integration Server](https://github.com/KaranThink41/Keka_Official_MCP)** - Integrate and automate features of the Keka HR platform, including employee management, attendance tracking, leave management, payslip generation, and holiday data handling via a secure MCP server. Supports OAuth2 authentication for secure access and features a modular structure for flexibility. - **[Merge MCP Server](https://github.com/merge-api/merge-mcp)** - Integrate Merge API data with any LLM provider, enabling natural language queries, entity creation, and updates. Direct access to data models and fields supports various Merge API categories like HRIS and ATS. - **[Crossmint HR Airdrop](https://github.com/monostate/Employees-Airdrop-Rewards-MCP)** - Facilitates the distribution of Solana tokens to employees by managing wallet addresses and allowing role-based token allocation. Automates the process with features like CSV imports, gas fee estimation, and email notifications for HR teams. - **[LinkedIn MCP Server](https://github.com/Rayyan9477/linkedin_mcp)** - Interact with LinkedIn for job searching, profile management, and application tracking. Generate customized resumes and cover letters tailored to specific job positions. - **[ShivonAI](https://github.com/shivonai/python_package)** - Integrates custom hiring tools with AI agents, enabling efficient recruitment processes across various frameworks. Supports seamless integration with LangChain, LlamaIndex, CrewAI, and Agno for enhanced task execution and data analysis. - **[Loxo Recruitment](https://github.com/tbensonwest/loxo-mcp-server)** - Interact with the Loxo recruitment platform API to manage candidates, jobs, activities, and call queues. - **[SSAFY Project Summary](https://github.com/wonnyboi/mcp-server)** - Automates the collection of project information from GitHub for students, assisting in resume writing, interview question generation, and portfolio management. Provides tools for project-based self-introduction and interview practice to streamline career preparation. ## Note-Taking and Knowledge Bases - **[MCP Style Server](https://github.com/1282saa/mcp_style)** - The MCP Style Server is an open-source tool that allows users to integrate external resources and prompts into AI workflows easily. It supports customization and quick testing of ML features for enhanced applications involving large language models. - **[MCP Notes](https://github.com/9Ninety/MCPNotes)** - A simple note-taking application that enables users to record and manage notes with AI models while utilizing DynamoDB for storage. It provides both an MCP server for AI-driven note management and a web server for manual interaction. - **[Browser Use](https://github.com/adamdude828/mcp-browser-use)** - A lightweight note storage system that allows users to easily add and summarize notes. Notes can be accessed via a custom URI scheme and are summarized based on user-defined detail levels. - **[LanceDB](https://github.com/adiom-data/lance-mcp)** - Interact with on-disk documents through retrieval-augmented generation (RAG) and hybrid search capabilities in LanceDB. - **[Bear MCP Server](https://github.com/akseyh/bear-mcp-server)** - Access and manage Bear Notes through a Model Context Protocol (MCP) server. Retrieve, search, and list notes and tags stored in a SQLite database. - **[Solana Docs Server](https://github.com/aldrin-labs/solana-docs-mcp-server)** - TypeScript-based MCP server that provides a system for creating and managing text notes, allowing access to notes via URIs along with metadata. It includes functionality for generating summaries of notes and listing note resources. - **[Documentation Management Service](https://github.com/alekspetrov/mcp-docs-service)** - Manage markdown documentation by creating, reading, updating, and deleting files while analyzing their health and improving quality. Enhance AI assistants' interactions with documentation through natural language processing capabilities. - **[Kollektiv](https://github.com/alexander-zuev/kollektiv-mcp)** - Enables rapid retrieval-augmented generation over data by allowing users to upload data and chat through various MCP clients. Securely authenticates with OAuth 2.0 and communicates over HTTPS for a private experience. - **[Obsidian Omnisearch](https://github.com/anpigon/mcp-server-obsidian-omnisearch)** - Programmatically search through notes stored in an Obsidian vault using a REST API, returning absolute paths to matching notes for easy integration with other services. It enhances the note-taking experience by leveraging advanced search capabilities. - **[Notion MCP Server](https://github.com/arre-ankit/notion-mcp-server)** - Query and manipulate Notion Pages by creating, reading, and updating content directly from prompts. Seamlessly manage Notion databases and enhance productivity through integration. - **[Notion MCP Server](https://github.com/awkoy/notion-mcp-server)** - Integrates with Notion's API to facilitate the creation, updating, and management of pages and blocks. Enables AI interactions with Notion databases and supports batch operations for enhanced productivity. - **[Bear MCP Server](https://github.com/bart6114/my-bear-mcp-server)** - Connect to Bear notes in read-only mode, allowing retrieval, search, and management of notes without altering the data. Interact with notes through natural language queries to enhance productivity. - **[My Apple Remembers](https://github.com/honeybluesky/my-apple-remembers)** - Recalls and saves memories from Apple Notes, accessing notes, calendar events, messages, and files on macOS. Facilitates the persistence of important information for future reference with minimal setup. - **[Playwright Server](https://github.com/blackwhite084/playwright-plus-python-mcp)** - An MCP server that facilitates web automation tasks using Playwright tools and features a note storage system. It allows summarization of stored notes with customizable detail levels. - **[Datetime Note Storage Server](https://github.com/bossjones/datetime-mcp-server)** - Provides datetime information and simple note management functionalities, including current time, date formatting, and event scheduling prompts. - **[DeltaTask](https://github.com/brysontang/DeltaTask)** - Manage tasks with the ability to prioritize based on urgency and effort, while integrating seamlessly with Obsidian. The server provides a full API for advanced task management, including task creation, updating, and synchronization. - **[Anki Integration Server](https://github.com/CamdenClark/anki-mcp-server)** - Integrate with Anki to manage decks and notes through a simple API. Access Anki decks and note models, and perform operations like creating and managing notes. - **[Chat Summary Server](https://github.com/chatmcp/mcp-server-chatsum)** - Summarizes chat messages using provided queries and prompts, facilitating the extraction of key information from conversations. - **[Flomo Note Writer](https://github.com/chatmcp/mcp-server-flomo)** - Write notes directly to Flomo by capturing and sending text content through a simple integration, streamlining the note-taking workflow. - **[Drupal Modules MCP](https://github.com/Cleversoft-IT/drupal-tools-mcp)** - Manage a simple notes system with resources for creating and accessing text notes using URIs and metadata. Generate summaries of stored notes through LLM prompts. - **[Obsidian MCP Server](https://github.com/cyanheads/obsidian-mcp-server)** - Integrate LLMs with Obsidian vaults to manage knowledge bases through secure API communication and efficient file operations. Features comprehensive search capabilities for enhanced knowledge management. - **[Logseq MCP Server](https://github.com/dailydaniel/logseq-mcp)** - Integrate with Logseq's knowledge base to create and manage pages, blocks, and organize information programmatically. Enhance productivity by automating workflows and interacting directly with data within Logseq. - **[OneNote MCP Server](https://github.com/danosb/onenote-mcp)** - Access and manage OneNote notebooks through AI interfaces, enabling note creation, content reading, search functionality, and summarization directly within the AI session. - **[Knowledge Memory Server](https://github.com/devassistantai/mcp-servers)** - Store and retrieve user information across chats using a local knowledge graph to enable persistent memory for an AI assistant. Manage entities, relations, and observations to personalize interactions effectively. - **[Sequential Tools Server](https://github.com/dhkts1/sequentialStory)** - Enhances problem-solving and memory retention by structuring complex problems as engaging stories or sequential thoughts. Integrates with AI systems using the Model Context Protocol and offers techniques for narrative-based and sequential thinking. - **[Apple Notes](https://github.com/Dingzeefs/mcp-apple-notes)** - Enables semantic search and retrieval of Apple Notes with advanced indexing capabilities. Supports both semantic and full-text searches, integrating seamlessly with Apple Notes on macOS. - **[Cursor Claude Think Tool](https://github.com/DJBuildIt/Claude-Think-MCP)** - Enables explicit reasoning mode for Claude in Cursor, allowing users to view Claude's step-by-step thought processes and final answers. Start messages with 'think' to trigger detailed problem solving and analysis in chat interactions. - **[Deepak Lamichhane's Resume](https://github.com/dlamichhane/my-resume)** - Showcase and highlight professional qualifications and achievements through a structured resume format. Allows users to effectively communicate their experiences to potential employers. - **[Simplenote MCP Server](https://github.com/docdyhr/simplenote-mcp-server)** - Connect and manage your Simplenote notes, enabling actions like creating, updating, and deleting notes directly from LLM applications. - **[ArcKnowledge](https://github.com/dragonjump/mcp-ARCknowledge)** - Manage and query a custom knowledge base by registering document sources, querying information, and aggregating results from multiple webhook endpoints. Simplifies knowledge management and enhances querying capabilities. - **[Mesh Scanner](https://github.com/DynamicEndpoints/mesh-scanner)** - Create and manage text notes with unique URIs, allowing easy retrieval and organization. Generate summaries of notes through dedicated prompts and tools. - **[Systemprompt MCP Reddit](https://github.com/Ejb503/systemprompt-mcp-reddit)** - Fetch posts and content from Reddit, manage subreddits, and customize parameters for enhanced social media interaction. - **[SystemPrompt Notion](https://github.com/Ejb503/systemprompt-mcp-notion)** - Integrates Notion for interactions with pages, databases, and comments, facilitating the management of Notion content within AI workflows. - **[Notion Integration Server](https://github.com/emmanuelsystems/mcpnotionslack)** - Connect to Notion workspaces to enable AI assistants to interact with databases, pages, and blocks for efficient content management and retrieval. - **[EpicMe](https://github.com/epicweb-dev/epic-me-mcp)** - Facilitates natural language interaction with applications, managing user registration, authentication, and data operations through the Model Context Protocol. It allows users to interact with applications using LLMs without traditional interfaces. - **[LogSeq](https://github.com/ergut/mcp-logseq-server)** - Interact with LogSeq knowledge management system via its API to manage and retrieve information from graphs and pages. - **[MCP Server for Google Keep](https://github.com/feuerdev/keep-mcp)** - Manage Google Keep notes by creating, updating, searching, and deleting them through an integrated interface. Supports seamless interaction with Google Keep for productivity enhancement. - **[WeRead MCP Server](https://github.com/freestylefly/mcp-server-weread)** - Bridge WeChat reading data with AI for access to notes and reading insights. Extract and analyze reading notes through intelligent conversations. - **[Notion Integration Server](https://github.com/ghubnerr/Notion-MCP)** - Integrate AI models with Notion to access and manage tasks, deadlines, and project statuses. Supports querying and modifying content within Notion workspaces through a standardized interface. - **[Obsidian Integration Server](https://github.com/gregkonush/mcp-obsidian)** - Integrate with Obsidian to manage notes by reading, creating, and manipulating files in the vault. Supports various operations including searching notes and handling file content. - **[Zotero Connector](https://github.com/gyger/mcp-pyzotero)** - Integrates a local Zotero library with Claude Desktop, enabling direct read access to bibliographic data through a local web API in Zotero 7. - **[iMessage Query](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server)** - Provides secure access to the iMessage database, enabling queries and analysis of iMessage conversations with validated phone numbers and attachment handling. - **[GitHub Notes Server](https://github.com/HeatherFlux/github-issue-mcp-server)** - Create and manage text notes with URIs, metadata, and the ability to generate summaries of stored notes. - **[Inkdrop MCP Server](https://github.com/inkdropapp/mcp-server)** - Retrieve, create, and manage notes with a local HTTP server for efficient note handling in Inkdrop. Access and organize notebooks through a standardized model context protocol. - **[Memory Bank Setup Helper](https://github.com/ipospelov/mcp-memory-bank)** - Facilitates the setup and management of a structured Memory Bank for context preservation in AI assistant environments, offering detailed guidance on file structures, template generation, and project summary analysis. Enhances AI context management through organized documentation and relevant content suggestions. - **[Obsidian Vault Integration Server](https://github.com/IraBond/obsidian-mcp-tools)** - Facilitates secure access and interaction with Obsidian vaults for AI assistants, enabling semantic searches, template execution, and file management through a local server bridge while ensuring data privacy. - **[MCP Tools for Obsidian](https://github.com/jacksteamdev/obsidian-mcp-tools)** - Connects AI applications like Claude Desktop to an Obsidian vault, enabling access to notes, execution of templates, and semantic searches while maintaining data security and privacy. - **[Knowledge Base Server](https://github.com/jeanibarz/knowledge-base-mcp-server)** - Retrieve and list content from various knowledge bases with enhanced semantic search capabilities for efficient information access and management. - **[Knowledge Graph Memory Server](https://github.com/jlia0/servers)** - Utilizes a local knowledge graph to enable persistent memory for AI agents, allowing them to create, update, and retrieve personalized user information across chat sessions. Facilitates tailored interactions by managing entities, relations, and observations. - **[Logseq Tools](https://github.com/joelhooks/logseq-mcp-tools)** - Integrate Logseq knowledge graphs with AI assistants to manage notes and journal entries effectively. Retrieve content from specific pages, generate journal summaries, and explore linked pages. - **[ComfyUI Integration Server](https://github.com/jonpojonpo/comfy-ui-mcp-server)** - Connect and manage notes using a streamlined interface that supports adding, summarizing, and accessing notes through a custom URI scheme. It features a single prompt for summarizing all notes with customizable detail levels. - **[Obsidian Integration Server](https://github.com/Jordanm37/mcp-obsidian)** - Interact with an Obsidian vault to retrieve, search, and modify notes. Utilize a Local REST API to enhance productivity and organization through effective note management. - **[Khoj](https://github.com/kimbj0204/khoj)** - Khoj integrates with various local and online LLMs to enhance productivity through automated research and content generation. It supports accessing information from diverse formats seamlessly, functioning as a versatile AI assistant. - **[Kibela Integration Server](https://github.com/kj455/mcp-kibela)** - Integrate with Kibela to search and fetch notes, enabling AI models to access and reference content stored in Kibela securely. - **[Discord Chat Notes Server](https://github.com/koladev32/mcp-discord-chat)** - Stores and summarizes notes in a Discord chat environment using a custom note URI scheme. Users can add notes and create summaries based on stored content with options for detail level. - **[Zotero MCP](https://github.com/kujenga/zotero-mcp)** - Access and manage your Zotero library through a Model Context Protocol server, enabling interactions with AI assistants. It provides a focused set of functionalities to streamline library management and integration. - **[Divide and Conquer Server](https://github.com/landicefu/divide-and-conquer-mcp-server)** - Breaks down complex tasks into manageable pieces using a structured JSON format, tracks progress, and maintains context across multiple conversations. - **[MySQL Server](https://github.com/LeonMelamud/mysql-mcp)** - Interact with MySQL databases by executing SQL queries, managing notes, and exploring database structures. Create, list, and search database content seamlessly within AI workflows. - **[Memos MCP Server](https://github.com/LeslieLeung/mcp-server-memos)** - Search and create memos using a simple API for memo management, enhancing note-taking and organization in applications. - **[Notion Todo and Content Manager](https://github.com/liaoweiqiang-dao42/notion-api-mcp)** - Integrate with Notion's API to manage tasks and content, enabling users to create, update, and track todos, manage databases, and structure content. Supports advanced features such as nested subtasks, Markdown formatting, and custom database views for effective productivity. - **[Enhanced Sequential Thinking Server](https://github.com/lnehc/mcp-sequential-thinking)** - Facilitates structured problem-solving and decision-making by breaking down complex issues into manageable stages, while tracking progress and categorizing thoughts for better organization. Dynamically adapts the thinking process as new insights emerge and generates comprehensive summaries of the problem-solving journey. - **[mitmproxy-mcp](https://github.com/lucasoeth/mitmproxy-mcp)** - Store and summarize notes with a simple note storage system featuring a custom note URI scheme. Provides functionality to add notes and generate summaries with different detail levels. - **[Branch Thinking](https://github.com/m-siles/branch-thinking)** - Manage branching lines of thought with features for navigation, cross-references, insight generation, and priority tracking based on confidence and connections. - **[Think MCP Server](https://github.com/marcopesani/think-mcp-server)** - Provides a mechanism for AI models to incorporate a structured thinking step in problem-solving, enhancing decision-making and policy adherence during complex multi-step tasks. - **[Obsidian Vault Integration Server](https://github.com/marcelmarais/obsidian-mcp-server)** - Facilitates interaction with Obsidian vaults by enabling reading, writing, and managing notes and todos through natural language commands, all while allowing direct filesystem access even when the Obsidian app is not running. - **[MCP Notes](https://github.com/markacianfrani/mcp-notes)** - Capture and organize daily thoughts and insights into structured, searchable information. Automatically summarize and categorize notes to enhance productivity and provide actionable insights. - **[Daily Scribe](https://github.com/markacianfrani/mcp-notes)** - A personal knowledge management system that captures and organizes daily notes into a searchable format using AI-assisted categorization and summarization. It integrates with MCP-compatible clients to enhance productivity and manage fragmented knowledge effectively. - **[Zoho Creator Scaflog App](https://github.com/mastercode-io/scaflog-zoho-mcp-server)** - Store and manage notes, providing features for summarizing and organizing content through a custom URI scheme. It integrates with Zoho Creator to enhance productivity in note-taking tasks. - **[Japanese Text Analyzer](https://github.com/Mistizz/mcp-JapaneseTextAnalyzer)** - Analyzes Japanese and English texts by counting characters and words and evaluating linguistic features such as average sentence length and lexical diversity. Supports input via file paths or direct text input, accommodating both absolute and relative paths. - **[Journaling Server](https://github.com/mtct/journaling-mcp)** - Manage interactive journaling sessions with features for emotional analysis and automatic saving. It supports reading recent entries and organizes journal content chronologically in Markdown format. - **[Gmail Notes Server](https://github.com/mundume/gmail-mcp)** - Create and manage notes with a simple interface while utilizing LLM capabilities for summarization. Supports creating new notes and accessing existing notes through URIs with associated metadata. - **[Anki MCP Server](https://github.com/nailuoGG/anki-mcp-server)** - Interact with Anki flashcard software through AnkiConnect to create, manage, and search flashcards efficiently. Automate various operations on flashcards and decks with a simple API interface. - **[Memex](https://github.com/narphorium/mcp-memex)** - Analyze web content and enhance your knowledge base by extracting information from URLs, storing it as Markdown files for easy access. Integrates seamlessly with Obsidian to facilitate questioning and retrieval of insights from the curated content. - **[Obsidian MCP Local Server](https://github.com/newtype-01/obsidian-mcp)** - Connects AI models to Obsidian knowledge bases, enabling direct access to read, create, update, and delete notes, as well as manage folder structures and perform full-text searches. - **[Knowledge Graph Memory Server](https://github.com/modelcontextprotocol/servers)** - A basic implementation of persistent memory using a local knowledge graph that enables storage and retrieval of user-specific information across chats by defining entities and their relationships. - **[ClickUp Operator](https://github.com/noah-vh/mcp-server-clickup)** - Manage and organize notes with a simple storage system, allowing users to add notes, summarize them, and access them via a custom URI scheme. - **[Awesome Interview Questions](https://github.com/ohardcore/awesome-interview-questions)** - Curated collection of technical interview questions categorized by programming languages, frameworks, and other technical domains. Aids in interview preparation through a comprehensive set of questions of varying difficulty levels. - **[AppleScript Executor](https://github.com/peakmojo/applescript-mcp)** - Execute AppleScript commands for seamless interaction with macOS applications, enabling automation of tasks such as managing Notes, Calendar, Contacts, and Messages. - **[SourceSync.ai MCP Server](https://github.com/pbteja1998/sourcesyncai-mcp)** - Integrates with a knowledge management platform to manage and organize documents, ingest content from various sources, and perform semantic and hybrid searches. Facilitates connections to external services for enhanced data retrieval and document management. - **[Script Generator Server](https://github.com/Pratik-Kumar-Cse/script-generation-mcp)** - Store and manage notes with a simple system that allows adding new notes and generating summaries based on user-defined detail levels. Supports accessing notes through a custom URI scheme, enhancing the organization and retrieval of written content. - **[Structured Thinking](https://github.com/Promptly-Technologies-LLC/mcp-structured-thinking)** - Enables LLMs to construct mind maps programmatically and explore idea spaces while providing metacognitive feedback. Facilitates thought capturing, revising, and management to enhance reasoning and creativity through structured thought stages and memory management. - **[Obsidian MCP REST Server](https://github.com/PublikPrinciple/obsidian-mcp-rest)** - Access Obsidian vault contents via a local REST API, enabling interactions with notes, content management, and search capabilities. - **[OneNote Server](https://github.com/rajvirtual/MCP-Servers)** - Access and manage Microsoft OneNote content, enabling the reading and creation of notebooks, sections, and pages directly through AI assistants. Converts HTML content to text for improved retrieval-augmented generation (RAG) processing. - **[Notion Integration Server](https://github.com/ramidecodes/mcp-server-notion)** - Connects AI models to Notion workspaces using the Notion API for managing pages, databases, and content. Provides easy setup and robust error handling for integration with Notion's capabilities. - **[Deepwiki Fetch Server](https://github.com/regenrek/deepwiki-mcp)** - Crawls Deepwiki.com documentation, converting it into Markdown format by removing unnecessary HTML elements and adjusting links for better readability. Supports fetching multiple pages and offers structured output formats for knowledge retrieval. - **[Notion Knowledge Base Server](https://github.com/rickydata-indexer/notion_mcp_server)** - Provides access to a Notion knowledge base for querying and retrieving detailed answers with references to specific Notion pages, enhancing productivity within the development environment. - **[NotesY](https://github.com/Rish-it/Notes-MCP)** - Enable interaction with Apple Notes through natural language commands, allowing users to create, update, delete, and search for notes. Automatically manages trip planning requests by generating detailed notes based on user input. - **[Image Reader](https://github.com/Rupeebw/mcp-image-reader)** - Manage and summarize text notes efficiently with this MCP server, which supports creating, accessing, and summarizing notes through unique URIs. It integrates note management and summarization capabilities for enhanced workflows with LLMs. - **[Obsidian MCP Tool Server](https://github.com/Rwb3n/obsidian-mcp)** - Interact with your Obsidian vault to read, write, and manage notes and metadata. Enhance the note-taking experience through various powerful tools designed for seamless integration with Obsidian. - **[MCP RTFM](https://github.com/ryanjoachim/mcp-rtfm)** - Facilitates the creation of manuals from existing documentation through content analysis, generates metadata, and provides intelligent search capabilities to form a functional knowledge base. - **[Memos Server](https://github.com/RyoJerryYu/mcp-server-memos-py)** - Interact with a memo hub to search, create, and manage memos with customizable visibility and secure authentication. Enhance LLM applications by integrating memo functionalities seamlessly. - **[Markdown to PDF Server](https://github.com/seanivore/Convert-Markdown-PDF-MCP)** - Converts Markdown files into styled PDF documents using VS Code's markdown formatting and Python's ReportLab. Offers note storage with custom URI access and provides functionality to summarize all stored notes. - **[새싹 개발자의 공부 기록](https://github.com/Arcewoose/SeSac_study_repo)** - Document learning experiences as a developer, sharing insights and resources to improve skills and foster community connections. - **[DICOM-MCP](https://github.com/shaunporwal/DICOM-MCP)** - Manage and summarize DICOM images by adding notes and generating summaries to enhance workflows with medical imaging data. - **[Document Library Server](https://github.com/shifusen329/doc-lib-mcp)** - Manage and semantically search documentation by adding, ingesting, chunking, and querying notes across various document types. Create summaries tailored to specific detail levels and access individual notes through a custom URI scheme. - **[Apple Notes MCP Server](https://github.com/Siddhant-K-code/mcp-apple-notes)** - Interact with Apple Notes using natural language to create, search, and retrieve notes. Seamlessly integrates with iCloud for easy access to note content. - **[Apple Notes Server](https://github.com/sirmews/apple-notes-mcp)** - Access and manage a local Apple Notes database, enabling search and retrieval of note content directly within Claude Desktop. Allows users to read all notes and perform specific searches. - **[Notion Integration Server](https://github.com/Sjotie/notionMCP)** - Connect AI assistants to Notion workspaces for interacting with databases, pages, and blocks to streamline content management and retrieval. - **[Rememberizer Server](https://github.com/skydeckai/mcp-server-rememberizer)** - Interact with Rememberizer's document and knowledge management API to perform document search, retrieval, and management. Supports access to both documents and Slack discussions. - **[sodukusolver](https://github.com/Skywalker-Harrison/mcp-soduku)** - Store and manage notes with an efficient system that allows adding notes and generating summaries based on customizable detail levels. - **[ObsidianFetch](https://github.com/soukouki/obsidian_fetch)** - Retrieve and load notes efficiently from Obsidian vaults, enabling enhanced interactions with language models by cleaning link queries and displaying backlinks to opened files. Streamlined for local GPU setups to improve note retrieval speed and efficiency. - **[Nuclei Server](https://github.com/Spritualkb/nuclei-mcp)** - Manage and summarize text notes using a TypeScript-based Model Context Protocol server. Create and access notes through standardized URIs, with tools for generating summaries of stored content. - **[Inbox Note Sender](https://github.com/sseaan/mcp-server-inbox)** - Send notes to an Inbox API endpoint using a configured user token, supporting notes up to 3000 characters. Integrate seamlessly into MCP-enabled environments to enhance note-taking workflows. - **[Obsidian](https://github.com/StevenStavrakis/obsidian-mcp)** - Interact with Obsidian vaults to manage notes and tags, including reading, creating, editing, moving, and deleting notes and directories. - **[Beeper MCP Server](https://github.com/stopWarByWar/beeper-mcp-server)** - Store and manage notes with customizable summaries and detailed interaction through a simple interface. Utilizes a custom URI scheme for note access and supports note addition and summarization based on user-defined detail levels. - **[Zotero MCP Server](https://github.com/swairshah/zotero-mcp-server)** - Access and manage your Zotero library programmatically, enabling the search of papers, management of notes, and the ability to request summaries through MCP clients. Facilitates seamless integration into research workflows with existing tools. - **[Obsidian MCP](https://github.com/takuya0206/obsidian-mcp)** - Interact with an Obsidian vault to read, write, and manipulate notes using a standardized interface, facilitating enhanced productivity and organization. - **[TriliumNext Notes Server](https://github.com/tan-yong-sheng/triliumnext-mcp)** - Interact with Trilium Notes to manage notes via searching, creating, updating, and deleting functionalities directly through applications. - **[Obsidian Index](https://github.com/tcsavage/mcp-obsidian-index)** - Provides semantic search over an Obsidian vault and exposes recently modified notes as resources. Notes can be accessed using a specific URL scheme and have markdown media type. - **[Curri MCP Server](https://github.com/teamcurri/mcp-linear)** - Interact with Curri's API to manage text notes and generate summaries. Provides features for creating notes, listing them, and summarizing their contents. - **[Documentation Server](https://github.com/teddylee777/mcpdoc)** - Provides a user-defined list of llms.txt files and a tool to fetch and read URLs within those files, facilitating the auditing of tool calls and the context returned during LLM interactions. Integrates with various IDEs and applications to enhance the development experience. - **[Quantitative Researcher](https://github.com/tejpalvirk/contextmanager)** - Organize and analyze quantitative research data by tracking hypotheses, managing datasets, and documenting statistical analyses for insight generation. Facilitate context management across different research projects with a domain-specific knowledge graph. - **[Supabase Notes](https://github.com/tengfone/supabase-nextjs-mcp-server)** - Create, manage, and summarize notes using a Supabase backend. This TypeScript-based MCP server offers resources for text notes, tools for creating new notes, and prompts for generating summaries. - **[Go Interview Study Collection](https://github.com/tjl-with-code/Go-Interview)** - Curates a collection of Go programming interview questions and study materials, providing resources on Go basics, concurrency, MySQL, networking, operating systems, and Redis for learners preparing for job interviews. - **[Apple Notes Integration](https://github.com/Tom-Semple/mcp-apple-notes-fixed)** - Enables semantic and full-text search over Apple Notes, allowing AI assistants to reference notes during conversations. Supports local execution to ensure data privacy and security without the need for external APIs. - **[Notes Server](https://github.com/truaxki/mcp-notes)** - Manage notes with persistent storage and access through URI. Supports create, read, update, and delete operations, along with note summarization and timestamp tracking. - **[Memory Bank](https://github.com/tuncer-byte/memory-bank-MCP)** - Create and manage structured project documentation with AI assistance, generating interconnected Markdown files that capture project knowledge from goals to progress. It supports context-aware querying for efficient searching and exporting of project information. - **[Notion MCP Server](https://github.com/v-3/notion-server)** - Integrate with Notion to perform operations such as searching, creating, reading, updating pages, and managing comments and blocks within your workspace. - **[my-server](https://github.com/vivalalova/mcp_practice)** - Create and manage text notes with a simple interface, providing resources for accessing notes, tools for adding new notes, and functionality to generate summaries of the notes. - **[PubMed Search](https://github.com/wavelovey/pubmed_search)** - Search and summarize notes stored in a custom note storage system, utilizing a unique URI scheme for accessing individual notes. - **[Playwright Server](https://github.com/williamvd4/playwright-plus-python-mcp)** - Leverage browser automation tools for web navigation, interaction, and content capture. Provides a note storage system with a custom URI scheme and allows for summarizing notes with an adjustable detail level. - **[Notes MCP Server](https://github.com/win4r/browser-use-MCP-Server)** - Manage and generate text notes through accessible URIs, create new notes with titles and content, and produce summaries of all stored notes. - **[Scrapbox Cosense](https://github.com/worldnine/scrapbox-cosense-mcp)** - Access and interact with Scrapbox project pages, facilitating content retrieval, page listing, and full-text searching across project content. - **[MemoDB](https://github.com/wuyunmei/momedb-mcp)** - Manage conversation context and a personal knowledge base for AI applications with efficient APIs. Create, update, and query user data while handling dialogue and knowledge management seamlessly. - **[Flomo Notes Server](https://github.com/xianminx/mcp-server-flomo)** - Create and organize notes within Flomo using natural language commands through AI chat interactions. Enhance productivity by integrating AI assistance directly into the note-taking process. - **[Obsidian iCloud Connector](https://github.com/YanceyOfficial/obsidian-mcp)** - Connects Obsidian Vaults stored in iCloud Drive to AI via the Model Context Protocol (MCP), facilitating data retrieval and interaction with notes. Designed for MacOS, it enhances personal knowledge management by leveraging AI capabilities directly within the Obsidian environment. - **[Documentation Context Provider](https://github.com/YassineTk/mcp-docs-provider)** - Enables AI models to access and query local markdown technical documentation, enhancing context-aware responses. Supports dynamic integration of documentation, allowing updates without server rebuilds. - **[Knowledge Graph Memory Server](https://github.com/yodakeisuke/mcp-memory-domain-knowledge)** - Persistently remembers user information across chats using a local knowledge graph, allowing connections between different entities and their relationships. Facilitates the storage and retrieval of observations linked to specific entities for improved contextual interactions. - **[Scrapbox Notes Server](https://github.com/YuheiNakasaka/scrapbox-mcp)** - Manage and organize notes using a URI system that supports creating new notes and generating summaries of existing notes. Notes can be accessed and listed by their URIs, with metadata available for each entry. - **[HackMD MCP Server](https://github.com/yuna0x0/hackmd-mcp)** - Interact with HackMD notes and teams, manage note-taking, view reading histories, and collaborate seamlessly with AI assistants through API integrations. - **[Sourcify Context Server](https://github.com/yura2100/sourcify-context-server)** - Manage text notes with structured URIs and metadata, facilitating the creation and summarization of notes using a TypeScript-based MCP implementation. - **[Memos MCP 服务器](https://github.com/yuzhi-jiang/memos-mcp)** - Connects securely to a Memos instance, enabling interaction through an AI assistant for searching, creating, updating, and managing notes. Supports advanced search capabilities, structured access to notes, and efficient tag management. - **[Universal Source Management System](https://github.com/zongmin-yu/sqlite-literature-management-fastmcp-mcp-server)** - Manages various types of sources such as papers, books, and webpages while integrating them with knowledge graphs. Tracks relationships between sources and entities, supports multiple identifiers, and maintains structured note-taking and status tracking. - **[Sequential Thinking Server](https://github.com/zacharyliner1xds/my-sequential-thinking-mcp)** - Facilitates structured sequential thinking by breaking down complex problems into logical steps, validating reasoning chains, and visualizing thinking pathways. Integrates with a Memory Bank for managing and storing reasoning patterns to enhance problem-solving workflows. - **[OneNote Server](https://github.com/ZubeidHendricks/azure-onenote-mcp-server)** - Manage Microsoft OneNote notebooks, sections, and pages through a standardized interface, enabling operations such as creating, reading, updating, deleting, and searching OneNote content securely through Azure authentication. - **[OneNote Server](https://github.com/ZubeidHendricks/azure-onenote-mcp-server)** - Implement interaction with Microsoft OneNote through standardized MCP methods, enabling management of notebooks and sections. ## Smart Home and Automation - **[mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant)** - Facilitates the integration of AI models with Home Assistant, enabling seamless interaction and control of smart home devices using the Model Context Protocol. Supports the custom component that will be incorporated into Home Assistant Core for enhanced functionality. - **[Ecovacs Robot Control Server](https://github.com/ecovacs-ai/ecovacs-mcp)** - Control and monitor Ecovacs cleaning robots through an MCP interface, enabling integration of services such as device listing, cleaning control, recharge control, and status queries into intelligent agents. - **[SwitchBot Server](https://github.com/genm/switchbot-mcp)** - Provides control capabilities for SwitchBot devices, enabling users to list devices, check their status, and manage settings. Supports device control, scene management, and status monitoring. - **[Home Assistant MCP](https://github.com/guilhermelirio/homeassistant-mpc)** - Connects AI assistants with smart home devices, enabling control and monitoring of Home Assistant entities through a straightforward interface. Integrates AI capabilities into smart home automation workflows. - **[Home Assistant MCP Server](https://github.com/hekmon8/Homeassistant-server-mcp)** - Control and monitor Home Assistant devices through MCP applications. Interact with device states, toggle devices, and trigger automations seamlessly. - **[Home Assistant Integration](https://github.com/hpohlmann/home-assistant-mcp)** - Control Home Assistant devices using AI assistants through natural language processing. Manage entities, turn devices on/off, and adjust light colors and brightness with simple commands. - **[Home Assistant MCP Server](https://github.com/jango-blockchained/advanced-homeassistant-mcp)** - Integrate AI with Home Assistant to control smart home devices and monitor systems through natural language commands. The server acts as a bridge, enabling command execution, information retrieval, and management of long-running operations. - **[AppleScript Control](https://github.com/joshrutkowski/applescript-mcp)** - Enables interaction with macOS through AppleScript for system control, file management, and handling notifications. Provides functionalities like managing calendar events, clipboard operations, and system controls. - **[OpenHue MCP Server](https://github.com/lsemenenko/openhue-mcp-server)** - Control Philips Hue lights using the OpenHue CLI in conjunction with Claude and other LLM interfaces. Facilitates direct interactions with smart lighting systems. - **[Home Assistant MCP Server](https://github.com/miguelg719/home-assistant-mcp)** - Integrate with Home Assistant to manage smart home devices through a unified interface. Control lights, climate settings, locks, alarm systems, and humidity levels using various tools and prompts. - **[PhonePi](https://github.com/priyankark/phonepi-mcp)** - Transform a mobile phone into a toolbox for AI assistants using natural language commands, enabling tasks such as managing contacts, sending messages, and controlling phone settings. - **[Apple Shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts)** - Connects AI assistants to Apple Shortcuts automations, enabling task automation on macOS through user-defined shortcuts in a safe manner. - **[Mac Control Server](https://github.com/Shayan5422/MCP_MAC_USE)** - Control a macOS environment through an AI interface, executing AppleScript commands, simulating keyboard input, and managing mouse actions. Integrate with natural language processing for intuitive Mac control. - **[Home Assistant Server](https://github.com/tevonsb/homeassistant-mcp)** - Shares access to a local Home Assistant instance to enable natural language control and monitoring of smart home devices using the Model Context Protocol (MCP). Provides an API for managing device control and system administration within the Home Assistant ecosystem. - **[Philips Hue Controller](https://github.com/ThomasRohde/hue-mcp)** - Control Philips Hue smart lighting systems using natural language commands through an AI assistant. Manage individual lights, groups, scenes, and special effects with a local integration for a streamlined smart home experience. - **[Hass-MCP](https://github.com/voska/hass-mcp)** - Integrates with Home Assistant to allow AI assistants to control devices, query states, and automate tasks through conversations, enhancing smart home management. - **[Personal Assistant Agent](https://github.com/zhangzhongnan928/mcp-pa-ai-agent)** - Manage calendar events, track tasks and to-dos, read and send emails, search the web for information, and control smart home devices. ## Gaming and Game Development - **[Ableton Live Integration](https://github.com/ahujasid/ableton-mcp)** - Connect Claude AI to Ableton Live for prompt-assisted music production, enabling manipulation and control of MIDI and audio tracks, clip creation, and session management. - **[Blender Integration](https://github.com/ahujasid/blender-mcp)** - Connects Claude AI with Blender for 3D modeling and scene manipulation, enabling the creation and modification of 3D objects and materials through prompt assistance. Automates tasks in Blender using Python code for enhanced workflow efficiency. - **[PlayFab Server](https://github.com/akiojin/playfab-mcp-server)** - Connects AI assistants to PlayFab services for accessing item searches, player profiles, and segment information directly. Facilitates natural interactions with PlayFab data through the use of APIs for inventory management and item inquiries. - **[MCPGame](https://github.com/AllAboutAI-YT/mcpgame)** - Multi-player control panel game featuring a virtual house environment with interactive elements like an image-generating TV and a computer terminal for accessing MCP systems. It enables real-time communication and user interaction within a detailed 3D setting. - **[Minecraft](https://github.com/arjunkmrm/mcp-minecraft)** - Integration with Minecraft enabling AI assistants to observe and interact with the Minecraft world through a bot. Supports interaction through the Model Context Protocol for enhanced functionality within the game. - **[Strategy Role-Playing Game Server](https://github.com/awayzo/rpg)** - A browser-based multiplayer RPG that facilitates empire expansion, strategic battles, and resource management among players. It supports the creation and sharing of platformer mini-games, offering rewards and robust community management features. - **[Unreal Analyzer](https://github.com/ayeletstudioindia/unreal-analyzer-mcp)** - Provides in-depth analysis of Unreal Engine source code, focusing on class details, inheritance hierarchies, and context-aware code search capabilities. - **[Grey Hack MCP Server](https://github.com/chromewillow/greyhack-mcp-server)** - Facilitates Grey Hack game development with tools for code search, transpilation, and validation against the official Grey Hack API. Streamlines coding tasks by generating templates for common game functionalities. - **[Unity Game Engine](https://github.com/CoderGamester/mcp-unity)** - Enhances the Unity Editor by integrating MCP clients, streamlining the development workflow with various tools and data sources. - **[Scryfall MCP Server](https://github.com/cryppadotta/scryfall-mcp)** - Interact with the Scryfall API to retrieve Magic: The Gathering card details, rulings, and pricing information. It enables text-based searches and direct access to card data using UUID or name. - **[Steam Gaming Context Server](https://github.com/dsp/mcp-server-steam)** - Fetches user gaming information and preferences from Steam, providing AI assistants with context on users' gaming activities. Integrates with the Steam API to enhance gaming interactions. - **[Two Truths and a Twist](https://github.com/ErgodicLabs/TwoTruthsAndATwist)** - Engage in a trivia game by identifying the false statement among two truths, facilitated by AI for unique gameplay experiences. The server supports interactive rounds, enhancing the fun of trivia quizzes. - **[Texas Holdem Server](https://github.com/freshlife001/mcp_poker)** - Connect to a Texas Hold'em poker game where players can strategize moves with LLM agents. The MCP server serves as the interface between AI models and gameplay, enhancing the poker experience with automated decisions and actions. - **[TFT MCP Server](https://github.com/GeLi2001/tft-mcp-server)** - Access Team Fight Tactics game data, including match history and detailed match information. Integrate with a Riot Games account for seamless retrieval of TFT-related data. - **[Minecraft Model Context Protocol](https://github.com/gerred/mcpmc)** - MCPMC is an MCP server that facilitates interaction with Minecraft through the Mineflayer library, enabling AI agents to control Minecraft bots using a standardized JSON-RPC interface. - **[DOOM PDF](https://github.com/gstarwd/doompdf)** - Integrates the classic DOOM game into PDF documents, enabling interactive gameplay within static files via PDF's JavaScript capabilities. This project transforms traditional document formats into innovative gaming platforms while maintaining the essence of classic gaming. - **[Weapon Recoil Generator Server](https://github.com/Hyeongseob91/mcp-server)** - Generates detailed weapon recoil trajectory data for various firearms and visualizes recoil patterns through 2D scatter plots. Supports simple API calls for weapon recoil generation and real-time recoil behavior tuning. - **[Minecraft Docker MCP](https://github.com/itzg/docker-minecraft-server)** - Facilitates interactions with a running Minecraft server hosted in Docker, enabling server administration and programmatic construction of Minecraft builds. - **[Unity MCP](https://github.com/IvanMurzak/Unity-MCP)** - Bridge Unity's development environment with large language models to enable AI-driven interaction with Unity's tools, facilitating rapid prototyping, automation, and advanced workflows. Connects to multiple LLM clients for enhanced development productivity. - **[鸣潮 MCP Server](https://github.com/jacksmith3888/wuwa-mcp-server)** - Retrieves detailed information about characters and voice suits from the game '鸣潮' in Markdown format. Optimized for use with large language models, it allows users to query character information, voice suit details, and character profiles. - **[Old School RuneScape Wiki and Data Server](https://github.com/JayArrowz/mcp-osrs)** - Seamless access to Old School RuneScape Wiki content and game data through a standardized protocol. Enables searching wiki pages, retrieving detailed page information, and querying various game data files to enhance applications with OSRS context. - **[Chess Server](https://github.com/jiayao/mcp-chess)** - Connect to a chess server to play games against large language models while utilizing interactive tools for visualization, move analysis, and PGN file exploration. - **[Riot Server](https://github.com/jifrozen0110/mcp-riot)** - Integrates with the Riot Games API to provide real-time League of Legends data, allowing retrieval of player summaries, ranked statistics, champion mastery, recent matches, and match summaries through natural language queries. - **[Riot Server](https://github.com/jifrozen0110/mcp-riot)** - Provides real-time League of Legends player data and match insights through natural language queries, integrating with the Riot Games API for retrieving player summaries, champion mastery, recent matches, and match statistics. - **[lol-client-mcp](https://github.com/johnnyinlee/lol-client-mcp)** - Accesses real-time game data from the League of Legends client using the Live Client Data API. Provides tools for retrieving in-game statistics and other relevant information. - **[Unity MCP](https://github.com/justinpbarnett/unity-mcp)** - Facilitates communication between Unity and Large Language Models, enabling workflow automation and asset manipulation within the Unity Editor. Integrates LLM capabilities for managing assets, controlling scenes, and editing scripts directly in Unity. - **[Lichess Integration](https://github.com/karayaman/lichess-mcp)** - Interact with the Lichess chess platform using natural language to manage accounts, play games, analyze positions, and join tournaments. Enhance chess activities through seamless communication with the platform. - **[Exia Scenario Generator](https://github.com/kokushin/exia-mcp)** - Generate interactive scenario files in the Kotonoha Sisters Explanation style for the Exia visual novel engine, converting natural language prompts into JSON format scenarios for display. Integrate setup and execution tools for seamless scenario creation and playback. - **[VRChat AI Assistant Bridge](https://github.com/Krekun/vrchat-mcp-osc)** - Enables interaction with VRChat avatars and environments through a high-level API, utilizing OSC for communication. Facilitates control of avatar parameters, movement, messaging, and responses to VR events for enhanced virtual reality experiences. - **[Ableton Live Integration](https://github.com/kydycode/ableton-mcp-boost)** - Facilitates communication between Claude AI and Ableton Live for music production and track manipulation, enabling actions such as controlling playback, creating MIDI clips, and managing live sessions through AI prompts. - **[YGO Chinese Card Database - 百鸽(ygocdb.com)](https://github.com/lieyanqzu/ygocdb-mcp)** - Provides access to Chinese Yu-Gi-Oh! card information and images via keyword searches and ID queries, allowing for detailed retrieval of card data and visuals from the game. - **[OpenDota API Server](https://github.com/lieyanqzu/opendota-mcp-server)** - Provides real-time access to Dota 2 statistics, match data, player profiles, and professional player information through a standardized interface. Enables retrieval of detailed game data and player insights seamlessly. - **[DirectX 12 Headers for Delphi](https://github.com/LifeforGame/DelphiDX12)** - Integrates DirectX 12 capabilities into Delphi and Free Pascal applications, providing a comprehensive set of headers for enhanced compatibility and functionality. Facilitates smoother development with straightforward Pascal syntax for utilizing DirectX 12 features. - **[GeoFS Flight Simulator MCP Server](https://github.com/lobstercare/geofs-mcp)** - Control and interact with aircraft in the GeoFS flight simulator. Access real-time flight data, execute maneuvers, and navigate between waypoints using AI models. - **[GameBoy Emulator Server](https://github.com/mario-andreschak/mcp-gameboy)** - Interact with a GameBoy emulator by loading ROMs, controlling gameplay through key inputs, and capturing real-time screen visuals. Supports operations via standard input/output and offers a web interface for enhanced user interaction. - **[Vibe-Eyes](https://github.com/monteslu/vibe-eyes)** - Captures and visualizes browser game data in real-time using vectorized canvas outputs and detailed debug information. Integrates with AI models to enhance debugging and streamline development processes. - **[Twitch MCP Server](https://github.com/mtane0412/twitch-mcp-server)** - Interact with the Twitch API to retrieve channel and stream information, including details about live streams, game data, and user profiles. The server supports various queries such as searching for channels, retrieving global emotes, and accessing comments from archived videos. - **[Game Asset Generator](https://github.com/MubarakHAlketbi/game-asset-mcp)** - Generates 2D and 3D game assets from text prompts using AI models. Integrates with Hugging Face Spaces for asset generation, facilitating rapid prototyping for game developers. - **[Minecraft Remote Control](https://github.com/nacal/mcp-minecraft-remote)** - Connect and control a Minecraft player using an AI assistant to navigate, mine, build, and interact with the Minecraft world. It supports advanced movement and inventory management features, as well as communication with other players on remote servers. - **[NBA MCP Server](https://github.com/obinopaul/nba-mcp-server)** - Access real-time NBA statistics and live game data, including player stats, team standings, and game results for integration into sports applications. - **[OP.GG](https://github.com/opgginc/opgg-mcp)** - Connects AI agents to comprehensive gaming data, including rankings, match schedules, champion analysis for League of Legends, meta compositions for Teamfight Tactics, and player statistics for Valorant. Provides tools for retrieving insights on gameplay and strategies across popular gaming titles. - **[Chess.com API Server](https://github.com/pab1it0/chess-mcp)** - Access and analyze chess data through a standardized interface, including player profiles, game records, and club information. Supports searching for games by date and player, checking online status, and retrieving information about clubs and titled players. - **[Agent8 MCP Server](https://github.com/planetarium/mcp-agent8)** - Connects to the Agent8 SDK for optimized development by retrieving prompts and code examples, as well as searching for game development resources through a structured API. - **[PlayCanvas Editor MCP Server](https://github.com/playcanvas/editor-mcp-server)** - Automate the PlayCanvas Editor to enhance game development by managing entities, handling assets, and adjusting scene settings efficiently with AI-driven tools. - **[Unity MCP Integration](https://github.com/quazaai/UnityMCPIntegration)** - Facilitates real-time interaction between AI assistants and Unity projects by allowing access to scene information, execution of C# code, and log monitoring within the Unity Editor. Enhances development workflows with additional file access functionalities for large language models (LLMs). - **[OBS Studio MCP Server](https://github.com/royshil/obs-mcp)** - Control OBS Studio with tools for scene management, source control, and streaming operations using the MCP protocol. Integrates with OBS WebSocket server to automate and enhance streaming workflows. - **[Clash of Clans](https://github.com/Saunved/mcp-server-clash-of-clans)** - Obtain and analyze player and clan statistics from Clash of Clans to gain insights into war performance and strategies for gameplay improvement. - **[Wongames MCP](https://github.com/saymondamasio/wongames-mcp)** - Integrate real-world data and tools to enhance user interactions in applications. Provide dynamic context adjustments to seamlessly connect AI models with various data sources. - **[VRChat API Integration](https://github.com/sawa-zen/vrchat-mcp)** - Access VRChat's API endpoints to retrieve user information, avatars, worlds, and other data using a standardized protocol. Integrate and automate functionalities to enhance the VRChat experience. - **[MCPet](https://github.com/shreyaskarnik/mcpet)** - MCPet is a TypeScript-based server that simulates a virtual pet experience, allowing users to adopt, nurture, and engage with a digital companion that evolves based on user interaction. The pet's stats change over time, reflecting care tasks such as feeding, cleaning, and playing games. - **[Ableton Live Controller](https://github.com/Simon-Kansara/ableton-live-mcp-server)** - Facilitates communication between AI models and Ableton Live through OSC messages, enabling music production automation and workflow enhancement. Maps OSC addresses to available tools for MCP clients. - **[AI Villagers](https://github.com/spirita1204/AI-Villgers)** - Create an interactive 2D world where players engage with NPCs through tasks and conversations. It utilizes advanced AI technologies for dynamic NPC behaviors and real-time interactions based on player choices. - **[Runescape MCP server (rs + osrs)](https://github.com/stjepko-xyz/mcp-server-runescape)** - Provides real-time and historical data for RuneScape and Old School RuneScape, including item prices, player hiscores, and top rankings. Enables access to comprehensive details about items and player statistics from official sources. - **[海龟汤游戏服务器](https://github.com/StevenFengLi/haiguitangmcp)** - Host interactive lateral thinking puzzle games by utilizing a large language model as the game master. Retrieve puzzle lists, access detailed puzzles, and implement game rules for solo or group gameplay with guided hints. - **[RandomWeb3MCP](https://github.com/suxiongye/random-web3-mcp)** - Generates verifiable and reliable random elements using blockchain entropy, suitable for applications in gaming, finance, and scientific computing. Offers diverse random number generation methods including weighted selection and complex distributions through API access. - **[Unified MCP Server for Blender and Unreal Engine](https://github.com/tahooki/unreal-blender-mcp)** - Control and manipulate scenes, manage assets, and interface between Blender and Unreal Engine using AI agents. Integrate AI capabilities into creative workflows through a unified server architecture. - **[Coin Flip](https://github.com/TeglonLabs/coin-flip-mcp)** - Generates true random coin flips using random.org's randomness API with configurable sides, allowing for outcomes like 'Heads', 'Tails', or custom sides for n-sided flips. - **[Minesweeper MCP Server](https://github.com/tonypan2/minesweeper-mcp-server)** - Engage in strategic gameplay of Minesweeper while the server manages game state and interactions. This server enables MCP client agents to play and challenge their problem-solving skills in an interactive environment. - **[Opera Omnia](https://github.com/triptych/opera-omnia-mcp)** - Access a collection of JSON datasets for games, storytelling, and bot development. Retrieve and filter data, generate creative content using customizable templates, and combine multiple datasets seamlessly. - **[Unity Bridge for AI Assistants](https://github.com/TSavo/Unity-MCP)** - Enable interaction between AI assistants and Unity game environments through a standardized interface for tasks such as executing C# code, inspecting game objects, analyzing scenes, running tests, and modifying game state at runtime. - **[Chess Analysis Assistant](https://github.com/turlockmike/chess-mcp)** - Analyze chess positions using the Stockfish engine, providing professional evaluations and visual board representations. Users can also explore move variations and access a database of games played by high-rated players. - **[CS2 RCON Server Manager](https://github.com/v9rt3x/cs2-rcon-mcp)** - Manage CS2 game servers using natural language commands through a standardized protocol. Allows execution of RCON commands, monitoring of server status, and remote control of game settings. - **[FL Studio Integration](https://github.com/veenastudio/flstudio-mcp)** - Connects AI model Claude to FL Studio for seamless integration of melodies, chords, and drum patterns into music projects. Facilitates real-time music production by allowing interaction between AI and the FL Studio environment. - **[海龟汤游戏服务器](https://github.com/wangyafu/haiguitangmcp)** - Host interactive Turtle Soup games with an AI game master, enabling solo play and puzzle exploration with access to puzzles, game rules, and hints through standardized tools. - **[ShaderToy MCP Server](https://github.com/wilsonchenghy/ShaderToy-MCP)** - Connects to ShaderToy for querying and generating complex GLSL shaders based on existing works, while enabling intelligent assistance in shader development and information retrieval. - **[Dice Roller](https://github.com/yamaton/mcp-dice)** - Rolls dice using standard notation and returns results with their total sum, including individual roll outcomes. - **[Minecraft Bot](https://github.com/yuniko-software/minecraft-mcp-server)** - Control a Minecraft character using natural language commands to perform various actions in the game world such as building, moving, and chatting. The bot integrates with the Mineflayer API and is designed to work with advanced language models via the Model Context Protocol. - **[CatchBall](https://github.com/zq19/CatchBall)** - Provide a relaxing game where players control a slide block to catch a falling ball using keyboard keys. Players can pause the game and choose to replay or exit when they miss the ball, with no scores or rankings to promote a stress-free experience. ## Simulation and Modeling - **[Fujitsu Social Digital Twin Server](https://github.com/3a3/fujitsu-sdt-mcp)** - The Fujitsu Social Digital Twin Server allows users to interact with a simulation of social and traffic scenarios through natural language commands. It enables running simulations, analyzing results, and retrieving simulation data easily. - **[Epoll-based HTTP Server](https://github.com/a2888409/CSAPP)** - A high-performance HTTP server utilizing the epoll model for efficient connection and task management, supporting event-driven architecture and timer management for handling inactive connections. Includes implementations of memory allocation, a simple proxy server, and a basic shell for process management and signal handling. - **[Unreal Engine Plugin](https://github.com/AlexKissiJr/UnrealMCP)** - Control and manipulate the Unreal Engine environment programmatically using AI tools through a Machine Control Protocol (MCP). Facilitate scene manipulation and automation to enhance the game development workflow. - **[NSAF MCP Server](https://github.com/ariunbolor/nsaf-mcp-server)** - Integrate and utilize neuro-symbolic autonomy capabilities for AI assistants, enabling the execution of customizable NSAF evolution and comparison of different agent architectures. This server exposes NSAF functionalities via a simplified Model Context Protocol implementation without requiring the official MCP SDK. - **[Sketchup Integration](https://github.com/BearNetwork-BRNKC/SketchUp-MCP)** - Integrates Sketchup with Claude AI for real-time interaction and control of 3D modeling tasks. Facilitate the creation, modification, and manipulation of components and materials through direct Ruby code execution and fetch details from the current Sketchup scene. - **[Houdini Integration](https://github.com/capoom/houdini-mcp)** - Connects Claude AI to Houdini for prompt-assisted 3D modeling, scene creation, and simulation setup. Enables control of Houdini nodes, geometry creation, and direct execution of Python code. - **[Blender Script Manager](https://github.com/cwahlfeldt/blender-mcp)** - Manage and execute Blender Python scripts in a headless environment while tracking execution results and metadata. Add, edit, and remove scripts efficiently to streamline Blender scripting workflows. - **[SCAST](https://github.com/davidkingzyb/SCAST)** - Static code analysis and visualization tool that converts code into UML diagrams and flowcharts, enhancing understanding of code structure and flow. It supports multiple programming languages and utilizes advanced visualization tools like Mermaid and D3. - **[POX MCP Server](https://github.com/davidlin2k/pox-mcp-server)** - Automate network analysis and manage OpenFlow devices using a Python-based interface while tracking active components, network topology, and flow rules. - **[Genesis](https://github.com/dustland/genesis-mcp)** - Run immersive simulations in the Genesis World with advanced visualization capabilities, enabling dynamic environments and interactions through a user-friendly interface. - **[MCP Server for iOS Simulator](https://github.com/InditexTech/mcp-server-simulator-ios-idb)** - Control iOS simulators using natural language commands to automate app management, UI interactions, and debugging tasks, streamlining the development workflow. - **[OpenSCAD MCP Server](https://github.com/jhacksman/OpenSCAD-MCP-Server)** - Generates 3D models from text descriptions or images, focusing on parametric model creation through multi-view reconstruction and integration with OpenSCAD. Facilitates remote processing and includes an image approval workflow for model generation. - **[Bonsai-mcp](https://github.com/JotaDeRodriguez/Bonsai_mcp)** - Connects Blender with Claude to analyze and manipulate IFC models, enabling querying of project information, exploration of spatial structures, and execution of Python code within Blender. - **[Synth MIDI Composition Server](https://github.com/kimjune01/synth-mcp)** - Dynamic MIDI composition and audio synthesis with functions for instrument control, effects management, track handling, and real-time collaboration with MIDI devices. - **[GeoFS Flight Simulator MCP Server](https://github.com/lobstercare/geofs-mcp)** - Control and interact with aircraft in the GeoFS flight simulator. Access real-time flight data, execute maneuvers, and navigate between waypoints using AI models. - **[FreeCAD Integration](https://github.com/neka-nat/freecad-mcp)** - Control FreeCAD directly from the desktop, enabling integration with Claude Desktop for enhanced design workflows and automation. Supports various design tasks including creating flanges, toy cars, and converting 2D drawings into 3D models. - **[Reasoner](https://github.com/parmarjh/mcp-reasoner)** - Systematic reasoning server implementing Beam Search and Monte Carlo Tree Search (MCTS) for decision-making tasks. It evaluates thought processes through statistical analysis and provides tree-based reasoning paths. - **[Maya MCP Server](https://github.com/PatrickPalmer/MayaMCP)** - Control Autodesk Maya using natural language commands via the Model Context Protocol, enabling the creation, modification, and querying of Maya scenes without requiring installation inside Maya. - **[Maya MCP Server](https://github.com/phuhao00/MayaMCP)** - Control Autodesk Maya using natural language commands to access and manipulate scenes, objects, and attributes without requiring installation inside Maya. The server simplifies integration with AI assistant clients through a minimal and extensible toolset. - **[A11y MCP Server](https://github.com/priyankark/a11y-mcp)** - Perform accessibility audits on webpages and generate detailed reports and summaries that comply with WCAG standards. Integrate the findings into an AI-assisted workflow to fix accessibility issues efficiently. - **[Unreal Server](https://github.com/radial-hks/MCP-Unreal-Server)** - Manage and execute Python code in Unreal Engine environments, with automatic discovery of Unreal instances and real-time monitoring of their status. Provides robust logging capabilities and support for remote execution in both attended and unattended modes. - **[Unified MCP Server for Blender and Unreal Engine](https://github.com/tahooki/unreal-blender-mcp)** - Control and manipulate scenes, manage assets, and interface between Blender and Unreal Engine using AI agents. Integrate AI capabilities into creative workflows through a unified server architecture. - **[3D Universal Plugin Interface](https://github.com/team-plask/3d-mcp)** - Creates a unified TypeScript interface for interacting with multiple 3D software applications such as Blender, Maya, and Unreal Engine through a single API. Facilitates operations like creating keyframes and managing 3D object properties with streamlined code generation. - **[Cinema4D MCP Server](https://github.com/ttiimmaacc/cinema4d-mcp)** - Connects Cinema 4D to Claude for prompt-assisted 3D manipulation, enabling users to create, modify, and render scenes through integrated scripting and object management tools. - **[Stochastic Thinking](https://github.com/waldzellai/waldzell-mcp)** - Enhance decision-making capabilities using advanced stochastic algorithms to navigate complex problem-solving and avoid repetitive local solutions. ## Scientific Research Tools - **[Zotero MCP](https://github.com/54yyyu/zotero-mcp)** - Zotero MCP allows you to link your Zotero research library with AI assistants, enabling you to discuss academic papers, receive summaries, and analyze citations for better research productivity. - **[BioMCP](https://github.com/acashmoney/bio-mcp)** - Enhances biomedical research through advanced protein structure analysis, enabling the examination of protein active sites and the discovery of disease-related proteins. It integrates with established protein databases for reliable insights and data access. - **[Scholarly Search](https://github.com/adityak74/mcp-scholarly)** - Search for academic articles in arXiv, providing access to a range of scholarly content and resources. - **[Academic Paper Search Server](https://github.com/afrise/academic-search-mcp-server)** - Enables searching and retrieving academic paper information from multiple sources, providing access to paper metadata, abstracts, and full-text content when available. It returns structured data responses adhering to the MCP specification. - **[Stata China Provincial Map Data and Visualization](https://github.com/agan2021/stata-prov-map)** - Provides data and visualization tools for creating detailed Chinese provincial maps in Stata, including features for scale bars, north arrows, and various geographic lines. Supports plotting discrete and continuous variables, point plotting, and combined charts like pie charts on maps, along with geographic coordinate transformations and map customization. - **[STK-MCP](https://github.com/alti3/stk-mcp)** - Facilitates interaction between AI models and Ansys/AGI STK for advanced simulation tasks, enabling control over STK Desktop using natural language. Allows users to create simulation scenarios and manage satellite configurations through an intuitive MCP interface. - **[NASA API Integration Server](https://github.com/AnCode666/nasa-mcp)** - Retrieve astronomical data, space weather information, and Earth imagery from NASA's APIs. Query various services such as Astronomy Picture of the Day and Near Earth Objects for real-time data retrieval. - **[Simple Arxiv](https://github.com/andybrandt/mcp-simple-arxiv)** - Provides access to arXiv papers through their API, enabling searches for papers by title and abstract, retrieval of metadata and abstracts, and access to various paper formats including PDF and HTML. - **[RoCQ](https://github.com/angrysky56/mcp-rocq)** - Provides advanced logical reasoning capabilities through integration with the Coq proof assistant, enabling automated dependent type checking, inductive type definitions, and property proving with custom tactics and automation. - **[Logic](https://github.com/angrysky56/mcp-logic)** - Provides automated reasoning capabilities through Prover9 and Mace4, enabling logical theorem proving and model verification. Facilitates formal validation of knowledge representations and implications via a clean MCP interface. - **[GPT Researcher](https://github.com/assafelovic/gptr-mcp)** - Autonomously explores and validates numerous sources for relevant, trustworthy, and up-to-date information to enhance research capabilities. Optimizes context usage to provide comprehensive insights for research projects. - **[PubChem Data Access Server](https://github.com/BioContext/PubChem-MCP)** - Provides access to PubChem chemical and bioassay data through a standardized MCP interface, allowing users to search for compounds, retrieve detailed chemical and bioassay information, and query molecular properties. - **[Macrostrat API Server](https://github.com/blake365/macrostrat-mcp)** - Query and analyze comprehensive geologic data using the Macrostrat API, providing access to geologic units, minerals, timescales, and more. Create visualizations based on geological data to enhance understanding. - **[ArXiv Server](https://github.com/blazickjp/arxiv-mcp-server)** - Provides access to arXiv research papers via a straightforward MCP interface, enabling AI models to search and retrieve academic articles. - **[Penrose](https://github.com/bmorphism/penrose-mcp)** - Create mathematical diagrams using domain-specific languages that define mathematical types, objects, relationships, and visual representation rules. - **[Headless IDA Server](https://github.com/cnitlrt/headless-ida-mcp-server)** - Analyze binary files and manage functions and variables remotely using IDA Pro's headless mode. Provides tools for efficient remote operations through the Multi-Client Protocol. - **[Automate Stable Diffusion Workflows](https://github.com/couchrishi/sd-for-designers)** - Automate the fine-tuning and deployment of custom Stable Diffusion models using a fully automated MLOps pipeline that integrates various Google Cloud components. The workflow facilitates Triggering, managing, and tracking training jobs while simplifying machine learning processes for model enhancement. - **[arXiv Research Assistant](https://github.com/daheepk/arxiv-paper-mcp)** - Facilitates efficient search and exploration of research papers from arXiv.org, enabling users to access detailed metadata, conduct keyword and author-based searches, and generate prompts for summarization and comparison. Provides updates on trending topics across various research categories. - **[Earthdata Server](https://github.com/datalayer/earthdata-mcp-server)** - Enables efficient discovery and retrieval of NASA Earth Data datasets and granules, facilitating geospatial analysis and data exploration. Integrates with workflows for AI-powered analysis of Earthdata datasets. - **[Bird Stats](https://github.com/DMontgomery40/mcp-server-birdstats)** - Analyze BirdNET-Pi data and eBird observations through a natural language interface while providing visual representations of the data. - **[IACR Cryptology ePrint Archive](https://github.com/doomdagadiggiedahdah/iacr-mcp-server)** - Provides a programmatic interface to retrieve and search for cryptographic research papers from the IACR Cryptology ePrint Archive, along with access to paper metadata. - **[WithSeismic MCP](https://github.com/dougwithseismic/withseismic-mcp)** - Facilitates integration of AI models with various tools and prompts, allowing for rapid development and automated type safety in TypeScript without infrastructure management. - **[RDF Explorer](https://github.com/emekaokoye/mcp-rdf-explorer)** - Explore and analyze RDF data with a conversational interface, enabling execution of SPARQL queries in both local and endpoint modes for insights from knowledge graphs. - **[IDA Pro MCP Server](https://github.com/fdrechsler/mcp-server-idapro)** - Automate reverse engineering and binary analysis tasks using IDA Pro through a standardized interface. Execute scripts, retrieve binary information, and perform advanced analysis to enhance productivity in software analysis. - **[WolframAlpha LLM Server](https://github.com/Garoth/wolframalpha-llm-mcp)** - Provides access to WolframAlpha's LLM API for querying complex information in natural language, allowing for structured responses on topics like science, mathematics, and history. - **[R Econometrics](https://github.com/finite-sample/rmcp)** - Perform advanced econometric analyses using R, including linear regression, panel data modeling, and various diagnostic tests. Facilitate data-driven decision-making through sophisticated statistical analyses. - **[物理模拟实验室小程序](https://github.com/gp-zhong/Physics)** - A high-fidelity prototype for learning physics concepts through interactive 3D simulations and AI-assisted learning. It offers a data visualization feature to help students understand physical experiments more intuitively. - **[PubMedSearch](https://github.com/gradusnikov/pubmed-search-mcp-server)** - Search and retrieve academic papers from the PubMed database, providing access to titles, authors, journals, abstracts, and DOIs. - **[Graphistry Graph Visualization Server](https://github.com/graphistry/graphistry-mcp)** - Provides GPU-accelerated graph visualization and advanced network analytics for complex network data, facilitating pattern discovery and community detection through a standardized API. - **[DeepSeek-Claude](https://github.com/HarshJ23/deepseek-claude-MCP-server)** - Integrates DeepSeek R1's advanced reasoning engine with Claude to enhance reasoning capabilities for complex tasks. Supports intricate multi-step reasoning for improved precision and efficiency. - **[PapersWithCode Client](https://github.com/hbg/mcp-paperswithcode)** - Interface with the PapersWithCode API to retrieve information about research papers, authors, conferences, and methods. Utilize helper tools for enhancing the information processing and searching academic papers. - **[ArXiv MCP Server](https://github.com/huanongfish/arxiv-mcp)** - Search and access arXiv research papers through a simple interface, facilitating the retrieval and download of academic content for analysis. Streamline research with local storage and efficient access to extensive academic resources. - **[Music Analysis](https://github.com/hugohow/mcp-music-analysis)** - Analyze audio files to extract features such as beat, duration, and MFCCs, including support for audio from local files, YouTube links, or direct audio links. - **[Audio Analysis](https://github.com/hugohow/mcp-music-analysis)** - Analyze audio files and extract features such as beat, duration, MFCC, and spectral centroid values. Supports processing audio from local files, YouTube links, and audio links. - **[Quantum Computing Approach](https://github.com/iamleoluo/Quantum-Computing-Approach)** - Simulate classical physics phenomena using quantum computing techniques and tools like Qiskit. Provides interactive visualizations and insights into complex systems such as superconductivity and magnetism. - **[Reasoner](https://github.com/Jacck/mcp-reasoner)** - Systematic reasoning server implementation for Claude Desktop, supporting Beam Search and Monte Carlo Tree Search (MCTS) for enhanced complex problem-solving. Features experimental algorithms for policy simulation and adaptive exploration. - **[bioRxiv MCP Server](https://github.com/JackKuo666/bioRxiv-MCP-Server)** - Search for bioRxiv papers, retrieve detailed metadata, and download papers to support biological sciences research and analysis. - **[Crossref MCP Server](https://github.com/JackKuo666/Crossref-MCP-Server)** - Connect to Crossref's database to search and access academic paper metadata, including metadata retrieval for specific papers, journals, and funding organizations using various queries. - **[Google Scholar MCP Server](https://github.com/JackKuo666/Google-Scholar-MCP-Server)** - Enables AI assistants to perform searches on Google Scholar to access academic papers, retrieve paper metadata, and gather detailed author information. Facilitates efficient academic research through a seamless programmatic interface. - **[PubMed MCP Server](https://github.com/JackKuo666/PubMed-MCP-Server)** - Connects AI models to PubMed for searching, accessing, and analyzing biomedical articles, allowing retrieval of detailed metadata and deep analysis of research papers. Facilitates access to full-text PDFs and supports specialized prompts for comprehensive paper examination. - **[Sci-Hub MCP Server](https://github.com/JackKuo666/Sci-Hub-MCP-Server)** - Connects to Sci-Hub for searching, accessing, and analyzing academic papers. Supports retrieving metadata and downloading full-text PDFs programmatically. - **[PubChem MCP Server](https://github.com/JackKuo666/PubChem-MCP-Server)** - Access and retrieve information about chemical compounds from PubChem, including detailed property data and molecular structures through a simple interface. Supports queries by name, SMILES, or CID to streamline research and analysis in chemistry. - **[PubTator Server](https://github.com/JackKuo666/PubTator-MCP-Server)** - Access and analyze biomedical literature with advanced annotation and relationship mining capabilities. Programmatically search and export literature data through a user-friendly interface. - **[Scholarly Article Search Server](https://github.com/jayanthbagare/mcp-scholarly)** - Search for accurate academic articles by keyword to facilitate research workflows. Integrates with applications to provide seamless retrieval of scholarly papers. - **[MATLAB Integration Server](https://github.com/jigarbhoye04/MatlabMCP)** - Execute MATLAB code seamlessly from Python, enabling efficient computation and data analysis with a shared MATLAB session that optimizes performance and resource utilization. - **[JuliaDDA](https://github.com/jinsoo/DDA_julia.jl)** - Perform scattering calculations using the discrete-dipole approximation for various geometrical shapes, including spheres. Utilize wave parameters to analyze scattering effects based on defined objects and their properties. - **[QGIS Model Context Protocol Integration](https://github.com/jjsantos01/qgis_mcp)** - Connects Claude AI to QGIS for project management and layer manipulation, enabling the creation, loading, and saving of projects, along with executing processing algorithms and running Python code directly within QGIS. - **[Q-Anon Posts/Drops Server](https://github.com/jkingsman/qanon-mcp-server)** - Provides access to a dataset of Q-Anon posts for research purposes, enabling users to search, filter, and analyze the content for sociological insights. - **[Bonsai-mcp](https://github.com/JotaDeRodriguez/Bonsai_mcp)** - Connects Blender with Claude to analyze and manipulate IFC models, enabling querying of project information, exploration of spatial structures, and execution of Python code within Blender. - **[Deep Learning AI Training](https://github.com/KangDeokWon-droid/Deep-Learning-)** - Provides tools and resources for training and experimenting with artificial intelligence models. Facilitates model development and evaluation with integrated datasets and utilities. - **[Atom of Thoughts](https://github.com/kbsooo/MCP_Atom_of_Thoughts)** - Enhance applications with advanced language models for idea generation, analysis, and manipulation. Context-aware interactions enable transformation of workflows through intelligent thought processing. - **[PubMed Enhanced Search Server](https://github.com/leescot/pubmed-mcp-smithery)** - Search and retrieve academic papers from the PubMed database using enhanced tools such as MeSH term lookup, publication statistics, and structured PICO-based evidence searches. - **[NASA Data Query Tool](https://github.com/liuwanglei-tal/nasa-mcp)** - Access a variety of NASA data through natural language queries, including astronomical images, Mars rover photos, Earth satellite images, near-Earth object data, and space weather information. - **[ImageOnC](https://github.com/luojunhui1/ImageOnC)** - Implement vehicle license plate recognition using C/C++ on FPGA, utilizing OpenCV for image display and Eigen for optimized matrix operations. The project includes code for training neural networks and processing license plate images. - **[GIS MCP Server](https://github.com/mahdin75/gis-mcp)** - Integrates GIS capabilities for geospatial analysis and operations, supporting geometric operations, coordinate transformations, and spatial calculations. Utilizes GIS libraries such as Shapely and PyProj for enhanced AI spatial functionality. - **[Open Model Zoo](https://github.com/MJBeauty/open_model_zoo)** - A collection of optimized deep learning models and demos designed to facilitate the development of high-performance deep learning inference applications using pre-trained models. Offers integration and validation tools with automation scripts for rapid deployment. - **[IDA Pro MCP](https://github.com/mrexodia/ida-pro-mcp)** - Enables reverse engineering in IDA Pro through a simple integration that allows interaction with various MCP tools. Provides functionality for checking connection status, retrieving metadata, and accessing functions by name or address. - **[DeepLucid3D UCPF Server](https://github.com/MushroomFleet/DeepLucid3D-MCP)** - Provides advanced cognitive analysis and problem-solving capabilities using structured cognitive tools, enabling users to assess cognitive states, generate novel perspectives, and decompose complex problems for effective solutions. - **[Garbage Sorting App](https://github.com/nansasuke/GarbageSorting)** - Identify and classify waste using image and voice recognition techniques to streamline the recycling process and enhance environmental awareness. - **[MyMCP Server](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol)** - Integrate various tools for enhanced development workflows, including managing emails, calendars, and research tasks. It provides functionalities for development tools, data fetching, and leveraging academic resources. - **[MyMCP Server](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol)** - Integrates various tools and services for AI-powered workflows, facilitating interaction with email, calendars, development tools, and research resources. - **[NCBI Entrez Adapter](https://github.com/noahzeidenberg/ncbi-mcp)** - Query and analyze NCBI Entrez databases, including PubMed, Gene, and Protein, to retrieve detailed gene information and summaries. Facilitate exploration of gene relationships and integrate with bioinformatics workflows. - **[Shannon Thinking](https://github.com/olaservo/shannon-thinking)** - Guides complex problem-solving by breaking down challenges into structured thoughts using a systematic methodology. Supports iterative revisions and empirical validation for engineering design and optimization tasks. - **[Paper Search](https://github.com/openags/paper-search-mcp)** - Search and download academic papers from various sources such as arXiv, PubMed, bioRxiv, and Sci-Hub. Integrates with large language models to streamline access to scholarly articles and enhance research workflows. - **[Binary Ninja Cline MCP Server](https://github.com/opensensor/bn_cline_mcp)** - Analyze binaries efficiently using Binary Ninja's powerful analysis capabilities through the MCP framework. Connect to Cline for enhanced functionality and seamless integration. - **[arXiv MCP Server](https://github.com/prashalruchiranga/arxiv-mcp-server)** - Interact with the arXiv API to retrieve scholarly article metadata, download PDFs, and search for articles using natural language queries. Enhance research workflows by directly accessing arXiv content within a large language model environment. - **[PRIDE Archive Search Server](https://github.com/PRIDE-Archive/mcp_pride_archive_search)** - Search and explore proteomics datasets from the PRIDE Archive using structured queries. It facilitates the integration of AI models with biomedical research data for efficient data retrieval and analysis. - **[NASA MCP Server](https://github.com/ProgramComputer/NASA-MCP-server)** - Connects AI models to over 20 NASA APIs, providing a standardized interface for data retrieval and interaction. Supports automatic parameter validation and error handling for optimized data consumption. - **[Oorlogsbronnen MCP Server](https://github.com/r-huijts/oorlogsbronnen-mcp)** - Enables AI-powered access to the Oorlogsbronnen database for natural language queries related to historical World War II archives from the Netherlands. - **[Deep Research Server](https://github.com/reading-plus-ai/mcp-server-deep-research)** - Conduct comprehensive research on complex topics by generating structured research reports and synthesizing information from diverse sources. This tool enables in-depth exploration of questions and identification of relevant sources. - **[Neural Child Development System](https://github.com/renatokuipers/neural-child)** - Integrates psychological growth and emotional intelligence to develop AI systems through defined developmental stages, enhancing cognitive and emotional capabilities. - **[Wolfram Alpha Integration Server](https://github.com/akalaric/mcp-wolframalpha)** - Integrates Wolfram Alpha into chat applications to perform computational queries and retrieve structured knowledge, enhancing conversational capabilities with large language models. Supports a modular architecture for easy extension and multiple client interactions. - **[VCD MCP Server](https://github.com/SeanMcLoughlin/mcp-vcd)** - Handles value change dump (VCD) waveforms for AI models, providing specific signal changes within defined timestamp ranges to optimize context management for large waveform files. - **[SAMtools Model Control Protocol](https://github.com/sirusb/samtools_mcp)** - Provides tools for viewing, converting, sorting, indexing, and analyzing SAM/BAM/CRAM genomic files. Facilitates efficient bioinformatics workflows with region-specific analysis and statistics generation. - **[Stargazing](https://github.com/StarGazer1995/mcp-stargazing)** - Calculate altitude, rise, and set times of celestial objects based on geographic location, while also analyzing light pollution to improve stargazing conditions. Supports a variety of celestial objects including the Sun, Moon, planets, and deep-space entities. - **[Retrieval-Augmented Thinking](https://github.com/stat-guy/retrieval-augmented-thinking)** - Enhances AI model reasoning and problem-solving capabilities by employing structured retrieval-augmented thinking processes. Provides features like adaptive thought chains, iterative hypothesis generation, and real-time context coherence for complex reasoning tasks. - **[SVM Learn](https://github.com/svmlearn/-)** - Supports training, testing, and deploying support vector machine models for classification tasks. Facilitates advanced algorithm utilization to improve predictive performance within machine learning projects. - **[MCP Solver](https://github.com/szeider/mcp-solver)** - Integrates SAT, SMT, and constraint solving capabilities with Large Language Models, enabling interactive creation, editing, and solving of constraint models in MiniZinc, SAT models in PySAT, and SMT formulas using Z3 Python. - **[PubMed Server](https://github.com/t0mst0ne/pubmed-mcp-easy)** - Search and retrieve biomedical literature and research papers from PubMed. Supports advanced searches, batch querying, and retrieval of abstracts and full texts of open access articles. - **[UniProt MCP Server](https://github.com/TakumiY235/uniprot-mcp-server)** - Fetch protein information from UniProt, enabling access to detailed data about protein functions and sequences. Supports both individual and batch retrieval of protein information, including name, function description, full sequence, and organism details. - **[MATLAB](https://github.com/Tsuchijo/matlab-mcp)** - Integrate with MATLAB to create and execute MATLAB scripts and functions via MCP clients. Supports automation of MATLAB programming tasks within various applications. - **[Civil Engineering Tools Server](https://github.com/tutumomo/MCP-civil-tools)** - Provides civil engineering calculation tools including coordinate conversions between latitude/longitude and UTM/TWD97, Manning's coefficient lookup, soil pressure coefficient calculations, and drainage flow computations. Integrates seamlessly with LLM applications and AI tools for streamlined civil engineering workflows. - **[UniProt Server](https://github.com/vitamin3615/uniprot-mcp-server)** - Fetch protein information seamlessly from the UniProt database, including detailed data, sequences, functions, and structures. Supports integration with MCP-compatible AI applications for enhanced protein analysis. - **[U-Net Biomedical Image Segmentation](https://github.com/vishwa684/unet)** - Train and deploy U-Net models for biomedical image segmentation using the Medical Decathlon dataset, with support for both 2D and 3D U-Net scripts. Visualize predictions and assess model performance through comprehensive demos and visual outputs. - **[PyMOL MCP](https://github.com/vrtejus/pymol-mcp)** - Connects PyMOL to Claude AI for natural language interaction with molecular visualization and analysis, enabling intelligent command parsing and structural analysis. - **[Visual Reasoning Server](https://github.com/waldzellai/model-enhancement-servers)** - Enables language models to perform visual and spatial reasoning by creating and manipulating diagrammatic representations such as graphs and flowcharts. Supports multi-modal outputs and iterative refinement through a flexible visual element manipulation system. - **[Scientific Method Server](https://github.com/waldzellai/model-enhancement-servers)** - Guides language models through rigorous scientific reasoning by structuring the inquiry process, facilitating systematic hypothesis testing, experimental design, and evidence evaluation to enhance model accuracy and transparency. - **[OpenRouter Agents](https://github.com/wheattoast11/openrouter-deep-research-mcp)** - Connects to specialized AI agents for conducting complex research tasks through an orchestration system that enables multi-stage planning and parallel execution, resulting in high-quality, tailored research outcomes. - **[gpu.cpp](https://github.com/wiSCADA/gpu.cpp)** - A lightweight C++ library for portable GPU computation that uses the WebGPU specification, enabling seamless integration of GPU capabilities across a variety of hardware platforms. It supports multiple GPU backends, including Vulkan, Metal, and DirectX, facilitating efficient development and fast iterations. - **[ArXiv Server](https://github.com/wj2333wj/arxiv-mcp-server)** - Enables searching, downloading, and analyzing arXiv research papers through an MCP interface, managing local storage for efficient retrieval and utilizing specialized prompts for comprehensive analysis. - **[nf-core MCP Server](https://github.com/wjlim/nf-core_mcp)** - Manage and navigate nf-core pipeline repositories, providing access to configurations, workflows, and modules while enabling the search through pipeline files to enhance bioinformatics project efficiency. - **[TensorFlow Models](https://github.com/woodamsim/models)** - Provides a collection of TensorFlow models, including examples and research implementations, facilitating access to various machine learning solutions and learning resources. Users can explore TensorFlow capabilities through well-maintained models and associated tutorials. - **[AIClaude](https://github.com/ygboy1986/AIClaude)** - Integrates DeepSeek R1's advanced reasoning engine with Claude for complex multi-step reasoning tasks. Enhances language processing capabilities to deliver precise and efficient responses. - **[Pyodide Server](https://github.com/yonaka15/mcp-pyodide)** - Execute Python code through the Model Context Protocol interface, enabling Large Language Models to leverage Python capabilities within their responses. The server supports both stdio and SSE transport modes and is implemented in TypeScript. - **[Scientific Computing Server](https://github.com/YuChenSSR/symbolica-mcp)** - Facilitates symbolic computing, mathematical analysis, and data visualization for scientific and engineering applications using libraries like NumPy, SciPy, and Matplotlib in a containerized setup. Supports complex matrix calculations, statistical analysis, and machine learning tasks. - **[Quantum Simulator](https://github.com/YuChenSSR/quantum-simulator-mcp)** - Simulates quantum circuits incorporating noise models and visualizes results. Supports OpenQASM 2.0 and various quantum algorithms with integration into MCP clients for streamlined use. - **[Semantic Scholar MCP Server](https://github.com/zongmin-yu/semantic-scholar-fastmcp-mcp-server)** - Provides access to academic paper data, author information, and citation networks through the Semantic Scholar API. Facilitates interaction with various academic resources for research purposes. - **[Scholarly Article Search Server](https://github.com/ywwAHU/mcp-scholarly)** - Search for academic articles using the MCP server by querying a dedicated tool for relevant papers based on keywords. Access trusted academic sources for streamlined research. - **[Scientific Computing Resource Server](https://github.com/zchaffee1/mcp-server)** - Provides access to scientific computing resources, enabling HDF5 file operations, Slurm job management, and hardware information retrieval. Facilitates data compression and decompression using gzip or zlib. - **[Apktool MCP Server](https://github.com/zinja-coder/apktool-mcp-server)** - Integrate Apktool with LLMs to enable real-time reverse engineering of Android APKs. Perform decompilation, code review, and AI-driven analysis while managing resources and vulnerabilities. - **[Wikidata MCP Server](https://github.com/zzaebok/mcp-wikidata)** - Interact with Wikidata to search for entities, extract metadata, and execute SPARQL queries for enhanced data insights. - **[R Playground](https://github.com/zygi/r-playground-mcp)** - Executes R code, visualizes plots, and interacts with scientific data within stateful sessions. Supports multimodal outputs to enhance conversations around scientific topics. ## Content Creation - **[Content Summarizer Server](https://github.com/0xshellming/mcp-summarizer)** - The Content Summarizer Server helps users create brief summaries of various types of written content using advanced AI technology. It simplifies complex materials into easy-to-understand summaries, making it easier to grasp key ideas quickly. - **[MCP Style Server](https://github.com/1282saa/mcp_style)** - The MCP Style Server is an open-source tool that allows users to integrate external resources and prompts into AI workflows easily. It supports customization and quick testing of ML features for enhanced applications involving large language models. - **[PowerPoint Presentation Automation Server](https://github.com/1282saa/ppt_se)** - The PowerPoint Presentation Automation Server enables users to automatically create and manage PowerPoint presentations through a simple API. It allows for generating new slides, editing existing presentations, and adding various content elements like text, images, and charts. - **[PowerPoint Presentation Automation Server](https://github.com/1282saa/ppt)** - The PowerPoint Presentation Automation Server allows users to create and edit PowerPoint presentations automatically. It provides an easy way to generate slides, add content, and customize designs through simple API calls or natural language commands. - **[QRCode_MCP](https://github.com/1595901624/qrcode-mcp)** - QRCode_MCP is a server that allows users to easily create simple QR codes with various customizable styles. - **[Figma MCP 服务器](https://github.com/1yhy/Figma-Context-MCP)** - The Figma MCP Server connects Figma design files with AI coding tools, enabling more accurate and relevant code generation by allowing these tools direct access to design data instead of relying on screenshots. - **[Markdown to PDF Converter](https://github.com/2b3pro/markdown2pdf-mcp)** - This server converts Markdown documents into PDF files, allowing for customizable styles and syntax highlighting for code blocks. It provides an easy way to generate well-formatted PDFs from text-based Markdown content. - **[Magic MCP](https://github.com/21st-dev/magic-mcp)** - Magic MCP is an AI tool that allows developers to create user interface components simply by describing them in everyday language. It works with popular coding environments, making the UI design process faster and more intuitive. - **[Qiita MCP Server](https://github.com/2bo/qiita-mcp-server)** - The Qiita MCP Server allows AI models to interact with Qiita, enabling users to easily create, read, and update articles on the platform. It streamlines the process of sharing knowledge by connecting AI agents with the Qiita API. - **[ComfyUI_StoryDiffusion](https://github.com/396001000/ComfyUI_StoryDiffusion)** - ComfyUI_StoryDiffusion allows users to create visually enhanced stories by integrating advanced image generation features into the ComfyUI platform. It utilizes the StoryDiffusion and MS-Diffusion models for creative storytelling through visuals. - **[FiveM Documentation](https://github.com/BearCNR/fivem-docs)** - The FiveM Documentation server provides detailed guides and reference materials for developers working with the FiveM platform. It aims to help users effectively create and modify their FiveM servers through accessible resources. - **[Bilibili MCP](https://github.com/34892002/bilibili-mcp-js)** - The Bilibili MCP server allows users to search for videos on Bilibili, a popular Chinese video-sharing platform. It provides a straightforward API for retrieving video details such as titles, authors, view counts, and durations. - **[Solana Trading Server](https://github.com/8bitsats/SOLANA_TRACKER_MCP_SERVER)** - A server for launching Solana tokens with capabilities for token concept generation, image creation, and unique identifier production. It enables seamless deployment on the Solana blockchain with real-time feedback during the token creation process. - **[TouchDesigner MCP Server](https://github.com/8beeeaaat/touchdesigner-mcp)** - The TouchDesigner MCP Server allows AI agents to interact with TouchDesigner projects by creating, modifying, and deleting project elements, as well as executing Python scripts to automate tasks. - **[Open Library MCP Server](https://github.com/8enSmith/mcp-open-library)** - Connect AI assistants to the Open Library to search and retrieve detailed information about books and authors, providing structured JSON responses. - **[Solana Trading Server](https://github.com/8bitsats/Solana-MCP-Trading-Server)** - A server for launching and managing Solana tokens with integrated AI features for token concept generation, image creation, and DNA sequence generation for unique identifiers. - **[Swiss MCP](https://github.com/a1j9o94/swiss)** - Swiss MCP is designed to orchestrate complex AI tasks by coordinating multiple AI tools, enabling streamlined interactions across various resources. - **[Nostr MCP Server](https://github.com/AbdelStark/nostr-mcp)** - Connects AI models to the Nostr network for posting notes and facilitating interactions in a censorship-resistant environment, adhering to the freedom of speech protocol. - **[Manim MCP Server](https://github.com/abhiemj/manim-mcp-server)** - Executes Manim animation code and returns rendered videos, while managing temporary file cleanup and providing environment variable configuration for customization. - **[Sonic Pi MCP](https://github.com/abhishekjairath/sonic-pi-mcp)** - Interact with Sonic Pi through OSC messages to create and control music programmatically. Execute Sonic Pi code and play notes with customizable synth parameters seamlessly. - **[Kagi Search](https://github.com/ac3xx/mcp-servers-kagi)** - Access Kagi's search engine to perform web searches, providing high-quality, ad-free results through its API. The server is currently in private beta and includes functionality for basic search operations. - **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video platform supporting real-time interactions, featuring video playback, live comments, and content management functionalities. It includes video transcoding, real-time messaging, and role-based access control through JWT-based authentication. - **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video sharing platform that supports real-time interactions, including video playback, comments, and user engagement. It features video transcoding, WebSocket-based real-time communication, and role-based access control for secure management. - **[Video Convert](https://github.com/adamanz/mcp-video-converter)** - Convert video, audio, and image files between various formats using FFmpeg. Check for FFmpeg installation and retrieve information on supported file formats for conversion. - **[MCP Video Converter](https://github.com/adamanz/mcp-video-converter)** - Automates video, audio, and image file conversions between various formats and checks for FFmpeg installation. Supports multiple media formats for input and output, facilitating seamless media file management. - **[Framelink Figma MCP](https://github.com/adexdsamson/Figma-Context-MCP)** - Connects AI coding agents to Figma design data to facilitate the implementation of designs across various frameworks efficiently, streamlining the design-to-code workflow by providing essential Figma metadata for improved code generation. - **[Reddit Content](https://github.com/adhikasp/mcp-reddit)** - Fetch and analyze content from Reddit, including retrieving hot threads and detailed post content with comments across various post types such as text, link, and gallery. - **[Stata China Provincial Map Data and Visualization](https://github.com/agan2021/stata-prov-map)** - Provides data and visualization tools for creating detailed Chinese provincial maps in Stata, including features for scale bars, north arrows, and various geographic lines. Supports plotting discrete and continuous variables, point plotting, and combined charts like pie charts on maps, along with geographic coordinate transformations and map customization. - **[Ableton Live Integration](https://github.com/ahujasid/ableton-mcp)** - Connect Claude AI to Ableton Live for prompt-assisted music production, enabling manipulation and control of MIDI and audio tracks, clip creation, and session management. - **[Dify Server](https://github.com/AI-FE/dify-mcp-server)** - Integrates the Dify AI API to generate Ant Design business component code, supporting both text and image inputs while handling file uploads and providing stream-based responses. - **[Scraper.is MCP Server](https://github.com/Ai-Quill/scraperis-mcp)** - A web scraping tool that enables extraction of data from websites using natural language queries, providing structured results in JSON or Markdown formats. It also supports capturing screenshots and offers real-time progress updates during scraping operations. - **[AI00 RWKV Server](https://github.com/Ai00-X/ai00_server)** - Provides an inference API for the RWKV language model, enabling tasks such as chatbots, text generation, and translation, while ensuring fast performance and GPU acceleration without relying on heavy runtimes like PyTorch or CUDA. - **[AI-StoryLab](https://github.com/aigc17/Al-StoryLab)** - AI-StoryLab generates interactive stories with accompanying audio effects and provides illustration prompts. It leverages AI services for story creation, voice synthesis, sound effect generation, and suggests relevant audio placements. - **[Neurolora](https://github.com/aindreyway/mcp-neurolora)** - Collects and organizes code from directories while providing tools for code analysis and documentation generation using the OpenAI API. - **[Amazon Rainforest Travel Guide](https://github.com/Ajey95/MCP)** - An AI-powered travel assistant that helps users plan routes and discover accommodations, adventure spots, and cultural sites in the Amazon Rainforest while providing essential travel precautions and real-time information through location-based services. - **[Blender Integration](https://github.com/ahujasid/blender-mcp)** - Connects Claude AI with Blender for 3D modeling and scene manipulation, enabling the creation and modification of 3D objects and materials through prompt assistance. Automates tasks in Blender using Python code for enhanced workflow efficiency. - **[Metal Framework](https://github.com/aldrin-labs/metal-mcp-server)** - Search Metal Framework documentation and generate Metal code for common tasks using natural language queries. Supports querying documentation and generating code in Objective-C, Swift, or Metal based on task descriptions. - **[MCP Server Example](https://github.com/alejandro-ao/mcp-server-example)** - Integrates with various LLM clients to provide standardized access to different data sources and tools. Enables seamless data access and manipulation through a standardized protocol for AI applications. - **[MCP Server for Continue](https://github.com/alexsmirnov/obsidian-second-brain-mcp)** - Expose customizable prompt templates and tools to assist in software development. Integrate a conversational LLM for refining ideas, generating tests, and creating project blueprints while streamlining the coding process with web search and documentation resources. - **[TextGuard AI](https://github.com/algorithm07-ai/TextGuardAI)** - Classifies and detects spam in text content using advanced AI models. Offers a simple REST API for both single and batch text analysis with tiered access options and detailed confidence scoring. - **[DeepResearch](https://github.com/ameeralns/DeepResearchMCP)** - Conducts iterative research on various topics through automated web searches and generates comprehensive reports that include executive summaries, analyses, and visualizations while ensuring content management and error resilience. - **[Cloudflare Browser Rendering](https://github.com/amotivv/cloudflare-browser-rendering-mcp)** - Fetch and process web content for contextual use in LLMs, with capabilities for structured content extraction and documentation search. Capture screenshots of web pages to enhance insights and contextual understanding. - **[YouTube](https://github.com/anaisbetts/mcp-youtube)** - Downloads subtitles from YouTube videos using yt-dlp and summarizes them through Claude.ai via the Model Context Protocol. - **[Docusaurus Static Site Generator](https://github.com/anewkim/docusaurus)** - Generate and deploy modern static websites efficiently, with features for live reloading during development and seamless deployment to GitHub Pages or other static hosting services. Provides an extensible framework for website management and content generation. - **[RoCQ](https://github.com/angrysky56/mcp-rocq)** - Provides advanced logical reasoning capabilities through integration with the Coq proof assistant, enabling automated dependent type checking, inductive type definitions, and property proving with custom tactics and automation. - **[Jokes MCP Server](https://github.com/Anilinfo2015/coding-ccp)** - Delivers concise, engaging jokes on demand, including various categories such as Chuck Norris, Dad, and Yo Mama jokes. Integrates with Microsoft Copilot Studio to enable AI agents to fetch tailored humor while filtering out offensive content. - **[UML Model Context Protocol](https://github.com/antoinebou12/uml-mcp)** - Integrate UML modeling capabilities into applications for dynamic generation and manipulation of UML diagrams, supporting various types of diagrams including Class, Sequence, and Activity. Enables seamless creation and collaboration through visual representations of systems. - **[fal.ai Model Server](https://github.com/antonioevans/mcp-fal)** - Provides access to fal.ai models and services through a standardized interface for listing, searching, generating content, managing queued requests, and uploading files to a CDN. - **[MCP Server Sample](https://github.com/antonioscapellato/mcp-server-sample)** - Provides a functional implementation of the Model Context Protocol (MCP) server that connects various LLM clients to tools, resources, and prompts for enhanced AI capabilities. - **[Visualization Charts Server](https://github.com/antvis/mcp-server-chart)** - Generates various types of charts using AntV through the Model Context Protocol. It offers chart generation capabilities tailored for different data visualization needs. - **[DaVinci Resolve MCP Server](https://github.com/apvlv/davinci-resolve-mcp)** - Connect and control DaVinci Resolve projects, manage media, and execute Python code through an AI interface for enhanced video editing automation. - **[Contentful Management Server](https://github.com/arjunkmrm/contentful-mcp)** - Manage Contentful content, spaces, and content types through full CRUD operations, bulk publishing, and environment management using smart pagination to optimize large language model context usage. - **[Figma MCP Server](https://github.com/ArticPenguin/Figma-Context-MCP)** - Integrate Figma design files with AI-powered coding tools to fetch relevant metadata, enhancing design accuracy and coding efficiency. Streamlines the process of implementing designs in AI tools by enabling access to Figma's design data. - **[MCP Multilspy](https://github.com/asimihsan/mcp-multilspy)** - Expose Language Server Protocol capabilities for language intelligence features, enabling retrieval of code completions, definitions, and references across various programming languages. Supports static analysis and facilitates easy integration with MCP-compatible clients. - **[Wise Backend](https://github.com/atlas-comstock/hika-mcp-server)** - Provides real-time streaming of AI-generated knowledge and perspectives through the Server-Sent Events (SSE) protocol, enhancing user search experiences by offering diverse cognitive insights. - **[Netease Cloud Music FLAC Downloader](https://github.com/atlas-comstock/NeteaseCloudMusicFlac)** - Downloads lossless FLAC music from Netease Cloud Music playlists to local storage, streamlining the process of collecting high-quality tracks. Primarily designed for users seeking Hi-Fi music collections from the platform. - **[Hika MCP Server](https://github.com/atlas-comstock/hika-mcp-server)** - Stream real-time AI-generated perspectives using Server-Sent Events (SSE) for enhanced knowledge exploration. Facilitate the exploration of multiple cognitive viewpoints on search queries, allowing users to deep dive into related knowledge domains. - **[Claude Code MCP Server](https://github.com/auchenberg/claude-code-mcp)** - Integrate software engineering capabilities through a standardized MCP interface, enabling the execution of shell commands, code analysis, and file management. This tool enhances development workflows by providing seamless access to various coding resources. - **[AutoGPT](https://github.com/Autogpt33/Auto--GPThirty3)** - Create and manage AI agents for various tasks, enabling users to build, test, and delegate assignments effectively. Designed to facilitate the integration of AI into workflows, enhancing productivity and creativity. - **[autogpt](https://github.com/Autogpt33/AutoGPT)** - AutoGPT provides a modular and extensible framework for developing AI agents, enabling users to build and test various functionalities in a cohesive environment. - **[Replicate Flux MCP](https://github.com/awkoy/replicate-flux-mcp)** - Generate images from text prompts using advanced AI models. Customize parameters for tailored outputs with secure and local processing. - **[React Analyzer](https://github.com/azer/react-analyzer-mcp)** - Analyze React component files to extract detailed information about components and their props, and generate comprehensive documentation for React projects, enhancing code understanding and maintenance. - **[AI 文章改寫助手](https://github.com/azrae26/GPT_Text_Rewriting)** - A Chrome extension for enhancing writing efficiency by quickly rewriting and optimizing text content using various AI models. Features include automatic recognition of special text patterns, customizable rewriting commands, and stock code assistance. - **[Xmind Generator](https://github.com/BangyiZhang/xmind-generator-mcp)** - Generate structured mind maps with hierarchical topics, notes, and labels, and save them as files to local storage. Integrate seamlessly with Claude Desktop and other MCP clients for enhanced mind mapping capabilities. - **[Front Code Summary](https://github.com/zcardb/front-code-sum)** - Summarize front-end learning materials and showcase small demo projects. Provides concise notes and practical examples for better understanding of front-end technologies. - **[Agent Construct](https://github.com/batteryshark/agent_construct)** - Standardizes access to tools and data for AI applications, facilitating dynamic tool discovery and execution through a unified interface. It serves as a central hub for managing context and tool integration in AI models. - **[Radarr and Sonarr Integration](https://github.com/BerryKuipers/mcp_services_radarr_sonarr)** - Access and manage your movie and TV show collection through Radarr and Sonarr APIs. Query and filter media information based on various criteria such as watched status and year. - **[DeepSeek Free API](https://github.com/bertGPT-feng/deepseek-free-api)** - Provides access to conversational AI capabilities, enabling multi-turn dialogues and internet searches with zero configuration deployment. Fully compatible with ChatGPT interfaces for enhanced interaction. - **[Quill Rich Text Editor](https://github.com/BH-NOTHING/quill)** - A rich text editor that enables the creation and manipulation of formatted text content in web applications, supporting various styles and formats. It provides an intuitive interface and robust features for enhanced user engagement. - **[Neovim Server](https://github.com/bigcodegen/mcp-neovim-server)** - Integrates Claude Desktop with Neovim using the Model Context Protocol (MCP), allowing interaction with Neovim's text editing features and workflows. Enables viewing of current buffers, accessing cursor locations, executing Vim commands, and making text edits through a socket connection. - **[Code Explainer](https://github.com/BillDuke13/code-explainer-mcp)** - Analyzes and explains code, providing detailed breakdowns of its structure and functionality across multiple programming languages. Insights include an architecture diagram, core functionality analysis, and a component breakdown of main classes and functions. - **[Web Accessibility Analysis Server](https://github.com/bilhasry-deriv/mcp-web-a11y)** - Analyze web accessibility of any URL and simulate color blindness using color matrices. The server provides detailed reporting based on the accessibility analysis results. - **[Gauntlet-Incept](https://github.com/Birdsmith/Gauntlet-Incept-MCP)** - Generates high-quality educational content tailored for K-8 students, including articles and question banks, while integrating seamlessly with Claude Desktop for dynamic content generation and grading. - **[Penrose](https://github.com/bmorphism/penrose-mcp)** - Create mathematical diagrams using domain-specific languages that define mathematical types, objects, relationships, and visual representation rules. - **[Grok Plugin](https://github.com/Bob-lance/grok-mcp)** - Connects to Grok AI to generate chat responses, analyze images, and invoke function calls, integrating these features directly into applications using the Model Context Protocol. - **[Luma AI MCP Server](https://github.com/bobtista/luma-ai-mcp-server)** - Integrates with Luma AI's Dream Machine API to facilitate the generation and manipulation of AI-generated videos and images. Offers tools for text-to-video generation, image processing, and audio integration to enhance creative projects. - **[Spotify Integration Server](https://github.com/boristopalov/spotify-mcp)** - Connects Claude with Spotify to control playback, manage music libraries, and retrieve information about tracks, albums, artists, and playlists. - **[Summarization Functions](https://github.com/Braffolk/mcp-summarization-functions)** - Provides intelligent text summarization to condense output and reduce token usage, preventing potential crashes during extensive tasks. - **[MCP Chain of Draft (CoD) Prompt Tool](https://github.com/brendancopley/mcp-chain-of-draft-prompt-tool)** - Transforms prompts using another LLM while applying Chain of Draft or Chain of Thought reasoning techniques, producing minimal yet informative intermediate outputs to enhance task execution and reduce token usage. - **[Bluesky MCP Server](https://github.com/brianellin/bsky-mcp-server)** - Connect to Bluesky and interact with the ATProtocol using natural language to fetch, analyze, and post content seamlessly. Provides access to various Bluesky API endpoints directly within LLM applications. - **[Youtube Translate](https://github.com/brianshin22/youtube-translate-mcp)** - Interfacing with the YouTube Translate API to obtain transcripts, translations, subtitles, and summaries of YouTube videos. Enables searching video transcripts for specific keywords and phrases, and directly processes video content to enhance understanding. - **[Laravel Documentation Server](https://github.com/brianirish/laravel-mcp-companion)** - Provides access to Laravel documentation and package recommendations for AI models, enabling dynamic search, reading, and updates from GitHub. Supports multiple Laravel versions and offers implementation guidance for popular packages. - **[Whimsical Diagram Creator](https://github.com/BrockReece/whimsical-mcp-server)** - Generate complex Whimsical diagrams programmatically using Mermaid markup and retrieve diagram URLs and images for easy iteration. - **[Gemini Server](https://github.com/bsmi021/mcp-gemini-server)** - Leverage Google's Gemini model capabilities for text generation and state management in chat applications through a standardized tool-based interface. Provides functionalities like content generation and function calling via the MCP standard. - **[Awesome ChatGPT Prompts](https://github.com/Bueya2020/awesome-chatgpt-prompts)** - Curated collection of effective prompts designed to enhance interactions with ChatGPT, enabling users to explore diverse use cases and improve their prompt crafting skills. - **[Mistral Codestral](https://github.com/bsmi021/mcp-mistral-codestral)** - Provides code completion, bug fixing, and automated test generation capabilities using Mistral's Codestral API, supporting multiple programming languages and ensuring comprehensive input validation. - **[SupaUI MCP](https://github.com/buoooou/mcp-ui-gen)** - Generates, fetches, and manages UI components using natural language commands. Integrates with Claude and Windsurf AI assistants for efficient UI development. - **[Seam](https://github.com/bystanderc/seam)** - Retrieve live streaming source URLs from various platforms, enabling efficient access to stream URLs and associated metadata. Offers a versatile tool for simplifying the live streaming process across multiple services. - **[Ollama Deep Researcher](https://github.com/Cam10001110101/mcp-server-ollama-deep-researcher)** - Conduct in-depth research on any topic by generating web search queries, gathering results, summarizing findings, and providing a comprehensive markdown summary of all sources used. - **[Houdini Integration](https://github.com/capoom/houdini-mcp)** - Connects Claude AI to Houdini for prompt-assisted 3D modeling, scene creation, and simulation setup. Enables control of Houdini nodes, geometry creation, and direct execution of Python code. - **[myExcel](https://github.com/cct20152/myExcel)** - A web-based spreadsheet application that supports essential Excel functions such as cell merging, insertion, deletion, and custom formatting. Users can interactively edit cells, apply styles, and manage cell selections through intuitive controls. - **[DocsFetcher](https://github.com/cdugo/package-documentation-mcp)** - Fetches package documentation from various programming languages for LLMs, providing structured data and analysis prompts without the need for API keys. Enables easy retrieval and comprehensive reference for developers. - **[Mermaid Flowchart Generator](https://github.com/chasey-ai/mermaid-mcp)** - Generates flowcharts and diagrams from text descriptions or Mermaid code and exports them as high-quality PNG images. Integrates seamlessly with MCP clients to interpret user inputs and produce visual representations of complex workflows. - **[Vercel AI SDK](https://github.com/chiziuwaga/vercel-ai-sdk-mcp-project)** - Integrates Vercel AI SDK core functionalities into AI development environments, enabling intelligent responses and dynamic data handling for applications. Supports features like object generation, text generation, streaming text, and UI component creation. - **[Vercel AI SDK MCP Server](https://github.com/chiziuwaga/vercel-ai-sdk-mcp-project)** - Integrates Vercel AI SDK capabilities into AI development environments to facilitate the generation of objects, text, and UI components. Supports seamless interaction with other tools like Figma and Magic MCP, enhancing design and development workflows. - **[Model Context Protocol Servers](https://github.com/chuanmingliu/servers)** - A collection of implementations for the Model Context Protocol (MCP) that enables secure, controlled access for large language models (LLMs) to various tools and data sources. These servers showcase versatility and extensibility through reference implementations using Typescript and Python MCP SDKs. - **[Shaka Packager Video Processing Server](https://github.com/coderjun/shaka-packager-mcp-server)** - Supports advanced video transcoding, packaging, and analysis using Shaka Packager. Facilitates format conversion, DRM application, and content preparation for streaming, featuring intelligent path handling and error management. - **[Next.js Project](https://github.com/colechengame/TCM_FBT)** - A web application framework that enables the building and deployment of performant web applications with features like automatic page updates and optimized font loading. - **[Context Generator](https://github.com/context-hub/generator)** - Automates the creation of organized context files for codebases to facilitate interaction with AI models like ChatGPT and Claude, enhancing tasks such as code refactoring and documentation. - **[Advanced YouTube](https://github.com/coyaSONG/youtube-mcp-server)** - Interact with YouTube data to search for videos, channels, and comments, and analyze performance metrics. Retrieve transcripts and generate summaries of video content. - **[Discogs Music Catalog Server](https://github.com/cswkim/discogs-mcp-server)** - Facilitates interaction with the Discogs music database to perform catalog operations, execute searches, and manage music collections. Enables integration with clients for streamlined music data workflows. - **[Blender Script Manager](https://github.com/cwahlfeldt/blender-mcp)** - Manage and execute Blender Python scripts in a headless environment while tracking execution results and metadata. Add, edit, and remove scripts efficiently to streamline Blender scripting workflows. - **[VideoLingo](https://github.com/CXL-edu/VideoLingo)** - A tool for transforming video content by generating high-quality translations and dubbing, focusing on creating accurate subtitles for global audiences. It includes functionality for downloading YouTube videos and improves the quality of machine translations and multi-line subtitles. - **[Mentor MCP Server](https://github.com/cyanheads/mentor-mcp-server)** - Provides LLM Agents with AI-powered Deepseek-Reasoning mentorship capabilities, enabling functionalities such as code review and design critique. - **[YouTube Insights](https://github.com/dabidstudio/youtubeinsights-mcp-server)** - Extract insights from YouTube videos, analyze transcripts, and retrieve metadata and channel information. Enable keyword-based video discovery to support content strategy development. - **[Researcher](https://github.com/DaInfernalCoder/perplexity-mcp)** - A simple notes system designed to manage and summarize text notes, incorporating an intelligent research assistant with search capabilities for handling various queries efficiently. - **[Research Assistant](https://github.com/DaInfernalCoder/perplexity-mcp)** - Utilizes Perplexity's Sonar Pro API to provide an intelligent research assistant with automatic query complexity detection, optimizing requests to the most suitable model for effective results. It includes search capabilities for straightforward questions and basic information lookup. - **[Decent Sampler Drums](https://github.com/dandeliongold/mcp-decent-sampler-drums)** - Generates DecentSampler drum kit configurations and presets, focusing on WAV file analysis and XML generation for preset creation. - **[ComfyUI](https://github.com/dangtanloc/ComfyUI)** - A visual graph-based interface for designing and executing advanced stable diffusion pipelines, enabling users to create complex workflows without coding. It features smart memory management and asynchronous processing, supporting both GPU and CPU usage for offline functionality. - **[ComfyUI](https://github.com/dangtanloc/ComfyUI)** - Design and execute stable diffusion pipelines using a visual graph interface, enabling the creation of complex workflows without coding. The server features powerful tools and memory management for offline functionality and integration with different models. - **[Perplexity Chat MCP Server](https://github.com/daniel-lxs/mcp-perplexity)** - Provides a Python-based interface to the Perplexity API for querying responses, maintaining chat history, and managing conversations. Supports model configuration via environment variables and stores chat data locally. - **[CAD Control Service](https://github.com/daobataotie/CAD-MCP)** - Control CAD software for drawing operations using natural language commands to create and modify CAD drawings without manual interaction. Supports multiple CAD applications, enhancing productivity through text-based instructions. - **[Face Generator](https://github.com/dasheck0/face-generator)** - Generate realistic human face images with customizable shapes, sizes, and backgrounds. Supports batch generation for multiple images and offers transparent backgrounds for non-square outputs. - **[Quick Chart Server](https://github.com/datafe/quick-chart-mcp)** - Facilitates interaction with Quick Chart for generating and retrieving chart images, streamlining data visualization for AI agents. Implements standardized charting capabilities through the Model Context Protocol. - **[SCAST](https://github.com/davidkingzyb/SCAST)** - Static code analysis and visualization tool that converts code into UML diagrams and flowcharts, enhancing understanding of code structure and flow. It supports multiple programming languages and utilizes advanced visualization tools like Mermaid and D3. - **[TikTok Integration Server](https://github.com/davibauer/tiktok-mcp)** - Analyze TikTok videos for virality factors, retrieve video content and subtitles, and engage in conversational interactions with TikTok videos. Access detailed metadata about posts including creator information, hashtags, and engagement metrics. - **[Markdown Downloader](https://github.com/dazeb/markdown-downloader)** - Download webpages and convert their content into markdown files. Features include a configurable download directory and automatic date-stamped filenames for organized storage. - **[Voice Recorder](https://github.com/DefiBax/mcp_servers)** - Record audio and transcribe it using advanced AI models like OpenAI's Whisper. Supports integration with AI agents for enhanced interactivity and includes prompts for common recording scenarios. - **[Parquet MCP Server](https://github.com/DeepSpringAI/search_mcp_server)** - Enables applications to perform web searches and extract relevant information from search results, while also allowing for similarity searches to identify related content. This functionality simplifies access to web data and enhances content discovery. - **[DeepSRT Server](https://github.com/DeepSRT/deepsrt-mcp)** - Generates concise summaries for YouTube videos in narrative or bullet-point formats with multi-language support. Integrates with MCP-enabled environments for efficient content accessibility. - **[DeepWriter MCP Server](https://github.com/deepwriter-ai/Deepwriter-MCP)** - Integrates with DeepWriter's API for managing content generation and project management tasks. Facilitates project creation, updating, deletion, and retrieval of project details through a standardized MCP interface. - **[DevHub CMS Integration](https://github.com/devhub/devhub-cms-mcp)** - Manage content within the DevHub CMS system, allowing for the creation, updating, and retrieval of blog posts and media through an intuitive interface. Integrates with Large Language Models to enhance content management tasks without direct API integration. - **[Personality Test Server](https://github.com/devshark/personality-test-mcp)** - Administer personality tests and provide assessments based on user responses. Score responses according to established personality frameworks and enable personalized AI feedback. - **[Blender Integration with AI Models](https://github.com/dhakalnirajan/blender-open-mcp)** - Integrates Blender with local AI models using natural language prompts to facilitate 3D modeling tasks. Employs the Model Context Protocol for structured communication and includes a Blender add-on for enhanced usability. - **[Xcode MCP Server](https://github.com/devyhan/xcode-mcp)** - Connects to Xcode for project management, enabling operations such as building, testing, archiving, code signing, and deployment to iOS devices. It also supports Swift Package Manager and iOS Simulator management. - **[LLM Gateway](https://github.com/Dicklesworthstone/ultimate_mcp_server)** - Connects AI models to various tools and data sources, facilitating intelligent task delegation and optimizing workflows by routing tasks to suitable models for cost-effective and high-quality outputs. - **[Trip Planner](https://github.com/Dips1902/Trip_Advisor)** - AI-powered trip planning assistant that creates personalized itineraries collaboratively based on user preferences using various interfaces including CLI, FASTAPI, and Streamlit. - **[Quran.com API Server](https://github.com/djalal/quran-mcp-server)** - Access the Quran.com corpus to retrieve chapters, verses, translations, and tafsirs through a standardized API. Facilitate integration of Quranic content into applications via a structured set of endpoints. - **[Plex Media Server Integration](https://github.com/djbriane/plex-mcp)** - Integrates with the Plex Media Server API to search for movies, retrieve movie details, and manage playlists. Provides functionalities such as finding movies by director and identifying missing films from a specific director's collection. - **[DeepSeek MCP Server](https://github.com/DMontgomery40/deepseek-mcp-server)** - Connects DeepSeek's language models with MCP-compatible applications, enabling users to integrate advanced AI capabilities seamlessly. Offers anonymous access to the DeepSeek API while masking user identity behind a proxy. - **[Sensei](https://github.com/dojoengine/sensei-mcp)** - Provides expert guidance for Dojo and Cairo development on Starknet. Assists developers with knowledge of the Dojo Entity Component System framework and best practices for smart contract development. - **[LGTM](https://github.com/dongri/mcp-server-lgtm)** - Fetch random LGTM (Looks Good To Me) images for use in code reviews and developer communications, providing markdown code for embedding images and direct image URLs. - **[Unsplash Smart MCP Server](https://github.com/drumnation/unsplash-smart-mcp-server)** - Connects AI models to Unsplash for searching and delivering stock photos with context-aware selection and automatic attribution management. - **[Gatsby DatoCMS Portfolio Demo](https://github.com/drxekus/gatsbyjs-test)** - A static portfolio website that utilizes GatsbyJS to integrate and display content from DatoCMS, enabling easy management and showcasing of content through its API. - **[Instagram MCP Server](https://github.com/duhlink/instagram-server-next-mcp)** - Fetch Instagram posts using an existing Chrome login session, featuring a modular architecture that facilitates configuration and error handling. Enables automatic media downloading and SEO-friendly content generation for social media management. - **[Dumpling AI MCP Server](https://github.com/Dumpling-AI/mcp-server-dumplingai)** - Integrates data scraping, content processing, and AI capabilities, with features for document conversion, web scraping, and knowledge management. Supports real-time information access through various data APIs and secure code execution. - **[Genesis](https://github.com/dustland/genesis-mcp)** - Run immersive simulations in the Genesis World with advanced visualization capabilities, enabling dynamic environments and interactions through a user-friendly interface. - **[Flexible Agents System](https://github.com/DynamicEndpoints/flexable-agents)** - Provides intelligent customer service and content creation solutions through AI-powered agents, supporting multilingual inquiries and automated workflows. Features include sentiment analysis, knowledge base integration, and creative content generation across various formats. - **[Gherkin File Generator Server](https://github.com/eax/testai-mcp-server)** - Generate Gherkin feature files based on user-defined data through a standardized interface, enabling easy integration with other applications. Streamline the creation of behavior-driven development (BDD) specifications with automated file generation. - **[Ldoce Server](https://github.com/edgardamasceno-dev/ldoce-mcp-server)** - Extracts and structures data from the Longman Dictionary for specified words, providing detailed linguistic information in a standardized JSON format. It retrieves data such as definitions, examples, and origins by connecting to the dictionary's web page. - **[SmileAPI Messaging Server](https://github.com/edupoli/smileapi-mcp)** - Enables seamless integration of messaging capabilities into applications through the SmileAPI, facilitating the sending of text, images, videos, audio, and documents. Leverages pre-built tools to enhance communication workflows. - **[AI-Powered Interview Roleplay](https://github.com/Ejb503/systemprompt-mcp-interview)** - Engage in realistic interview scenarios with customizable AI personas for practice and feedback on interview responses. Improve interview skills through tailored learning experiences. - **[ElevenLabs MCP Server](https://github.com/elevenlabs/elevenlabs-mcp)** - This server provides APIs for generating speech, voice cloning, and audio transcription. It facilitates seamless interaction with text-to-speech and audio processing functionalities. - **[Lovable Project Interface](https://github.com/elinmaks/mining-terminal-express)** - Facilitates intuitive web-based editing and deployment of applications with automatic commits to a repository. Supports integration with IDEs and GitHub Codespaces for flexible project management and development workflows. - **[Ollama Integration Server](https://github.com/emgeee/mcp-ollama)** - Integrates Ollama models with various MCP clients, enabling seamless interaction with AI models in applications like Claude Desktop. Requires Python and Ollama to operate, with models pulled to use effectively. - **[Video Maker](https://github.com/Emmanuel97423/video_maker)** - Create and manage video projects using an intuitive interface built with Next.js, facilitating video content creation and project management through streamlined workflows and powerful features. - **[tldraw](https://github.com/eperez28/tldraw)** - A digital whiteboard library designed for creating infinite canvas experiences in React applications, enabling collaborative drawing and design functionalities. - **[Two Truths and a Twist](https://github.com/ErgodicLabs/TwoTruthsAndATwist)** - Engage in a trivia game by identifying the false statement among two truths, facilitated by AI for unique gameplay experiences. The server supports interactive rounds, enhancing the fun of trivia quizzes. - **[Cursor Sound](https://github.com/ericlistin/sound-mcp)** - Plays sound effects after Cursor AI completes code generation to enhance the coding experience. Users can customize sound effects, integrating audio feedback into their development environment. - **[Erick Wendel Contributions](https://github.com/ErickWendel/erickwendel-contributions-mcp)** - Queries Erick Wendel's contributions across various platforms, including talks, blog posts, and videos, using natural language. Integrates with tools like Claude and Cursor for seamless data access. - **[Anki Flashcard Integration Server](https://github.com/ethangillani/Anki-MCP-Server)** - Enables interaction with Anki flashcard software by creating decks, adding notes, and searching cards using Anki's native syntax. Facilitates bulk note additions and queries to enhance learning workflows. - **[Personal Health Tracker](https://github.com/evangstav/personal-mcp)** - Track personal health, workouts, and nutrition with AI-assisted analysis and supportive features for performance optimization and rehabilitation. Provides tools for logging exercises, meals, and daily wellness insights. - **[Conversational Application Framework](https://github.com/eversonpereira/mcp)** - Build conversational applications that utilize local large language models, vector memory for context management, and a plugin system to perform real actions. Features include multi-user and session support, along with automatic long history summarization. - **[Fetch Server](https://github.com/ExactDoug/mcp-fetch)** - Fetches web content and converts it to markdown format for easy processing by LLMs. It retrieves content from specified URLs and allows for extraction in manageable chunks by specifying character indexes. - **[Flux ImageGen Server](https://github.com/falahgs/flux-imagegen-mcp-server)** - Generates and manipulates images using advanced AI models, offering functionalities such as image URL generation, direct image creation from text prompts, and management of multiple image generation models. - **[Gemini Thinking](https://github.com/falahgs/gemini-thinking-mcp)** - Leverage the advanced reasoning capabilities of the Gemini model for quick and accurate problem-solving. Engage in structured thinking and step-by-step analysis to enhance decision-making processes. - **[Gemini Email Subject Generator](https://github.com/falahgs/Gemini-Email-Subject-Generator-MCP)** - Generates engaging email subjects and facilitates detailed content creation using Google's Gemini Flash 2 model. It supports dynamic subject generation, HTML and plain text content, and image attachments, along with secure authentication and error handling. - **[MiniMax Music Server](https://github.com/falahgs/mcp-minimax-music-server)** - Facilitates music and audio content generation via the MiniMax Music API, integrating with MCP hosts for seamless AI-powered audio creation. It supports detailed error handling and status checking, along with reference audio capabilities. - **[Storybook Image Generator](https://github.com/falahgs/MCP-Storybook-Image-Generator)** - Generates high-quality storybook images and matching children's stories using Google's Gemini AI, offering multiple art styles such as 3D cartoon, watercolor, and pixel art. It allows instant previewing of creations and saves them locally in an organized manner. - **[Refine Prompt](https://github.com/FelippeFarias/refine-prompt)** - Transforms basic prompts into structured instructions for large language models to improve interaction quality and response comprehension. - **[3D Thumbnail Renderer Example](https://github.com/felixizraitel/3d-thumbnail-example)** - Provides a setup for creating interactive 3D thumbnail components using React and TypeScript with Vite, enabling hot module replacement and ESLint integration for better development practices. Simplifies the process of building, previewing, and linting projects with preconfigured tools and settings. - **[Steam Review](https://github.com/fenxer/steam-review-mcp)** - Retrieve and analyze Steam game reviews and information for detailed insights. Summarize pros and cons of games and access recent player feedback based on Steam's appid. - **[FindMine Shopping Stylist](https://github.com/findmine/findmine-mcp)** - Connects to FindMine's styling API to provide personalized outfit recommendations, detailed product information, and visually similar product suggestions. Offers access to styling advice and outfit guidance through various URI schemes for products and looks. - **[Drawing Tool for AI Assistants](https://github.com/flrngel/mcp-painter)** - Create and manipulate drawings using a canvas interface, enabling the drawing of filled shapes and exporting of images in PNG format. Provides raw canvas data in JSON format for further processing. - **[Flyworks Lipsync Server](https://github.com/Flyworks-AI/flyworks-mcp)** - Generate fast and free lipsync videos for digital avatars using audio or text inputs, supporting both realistic and cartoon-style animations. The server offers synchronous and asynchronous processing modes for automating avatar video creation workflows. - **[gqai](https://github.com/fotoetienne/gqai)** - Expose GraphQL backend operations as callable tools for AI models, enabling seamless integration of GraphQL queries and mutations. Automatically generate an MCP server from GraphQL schemas and operations for AI invocation with or without arguments. - **[Omi MCP Server](https://github.com/fourcolors/omi-mcp)** - Manage conversations and memories with the Omi API, enabling retrieval, creation, and manipulation of user data for enhanced conversational capabilities. - **[ChatGPT Application](https://github.com/freebreaker/flutter_chatgpt)** - Engage in conversations with an AI using the ChatGPT model through a configurable chat interface, available in ad-supported and ad-free versions. Users can easily configure the app with OpenAI tokens and integrate advertisements for monetization purposes. - **[Smooth Operator Agent Tools](https://github.com/fstandhartinger/smooth-operator-client-python)** - Automates complex tasks on Windows systems by interacting with UI elements, capturing screenshots, and controlling browsers. Integrates with Python applications to enhance productivity through advanced AI functions. - **[privateGPT MCP Server](https://github.com/Fujitsu-AI/MCP-Server-for-MAS-Developments)** - Integrates privateGPT with MCP-compatible applications, enabling secure management of knowledge sources and user interactions while leveraging advanced AI capabilities. - **[Search-Quran](https://github.com/galihfr09/quran_cloud_mcp_server)** - Connects AI models to the Quran API for precise access to Quranic text, minimizing hallucination by retrieving only necessary data upon request. Enables seamless integration with applications such as Claude desktop for enhanced reliability when handling sensitive religious content. - **[Horoscope MCP Server](https://github.com/GBcui/horoscope-serve)** - Fetch daily horoscope readings and detailed fortune insights for all zodiac signs, including personalized predictions on love, career, health, and more. Provides additional features such as lucky numbers, compatibility advice, and actions to take or avoid. - **[Prompt Server](https://github.com/gdli6177/mcp-prompt-server)** - Offers preset prompt templates for tasks like code review, API documentation generation, and code refactoring, supporting dynamic parameter replacements and easy modifications. Integrates seamlessly with editors like Cursor and Windsurf to enhance user experience. - **[txtai Embedding MCP Server](https://github.com/Geeksfino/kb-mcp-server)** - Leverage semantic search and knowledge graph capabilities to enhance applications, allowing efficient management of knowledge bases and AI-driven text processing. Integrates vector indexes and relational databases for comprehensive data utilization. - **[Hacker News Companion](https://github.com/georgeck/hn-companion-mcp)** - Summarizes discussions from Hacker News by fetching and processing comments, ensuring the hierarchical structure and associated metadata are maintained for effective summarization by Claude. - **[BioMCP](https://github.com/genomoncology/biomcp)** - Connects AI models to authoritative biomedical databases for structured queries, enabling access to information from PubMed, ClinicalTrials.gov, and MyVariant.info. Facilitates precise responses about clinical trials, scientific literature, and genomic variants. - **[Gemini MCP Server](https://github.com/georgejeffers/gemini-mcp-server)** - Integrates Google's Gemini Pro model for text generation and advanced AI functionalities. Connects to the Gemini API through a TypeScript server implementation. - **[Graphiti Knowledge Graph Server](https://github.com/getzep/graphiti)** - Enables the construction and querying of real-time, temporally-aware knowledge graphs, managing entities, relationships, and episodes. Facilitates semantic and hybrid searches to enhance memory and reasoning in AI agents. - **[storyGen](https://github.com/ghassenTn/storyGen)** - Generate creative and engaging stories with dynamic AI prompts and customizable templates. Facilitate interactive content generation to tailor narratives according to user preferences. - **[Kokoro TTS Server](https://github.com/giannisanni/kokoro-tts-mcp)** - Integrates text-to-speech capabilities using the Kokoro TTS engine, enabling conversion of written content into spoken audio with customizable voices and adjustable speed. Supports saving audio files and cross-platform playback. - **[AutoGPT Server](https://github.com/Giftedx/AutoGPT)** - Create, deploy, and manage continuous AI agents to automate complex workflows. Monitor and optimize agent performance using built-in analytics and controls. - **[Audius MCP Server](https://github.com/glassBead-tc/audius-mcp-atris)** - Access user, track, and playlist data from the Audius music platform, allowing for content creation, social interaction, and analytics. Enable functionalities like uploading tracks, following users, and tracking listener insights. - **[Atris](https://github.com/glassBead-tc/audius-mcp-atris)** - Access the Audius music platform for discovering tracks, managing playlists, and engaging with artists through natural language queries. The server supports content creation, monetization, and analytics for music-related data. - **[MyMCPSpace ](https://github.com/glifxyz/mymcpspace-mcp-server)** - Enables AI models to interact within a social network for bots, facilitating post creation, replies, likes, and fetching recent feeds through a standardized interface. - **[Image Generator](https://github.com/GMKR/mcp-imagegen)** - Generate images from text prompts using advanced AI models. Supports both local and SSE endpoint configurations with specific provider requirements. - **[Framelink Figma MCP Server](https://github.com/GLips/Figma-Context-MCP)** - Connects coding agents to Figma data for seamless design implementation across various frameworks, facilitating the conversion of design assets into code in a single step. - **[QuickChart Server](https://github.com/GongRzhe/Quickchart-MCP-Server)** - Generate and download charts using QuickChart.io. Provides various chart generation capabilities through MCP tools. - **[PowerPoint Manipulation Server](https://github.com/GongRzhe/Office-PowerPoint-MCP-Server)** - Create, edit, and manipulate PowerPoint presentations using various automation tools. Streamlines workflow by providing functionalities to enhance presentation tasks. - **[Ravelry MCP Server](https://github.com/gpaul-mcp/MCP_ravelry)** - Connects AI assistants to the Ravelry API for seamless searching, exploring, and retrieving of knitting and crochet patterns, along with detailed pattern information retrieval. - **[Substack API Integration](https://github.com/Greg-Swiftomatic/substack-mcp)** - Integrate with Substack newsletters to retrieve content, search for posts, and access author information seamlessly. Enables interaction with Substack's API for accessing posts, metadata, and user subscriptions. - **[Sketchfab 3D Model Explorer](https://github.com/gregkop/sketchfab-mcp-server)** - Search, view details, and download 3D models from Sketchfab, utilizing keywords, tags, and categories to find models and obtain comprehensive information about them. Supports downloading in multiple formats for creative projects. - **[DOOM PDF](https://github.com/gstarwd/doompdf)** - Integrates the classic DOOM game into PDF documents, enabling interactive gameplay within static files via PDF's JavaScript capabilities. This project transforms traditional document formats into innovative gaming platforms while maintaining the essence of classic gaming. - **[YouTube Repository](https://github.com/guven03/youtube-repository)** - Manage YouTube projects, automate workflows, handle video metadata, and analyze YouTube data effectively. - **[Short Video Maker](https://github.com/gyoridavid/short-video-maker)** - Generates short-form videos automatically from text inputs by converting text to speech, adding captions, and integrating background videos and music. Provides a REST API and Model Context Protocol (MCP) interface for seamless video creation workflows. - **[Weather and WordPress Integration Server](https://github.com/hafizrahman/wp-mcp)** - Provides access to weather alerts and forecasts alongside recent WordPress blog content through a command-line interface, enabling integration of weather information with blog entries. - **[HAM0852 Personal Profile](https://github.com/HAM0852/HAM0852)** - Showcases the personal profile, work experience, skills, and recent activities of the developer 皇阿玛同学, providing insights into programming expertise and professional contributions. - **[Meme Generator](https://github.com/haltakov/meme-mcp)** - Generate memes from user prompts using templates and text placeholders through the ImgFlip API. - **[Instagram Video Downloader](https://github.com/handoing/ig-download-mcp-server)** - Fetch and download videos from Instagram, handling media URL extraction and download management programmatically. Supports progress tracking and integrates easily with applications. - **[Tool Builder](https://github.com/hanweg/mcp-tool-builder)** - Create and manage new tools dynamically using natural language descriptions, with the ability to save tool definitions and Python scriptlets. Supports tool creation that requires a client restart for use. - **[LaTeX to MathML Server](https://github.com/HappyAny/latex-mathml-mcp-server)** - Converts LaTeX mathematical expressions to MathML format. Supports both tool-based and resource-based access for integration into applications using the MCP protocol. - **[RAG Documentation](https://github.com/hannesrudolph/mcp-ragdocs)** - Retrieve and process documentation through vector search, enabling AI models to integrate relevant context into their responses. Supports multiple sources and offers semantic search capabilities for enhanced information retrieval. - **[Jotdown](https://github.com/Harry-027/JotDown)** - Connects large language models to Notion for creating and updating pages, while also generating markdown books and managing their structure. - **[Excel MCP Server](https://github.com/haris-musa/excel-mcp-server)** - Manipulate Excel files programmatically without Microsoft Excel installed. Create, read, modify workbooks, apply formatting, generate charts, and manage data ranges. - **[MediaCrawler](https://github.com/heehee365/MediaCrawler)** - Scrapes data from popular social media platforms such as Xiaohongshu, Douyin, Kuaishou, Bilibili, and Weibo. Extracts videos, images, comments, likes, and shares using Playwright for efficient data collection. - **[Unsplash Search](https://github.com/hellokaton/unsplash-mcp-server)** - Connects to Unsplash's image library to perform advanced searches and apply filters on keywords for rich, high-quality image retrieval. - **[Shadcn-vue MCP Server](https://github.com/HelloGGX/shadcn-vue-mcp)** - A tool designed to instantly create UI components using natural language descriptions while integrating with the shadcn-vue component library and Tailwind CSS. It enhances front-end development through AI-driven code refinement and TypeScript support. - **[Screen View](https://github.com/hemenge133/screen-view-mcp)** - Capture and analyze screenshots using the Claude Vision API to gain insights into screen content and enhance productivity. Supports integration with AI code editors and other MCP-compatible assistants for improved workflow. - **[Audio Player](https://github.com/Here-and-Tomorrow-LLC/audio-player-mcp)** - Control audio playback on a computer, manage audio files, and ensure secure access through directory isolation. - **[Heurist Mesh](https://github.com/heurist-network/heurist-agent-framework)** - Heurist Mesh is an open network of modular AI agents designed to process data, generate reports, and engage in conversations collaboratively. It enables seamless integration of these agents into workflows through APIs, allowing for the deployment of decentralized and specialized AI solutions. - **[YouTube Integration](https://github.com/highlight-ing/highlight-youtube-mcp)** - Extract transcripts from YouTube videos by providing a video URL. The server supports multiple URL formats and returns the transcript text in a structured array format. - **[Coding Prompt Engineer](https://github.com/hireshBrem/prompt-engineer-mcp-server)** - Rewrites coding prompts to improve their effectiveness for Cursor AI and similar AI IDEs, utilizing the Claude model by Anthropic for enhanced prompt formatting. - **[Music Player](https://github.com/himanshu8271/Dragons)** - Stream audio and video content in Telegram with a user-friendly interface featuring powerful controls and multilingual support. Enjoy music with friends in multiple chats simultaneously. - **[Raindrop.io Integration](https://github.com/hiromitsusasaki/raindrop-io-mcp-server)** - Interact with Raindrop.io bookmarks by creating, searching, and filtering them using a user-friendly interface. Integrates seamlessly with AI models to enhance bookmark management. - **[Cats API SDK](https://github.com/htessaro/mcp-test-deploy-2)** - Access a wide array of cat images and detailed breed information through a TypeScript SDK, enabling image uploads, retrieval of breed data, and user interactions such as favoriting or voting on images. - **[Hugeicons MCP Server](https://github.com/hugeicons/mcp-server)** - Integrate Hugeicons into applications, providing tools for icon discovery, platform-specific usage instructions, and comprehensive documentation. The server enables AI assistants to offer precise guidance for using Hugeicons effectively. - **[Music Analysis](https://github.com/hugohow/mcp-music-analysis)** - Analyze audio files to extract features such as beat, duration, and MFCCs, including support for audio from local files, YouTube links, or direct audio links. - **[Audio Analysis](https://github.com/hugohow/mcp-music-analysis)** - Analyze audio files and extract features such as beat, duration, MFCC, and spectral centroid values. Supports processing audio from local files, YouTube links, and audio links. - **[Wordware MCP Server](https://github.com/hugobiais/wordware-mcp)** - Integrates Wordware deployed flows within conversations, enabling functionalities like founder analysis, sales prospect research, and saving content to Notion. Supports Google search and API capabilities to streamline workflow and task-solving. - **[MCP Image Placeholder](https://github.com/husniadil/mcp-image-placeholder)** - Generates placeholder images from multiple providers, supporting both simple and real images as placeholders. Validates input parameters and returns image URLs for immediate use. - **[Tasks Organizer](https://github.com/huntsyea/mcp-tasks-organizer)** - Converts AI-generated plans into structured markdown task lists and organizes them in a repository, facilitating task management and tracking. Automatically categorizes tasks with descriptive filenames and completion indicators. - **[Hyperskill Integration Server](https://github.com/hyperskill/mcp)** - Provides explanations of programming topics using Hyperskill's educational resources, enabling searches and connections to relevant programming concepts. Facilitates learning by linking code topics to structured content from Hyperskill. - **[Excalidraw MCP Server](https://github.com/i-tozer/excalidraw-mcp)** - Manage Excalidraw drawings using a straightforward API, providing capabilities to create, update, retrieve, and delete drawings. Export drawings in multiple formats such as SVG, PNG, and JSON while utilizing a simple file-based storage system. - **[YouTube MCP Server](https://github.com/IA-Programming/Youtube-MCP)** - Search for YouTube videos, retrieve their transcripts, and conduct semantic searches over video content to extract insights. - **[Fetch Server](https://github.com/iamadk/reference-servers)** - Retrieve and process web content by converting HTML to markdown, enabling easier extraction of information in manageable chunks. Supports starting extraction from a specified character index for better navigation of web content. - **[Readwise MCP Server](https://github.com/IAmAlexander/readwise-mcp)** - Access and interact with a Readwise library, enabling retrieval of articles, books, highlights, and documents. Allows for natural language queries to search highlights and facilitates integration with MCP-compatible AI assistants. - **[Ollama LLM Web Interface](https://github.com/IBK-Insurance/IBKI_LLM)** - Provides a web interface for real-time interaction with LLM models using Ollama, enabling users to chat and engage with various LLM capabilities through a responsive design. - **[Think Tool](https://github.com/iamwavecut/MCP-Think)** - Capture and analyze reasoning processes for AI models to enhance decision-making. Maintain focus by easily recording, retrieving, and clearing thought histories. - **[wxflows](https://github.com/IBM/wxflows)** - Deploys and manages projects using the wxflows framework, integrating various tools and data sources via the Model Context Protocol (MCP). Facilitates the use of the MCP TypeScript SDK alongside wxflows SDK for automated tool interactions. - **[YouTube MCP Server](https://github.com/icraft2170/youtube-data-mcp-server)** - Interact with YouTube content to retrieve video details, manage captions, and analyze trends using the YouTube Data API for real-time insights. - **[Powerpoint Server](https://github.com/Ichigo3766/powerpoint-mcp)** - Create dynamic PowerPoint presentations by generating slides with titles, content, images, tables, and charts through a simple API. Enhance presentations with images created from text prompts using Stable Diffusion. - **[SouthAsia MCP Tools](https://github.com/igs-pochenkuo/southasia_mcp)** - A toolset for enhancing AI assistants with local development tasks, facilitating integration with custom tools for improved workflows. It includes simple greeting functionalities and serves as a template for developing additional MCP tools. - **[AutoGPT](https://github.com/imgompanda/AutoGPT123)** - AutoGPT enables users to build, test, and deploy AI agents, facilitating the automation of various tasks and the realization of innovative ideas in AI development. - **[Claude Spotify Integration](https://github.com/imprvhub/mcp-claude-spotify)** - Integrate with Spotify to perform actions such as authentication, searching for music, controlling playback, managing playlists, and providing personalized music recommendations. Access and manage your Spotify library effortlessly from the LLM environment. - **[LM Studio Bridge](https://github.com/infinitimeless/claude-lmstudio-bridge)** - Facilitates interaction between Claude and local LLMs in LM Studio, providing functionalities to access available models, generate text, and perform chat completions. Includes a health check tool to verify connectivity with LM Studio. - **[MCP Server for iOS Simulator](https://github.com/InditexTech/mcp-server-simulator-ios-idb)** - Control iOS simulators using natural language commands to automate app management, UI interactions, and debugging tasks, streamlining the development workflow. - **[YouTube Music MCP Server](https://github.com/instructa/mcp-youtube-music)** - Search for and play tracks on YouTube Music, enabling quick access to music via simple commands. Integrates music capabilities seamlessly into workflows. - **[Practera Learning Data Server](https://github.com/intersective/practera-mcp-server)** - Provides access to Practera's GraphQL API for querying and analyzing learning projects and assessments. Enables generation of project blueprints, restructuring of content for various audiences, and evaluation of assessments for improvement. - **[AI Query Enhancement Engine](https://github.com/iRahulPandey/PromptLab)** - Transforms basic user queries into optimized prompts for AI systems by dynamically matching requests to appropriate templates and applying extracted parameters. Ensures high-quality responses through structured input while maintaining the original intent of the query. - **[Vega-Lite Data Visualization Server](https://github.com/isaacwasserman/mcp-vegalite-server)** - Provides an interface for visualizing data using Vega-Lite syntax and allows the storage of data tables for later visualization. - **[PowerPoint Plugin](https://github.com/islem-zaraa/mcp-powerpoint)** - Create and manipulate PowerPoint presentations programmatically, enabling the generation of slides, exporting to PDF, and retrieving metadata seamlessly. - **[Jupyter MCP Extended](https://github.com/itisaevalex/jupyter-mcp-extended)** - Enables interactive communication between AI models and live Jupyter notebooks in JupyterLab, allowing for seamless manipulation of notebooks, code execution, and file management directly from MCP clients. - **[REAPER MCP Server](https://github.com/itsuzef/reaper-mcp)** - Integrate AI-driven music production workflows with REAPER to manage projects, tracks, MIDI composition, audio recording, mixing, and mastering. Provide full control over MIDI and audio capabilities for creating and rendering music tracks. - **[Ableton Live Integration](https://github.com/itsuzef/ableton-mcp)** - Enable direct interaction with Ableton Live through natural language commands, allowing users to create, modify, and control tracks, clips, instruments, and session parameters efficiently. - **[Contentful Management Server](https://github.com/ivo-toby/contentful-mcp)** - Integrates with Contentful's Content Management API to enable CRUD operations, manage spaces and content types, conduct bulk operations, invoke AI actions, and authenticate via App Identities. - **[鸣潮 MCP Server](https://github.com/jacksmith3888/wuwa-mcp-server)** - Retrieves detailed information about characters and voice suits from the game '鸣潮' in Markdown format. Optimized for use with large language models, it allows users to query character information, voice suit details, and character profiles. - **[Spotify](https://github.com/jamiew/spotify-mcp)** - Connect to Spotify for controlling playback and managing your music library, including playlist management support. Features include searching for tracks, getting information about music entities, and managing the playback queue. - **[Sage](https://github.com/jalehman/mcp-sage)** - Provides detailed second opinions, code reviews, and implementation plans by leveraging large context models with automatic model selection based on token count. It integrates file context into prompts for accurate assistance, enabling multi-model debates and self-debate workflows for complex codebases. - **[Draw Things](https://github.com/jaokuohsuan/draw-things-mcp-cursor)** - Generates images based on text prompts using AI, integrating seamlessly within workflows. The server utilizes the Draw Things API to transform user-defined prompts into visual creations. - **[WebMCP](https://github.com/jasonjmcghee/WebMCP)** - A protocol for websites to share tools, resources, and prompts with client-side LLMs, enhancing user interaction without the need for API keys. It allows multiple WebMCP-enabled sites to be connected for a richer user experience. - **[Unsplash MCP Server](https://github.com/JavaProgrammerLB/unsplash-mcp-server)** - Search for high-quality images from Unsplash, enabling applications to integrate visual search capabilities. This server also serves as a learning resource for building MCP servers in Java. - **[Figma MCP Python](https://github.com/JayZeeDesign/figma-mcp)** - Access Figma files and prototypes directly, enhancing the design workflow for AI coding agents by integrating Figma into the development environment. Simplifies the design-to-code process to improve productivity. - **[Cursor DB MCP Server](https://github.com/jbdamask/cursor-db-mcp)** - Access and interact with SQLite databases from Cursor IDE. Retrieve project data, chat history, and composer information for enhanced data analysis and querying. - **[Asset Image Generator](https://github.com/jbrower95/mcp-asset-gen)** - Generate high-quality image assets for game or web development by providing descriptive prompts. Streamline asset creation workflows with automated image generation through AI. - **[Markdownify MCP Server - UTF-8 Enhanced](https://github.com/JDJR2024/markdownify-mcp-utf8)** - Converts various file types to Markdown format, with robust support for UTF-8 encoding and optimized for multilingual content handling. Ensures accurate transformation of documents and web pages while addressing encoding issues, especially on Windows systems. - **[Elasticsearch semantic search tool](https://github.com/jedrazb/elastic-semantic-search-mcp-server)** - Enables semantic search capabilities for blog posts indexed in Elasticsearch, facilitating efficient content crawling and indexing to enhance search functionality and retrieval of relevant information. - **[PptxGenJS](https://github.com/jdot274/PptxGenJS)** - Create PowerPoint presentations using JavaScript with ease, enabling developers to generate slides programmatically. - **[paperpal](https://github.com/jerpint/paperpal)** - Enhance literature review processes by enabling searches and discussions about machine learning papers from arXiv and Hugging Face. Facilitate natural conversations with language models to discover new research and organize ideas effectively. - **[DALL-E API Integration for Roo Code](https://github.com/jezweb/openai-mcp)** - Connect to OpenAI's DALL-E API for image generation with support for various options, enabling seamless integration into MCP-compatible AI assistants like Roo Code. - **[Chatbot Template](https://github.com/jhillbht/chatbot)** - Build a chatbot using OpenAI's GPT-3.5 within a Streamlit application for interactive conversations. - **[Chess Server](https://github.com/jiayao/mcp-chess)** - Connect to a chess server to play games against large language models while utilizing interactive tools for visualization, move analysis, and PGN file exploration. - **[Riot Server](https://github.com/jifrozen0110/mcp-riot)** - Integrates with the Riot Games API to provide real-time League of Legends data, allowing retrieval of player summaries, ranked statistics, champion mastery, recent matches, and match summaries through natural language queries. - **[YouTube Toolbox](https://github.com/jikime/py-mcp-youtube-toolbox)** - Interact with YouTube to perform video searches, extract transcripts, retrieve comments, and obtain detailed information about videos and channels. Provides advanced filtering options and access to trending videos and transcript analysis. - **[Continue](https://github.com/jimmyek85/continue)** - Facilitates the creation, sharing, and utilization of custom AI code assistants within development environments, providing intelligent code suggestions, chat assistance, and quick actions. Integrates seamlessly with IDEs for an enhanced coding experience. - **[Markmap](https://github.com/jinzcdev/markmap-mcp-server)** - Converts Markdown text into interactive mind maps, supporting export in various image formats including PNG, JPG, and SVG. Features include zooming, node expansion, automatic browser preview, and one-click Markdown copying. - **[Document Question Answering](https://github.com/jjgordon89/document-qa)** - A Streamlit app for answering questions about uploaded documents using GPT-3.5, enabling users to extract information quickly and efficiently. Ideal for enhancing productivity in document analysis. - **[Overseerr MCP Server](https://github.com/jmagar/overseerr-mcp-server)** - Interact with Overseerr to manage your media requests effortlessly. Search for movies and TV shows, get detailed information, and request new media to be added to your library with ease. Streamline your media discovery and management process using this powerful tool. - **[YARR Media Stack](https://github.com/jmagar/yarr)** - Automate and control your media services using natural language commands. - **[TastyTales](https://github.com/jmarcher/tasty-tales)** - Build and manage rich, interactive recipes with features for searching, filtering, and discovering culinary content. Includes dynamic serving size calculators and interactive timers for a customized cooking experience. - **[Cursor MCP](https://github.com/johnneerdael/multiplatform-cursor-mcp)** - Bridge between Claude's desktop application and the Cursor editor for AI-powered automation and multi-instance management. Facilitates real-time context sharing and context-aware command execution using standardized communication with AI models. - **[RedNote Content Access Server](https://github.com/JonaFly/RedNote-MCP)** - Access and interact with Xiaohongshu (RedNote) content by authenticating, searching notes via keywords, and retrieving note content through URLs. Simplifies the integration of RedNote data into AI workflows and tools. - **[Algorithm Solutions](https://github.com/Jong1co/algorithm)** - Provides a collection of algorithmic challenges and solutions sourced from platforms such as Programmers and LeetCode, aimed at enhancing users' coding and problem-solving skills related to algorithms and data structures. - **[Rock Paper Scissors](https://github.com/JoshMayerr/rps-mcp)** - Engage in a game of rock paper scissors against Josh Mayer, designed to be a challenging opponent. - **[LottieFiles Server](https://github.com/junmer/mcp-server-lottiefiles)** - Search and retrieve Lottie animations from LottieFiles, access detailed animation information, and discover popular animations for projects. - **[originforge-dNFT-Generator](https://github.com/jutalik/originforge-generate-nft-mcp)** - Fetch and display NFT data from the Origin Forge API, save SVG images and JSON metadata, and enhance the viewing experience of NFTs. Provides various functions to retrieve NFT information, attributes, and color palettes. - **[Spiral Writing Tool](https://github.com/jxnl/spiral-mcp)** - Interact with Spiral's language models to generate text from various input sources while offering functionality for model listing, text generation, and article extraction to support enhanced writing tasks. - **[Spotify Control Server](https://github.com/KaanCL/Spotify-MCP-Server)** - Enables AI assistants and clients to control Spotify playback using the Model-Context-Protocol. Offers functionalities such as searching for songs, playing music, pausing playback, and skipping tracks on Spotify devices. - **[Youtube Summarizer](https://github.com/kabir-ti/youtube-summarizer-mcp)** - Expose APIs for summarizing YouTube videos, allowing AI applications to access and utilize video content in a summarized format. - **[Figma API Integration Server](https://github.com/kailashAppDev/figma-mcp-toolkit)** - Integrate and interact with Figma's API to convert Figma designs into React Native components, facilitating seamless connection and automation between design and development processes. - **[iodraw Files](https://github.com/kakukontrol/iodraw-files)** - Provide access to various diagram and chart file formats used by iodraw, including flow charts, mind maps, Gantt charts, whiteboards, code charts, and online charts. Enable seamless integration and manipulation of these specialized file types within your applications. Enhance your workflows by leveraging structured visual data formats. - **[React MCP](https://github.com/kalivaraprasad-gonapa/react-mcp)** - Facilitates interaction between Claude AI and React applications by enabling project management, running development servers, and executing commands directly from the AI assistant, thus streamlining the development process. - **[Project Siesta](https://github.com/kamileecher/Project-Siesta)** - Create a music bot for Telegram that integrates with various music services and manages music libraries. Designed for music enthusiasts, it offers tools for music management and organization within the Telegram platform. - **[Pretty PowerShell](https://github.com/karleeov/karleeov-powershell-profile)** - A PowerShell profile that enhances the terminal experience with a stylish interface similar to Linux. It includes features for customization and functionality improvements. - **[Bing Proxy](https://github.com/Karry-cpu/go-proxy-bingai)** - Access Microsoft Bing AI with a consistent user interface for seamless chat interactions and advanced features such as image generation. The server supports local deployment and customization while facilitating use without the need for a Microsoft account login. - **[Obfusgator](https://github.com/kehrazy/obfusgator)** - Obfusgator is a tool for obfuscating Zig programs, allowing users to easily obscure the code of existing Zig files or run the tool on itself for obfuscation. - **[PopUI](https://github.com/kelnishi/PopUI)** - PopUI enhances interactions with Claude Desktop by providing collaborative user interface tools that allow for real-time creation and manipulation of user interfaces. It streamlines workflows by facilitating seamless communication without the need for keyboard input. - **[Apple Music Control Server](https://github.com/kennethreitz/mcp-applemusic)** - Control Apple Music on macOS through AppleScript commands, managing playback, searching for songs, and handling playlists efficiently. - **[YouTube MCP Server](https://github.com/kevinwatt/yt-dlp-mcp)** - Integrates with yt-dlp to download video and audio content from various platforms, and fetch subtitles in SRT format for processing by LLMs. Provides a privacy-focused direct download experience without tracking. - **[Wolfgang AI SEO Tools](https://github.com/KhuKhusokha/wolf)** - Provides an AI-powered SEO toolkit with capabilities for generating keywords, optimizing meta tags, automating article workflows, and engaging in AI chat interfaces. Operates locally with privacy through Ollama integration and features a user-friendly Streamlit interface. - **[Sequential Thinking](https://github.com/kiennd/reference-servers)** - Facilitates dynamic and reflective problem-solving through a structured thinking process by breaking down complex problems into manageable steps, revising thoughts, and exploring alternative reasoning paths. Generates and verifies solution hypotheses effectively, adjusting the total number of thoughts as needed. - **[Synth MIDI Composition Server](https://github.com/kimjune01/synth-mcp)** - Dynamic MIDI composition and audio synthesis with functions for instrument control, effects management, track handling, and real-time collaboration with MIDI devices. - **[Image Toolkit](https://github.com/Kira-Pgr/PromptShopMCP)** - Transform images based on natural language text commands, enabling tasks such as image generation and modification. Users can edit photographs and create visual content by describing their desired modifications in simple prompts. - **[PromptShop](https://github.com/Kira-Pgr/PromptShopMCP)** - Transforms images based on natural language commands, enabling users to edit photos by describing desired changes such as adding accessories or modifying backgrounds. - **[Exia Scenario Generator](https://github.com/kokushin/exia-mcp)** - Generate interactive scenario files in the Kotonoha Sisters Explanation style for the Exia visual novel engine, converting natural language prompts into JSON format scenarios for display. Integrate setup and execution tools for seamless scenario creation and playback. - **[Speelka Agent](https://github.com/korchasa/speelka-agent)** - Orchestrates and enhances LLM workflows by integrating multiple MCP servers and tools, enabling complex multi-step task management with robust retry mechanisms. Facilitates accurate and cost-effective solutions by utilizing various LLM providers and tools based on specific task requirements. - **[Hyper MCP Server Wrapper](https://github.com/kranners/jailbreak-mcp)** - Enhances the Model Context Protocol by enabling comprehensive tool integration and context management, while allowing for the seamless forwarding of commands and results between multiple MCP servers. Supports both static and dynamic tool capabilities, simplifying client configuration for users. - **[Chroma Docker RAG](https://github.com/krimoi45/chroma-docker-rag)** - Enables semantic similarity search and vector collection management using ChromaDB in a Dockerized environment. Supports customized document collections and search queries through a Python script. - **[BnF API Server](https://github.com/Kryzo/mcp-bibliotheque_nationale_de_France)** - Access the Gallica digital library to search for documents, images, maps, and other resources, and generate structured research reports that include organized bibliographies and relevant visual content. - **[Bolt.diy](https://github.com/kschmelter13/bolt.diy)** - Build and deploy full-stack applications in the browser with AI-powered coding assistance. Integrate multiple language models for a collaborative development experience without the need for local setup. - **[Sound Notification Server](https://github.com/ks0318-p/sound-notification-mcp)** - Plays notification sounds to alert users when AI coding assistants require attention, such as for task completions or approvals. Designed to enhance the coding experience by providing timely audio cues. - **[Crypto Whitepapers Knowledge Base](https://github.com/kukapay/crypto-whitepapers-mcp)** - Provides structured access to cryptocurrency whitepapers for searching, loading, and querying detailed content, enabling efficient analysis of tokenomics and project-specific insights. - **[Video Editor](https://github.com/Kush36Agrawal/Video_Editor_MCP)** - Leverage FFmpeg for video editing through natural language commands, enabling operations like trimming, merging, format conversion, and applying filters. The server provides real-time progress tracking and error handling for various video editing tasks. - **[Speech Interface](https://github.com/Kvadratni/speech-mcp)** - Provides a voice interface for real-time audio interaction, converting spoken words into text and generating spoken responses. Includes features like audio visualization and a modern user interface for an engaging conversational experience. - **[Ableton Live Integration](https://github.com/kydycode/ableton-mcp-boost)** - Facilitates communication between Claude AI and Ableton Live for music production and track manipulation, enabling actions such as controlling playback, creating MIDI clips, and managing live sessions through AI prompts. - **[Strapi MCP Server](https://github.com/l33tdawg/strapi-mcp)** - Manage Strapi CMS content through the Model Context Protocol, including the ability to create, read, update, and delete content entries and types seamlessly. Integrate with an existing Strapi instance to enhance content management workflows. - **[BluestoneApps Development Standards (Remote)](https://github.com/lallen30/mcp-remote-server)** - Provides access to React Native coding standards and code examples, facilitating streamlined development practices with ready-to-use templates and guidelines. It includes features like fuzzy matching for example searches and integrates fully with the Model Context Protocol (MCP). - **[TMDB Server](https://github.com/Laksh-star/mcp-server-tmdb)** - Integrates with The Movie Database (TMDB) API to provide access to movie information, search capabilities, and personalized recommendations. - **[KiCad MCP Server](https://github.com/lamaalrajih/kicad-mcp)** - Manage KiCad projects, run design rule checks, and visualize PCB layouts through an MCP-compliant interface. Enhance the PCB design workflow and simplify troubleshooting of design issues. - **[Poe API Wrapper](https://github.com/laosu888/poe)** - Facilitates automated interactions with Poe.com by managing message sending, bot operations, and file attachments. Provides easy access to various AI models and chat functionalities for enhanced application integration. - **[Perplexity MCP Server](https://github.com/laodev1/perplexity-mcp-server)** - Connects Claude with Perplexity's language models to facilitate advanced chat interactions and quick query responses. Enables seamless integration and dynamic conversations using powerful AI tools. - **[Langfuse Prompts](https://github.com/langfuse/mcp-server-langfuse)** - Access and manage Langfuse prompts through the Model Context Protocol. Supports prompt discovery and retrieval with optional cursor-based pagination. - **[E2B Cookbook](https://github.com/lawrenciumLr103/e2b-cookbook)** - Provides example code and guides for building applications using the E2B SDK, facilitating the development of interactive data analysis tools and UI-driven applications. - **[Pickapicon MCP](https://github.com/Leee62/pickapicon-mcp)** - Fetch SVG icons directly through LLMs using the Iconify API. Retrieve icon repositories, search for icons by description, and obtain detailed SVG code effortlessly. - **[College Football Data Server](https://github.com/lenwood/cfbd-mcp-server)** - Access and query comprehensive college football statistics and data from the College Football Data API V2. Provide detailed stats and insights for college football teams and games. - **[Yahoo Finance Data and Visualization Server](https://github.com/leoncuhk/mcp-yahoo-finance)** - Provides real-time and historical financial data along with advanced visual analytics for stocks and portfolios, enabling the generation of market sentiment dashboards and technical analysis charts. - **[WordPress Integration Server](https://github.com/Leonelberio/the-wordpress-mcp-server)** - Interact seamlessly with WordPress sites using the WordPress REST API to create, retrieve, and update posts in an efficient manner. - **[Lotus Wisdom](https://github.com/linxule/lotus-wisdom-mcp)** - An MCP server that provides a structured approach to problem-solving inspired by the Lotus Sutra, integrating both analytical techniques and intuitive insights. It features a step-by-step thought process, meditation pauses for natural insight development, and the ability to visualize the thought process with colors and symbols. - **[脱口秀AI智能体](https://github.com/logos-42/ANPtest)** - Connects to AI agents using self-compressed decentralized identifiers (DIDs). Facilitates interactive conversations with an AI assistant in a talk show style, featuring functionalities for DID generation and QR code display. - **[Streamlit Gallery](https://github.com/lovelyroz/streamlit-gallery)** - Showcase and explore a variety of interactive applications built with Streamlit, enabling users to discover inspiring projects and leverage existing applications for their own development needs. - **[TemplateIO](https://github.com/Lucker631/mcp-templateio)** - Generates customized visuals by creating images based on templates using the Templated.io API. Supports dynamic graphics creation through user-provided text and image URLs. - **[RSS Feed Fetcher](https://github.com/Lunran/rssmcp)** - Fetches RSS feeds and returns entries as formatted text. It accepts parameters to specify the feed name and a date, with an option to export results to a file. - **[Image Generator](https://github.com/luoshui-coder/image-generator-mcp-server)** - Generates images based on prompts using OpenAI's DALL-E model, saving them in a specified directory on the user's desktop. - **[Local Code Indexing Server](https://github.com/LuotoCompany/cursor-local-indexing)** - Provides semantic code search capabilities by locally indexing codebases using ChromaDB. Enables efficient and context-aware code exploration for development tools. - **[fal.ai Image Generation Server](https://github.com/madhusudan-kulkarni/mcp-fal-ai-image)** - Generate images from text prompts using various fal.ai models through the Model Context Protocol (MCP), enabling seamless integration with AI IDEs. Save generated images locally with customizable output paths and robust error handling. - **[Giphy API Integration](https://github.com/magarcia/mcp-server-giphy)** - Search, retrieve, and utilize GIFs from Giphy, allowing for content filtering by rating and access to trending GIFs. - **[AnyPixel](https://github.com/magiczn/anypixel)** - Create large, interactive displays using web technologies by leveraging customizable hardware and software components. AnyPixel provides a straightforward framework to turn spaces into engaging visual experiences with interactive elements. - **[Magic UI Component Server](https://github.com/magicuidesign/mcp)** - Provides Magic UI components, device mocks, special effects, animations, and backgrounds to facilitate UI development. Allows integration with various MCP clients for accessing comprehensive implementation details of numerous UI elements. - **[QuickChart Server](https://github.com/Magic-Sauce/Quickchart-MCP-Server)** - Generates various types of charts based on provided data and styling parameters using QuickChart.io, enabling easy integration and customization for data visualization. - **[Crawl4AI Web Scraper Server](https://github.com/MaitreyaM/WEB-SCRAPING-MCP)** - Enables AI agents to scrape web content, search for specific text snippets, and perform structured information extraction from websites using natural language instructions. Utilizes LLMs for intelligent content retrieval and provides an API for interaction. - **[Media Processing Server](https://github.com/maoxiaoke/mcp-media-processor)** - A Node.js server for executing various media processing tasks, including video and image manipulation. It supports operations like video conversion, image effects, and media compression. - **[Think MCP Server](https://github.com/marcopesani/think-mcp-server)** - Provides a mechanism for AI models to incorporate a structured thinking step in problem-solving, enhancing decision-making and policy adherence during complex multi-step tasks. - **[Image Recognition Server](https://github.com/mario-andreschak/mcp-image-recognition)** - Leverages image recognition capabilities to analyze and describe images using advanced vision APIs. Supports multiple formats and allows for optional text extraction from images. - **[Reasoning-Coder](https://github.com/mario-andreschak/mcp-reasoning-coding)** - Integrates various language models to facilitate a two-stage reasoning and response generation system, supporting multiple AI providers for enhanced coding and reasoning tasks. - **[MCP Notes](https://github.com/markacianfrani/mcp-notes)** - Capture and organize daily thoughts and insights into structured, searchable information. Automatically summarize and categorize notes to enhance productivity and provide actionable insights. - **[Daily Scribe](https://github.com/markacianfrani/mcp-notes)** - A personal knowledge management system that captures and organizes daily notes into a searchable format using AI-assisted categorization and summarization. It integrates with MCP-compatible clients to enhance productivity and manage fragmented knowledge effectively. - **[Data Visualization Server](https://github.com/markomitranic/mcp-vegalite-server)** - Visualize data using Vega-Lite syntax and save data tables for later use. It facilitates data aggregation and visualization through defined tools such as saving data tables and generating visual representations based on those tables. - **[Payload CMS 3.0 MCP Server](https://github.com/Matmax-Worldwide/payloadcmsmcp)** - Validates code, generates templates, and scaffolds projects that conform to best practices within Payload CMS development. Aims to streamline workflow and enhance application quality with specialized tools. - **[Figma MCP Server](https://github.com/MatthewDailey/figma-mcp)** - Interact with Figma files to view, comment, and analyze designs directly through AI assistants, facilitating collaboration and feedback. - **[Rime Text-to-Speech Server](https://github.com/MatthewDailey/rime-mcp)** - Convert text to speech and play it through the system's audio with high-quality voice synthesis. Customize speech behavior using environment variables for tailored interactions. - **[Vizro](https://github.com/mckinsey/vizro)** - A low-code Python toolkit for creating and deploying data visualization applications efficiently. It emphasizes customization and quick prototyping with built-in design best practices. - **[MCP-Use](https://github.com/mcp-use/mcp-use)** - Connects LLMs to various tools, enabling web browsing and file operations for building custom AI agents. Facilitates the integration of diverse capabilities into applications without relying on proprietary solutions. - **[Dify Server](https://github.com/mdwoicke/dify-mcp-server-js)** - Integrates with the Dify AI API to generate Ant Design business component code, supporting text and optional image inputs with streaming response handling. - **[YouTube Video Search and Analysis Tool](https://github.com/meicanhong/video-search)** - Search for YouTube videos and analyze their content by generating summaries, retrieving subtitles, and pinpointing specific video segments. The tool supports keyword-based searches and provides detailed video metadata, intelligent subtitle selection, and content analysis powered by GPT. - **[Danny's Blog](https://github.com/meicanhong/meicanhong)** - Access a collection of articles and personal reflections across various topics, facilitating community engagement through comments and discussions. It serves as a platform for discovering diverse perspectives and ideas. - **[DeepSeek Newsletter](https://github.com/mengjian-github/deepseek-newsletter)** - Collects and organizes information about the DeepSeek language model, presenting updates and insights in an e-book format. Features include compiling weekly updates and monthly summaries on technical progress, application cases, comparisons, and community news. - **[Ghibli Video Server](https://github.com/MichaelYangjson/mcp-ghibli-video)** - Transforms static images into animated videos using AI technology. Users can manage video generation tasks and check API credits through a straightforward interface. - **[Substack Server](https://github.com/michalnaka/mcp-substack)** - Download and summarize public Substack posts by extracting titles, authors, subtitles, and content directly within workflows. - **[Art Institute of Chicago Collection Server](https://github.com/mikechao/artic-mcp)** - Connects to the Art Institute of Chicago's art collection, enabling searches of artworks by title, full text, or artist, and retrieves detailed information including images. - **[Generative AI for Beginners](https://github.com/microsoft/generative-ai-for-beginners)** - This server provides a structured, hands-on course for building Generative AI applications, focusing on practical skills in Python and TypeScript. It encompasses various AI concepts and tools through 21 comprehensive lessons. - **[Met Museum Server](https://github.com/mikechao/metmuseum-mcp)** - Access the Metropolitan Museum of Art's collection through natural language queries to search for artworks and retrieve detailed information on various departments. - **[YouTube Vision](https://github.com/minbang930/Youtube-Vision-MCP)** - Analyzes YouTube videos using the Gemini Vision API to extract insights such as descriptions, summaries, and key moments. Enhances video interactions by providing information and answers to user inquiries. - **[MiniMax MCP Server](https://github.com/MiniMax-AI/MiniMax-MCP)** - Facilitates interactions with Text to Speech and multimedia generation APIs, enabling voice cloning and the creation of images and videos. Provides advanced media capabilities for application's integration. - **[Claude Custom Prompts](https://github.com/minipuft/claude-prompts-mcp)** - Define and utilize custom prompts in markdown format to streamline interactions with Claude. The server enables flexible, template-based prompt creation, incorporating enhanced error handling and seamless transport configurations. - **[Strapi MCP Server](https://github.com/misterboe/strapi-mcp-server)** - Interact with a Strapi CMS instance through a standardized interface, managing content types and performing REST API operations, including media uploads. Built-in validation and version compatibility features enhance content management capabilities. - **[Open Model Zoo](https://github.com/MJBeauty/open_model_zoo)** - A collection of optimized deep learning models and demos designed to facilitate the development of high-performance deep learning inference applications using pre-trained models. Offers integration and validation tools with automation scripts for rapid deployment. - **[Figma MCP Server](https://github.com/mohammeduvaiz/figma-mcp-server)** - Connects to Figma's API for extracting design components, styles, and text, while facilitating design system analysis and UI content management. Supports generating documentation for developers and allows AI integration for design workflow enhancement. - **[Magic AI Agent](https://github.com/MohdSaleh/magic-mcp)** - Generates UI components through natural language descriptions, enabling developers to create and customize modern interfaces quickly. It integrates with various IDEs and offers real-time previews for type-safe development. - **[TinyPNG Script with Cache](https://github.com/Momo707577045/tinypng-script-with-cache)** - Compress images without dependencies, automatically skip already compressed images, and replace source files, while maintaining quality. The server utilizes multiple API keys for compression and generates compression reports while ensuring no redundant files are created during the process. - **[Figma MCP Server](https://github.com/moonray/mcp-figma)** - Extracts node hierarchies from Figma files, enabling analysis of file structures. Supports both REST API and MCP protocol with configurable node tree depth. - **[BloodHound-MCP](https://github.com/MorDavid/BloodHound-MCP-AI)** - Analyze BloodHound data to uncover complex Active Directory attack paths using natural language, facilitating security assessments with a comprehensive suite of specialized tools for Active Directory analysis and reporting. - **[Contentful Delivery MCP Server](https://github.com/mshaaban0/contentful-delivery-mcp)** - Provides access to Contentful's Delivery API to query and retrieve content entries, assets, and content types using natural language. It enables management of text notes and generation of summaries based on retrieved content. - **[RSS Crawler](https://github.com/mshk/mcp-rss-crawler)** - Fetch and manage RSS feeds with caching and filtering capabilities. Integrates seamlessly with LLMs to provide access to the latest articles from various sources. - **[Ghost MCP Server](https://github.com/mtane0412/ghost-mcp-server)** - Integrates with Ghost CMS features, providing programmatic access to post, page, tag, author, and member management functionalities, along with image upload support. - **[Game Asset Generator](https://github.com/MubarakHAlketbi/game-asset-mcp)** - Generates 2D and 3D game assets from text prompts using AI models. Integrates with Hugging Face Spaces for asset generation, facilitating rapid prototyping for game developers. - **[Code2Prompt](https://github.com/mufeedvh/code2prompt)** - Generates well-formatted LLM prompts from a codebase by converting its entire structure. Allows customization of output through templates to streamline code analysis and generation tasks. - **[Unified Narrative Operator](https://github.com/MushroomFleet/UNO-MCP)** - Transforms ordinary story content into rich, detailed narratives using advanced literary techniques and heuristic analysis. Analyzes text for strengths and weaknesses, enhances story elements, and smooths prose flow while preserving the original voice. - **[DeepLucid3D UCPF Server](https://github.com/MushroomFleet/DeepLucid3D-MCP)** - Provides advanced cognitive analysis and problem-solving capabilities using structured cognitive tools, enabling users to assess cognitive states, generate novel perspectives, and decompose complex problems for effective solutions. - **[Image Analysis Server](https://github.com/murataskin/image-mcp-server-gemini)** - Analyzes images and videos by providing URLs or local file paths, allowing for detailed insights and descriptions of the content. Uses the Gemini 2.0 Flash model for high-precision recognition and can evaluate relationships between multiple visual inputs. - **[Next.js AI Chatbot](https://github.com/nanameru/ai-chat-pitatto)** - An AI chatbot built with Next.js that supports advanced routing, server-side rendering, and multi-provider large language model (LLM) integration. It offers secure chat history and user data storage with customizable options using an AI SDK and modern UI components. - **[Toast MCP Server](https://github.com/naru-sensei/-toast-mcp-server)** - Connects to MCP clients to display desktop notifications on Windows 10 and macOS using customizable parameters such as title, message content, and display time. Utilizes win10toast for Windows notifications and osascript for macOS notifications, supporting both synchronous and asynchronous requests. - **[YouTube Subtitles to Markdown Server](https://github.com/nattyraz/youtube-mcp)** - Extracts video metadata and captions from YouTube videos, converting them into customizable markdown formats. Supports multiple languages and offers search functionality within captions. - **[Pokémcp](https://github.com/NaveenBandarage/poke-mcp)** - Poke-MCP provides a standardized interface for accessing Pokémon information through the PokeAPI. It enables querying specific Pokémon details, discovering random Pokémon, and retrieving Pokémon based on their types or regions. - **[Spotify Integration](https://github.com/Naunau75/spotify_mcp)** - Connects Claude agents to Spotify for music control, enabling playback management and music search capabilities. - **[README Updater](https://github.com/nCrom/readme-updater-mcp)** - Enhance your README.md files effortlessly by analyzing and resolving content conflicts with Ollama. Automatically update your documentation while ensuring consistency and clarity. Streamline your project documentation process with intelligent suggestions and conflict resolution. - **[User Prompt](https://github.com/nazar256/user-prompt-mcp)** - Enables interactive user input requests during AI model generation, facilitating a dynamic exchange with the user. Integrates with MCP-compatible clients to present input prompts via a simple GUI dialog box. - **[FreeCAD Integration](https://github.com/neka-nat/freecad-mcp)** - Control FreeCAD directly from the desktop, enabling integration with Claude Desktop for enhanced design workflows and automation. Supports various design tasks including creating flanges, toy cars, and converting 2D drawings into 3D models. - **[Typecast API MCP Server](https://github.com/neosapience/typecast-api-mcp-server-sample)** - Integrates with the Typecast API to manage voices, convert text to speech, and play audio. Provides a standardized MCP interface for seamless interaction with voice capabilities. - **[DeepSeek Thinking with Claude 3.5 Sonnet](https://github.com/newideas99/Deepseek-Thinking-Claude-3.5-Sonnet-CLINE-MCP)** - Combines DeepSeek's reasoning capabilities with Claude 3.5 Sonnet's advanced response generation for enhanced contextual understanding and output. Utilizes a two-stage processing approach to integrate structured reasoning into detailed responses. - **[X V2 MCP Server](https://github.com/NexusX-MCP/x-v2-server)** - Interact with the Twitter/X API to retrieve tweets, post new content, and manage user interactions programmatically. - **[Fetch MCP Server](https://github.com/modelcontextprotocol/servers)** - Enables retrieval and processing of web content by fetching web pages and converting HTML to markdown for easier manipulation. Supports content extraction in chunks from specified starting indices to facilitate information retrieval from larger documents. - **[Gravity Global Figma](https://github.com/nguyenlegravityglobal/figma-mcp)** - Integrates Figma with Cursor to retrieve design data, optimize JSON size, and convert designs into organized CSS styles for improved development workflows. - **[EverArt Forge](https://github.com/nickbaumann98/everart-forge-mcp)** - Generates and converts vector and raster images using advanced AI models with support for multiple formats. Provides flexible storage options and automatic formatting for efficient image processing. - **[Code Summarizer](https://github.com/nicobailon/code-summarizer)** - Summarizes code files in a directory while respecting `.gitignore` rules and skips irrelevant directories. Outputs detailed summaries to a text file and supports integration with LLM tools via an MCP server. - **[Moondream](https://github.com/NightTrek/moondream-mcp)** - Advanced image analysis capabilities including captioning, object detection, and visual question answering for applications requiring sophisticated computer vision tasks. - **[Ollama MCP Server](https://github.com/NightTrek/Ollama-mcp)** - Integrates Ollama's local language model capabilities with the Model Context Protocol, providing a clean interface for model management and execution. Enables local AI model operations while ensuring control and privacy. - **[Frame0 MCP Server](https://github.com/niklauslee/frame0-mcp-server)** - Create and modify wireframes for modern applications using prompts. Integration with AI services like Claude Desktop and Cursor enhances the wireframing process. - **[DeepSeek Thinking with Claude 3.5 Sonnet](https://github.com/niko91i/MCP-deepseek-V3-et-claude-desktop)** - Integrates DeepSeek's structured reasoning capabilities with Claude 3.5 Sonnet's advanced response generation through a two-stage processing approach. This server facilitates enhanced conversational interactions by combining deep reasoning with comprehensive output generation. - **[Blogger MCP Server](https://github.com/niyonabil/blogger-mcp-server)** - Interact with Blogger blogs using the Blogger API to manage posts, labels, and blogs. Automate tasks and retrieve information efficiently without creating new blogs via the API. - **[ClickUp Operator](https://github.com/noah-vh/mcp-server-clickup)** - Manage and organize notes with a simple storage system, allowing users to add notes, summarize them, and access them via a custom URI scheme. - **[Starwind UI Server](https://github.com/nookeshkarri7/starwind-ui-mcp2)** - Integrate documentation access, package management detection, and component installation/update commands for Starwind UI components. Enhance AI assistant capabilities with Starwind UI-specific functionalities through a modular tool-based architecture. - **[Interactive Feedback](https://github.com/noopstudios/interactive-feedback-mcp)** - Facilitates a human-in-the-loop workflow for AI-assisted development by executing commands, displaying their output, and allowing users to provide feedback directly to AI models. Supports integration with tools like Cursor, Cline, and Windsurf to enhance resource efficiency and performance in development environments. - **[Gemini Server](https://github.com/Novakiki/mcp-gemini-server)** - Integrate with Google's Gemini model through a standardized MCP interface to enhance applications with advanced capabilities for text generation and function calling. The server simplifies interactions by providing a tool-based approach to leverage the features of Gemini models. - **[Gyazo Image Integration Server](https://github.com/nota/gyazo-mcp-server)** - Access and manage Gyazo images and their associated metadata, including OCR data, through a standardized protocol. Enables full-text search and retrieval of images using URIs. - **[YouTube Finder, Downloader and Subtitle Extractor](https://github.com/novemberde/mcp-youtube)** - Download subtitles, search for videos, and capture screenshots from YouTube videos. Integrate video data into workflows to summarize or analyze YouTube content. - **[LinkedIn Post Generator](https://github.com/NvkAnirudh/LinkedIn-Post-Generator)** - Automates the generation of professional LinkedIn post drafts by extracting transcripts from YouTube videos, summarizing the content, and tailoring the posts for LinkedIn audiences. - **[Resemble AI Voice Generation](https://github.com/obaid/resemble-mcp)** - Generate voice audio from text using AI voices, list available voice models, and return audio in various formats. Supports multiple connection methods including Server-Sent Events and direct process communication. - **[NBA MCP Server](https://github.com/obinopaul/nba-mcp-server)** - Access real-time NBA statistics and live game data, including player stats, team standings, and game results for integration into sports applications. - **[Soccer Data Server](https://github.com/obinopaul/soccer-mcp-server)** - Access live match data and comprehensive football statistics for leagues, teams, and players. Retrieve real-time information and historical data to enhance applications with up-to-date football insights. - **[Spotify Playback Control](https://github.com/obre10off/spotify-mcp)** - Control Spotify playback using natural language commands to play, pause, skip tracks, and search for music without navigating through the app. - **[Docy](https://github.com/oborchers/mcp-server-docy)** - Provides real-time access to technical documentation from various sources, enabling accurate coding assistance. Supports dynamic updates to documentation sources and employs caching to reduce latency while ensuring fresh content. - **[Synthesizer V Studio](https://github.com/ocadaruma/mcp-svstudio)** - Facilitates the creation and editing of vocal tracks using AI, allowing the integration of lyrics with melodies. Enhances music production through advanced vocal synthesis capabilities. - **[Code2Prompt MCP Server](https://github.com/ODAncona/code2prompt-mcp)** - Generates contextual prompts from codebases to enhance the interaction between AI assistants and code repositories. Utilizes the code2prompt-rs Rust library to analyze code and produce structured summaries optimized for AI consumption. - **[Gemini Context MCP Server](https://github.com/ogoldberg/gemini-context-mcp-server)** - Manage and cache large conversational contexts efficiently using Gemini's capabilities, with session-based support and automatic context tracking. Features include semantic search for relevant context retrieval and intelligent caching strategies for optimizing costs. - **[Boring News](https://github.com/Oliviergg/boring-news-mcp)** - Fetch and summarize the latest news articles tailored to user interests. Access articles by date, category, tags, and more, along with predefined prompts for daily summaries and highlights. - **[YouTube New Vertical](https://github.com/OMAR3lwafi/YouTube-new-vercal)** - Enhance video streaming on YouTube with a new vertical layout for a more engaging browsing and viewing experience. The interface allows users to interact and discover content more intuitively. - **[Olostep MCP Server](https://github.com/olostep/olostep-mcp-server)** - Integrates with Olostep for extracting web page content, structured Google search results, and mapping websites. Supports geo-targeted content retrieval and error handling for enhanced web interaction. - **[Halo](https://github.com/Omniyin/halo)** - Halo is a modern blogging platform designed for personal use, enabling users to create, manage, and publish blog content with ease. It offers a user-friendly interface and features tailored to enhance the blogging experience. - **[Ebook-MCP](https://github.com/onebirdrocks/ebook-mcp)** - Enables natural language interactions with digital books in EPUB and PDF formats, facilitating smart library management and enhancing the learning experience through AI-powered conversations. - **[Web Research Server](https://github.com/oneshot-engineering/mcp-webresearch)** - Fetch real-time information from the web, extract content from webpages, and track research sessions with the ability to capture screenshots for better insights. - **[Ebook-MCP](https://github.com/onebirdrocks/ebook-mcp)** - Transforms interactions with digital books by enabling natural language conversations and intuitive navigation. Supports library management and insights extraction from EPUB and PDF formats. - **[ChatTTS](https://github.com/OOXXXXOO/ChatTTS)** - ChatTTS generates natural and expressive speech optimized for dialogue scenarios, supporting multi-speaker interactions and fine-grained prosodic control. It is capable of producing speech in both English and Chinese, enabling interactive conversations with features such as laughter and pauses. - **[OmniMCP](https://github.com/OpenAdaptAI/OmniMCP)** - OmniMCP enhances AI models with structured responses and visual analysis to automate UI operations. It provides rich UI context and interaction capabilities through the Model Context Protocol, facilitating precise user interface interactions. - **[Car Database Server](https://github.com/oshion/python-mcp-carsearch-demo)** - Access a comprehensive car database to search for cars based on specific criteria, retrieve detailed information about individual vehicles, and receive tailored recommendations based on user preferences. - **[ComfyUI Integration Server](https://github.com/Overseer66/comfyui-mcp-server)** - Integrates ComfyUI workflows with applications through the Model Context Protocol (MCP). Manages image generation workflows, downloads generated images, and extends functionality by adding custom workflows as tools. - **[Open Deep Research](https://github.com/Ozamatash/deep-research-mcp)** - Performs deep research on various topics by integrating search engines, web scraping, and language models to create comprehensive reports and follow-up questions. - **[Magic AI Agent](https://github.com/oyasimi1209/magic-mcp)** - Generates UI components based on natural language descriptions and provides real-time previews. Integrates with popular IDEs to enhance the UI development workflow. - **[Structured Memory & Cognitive Framework](https://github.com/p-funk/fegis)** - Provides structured, persistent memory for AI models through customizable cognitive tools, enabling enhanced organization and retrieval of thoughts across conversations using a schema-driven approach. - **[Tripadvisor MCP Server](https://github.com/pab1it0/tripadvisor-mcp)** - Access Tripadvisor location data, reviews, and photos through standardized MCP interfaces. Search for travel destinations and experiences, and retrieve detailed information based on user queries. - **[FastAPI Server with MCP SSE](https://github.com/panz2018/fastapi_mcp_sse)** - Integrates real-time data streaming into applications using Server-Sent Events while connecting AI models with external tools and data sources through the Model Context Protocol. Offers customizable routes and robust functionality within the FastAPI framework. - **[n8n](https://github.com/passeth/n8n)** - Automate workflows with a platform that combines code flexibility and no-code speed, featuring 400+ integrations and AI capabilities for building agent workflows with custom data and models. - **[Maya MCP Server](https://github.com/PatrickPalmer/MayaMCP)** - Control Autodesk Maya using natural language commands via the Model Context Protocol, enabling the creation, modification, and querying of Maya scenes without requiring installation inside Maya. - **[AIDaily](https://github.com/PawNzZi/aidaily)** - An automatic acquisition tool that provides the latest news and updates in the AI field by connecting to a remote tool. It exposes functions to list available resources and tools, and to utilize those tools effectively through the MCP protocol. - **[text2image](https://github.com/PawNzZi/image-server)** - Transform text prompts into images using advanced AI techniques, creating unique visuals tailored to user descriptions. - **[Notion API](https://github.com/pbohannon/notion-api-mcp)** - Integrate with Notion's API to manage databases, track tasks, and organize content. Enable advanced todo list management with support for rich text, nested subtasks, and real-time data interaction. - **[Mermaid Diagram Generator](https://github.com/peng-shawn/mermaid-mcp-server)** - Converts Mermaid diagram descriptions into high-quality PNG images using the Mermaid markdown syntax. Supports customizable themes and backgrounds for visual representations of data and processes. - **[Playwright Visual Test](https://github.com/pengqiAngus/playwright-mcp)** - Automated visual regression testing tool that captures screenshots and generates comparison reports to identify discrepancies in UI across various viewport sizes. Integrates with MCP protocol for enhanced testing capabilities. - **[SSE Calculator Server](https://github.com/phamtienduceng/calculator-mcp-remote-server)** - Provides real-time stateful calculator operations with history tracking through Server-Sent Events, enabling dynamic calculation sessions while integrating with AI assistants via the Model Context Protocol. - **[LLMLing Server](https://github.com/phil65/mcp-server-llmling)** - Set up custom LLM servers using YAML configurations, providing access to resources and structured prompts. It facilitates extending capabilities with callable tools while adhering to the Machine Chat Protocol. - **[Maya MCP Server](https://github.com/phuhao00/MayaMCP)** - Control Autodesk Maya using natural language commands to access and manipulate scenes, objects, and attributes without requiring installation inside Maya. The server simplifies integration with AI assistant clients through a minimal and extensible toolset. - **[Pica MCP Server](https://github.com/picahq/pica-mcp)** - Connect applications with external tools and data sources through a powerful API, facilitating actions such as sending emails, managing calendars, and querying databases. - **[Archy Architectural Diagram Builder](https://github.com/phxdev1/archy-mcp)** - Generates architectural diagrams using Mermaid syntax from natural language descriptions or GitHub repositories, supporting a variety of diagram types including flowcharts and class diagrams. - **[Ant Design Mobile](https://github.com/Pingtouges/ant-design-mobile)** - Provides essential UI components and blocks designed for building mobile web applications, optimized for performance and customization. Enhances user experience through smooth gestures and animations. - **[Ant Design Mobile](https://github.com/Pingtouges/ant-design-mobile)** - Build mobile web applications using essential UI components designed for performance and customization, focusing on smooth user interactions and animations without complex configurations. - **[MCPollinations Multimodal Server](https://github.com/pinkpixel-dev/MCPollinations)** - Generates images, text, and audio from prompts using the Pollinations APIs. It supports returning images as base64-encoded data and allows listing available models for image and text generation. - **[Swagger Faker](https://github.com/Pingtouges/swagger-faker)** - Generate mock data and initiate a mock server automatically from Swagger or OpenAPI specifications, simplifying the development process by providing realistic API responses without needing a backend. - **[Prysm MCP Server](https://github.com/pinkpixel-dev/prysm-mcp-server)** - A server designed for web scraping that offers various modes for optimized content retrieval, URL analysis for efficient scraping strategies, and output formatting in markdown, HTML, or JSON. Additionally, it supports image extraction and provides functionalities for saving results to a specified directory. - **[pkgx Tool Runner](https://github.com/pkgxdev/mcp)** - Run various open source tools through pkgx integration, enabling AI agents to execute commands and gather data securely in a sandboxed environment while managing file read access cautiously. - **[Substack Reader](https://github.com/pl728/substack-fetcher-mcp)** - Fetch and read articles from Trade Companion by Adam Mancini on Substack, providing access to subscriber-only content in a clean, readable format. It integrates with Claude AI for an enhanced reading experience. - **[PlayCanvas Editor MCP Server](https://github.com/playcanvas/editor-mcp-server)** - Automate the PlayCanvas Editor to enhance game development by managing entities, handling assets, and adjusting scene settings efficiently with AI-driven tools. - **[微信 Markdown 编辑器](https://github.com/PowerPrincipal/wxmd)** - Transforms Markdown documents into visually appealing formatted content for WeChat, enhancing the efficiency of layout creation. Users can easily create cleanly styled content by utilizing basic Markdown syntax. - **[YouTube MCP](https://github.com/Prajwal-ak-0/youtube-mcp)** - Extract transcripts from YouTube videos, summarize content using Gemini AI, and facilitate natural language queries about video content. Provides tools for YouTube video search and comment analysis. - **[Script Generator Server](https://github.com/Pratik-Kumar-Cse/script-generation-mcp)** - Store and manage notes with a simple system that allows adding new notes and generating summaries based on user-defined detail levels. Supports accessing notes through a custom URI scheme, enhancing the organization and retrieval of written content. - **[A11y MCP Server](https://github.com/priyankark/a11y-mcp)** - Perform accessibility audits on webpages and generate detailed reports and summaries that comply with WCAG standards. Integrate the findings into an AI-assisted workflow to fix accessibility issues efficiently. - **[GemForge](https://github.com/PV-Bhat/GemForge-MCP)** - Provides tools for interacting with Google's Gemini AI models, enabling intelligent model selection and advanced file handling. Facilitates AI tasks such as search, reasoning, code analysis, and file operations through a standardized MCP server interface. - **[Gemini Image Generator](https://github.com/qhdrl12/mcp-server-gemini-image-generator)** - Generates high-quality images from text prompts using Google's Gemini AI model, facilitating intelligent filename generation and local image storage. Supports both raw image data and file path access for streamlined integration with AI assistants. - **[Gemini Image Generator](https://github.com/qhdrl12/mcp-server-gemini-image-generator)** - Generate high-quality images from text prompts using the Gemini AI model, manage local image storage, and facilitate creative modifications of existing images. - **[MarkItDown Server](https://github.com/qing-turnaround/markitdown_mcp_server)** - Convert various file formats to Markdown using the MarkItDown utility. Process PDFs, Office documents, images, audio files, HTML, and more into a Markdown format for streamlined content handling. - **[n8n](https://github.com/quantumKaz/n8n)** - n8n is a workflow automation platform that supports integrating over 400 different tools and services, enabling the creation of automated workflows using both no-code and code-based solutions. It features AI capabilities to build workflows leveraging custom AI models and data, allowing for flexible automation tailored to specific needs. - **[Quillopy MCP Server](https://github.com/quillopy/quillopy-mcp)** - Retrieve relevant package documentation for programming languages and libraries through the Quillopy API, enhancing the coding experience by providing up-to-date information directly into the user's context. - **[Portfolio Website](https://github.com/quocdat22/portfolio-website)** - A personal portfolio website that showcases projects and skills, providing a platform to attract clients or employers. The site can be easily customized and deployed to highlight individual work effectively. - **[FirstCycling MCP Server](https://github.com/r-huijts/firstcycling-mcp)** - Retrieve comprehensive professional cycling data including detailed statistics on riders, race results, and historical performance. Analyze rider performance and explore information about cycling teams and competitions. - **[Movies Dataset Viewer](https://github.com/qxuan512/movies-dataset)** - Display and explore comprehensive movie metadata sourced from The Movie Database (TMDB) using an interactive Streamlit application. Analyze and visualize movie datasets for insights. - **[Rijksmuseum Server](https://github.com/r-huijts/rijksmuseum-mcp)** - Interact with the Rijksmuseum API for searching and retrieving artwork details, accessing high-resolution images, and managing user collections. - **[Video Digest](https://github.com/R-lz/mcp-video-digest)** - Extract audio from various video platforms like YouTube and TikTok, and convert the audio to text using multiple transcription services. Supports asynchronous processing and speaker separation for enhanced video content analysis. - **[Spotify MCP Server](https://github.com/rakshitha2207/spotify-mcp)** - Programmatic interaction with Spotify using a standardized interface for searching tracks, controlling playback, and managing playlists through the Spotify Web API. - **[Web Browser Server](https://github.com/random-robbie/mcp-web-browser)** - Advanced web browsing capabilities enabling interactions with websites through a headless browser, capable of content extraction, form interaction, and tab management. - **[AI Articles](https://github.com/raultoto/ai_articles)** - Generate insightful articles on artificial intelligence topics and provide curated content to enhance understanding of the latest trends in AI. - **[MCPHub.nvim](https://github.com/ravitemer/mcphub.nvim)** - Integrate and manage MCP servers within Neovim, providing an intuitive UI for browsing, installing, and testing tools and resources. The plugin facilitates real-time status monitoring and automatic server management to enhance workflow with large language models. - **[Deep Research Server](https://github.com/reading-plus-ai/mcp-server-deep-research)** - Conduct comprehensive research on complex topics by generating structured research reports and synthesizing information from diverse sources. This tool enables in-depth exploration of questions and identification of relevant sources. - **[Overseerr MCP](https://github.com/reallycleansauce/overseerr-mcp)** - Manage movie and TV show requests by interacting with the Overseerr API for real-time status updates and request management. Streamline media library operations efficiently based on user inputs. - **[Chat Analysis](https://github.com/rebots-online/mcp-chat-analysis-server)** - Semantic analysis of chat conversations using vector embeddings and knowledge graphs, enabling the extraction of concepts and analysis of conversation patterns. - **[Deepwiki Fetch Server](https://github.com/regenrek/deepwiki-mcp)** - Crawls Deepwiki.com documentation, converting it into Markdown format by removing unnecessary HTML elements and adjusting links for better readability. Supports fetching multiple pages and offers structured output formats for knowledge retrieval. - **[Image Generator](https://github.com/rmcendarfer2017/MCP-image-gen)** - Generate stunning images using advanced AI models with a built-in storage system for managing and accessing creations. Users can customize image styles and utilize a prompt-based interface for generating images. - **[Math Agent for Keynote](https://github.com/rohinigaonkar/mcp-math-macos)** - Perform mathematical calculations and visually present results in Keynote on macOS. The agent supports drawing shapes and adding text to slides for creating mathematical presentations. - **[EdgeOne Pages Deployment Service](https://github.com/ropon/edgeone-pages-mcp)** - Deploys HTML content to EdgeOne Pages and generates publicly accessible URLs for fast delivery through a globally distributed edge network, facilitating seamless integration with EdgeOne Pages Functions and KV storage. - **[智能对话机器人](https://github.com/rsagacom/chatgpt-on-wechat)** - A multi-platform intelligent dialogue service that supports text, voice, and image interactions. It can connect to various AI models and allows for custom enterprise AI applications through plugin extensions. - **[Mermaid Validator](https://github.com/rtuin/mcp-mermaid-validator)** - Validates and renders Mermaid diagrams, ensuring correctness and providing SVG output for visual representation. Integrates directly into workflows to enhance LLM capabilities with diagram generation. - **[Wikipedia Information Server](https://github.com/Rudra-ravi/wikipedia-mcp)** - Provides real-time access to Wikipedia content, enabling retrieval of articles, summaries, sections, and links in multiple languages for AI applications. Facilitates grounded responses by integrating reliable Wikipedia data into Large Language Models. - **[Deepseek Thinker](https://github.com/ruixingshi/deepseek-thinker-mcp)** - Leverage Deepseek's reasoning capabilities to access structured outputs from its thought processes for enhanced AI interactions. Supports integration with AI clients through both OpenAI API and local Ollama server modes. - **[Rodolfo Rodrigues Portfolio](https://github.com/rudwolf/rudwolf.github.io)** - Showcase skills and projects in web development with a focus on PHP, WordPress, Laravel, MySQL, and JavaScript frameworks. Provides assistance in full-stack development and keeps users updated on learning progress in ReactJS and Next.js. - **[Deepseek Thinker](https://github.com/ruixingshi/deepseek-thinker-mcp)** - Provides reasoning capabilities using Deepseek's thought processes, enabling MCP-enabled AI clients to access and utilize Deepseek's reasoning outputs either through an API service or a local Ollama server. - **[Notmuch Sendmail](https://github.com/runekaagaard/mcp-notmuch-sendmail)** - Connects to a notmuch email database to facilitate searching, composing, and managing emails with markdown and LaTeX styling. Supports smart deduplication of replies and clean text formatting for email conversations. - **[Image Reader](https://github.com/Rupeebw/mcp-image-reader)** - Manage and summarize text notes efficiently with this MCP server, which supports creating, accessing, and summarizing notes through unique URIs. It integrates note management and summarization capabilities for enhanced workflows with LLMs. - **[Reddit Content Fetcher](https://github.com/ruradium/mcp-reddit)** - Fetch and analyze Reddit content, including hot threads and detailed posts with comments from any subreddit. Supports various post types such as text, link, and gallery to provide comprehensive insights. - **[YouTube Transcriptor](https://github.com/rvydhya/youtube_transcriptor)** - Transcribes YouTube videos by extracting transcripts, including both manual and autogenerated captions, using the provided video URL. Supports integration with MCP clients for enhanced workflows involving video transcription. - **[MCP RTFM](https://github.com/ryanjoachim/mcp-rtfm)** - Facilitates the creation of manuals from existing documentation through content analysis, generates metadata, and provides intelligent search capabilities to form a functional knowledge base. - **[Everything](https://github.com/s2005/mcp-everything)** - A comprehensive test server that showcases the features of the Model Context Protocol (MCP), providing tools, resources, prompts, and sampling capabilities for developers. It includes implementations in TypeScript and Python for building and testing MCP clients. - **[Documentation Server](https://github.com/sagacious-satadru/Documentation-MCP)** - Search and access documentation from popular AI libraries such as LangChain and LlamaIndex. Enhance conversations with contextual knowledge by leveraging intelligent documentation extraction. - **[YouTube Feed via OAuth](https://github.com/saginawj/mcp-server-youtube)** - Enable natural language interaction with YouTube to fetch trending videos and recent uploads from subscribed channels. Seamlessly access and manage YouTube content without manual API handling. - **[Reddit Feed via OAuth](https://github.com/saginawj/mcp-reddit-companion)** - Enables natural language interactions with personalized Reddit feeds, allowing users to analyze and summarize content relevant to their interests. - **[Reference Servers](https://github.com/SAKETH11111/reference-servers)** - Facilitates a structured thinking process for dynamic and reflective problem-solving by breaking down complex problems into manageable steps, allowing for the revision of thoughts and exploration of alternative reasoning paths. - **[Visual UI Debug Agent](https://github.com/samihalawa/visual-ui-debug-agent-mcp)** - Enables autonomous visual analysis, testing, and debugging of web interfaces using AI-powered tools. Detect UI bugs, validate user workflows, monitor performance, and generate detailed reports through Playwright integration. - **[Package Docs](https://github.com/sammcj/mcp-package-docs)** - Access package documentation from multiple programming languages including Go, Python, NPM, and Rust. It provides structured documentation parsing and language server protocol capabilities for efficient retrieval of information. - **[Image Generator](https://github.com/sammyl720/image-generator-mcp-server)** - Connects to OpenAI's DALL-E 3 model to generate images based on user prompts, saving the results to a specified directory on the user's desktop. - **[DaVinci Resolve MCP Server](https://github.com/samuelgursky/davinci-resolve-mcp)** - Connects AI coding assistants to DaVinci Resolve for managing video editing projects, timelines, and media through natural language queries. Enables seamless control and interaction within the DaVinci Resolve environment. - **[LLM Server](https://github.com/sammcj/mcp-llm)** - Generate code, write documentation, and answer questions using advanced language models. Utilize the LlamaIndexTS library to enhance coding tasks and improve documentation quality. - **[AutoSpectra](https://github.com/samuelvinay91/autospectra-mcp-server)** - Automate browser interactions and perform various testing capabilities, including accessibility checks and visual testing, through a comprehensive MCP server. Provides tools for API testing and debugging, integrating seamlessly with compatible AI systems. - **[MIDI Server](https://github.com/sandst1/mcp-server-midi)** - Connects AI models to MIDI-compatible software or hardware by sending MIDI sequences and control messages, while providing virtual MIDI output ports for integration with digital audio workstations and synthesizers. - **[Sanity Content AI Server](https://github.com/sanity-io/sanity-mcp-server)** - Facilitates AI-driven content operations and exploration within Sanity projects via natural language interactions. Supports automation of content creation, updates, and semantic searches, while adhering to content schemas and validation rules. - **[Image Generation Server](https://github.com/sarthakkimtani/mcp-image-gen)** - Generates high-quality images from textual prompts with customizable dimensions using the Flux.1 Schnell model. Provides standardized interfaces for specifying image generation parameters and includes error handling features. - **[Letter Counter Server](https://github.com/scaryrawr/strawberry-mcp)** - Counts the occurrences of a specified letter within a given word, providing accurate letter frequency results for text analysis. - **[ScrapeGraph MCP Server](https://github.com/ScrapeGraphAI/scrapegraph-mcp)** - A scraping API for structured data extraction from websites that includes features for specific webpage data extraction, web search integration, and content filtering. It also converts webpages into markdown format. - **[ScreenshotOne MCP Server](https://github.com/screenshotone/mcp)** - Render website screenshots and obtain them as images to integrate screenshot capabilities into applications. Capture and utilize website visuals effortlessly through a powerful API. - **[YouTube Transcription Server](https://github.com/seanlee10/server-youtube-transcription)** - Transcribes audio from YouTube videos to text, providing accurate and fast text representations of video content. Integrates transcription capabilities seamlessly into applications using the MCP framework. - **[MCP Server for Awesome-llms-txt](https://github.com/SecretiveShell/MCP-llms-txt)** - Integrate documentation directly into conversations by utilizing MCP resources for chat applications. This server enhances interactions by providing relevant documentation content as part of the dialogue. - **[PyTorch Documentation Search](https://github.com/seanmichaelmcgee/pytorch-docs-refactored)** - Provides semantic search capabilities over PyTorch documentation to retrieve relevant APIs, code examples, and error messages efficiently. It uses vector embeddings and semantic similarity to enhance search results for developers. - **[Perplexity MCP Server](https://github.com/sengokudaikon/mcp-perplexity)** - Integrate with the Perplexity API to query programming responses and manage chat history. Maintain conversations and list previous chats using a local data storage system. - **[Messenger Phishing Detection](https://github.com/seoksik/Messenger-phishing-detection)** - Predicts and prevents messenger phishing attacks through AI-based analysis of chat content, providing real-time alerts to users when phishing is detected, aimed at reducing financial loss and personal data breaches. - **[Miro Extension](https://github.com/SerjoschDuering/mcp-miro)** - Enables interaction with Miro boards by manipulating and extracting data, facilitating design and collaboration. Supports image creation, iframe embedding, and board data export in JSON format. - **[TikTok Integration](https://github.com/Seym0n/tiktok-mcp)** - Integrates TikTok access to analyze videos for virality factors, retrieve content, and facilitate interactions with TikTok videos through a seamless application interface. - **[Deep Thinking Assistant](https://github.com/shark-bot-0118/dive-deep-mcp)** - Provides deep analysis and insights for problem-solving by integrating critical and creative thinking. Offers practical suggestions tailored to the user's context while leveraging existing knowledge and new perspectives. - **[WordPress MCP](https://github.com/sharmashivanand/mcp-wordpress)** - Provides intelligent integration with WordPress for VS Code by detecting the WordPress environment, connecting to its database, and offering context-aware code completions and documentation support. - **[DeepSeek Server](https://github.com/Sheshiyer/deepseek-mcp-with-MoE)** - Provides code generation, completion, and optimization capabilities using the DeepSeek API. Supports intelligent tool chaining and includes built-in caching for cost efficiency, focusing on various programming languages. - **[Unofficial MCP Server for Zenn](https://github.com/shibuiwilliam/mcp-server-zenn)** - Fetch articles and books from Zenn's API and seamlessly integrate them into applications for streamlined development and content access. - **[DatoCMS Example Blog](https://github.com/ShinichiKudo-FE/datocms-react-apollo)** - Set up a blog using DatoCMS with a pre-configured schema and data, enabling dynamic content management with a React front end and GraphQL API integration. - **[MediaWiki Server](https://github.com/shiquda/mediawiki-mcp-server)** - Interact with Wikipedia's API to search and retrieve content efficiently, providing access to rich data and insights from various wiki sites. - **[MCPet](https://github.com/shreyaskarnik/mcpet)** - MCPet is a TypeScript-based server that simulates a virtual pet experience, allowing users to adopt, nurture, and engage with a digital companion that evolves based on user interaction. The pet's stats change over time, reflecting care tasks such as feeding, cleaning, and playing games. - **[YouTube Transcript Server](https://github.com/sinco-lab/mcp-youtube-transcript)** - Retrieve transcripts and subtitles from YouTube videos across multiple languages with enhanced metadata support for content analysis. Provides a simple interface for direct access to video transcripts. - **[Next.js Blog Starter](https://github.com/sinbum/nextjs-obsidian-blog)** - Set up a Next.js blog using Obsidian as the content management system, allowing for easy content management and blog deployment. The project serves as a foundational template for creating and managing a personal blog with minimal configuration. - **[Grumpy Senior Developer](https://github.com/sinedied/grumpydev-mcp)** - Provides code reviews with a sarcastic tone, identifying issues and suggesting improvements while delivering feedback in a cynical manner. Suitable for developers of all experience levels who appreciate a humorous critique. - **[Sefaria Jewish Library](https://github.com/Sivan22/mcp-sefaria-server)** - Access Jewish texts from the Sefaria library through a standardized interface for retrieval and referencing by AI models. - **[Skrape MCP Server](https://github.com/skrapeai/skrape-mcp)** - Convert web pages into clean, structured Markdown suitable for large language model (LLM) consumption, streamlining the process of feeding web content into AI applications. - **[Mureka Music Generation Server](https://github.com/SkyworkAI/Mureka-mcp)** - Interact with APIs to generate lyrics, songs, and background music for various occasions and settings. Create custom music content using simple commands for application enhancement. - **[Youtube MCP server](https://github.com/sparfenyuk/mcp-youtube)** - Bridges AI assistants with the YouTube API to download closed captions and create video summaries from YouTube content. - **[Perplexity Search](https://github.com/spences10/mcp-perplexity-search)** - Integrates Perplexity's AI API with large language models for enhanced chat completion capabilities, featuring specialized prompt templates for a variety of use cases. - **[Logo Generation Tool Server](https://github.com/sshtunnelvision/MCP-LOGO-GEN)** - Logo generation using AI tools, including features for image creation, background removal, and automatic scaling for high-quality outputs in various sizes. - **[OpenRouter Multimodal Server](https://github.com/stabgan/openrouter-mcp-multimodal)** - Combines text chat and image analysis capabilities to conduct multimodal conversations and handle custom queries seamlessly. Optimizes workflows with intelligent model selection and performance improvements. - **[Retrieval-Augmented Thinking](https://github.com/stat-guy/retrieval-augmented-thinking)** - Enhances AI model reasoning and problem-solving capabilities by employing structured retrieval-augmented thinking processes. Provides features like adaptive thought chains, iterative hypothesis generation, and real-time context coherence for complex reasoning tasks. - **[Starwind UI MCP Server](https://github.com/starwind-ui/starwind-ui-mcp)** - Provides tools for project initialization, component management, and documentation access in the Starwind UI ecosystem. Supports features like package manager detection and data fetching for language models, facilitating efficient development workflows. - **[海龟汤游戏服务器](https://github.com/StevenFengLi/haiguitangmcp)** - Host interactive lateral thinking puzzle games by utilizing a large language model as the game master. Retrieve puzzle lists, access detailed puzzles, and implement game rules for solo or group gameplay with guided hints. - **[Figma to React Converter](https://github.com/StudentOfJS/mcp-figma-to-react)** - Converts Figma designs into React components by utilizing the Figma API to fetch designs and extract components, generating code in TypeScript with Tailwind CSS for enhanced styling and accessibility. - **[Ideogram MCP Server](https://github.com/Sunwood-ai-labs/ideagram-mcp-server)** - Generate images based on prompts with customizable parameters like aspect ratio and style using the Ideogram API. - **[Luma MCP Server](https://github.com/Sunwood-ai-labs/luma-mcp-server)** - Provides an API for video generation using Luma AI, enabling the creation of videos from text and images, as well as enhancing and interpolating existing videos. - **[Spotify Server](https://github.com/superseoworld/mcp-spotify)** - Access Spotify's music catalog to search for tracks, albums, and artists, along with retrieving artist-specific information such as top tracks and related artists. - **[Powerpoint Server](https://github.com/supercurses/powerpoint)** - Create dynamic PowerPoint presentations by adding slides, images, tables, and charts. Manage presentation content seamlessly and enhance presentations with generated images. - **[Model Context Protocol Server](https://github.com/Swan-and-Co-Innovations/MCP)** - Integrate applications with real-world data and tools for enhanced workflows through a structured and dynamic problem-solving process. Break down complex problems and adjust thought processes with the help of a sequential thinking tool. - **[UML Diagram Generation Tool](https://github.com/Swayingleaves/uml-mcp-server)** - Generate various types of UML diagrams using natural language descriptions or PlantUML code, with the ability to share and view diagrams via accessible URLs and local file paths. - **[QGIS Model Context Protocol Integration](https://github.com/syauqi-uqi/qgis_mcp_modify1)** - Integrate QGIS with Claude AI for managing GIS projects and manipulating layers through direct interaction. The server facilitates project creation, layer loading, execution of processing algorithms, and Python code execution. - **[SuperCollider Synth Executor](https://github.com/Synohara/supercollider-mcp)** - Execute SuperCollider synths using the SuperCollider programming language through an MCP server interface. Integrate audio synthesis capabilities into LLM applications on macOS with Apple Silicon, facilitating sound generation workflows utilizing supercolliderjs within the MCP framework. - **[IDA Pro MCP Documentation and Utilities](https://github.com/Sysc4lls/IDA-doc-hint-mcp)** - Provides documentation and utilities for automating tasks and developing plugins to enhance the IDA Pro experience. Integrates with MCP to streamline interactions with the IDA Pro environment. - **[Twitter Integration for AI Agents](https://github.com/taazkareem/twitter-mcp-server)** - Integrate with Twitter to access tweets, user profiles, and interact with tweets such as liking and retweeting through a standardized interface. The server supports robust error handling and rate limiting while fetching data and performing user interactions. - **[Unified MCP Server for Blender and Unreal Engine](https://github.com/tahooki/unreal-blender-mcp)** - Control and manipulate scenes, manage assets, and interface between Blender and Unreal Engine using AI agents. Integrate AI capabilities into creative workflows through a unified server architecture. - **[NBA Stats Server](https://github.com/Taidgh-Robinson/nba-mcp-server)** - Provides up-to-date NBA game scores and player statistics, enabling retrieval of game summaries, player performance metrics, and advanced analytics. Keeps AI models informed with accurate and timely NBA data. - **[UseScraper](https://github.com/tanevanwifferen/usescraper-mcp-server)** - Provides web scraping capabilities using the UseScraper API to extract content from web pages in various formats. - **[Comedy MCP Server](https://github.com/Tanner253/ComedyMcpServer)** - Generates programming-related jokes and humorous code comments for AI assistants. Integrates with Cursor IDE to enhance coding experiences through humor and creativity. - **[Prologue](https://github.com/tankz/younioffer.github.io)** - Prologue is a Jekyll theme designed for creating responsive, single-page websites with integrated blogging capabilities and a user-friendly setup. It features a minimalistic design, a sticky sidebar for navigation, and compatibility with Formspree for easy contact form integration. - **[Perplexity Server](https://github.com/tanigami/mcp-server-perplexity)** - MCP Server that connects to the Perplexity API, enabling users to request chat completions with citations. It serves as an interface for utilizing Perplexity's capabilities within the MCP framework. - **[RSS Markdown Generator](https://github.com/taweili/mcp-rss-md)** - Generates Markdown content from RSS feeds, transforming raw RSS data into well-structured Markdown documents for easy sharing and publishing. - **[Diff Generation Server](https://github.com/tatn/mcp-server-diff-typescript)** - Generates unified diffs between two text strings, allowing for text comparison and analysis of differences. Utilizes the `diff` package for accurate detection and outputs results in unified diff format. - **[Gemini API Server](https://github.com/techkwon/mcp-gemini)** - Leverages Google's Gemini API to generate text, create and analyze images, perform video analysis on YouTube content, and conduct web searches. Provides a range of advanced AI functionalities for various applications. - **[Curri MCP Server](https://github.com/teamcurri/mcp-linear)** - Interact with Curri's API to manage text notes and generate summaries. Provides features for creating notes, listing them, and summarizing their contents. - **[3D Universal Plugin Interface](https://github.com/team-plask/3d-mcp)** - Creates a unified TypeScript interface for interacting with multiple 3D software applications such as Blender, Maya, and Unreal Engine through a single API. Facilitates operations like creating keyframes and managing 3D object properties with streamlined code generation. - **[Qualitative Researcher](https://github.com/tejpalvirk/contextmanager)** - Organize and analyze qualitative research data, manage participant information, and derive insights from interviews and observations. Facilitates tracking of research projects and maintains domain-specific context across sessions. - **[Contentful Integration Server](https://github.com/tejedamiguel6/MCP-server-Contenful)** - Fetch and manage content from a Contentful CMS, enabling AI models to retrieve content types and entries directly from a Contentful space. Provides structured responses for streamlined integration with AI assistants. - **[Pinterest MCP Server](https://github.com/terryso/mcp-pinterest)** - Search for images on Pinterest using keywords and retrieve detailed information about those images. - **[MetaTag Genie](https://github.com/terryso/meta_tag_genie)** - Manage image metadata to improve macOS Spotlight search functionality by adding tags, descriptions, people, and location data to JPG, PNG, and HEIC images through a standard MCP interface over Stdio. - **[TV Show Recommender](https://github.com/terryso/tv-recommender-mcp-server)** - Provides personalized TV show recommendations based on genre, finds similar shows, and retrieves detailed show information using data from TMDb. - **[AI Humanize Server](https://github.com/Text2Go/ai-humanizer-mcp-server)** - Refines AI-generated content to improve its naturalness and human-like quality while incorporating advanced AI detection and text enhancement techniques. - **[CEDARScript](https://github.com/th3w1zard1/cedarscript-mcp)** - CEDARScript provides code manipulation using a SQL-like syntax for editing files, supporting various operations such as file creation, deletion, and transformation through a comprehensive set of grammar rules and pattern matching capabilities. - **[OpenAI MCP Server](https://github.com/thadius83/mcp-server-openai)** - Query OpenAI models directly using the MCP protocol for enhanced response integration. Supports o3-mini and gpt-4o-mini models with improved message handling for seamless interaction. - **[Mastodon Integration Server](https://github.com/The-Focus-AI/mastodon-mcp)** - Create and manage toots on Mastodon with customizable options and media attachments. Secure credential management and easy interaction with the Mastodon API facilitate enhanced social media integration. - **[Clarity MCP - Generative MCPs based on your network!](https://github.com/theclarityproject/mcp-server)** - Transform browser traffic into Model Context Protocols, enabling real-time data access for AI by extracting web API functionalities from HAR files. Capture network requests and convert them into tools for AI assistants like Claude. - **[Figma MCP Server](https://github.com/thirdstrandstudio/mcp-figma)** - Interact seamlessly with the Figma API to manage files, comments, components, and more, enhancing design workflows and automating tasks within Figma. - **[Sound Tool](https://github.com/tijs/py-sound-mcp)** - Plays customizable sound effects for coding events such as completions and errors, providing audio feedback in MCP-compatible environments. Integrates seamlessly with tools like Cursor to enhance the interactive development experience. - **[Video Analysis and Mind Map Generation Service](https://github.com/tjh19971228/mcp_video_analysis)** - Analyzes video content to extract keywords, summaries, and key timepoints, and generates structured mind maps in various formats such as JSON, PNG, and interactive HTML. Provides tools for enhanced video understanding and visualization of key insights. - **[Card News](https://github.com/todaygroup/cardnews)** - Create and share dynamic card news articles using templates, with tools for real-time editing, version management, and user interaction like comments and likes. Supports multi-language content delivery to engage audiences effectively. - **[Kroki Server](https://github.com/tkoba1974/mcp-kroki)** - Generate and download diagrams in various formats by converting Mermaid, PlantUML, and Graphviz diagrams to SVG, PNG, PDF, or JPEG files using Kroki.io. - **[server-nativewind](https://github.com/tokenizin-agency/mcp-nativewind)** - Transforms Tailwind components to NativeWind 4, enabling seamless migration between design systems. Analyzes Tailwind usage and allows for transformation of single components or entire directories. - **[Apple Notes Integration](https://github.com/Tom-Semple/mcp-apple-notes-fixed)** - Enables semantic and full-text search over Apple Notes, allowing AI assistants to reference notes during conversations. Supports local execution to ensure data privacy and security without the need for external APIs. - **[NPX Fetch](https://github.com/tokenizin-agency/mcp-npx-fetch)** - Fetches and processes web content, transforming it into multiple formats such as HTML, JSON, Markdown, and plain text. It operates using the Model Context Protocol for seamless integration with AI models. - **[DaVinci Resolve Control Server](https://github.com/Tooflex/davinci-resolve-mcp)** - Enables interaction with DaVinci Resolve Studio for editing, color grading, audio control, and project management. Facilitates management of timelines, media, Fusion compositions, playback, and execution of custom scripts. - **[Compiler Explorer MCP](https://github.com/torshepherd/compiler-explorer-mcp)** - Connects LLMs to the Compiler Explorer API to compile code, explore compiler features, and analyze optimizations across various compilers and languages. - **[OpenDeepSearch](https://github.com/tositon/OpenDeepSearch)** - Performs comprehensive, in-depth research on complex topics by breaking down questions into manageable sub-questions and synthesizing findings into detailed reports with citations. Integrates seamlessly with various MCP clients for enhanced research capabilities. - **[Opera Omnia](https://github.com/triptych/opera-omnia-mcp)** - Access a collection of JSON datasets for games, storytelling, and bot development. Retrieve and filter data, generate creative content using customizable templates, and combine multiple datasets seamlessly. - **[Cinema4D MCP Server](https://github.com/ttiimmaacc/cinema4d-mcp)** - Connects Cinema 4D to Claude for prompt-assisted 3D manipulation, enabling users to create, modify, and render scenes through integrated scripting and object management tools. - **[Youtube Summarizer](https://github.com/trilogy-group/youtube-summarizer-mcp)** - Integrates Youtube summarization capabilities into AI applications, providing access to APIs that summarize videos directly from YouTube. - **[Magic AI Agent](https://github.com/twmmason/magic-mcp)** - Generates UI components based on natural language descriptions, integrating with popular IDEs like VSCode, Cursor, and Windsurf. Supports real-time previews and offers a library of customizable components inspired by 21st.dev. - **[Rand](https://github.com/turlockmike/mcp-rand)** - Provides random generation utilities including UUIDs, numbers, strings, passwords, Gaussian distribution, dice rolling, and card drawing. - **[Chess Analysis Assistant](https://github.com/turlockmike/chess-mcp)** - Analyze chess positions using the Stockfish engine, providing professional evaluations and visual board representations. Users can also explore move variations and access a database of games played by high-rated players. - **[Replicate Interface Server](https://github.com/tzafrir/mcp-server-replicate)** - Access various AI models hosted on Replicate through a standardized interface for image generation with customizable parameters, enabling output resizing and optimization. Future enhancements will include text and video generation features. - **[Prem AI MCP Server](https://github.com/ucalyptus/prem-mcp-server)** - Integrates with Prem AI's features for chat interactions and document management, supporting Retrieval-Augmented Generation with document repositories and real-time streaming responses. - **[Workflow Learner](https://github.com/u3588064/WorkflowLearner)** - Records user workflows using PSR.exe on Windows to create MHT files, enabling large language models (LLMs) to learn and understand these workflows through parsed data. - **[UI Flowchart Creator](https://github.com/umshere/uiflowchartcreator)** - Creates UI flowcharts to visualize user interfaces and their interactions, facilitating a better understanding of UI designs and workflows. - **[Speedy](https://github.com/utkarsh-dixit/speedy)** - A template for developing applications using Tauri, Next.js, and TypeScript, facilitating the creation of desktop applications with web technologies. - **[IMDb Server](https://github.com/uzaysozen/imdb-mcp-server)** - Access detailed movie and TV show information from the IMDb API, including data about films, actors, and upcoming releases. Enhance applications with rich media content and insights. - **[Spotify Connector](https://github.com/varunneal/spotify-mcp)** - Connects to Spotify using the Spotipy API to control playback, search for music, and manage playlists. Facilitates operations such as starting, pausing, skipping tracks, and retrieving information on various music-related entities. - **[Tripo MCP Server](https://github.com/VAST-AI-Research/tripo-mcp)** - Generate 3D assets from natural language and import them directly into Blender using Tripo's API. Integrates with MCP-enabled AI assistants for enhanced creative workflows. - **[FL Studio Integration](https://github.com/veenastudio/flstudio-mcp)** - Connects AI model Claude to FL Studio for seamless integration of melodies, chords, and drum patterns into music projects. Facilitates real-time music production by allowing interaction between AI and the FL Studio environment. - **[Vectorize MCP Server](https://github.com/vectorize-io/vectorize-mcp-server)** - Integrates advanced vector retrieval and text extraction capabilities, enabling document searches and Markdown text extraction from various file types. Supports deep research generation from custom data pipelines. - **[Apple Books MCP](https://github.com/vgnshiyer/apple-books-mcp)** - Manage and explore your Apple Books library, summarize highlights, and receive book recommendations by harnessing Claude's capabilities. - **[Zhihu Article Posting Server](https://github.com/Victorzwx/zh_mcp_server)** - Automates article generation and posting on Zhihu using large language models. Integrates with MCP clients to facilitate content creation workflows through automated browser interactions and cookie management. - **[FFmpeg Video Processor](https://github.com/video-creator/ffmpeg-mcp)** - Enables local video search, trimming, stitching, and playback through conversational commands using ffmpeg. Provides tools for finding, clipping, concatenating, and playing video files on macOS platforms. - **[VideoDB Director](https://github.com/video-db/agent-toolkit)** - Integrate video database management capabilities with agents by connecting to the VideoDB Director MCP server. Manage video-related tools and resources efficiently through a seamless connection in MCP clients. - **[Docs MCP Server](https://github.com/vikramdse/docs-mcp-server)** - Fetch real-time documentation for libraries like Langchain, Llama-Index, MCP, and OpenAI using natural language queries, providing updated information directly from official sources. The server enhances LLM responses by ensuring access to current library updates and documentation. - **[API Tester Server](https://github.com/Vikrant-Khedkar/api-tester-mcp)** - Facilitates API requests securely without exposing API keys and provides a platform to test various APIs, including OpenAI's models. It generates images and formats responses for clarity. - **[my-server](https://github.com/vivalalova/mcp_practice)** - Create and manage text notes with a simple interface, providing resources for accessing notes, tools for adding new notes, and functionality to generate summaries of the notes. - **[PyMOL MCP](https://github.com/vrtejus/pymol-mcp)** - Connects PyMOL to Claude AI for natural language interaction with molecular visualization and analysis, enabling intelligent command parsing and structural analysis. - **[Waifu Queue](https://github.com/waifuai/mcp-waifu-queue)** - Generate engaging conversations with a virtual waifu character using the Google Gemini API, leveraging GPU acceleration and a Redis queue for efficient text generation and job management. - **[Collaborative Reasoning Server](https://github.com/waldzellai/model-enhancement-servers)** - Enables structured collaboration among simulated experts to address complex problems through diverse perspectives, facilitating ideation, critique, integration, and decision-making with explicit disagreement management and visual representation. - **[Analogical Reasoning Server](https://github.com/waldzellai/model-enhancement-servers)** - Enables models to perform structured analogical thinking by mapping and evaluating relationships between source and target domains. Supports problem-solving, explanation, and creative ideation through systematic analogy construction and inference generation. - **[Visual Reasoning Server](https://github.com/waldzellai/model-enhancement-servers)** - Enables language models to perform visual and spatial reasoning by creating and manipulating diagrammatic representations such as graphs and flowcharts. Supports multi-modal outputs and iterative refinement through a flexible visual element manipulation system. - **[Structured Argumentation Server](https://github.com/waldzellai/model-enhancement-servers)** - Facilitates structured and rigorous argumentation by enabling AI models to systematically develop, critique, and synthesize arguments within a formal dialectical framework. Supports improved reasoning in ethical dilemmas, policy evaluation, and scientific hypothesis analysis through visual representation and relationship tracking of argument structures. - **[AutoGen](https://github.com/wang316902972/AutoGenV04Test)** - Build and manage complex AI agent systems and applications that facilitate multi-agent collaboration, integrate with various language models, and connect to external tools for streamlined processes. Features low-code development, command-line interfaces, and support for human feedback and termination conditions. - **[Stochastic Thinking](https://github.com/waldzellai/waldzell-mcp)** - Enhance decision-making capabilities using advanced stochastic algorithms to navigate complex problem-solving and avoid repetitive local solutions. - **[RunwayML + Luma AI Server](https://github.com/wheattoast11/mcp-video-gen)** - Generate videos and images from text prompts or existing images using advanced AI models, with capabilities for audio addition, content upscaling, and prompt enhancement. Manage and refine AI-generated content through API interactions with RunwayML and Luma AI. - **[Open WebUI](https://github.com/willsmith2099/open-webui)** - Self-hosted web interface for interacting with language models, supporting offline usage and various LLM runners. Includes features for voice calls and document interactions, offering a customizable and secure chat experience. - **[Open WebUI](https://github.com/willsmith2099/open-webui)** - A self-hosted WebUI for enhancing interactions with language models. Supports features like voice calls and Markdown, functioning entirely offline and compatible with various LLM runners. - **[ShaderToy MCP Server](https://github.com/wilsonchenghy/ShaderToy-MCP)** - Connects to ShaderToy for querying and generating complex GLSL shaders based on existing works, while enabling intelligent assistance in shader development and information retrieval. - **[Reddit Server](https://github.com/wllcnm/mcp-reddit)** - Interact with Reddit content through AI assistance, enabling search, analysis, and retrieval of posts and comments from specific subreddits. Users can browse and analyze popular posts efficiently. - **[WordDirectory MCP Server](https://github.com/WordDirectory/Directory)** - Provides word definition lookups and suggestions for similar words through a standardized interface. Enhances applications with easy access to human-readable word definitions from WordDirectory. - **[HowToCook Recipe Server](https://github.com/worryzyy/HowToCook-mcp)** - Provides personalized meal planning and recipe recommendations, allowing users to query recipes by category and generate daily menus based on dietary restrictions and the number of people. - **[Textwell Write Tool](https://github.com/worldnine/textwell-mcp)** - A specialized MCP server for writing text to the Textwell application on macOS, offering modes for replacing, inserting, or appending text. It facilitates text manipulation directly within the Textwell environment. - **[Tree-sitter Server](https://github.com/wrale/mcp-server-tree-sitter)** - Analyze and explore codebases with context-aware capabilities using tree-sitter for intelligent access to code structures. Offers advanced code analysis features across various programming languages to streamline development workflows and optimize performance. - **[Trakt](https://github.com/wwiens/trakt_mcpserver)** - Access real-time entertainment data and personal viewing history through the Trakt API, enabling users to discover trending shows and movies, track viewing habits, and receive personalized recommendations. - **[Perplexity MCP Zerver](https://github.com/wysh3/perplexity-mcp-zerver)** - Leverage AI-powered research capabilities by performing web searches, retrieving documentation, and analyzing code through a modular tool architecture. The server facilitates interactions with the Perplexity website without requiring an API key, utilizing browser automation for efficient data retrieval. - **[Mavae Image Toolbox](https://github.com/xenoailimited/mcp-mavae)** - A Model Context Protocol (MCP) server for interacting with image media tools, providing capabilities for image generation, editing, and management of collections and models. - **[Ableton Copilot](https://github.com/xiaolaa2/ableton-copilot-mcp)** - Control and interact with Ableton Live in real-time, enabling management of tracks, clips, and audio operations to streamline music production workflows. - **[Awesome CursorRules](https://github.com/xiaofeng1997/awesome-cursorrules)** - Enhance code generation in Cursor AI by defining project-specific rules with .cursorrules files, allowing for tailored AI behavior and increased consistency. Supports customization of coding standards and practices to improve team alignment and productivity. - **[MIDI File Parser](https://github.com/xiaolaa2/midi-file-mcp)** - Parse and manipulate MIDI files to read, analyze, and modify MIDI data with ease. The tool simplifies complex MIDI operations for music projects. - **[Claude Documentation Assistant](https://github.com/XPE-7/MCP-Server)** - Facilitates intelligent search and retrieval of AI/ML library documentation using Claude's reasoning capabilities, supporting multiple sources and an extendable architecture for adding new documentation easily. - **[RisuAI](https://github.com/xphillyx/RisuAI)** - RisuAI is a cross-platform AI chat application that supports multiple AI APIs with customizable UI elements. It features advanced functionalities such as emotion images, group chats, automatic translation, text-to-speech, and embedded multimedia assets for enhanced user interactions. - **[NeoDB](https://github.com/xytangme/neodb-mcp)** - Interact with a social book cataloging service to fetch user information, search for books, and retrieve detailed book information through its API. - **[Figma Design Automation](https://github.com/xxflux/figma_MCP)** - Create and modify Figma designs using natural language prompts by leveraging AI-powered capabilities. Automate design workflows and enhance creativity through communication between a Bun + TypeScript MCP server and a Figma plugin via WebSockets. - **[图像搜索与图标生成服务](https://github.com/yanjunz/mcp_search_images)** - Search for high-quality images from sources like Unsplash, Pexels, and Pixabay, and generate custom icons based on text descriptions, facilitating visual enhancements for projects. - **[Excalidraw MCP Server](https://github.com/yctimlin/mcp_excalidraw)** - Enable interaction with Excalidraw diagrams and drawings through a structured API for creating, modifying, querying, and manipulating drawings. - **[BookStack MCP Server](https://github.com/yellowgg2/mcp-bookstack)** - Search and retrieve structured data from BookStack pages with customizable queries, pagination, and HTML-to-text conversion for enhanced reading. It includes robust error handling and validation for seamless content access. - **[Video Generation Tool](https://github.com/Yash-Kavaiya/mcp-video-gen)** - Automates the conversion of CSV-formatted multiple-choice questions into professional video presentations with synchronized audio narration, aimed at enhancing educational content. Supports multi-language text-to-speech capabilities for audio generation. - **[Repomix](https://github.com/yamadashy/repomix)** - Transforms codebases into AI-friendly formats to facilitate analysis by AI tools, improving code reviews and enabling refactoring suggestions. Consolidates repository information through a single command for better AI understanding. - **[shadcn/ui Component Reference Server](https://github.com/ymadd/shadcn-ui-mcp-server)** - Provides access to documentation, installation instructions, and usage examples for shadcn/ui components. Offers functionality for retrieving component details, examples, and performing keyword searches on available components. - **[Kanka API Server](https://github.com/ymgeva/kanka-mcp)** - Manage Kanka worldbuilding projects by listing, retrieving, creating, updating, and deleting campaigns, characters, locations, posts, notes, and journals. Handle HTML content and privacy settings for various entities seamlessly. - **[Mintlify Starter Kit](https://github.com/yoannarz/docs)** - Facilitates the creation and customization of documentation by providing templates for guide pages, API references, and navigation. Supports automatic deployments from GitHub repositories to streamline publishing changes. - **[GNURadio MCP Server](https://github.com/yoelbassin/gr-mcp)** - Automate and control GNURadio flowgraphs programmatically, enabling the generation, modification, and validation of SDR workflows using Large Language Models and automation frameworks. - **[protolint](https://github.com/yoheimuta/protolint)** - Lint and fix Protocol Buffer files efficiently with a utility that enforces the official style guide, integrates with various editors and CI/CD pipelines, and maintains consistent protobuf code quality. Customize lint rules and automatically fix style violations for projects using proto2 or proto3. - **[ChatPPT](https://github.com/YOOTeam/ChatPPT-MCP)** - AI-powered service for generating PowerPoint presentations based on themes or uploaded documents, with features for online editing and downloading final outputs. - **[Mindmap Server](https://github.com/YuChenSSR/mindmap-mcp-server)** - Converts Markdown content into interactive mindmaps, generating HTML mindmaps or saving them as files for easy access and sharing. Enhances project planning and brainstorming through visual representations of ideas. - **[EnglishGrammar](https://github.com/yueleicool/EnglishGrammar)** - Provides detailed explanations and summaries of English grammar concepts, including parts of speech and sentence components. Aids users in understanding the fundamental elements and structure of English grammar for enhanced language proficiency. - **[Multi-Model Advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp)** - Queries multiple AI models simultaneously to provide diverse perspectives on questions, synthesizing insights for enhanced decision-making. Integrates with Claude for a comprehensive advisory experience by combining various AI viewpoints. - **[TIDAL Integration](https://github.com/yuhuacheng/tidal-mcp)** - Provides personalized music recommendations and playlist management based on user listening history and custom criteria. Enables natural language commands for creating, viewing, and managing TIDAL playlists while discovering context-aware tracks. - **[Edge-TTS Voice Synthesis Server](https://github.com/yuiseki/edge_tts_mcp_server)** - Provide natural text-to-speech conversion using Microsoft Edge's speech synthesis capabilities, enabling customizable voice output in multiple languages with adjustable speed and pitch. - **[AniList MCP Server](https://github.com/yuna0x0/anilist-mcp)** - Access and interact with detailed anime and manga data, including information about shows, characters, and user profiles. Supports searching and filtering of various media types from AniList. - **[Sourcify Context Server](https://github.com/yura2100/sourcify-context-server)** - Manage text notes with structured URIs and metadata, facilitating the creation and summarization of notes using a TypeScript-based MCP implementation. - **[WebforAI Text Extractor](https://github.com/yutakobayashidev/webforai-mcp-server)** - Extract plain text from any web page URL and convert it to clean, well-formatted Markdown output. Provides robust error handling and is optimized for AI consumption through seamless integration with MCP clients. - **[RT-Prompt](https://github.com/yuyao1999/rt-prompt-mcp)** - Provides specialized prompt engineering suggestions to enhance LLM outputs, focusing on backend and frontend development tasks. Integrates seamlessly with MCP-compatible clients to improve prompt quality and relevance. - **[Vedit Video Editor](https://github.com/zakahan/vedit-mcp)** - Enables video editing through natural language commands for basic editing operations. Integrates with projects to automate video processing tasks using ffmpeg. - **[Markdownify](https://github.com/zcaceres/markdownify-mcp)** - Converts various file types and web content into Markdown format, supporting multiple input types such as PDFs, images, and audio files. - **[Markdownify MCP Server](https://github.com/zcaceres/markdownify-mcp)** - Converts various file types and web content to Markdown format, transforming PDFs, images, audio files, and web pages into readable and shareable Markdown text. - **[Datetime Formatting Server](https://github.com/ZeparHyfar/mcp-datetime)** - Generates datetime strings in various formats suitable for integration with applications. It is optimized for use with the Claude Desktop Application. - **[Elektron Digitone Controller](https://github.com/zerubeus/elektron-mcp)** - Facilitates real-time MIDI control and programmatic sound design for Elektron Digitone synthesizers, enabling interactions through AI models. Generate and modify various sound designs using the Digitone's capabilities. - **[AutoCAD Integration Server](https://github.com/zh19980811/Easy-MCP-AutoCad)** - Interact with AutoCAD using natural language to create and modify drawings, manage layers, and generate professional schematics. Integrates with a built-in SQLite database for efficient storage and querying of CAD elements. - **[Ant Design Components](https://github.com/zhixiaoqiang/antd-components-mcp)** - Access comprehensive documentation, API details, code examples, and changelogs for Ant Design components directly through language models, facilitating an enhanced development workflow. - **[Desktop Image Manager](https://github.com/zhixiaoqiang/desktop-image-manager-mcp)** - Manage and optimize desktop images by counting, viewing, and compressing image files in formats like JPG, PNG, and WebP. Customizable quality settings enhance efficiency in image management tasks. - **[Jianshu](https://github.com/zhushengxiao/jianshu)** - Manage and organize writing projects with a user-friendly interface, providing features tailored specifically for writers to enhance their workflow. - **[Jianshu](https://github.com/zhushengxiao/jianshu)** - A tool for building and deploying React applications with features like hot reloading and optimized production builds. It provides a streamlined development environment and utilizes various libraries to enhance performance and user experience. - **[Jianshu](https://github.com/zhushengxiao/jianshu)** - Manage writing projects with a user-friendly interface, offering features designed to enhance productivity for writers. It supports project organization and seamless editing tasks. - **[FFmpeg MCP Server](https://github.com/ZizoTheDev/ffmpeg-mcp)** - Utilizes FFmpeg for media processing tasks, enabling efficient handling of various audio and video formats. Ensures secure communication and optimized performance for media workflows. - **[JADX MCP Server](https://github.com/zinja-coder/jadx-ai-mcp)** - Integrates local LLMs with reverse engineering capabilities for Android apps, facilitating real-time code decompilation, analysis, and vulnerability detection. Provides AI-assisted code reviews and enhancements for security assessments. - **[Playwright Server](https://github.com/ziux/playwright-plus-python-mcp)** - Provides browser automation capabilities for web navigation, interaction, content retrieval, and screenshot capture using Playwright. Includes a note storage system for summarizing notes with customizable detail levels. - **[ComfyUI Image Generation Service](https://github.com/zjf2671/hh-mcp-comfyui)** - Integrates with local ComfyUI instances via API calls to enable natural language-driven image generation. Supports dynamic parameter replacement in workflows and automatic loading of workflow files as resources. - **[Kaltura MCP Server](https://github.com/zoharbabin/kaltura-mcp)** - Integrates Kaltura's media management for uploading, retrieving, and managing media with standardized API interactions. Supports operations like metadata retrieval, media search, category management, and user permissions management. - **[YouTube MCP Server](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Interacts with YouTube content by retrieving video details, managing channels, and accessing transcripts through a standardized interface. Allows for video statistics, channel management, and playlist details. - **[YouTube Server](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Interact with YouTube to retrieve video details, manage transcripts, and access channel and playlist information. Search for videos across YouTube and manage content with various statistics. - **[Frontend Review](https://github.com/zueai/frontend-review-mcp)** - Perform visual reviews of UI edit requests by taking screenshots of a page before and after an edit. Facilitate assessments of user interface modifications to ensure quality and design consistency. - **[Unity MCP with Ollama](https://github.com/ZundamonnoVRChatkaisetu/unity-mcp-ollama)** - Facilitates communication between Unity and local Large Language Models through a Python MCP server, enabling automation of workflows and manipulation of assets within the Unity Editor without relying on cloud services. - **[Framelink Figma MCP Server](https://github.com/Zwe1/Figma-Context-MCP)** - Connects AI models to Figma data, enabling the implementation of designs across various frameworks in a streamlined manner. Facilitates the integration of design and coding tools for efficient development. - **[Fetch Server](https://github.com/zxsimple/reference-servers)** - Retrieve and process web content from URLs, converting HTML to markdown format for easier extraction and consumption by language models. It supports content truncation and allows for customized starting points for content extraction. - **[Pixabay Image Search](https://github.com/zym9863/pixabay-mcp)** - Connect to the Pixabay API to search for images and retrieve formatted results that include image URLs and metadata. Handle errors seamlessly during API interactions for reliable performance. - **[Together AI Image Server](https://github.com/zym9863/together-ai-image-server)** - Generates images from text prompts using Together AI's image generation models via the MCP protocol. It supports optional parameters for fine-tuning the image generation process. - **[Baike Render](https://github.com/Zzzccs123/mcp-baike-render)** - Access and render content from Baidu Baike, providing detailed discussion data for specific entries and generating readable analyses that highlight key topics and trends. Integrate rich insights from Baidu Baike seamlessly into applications. - **[R Playground](https://github.com/zygi/r-playground-mcp)** - Executes R code, visualizes plots, and interacts with scientific data within stateful sessions. Supports multimodal outputs to enhance conversations around scientific topics. ## Virtual Assistants - **[Auto-GPT](https://github.com/a1351995160/Auto-GPT)** - Autonomously achieve goals by chaining thoughts of the GPT-4 model while accessing the internet, managing memory, and storing files. The server supports plugin extensibility to enhance functionality. - **[Room MCP](https://github.com/agree-able/room-mcp)** - Connects and interacts with virtual rooms using the Room protocol, enabling agents to collaborate in a peer-to-peer environment for various tasks. - **[MCP Chat Desktop App](https://github.com/AI-QL/chat-mcp)** - A cross-platform desktop application that connects and interacts with various Large Language Models (LLMs) via the Model Context Protocol (MCP). It provides a clean and minimalistic codebase for testing and understanding MCP functionalities. - **[Unreal Engine Plugin](https://github.com/AlexKissiJr/UnrealMCP)** - Control and manipulate the Unreal Engine environment programmatically using AI tools through a Machine Control Protocol (MCP). Facilitate scene manipulation and automation to enhance the game development workflow. - **[Discord Bot Integration Server](https://github.com/alifakih1/discord-mcp)** - Integrate Discord bot functionalities with MCP-compatible applications to manage servers, channels, messages, reactions, categories, and webhooks. Utilize the Discord API capabilities in a standardized way to enhance application interactions. - **[MCPGame](https://github.com/AllAboutAI-YT/mcpgame)** - Multi-player control panel game featuring a virtual house environment with interactive elements like an image-generating TV and a computer terminal for accessing MCP systems. It enables real-time communication and user interaction within a detailed 3D setting. - **[Poe Proxy Server](https://github.com/Anansitrading/poe-proxy-mcp)** - Proxy for the Poe.com API that enables querying multiple AI models with session management, real-time streaming responses, and file sharing capabilities. Facilitates integration with web clients using SSE transport and offers special support for Claude 3.7 Sonnet's thinking protocol. - **[Simple OpenAI Assistant](https://github.com/andybrandt/mcp-simple-openai-assistant)** - Interact with OpenAI assistants using the Model Context Protocol, enabling the creation and management of assistant instances, starting conversation threads, and sending and receiving messages. - **[Minecraft](https://github.com/arjunkmrm/mcp-minecraft)** - Integration with Minecraft enabling AI assistants to observe and interact with the Minecraft world through a bot. Supports interaction through the Model Context Protocol for enhanced functionality within the game. - **[Agent Orchestration System](https://github.com/aviz85/mcp-agents-orchestra)** - Facilitates state-based orchestration to manage task planning, execution, and context maintenance through defined agent states. Integrates various resources, tools, and prompts to enhance workflows and knowledge management with LLMs. - **[Remote MacOs Use](https://github.com/baryhuang/mcp-remote-macos-use)** - Enables complete control over remote macOS systems with native environment integration and no additional software requirements. Optimized for autonomous AI agents to operate seamlessly on the desktop. - **[Telegram MCP server](https://github.com/chaindead/telegram-mcp)** - Connects AI assistants to the Telegram API for seamless interaction. Enables retrieval of user data, management of dialogs, and interaction with messages. - **[macos-notification-mcp](https://github.com/devizor/macOS-Notification-MCP)** - Triggers native macOS notifications, plays system sounds, and converts text to speech. Supports customizable visual notifications and voice management features for AI assistants. - **[Local MCP Server](https://github.com/Dreamboat-Rachel/MCP-Server-For-Local)** - Connect AI models to real-time data and tools with features such as weather querying, Google search automation, camera control, and image generation. The server supports modular expansion and custom API integration for tailored functionalities. - **[MCP Telegram](https://github.com/dryeab/mcp-telegram)** - Connects Large Language Models to Telegram for sending, editing, and managing messages. Facilitates automation of messaging, searching, and media handling within the Telegram platform. - **[Siri Shortcuts Server](https://github.com/dvcrn/mcp-server-siri-shortcuts)** - Access Siri Shortcuts functionality to list, open, and run shortcuts from the macOS Shortcuts app seamlessly. Integrates with AI models for dynamic execution of available shortcuts. - **[Discord Relay](https://github.com/emiliobool/MCP-Relay)** - Send messages and prompts to a Discord channel and receive responses directly from an AI model. It integrates with Discord's API to facilitate real-time communication between AI and users. - **[Audio Interface Server](https://github.com/GongRzhe/Audio-MCP-Server)** - Enables interaction with a computer's audio system by listing audio devices, recording audio from microphones, and playing back recordings or audio files. Facilitates audio management and integrates audio input and output control for AI assistants. - **[Music Player](https://github.com/himanshu8271/Dragons)** - Stream audio and video content in Telegram with a user-friendly interface featuring powerful controls and multilingual support. Enjoy music with friends in multiple chats simultaneously. - **[ChatGPT Integration Tool](https://github.com/htlin222/claude-chatgpt-mcp)** - Seamlessly interact with the ChatGPT desktop app on macOS, allowing users to ask questions, view conversation history, and continue discussions. This integration facilitates enhanced productivity by bridging Claude and ChatGPT. - **[DroidMind](https://github.com/hyperb1iss/droidmind)** - DroidMind enables control of Android devices using AI through natural language commands. It facilitates tasks such as debugging, system analysis, and app management in an integrated environment with the Model Context Protocol. - **[Chatbot Server](https://github.com/hyy0612/chatbot)** - Provides a conversational AI interface for applications, enabling automated responses and interactive dialogue to enhance user engagement. It supports easy deployment of chat-based AI solutions for various use cases. - **[AutoGPT](https://github.com/imgompanda/AutoGPT123)** - AutoGPT enables users to build, test, and deploy AI agents, facilitating the automation of various tasks and the realization of innovative ideas in AI development. - **[REAPER MCP Server](https://github.com/itsuzef/reaper-mcp)** - Integrate AI-driven music production workflows with REAPER to manage projects, tracks, MIDI composition, audio recording, mixing, and mastering. Provide full control over MIDI and audio capabilities for creating and rendering music tracks. - **[WhatsApp MCP Server](https://github.com/jlucaso1/whatsapp-mcp-ts)** - Connects personal WhatsApp accounts to AI agents, enabling the search of messages, contacts, and recent chats. Supports sending messages to individuals or groups and retrieving message history for specific chats. - **[VRChat AI Assistant Bridge](https://github.com/Krekun/vrchat-mcp-osc)** - Enables interaction with VRChat avatars and environments through a high-level API, utilizing OSC for communication. Facilitates control of avatar parameters, movement, messaging, and responses to VR events for enhanced virtual reality experiences. - **[Speech Interface](https://github.com/Kvadratni/speech-mcp)** - Provides a voice interface for real-time audio interaction, converting spoken words into text and generating spoken responses. Includes features like audio visualization and a modern user interface for an engaging conversational experience. - **[脱口秀AI智能体](https://github.com/logos-42/ANPtest)** - Connects to AI agents using self-compressed decentralized identifiers (DIDs). Facilitates interactive conversations with an AI assistant in a talk show style, featuring functionalities for DID generation and QR code display. - **[Virtual Traveling Bot](https://github.com/mfukushim/map-traveler-mcp)** - Create immersive travel experiences by navigating Google Maps with an avatar, providing real-time updates and photos of the journey. Integrate unique travel narratives and social media interactions during the exploration. - **[User Feedback](https://github.com/mrexodia/user-feedback-mcp)** - Facilitates a feedback loop in tools for desktop application development by collecting user insights during complex interactions. Enhances testing processes by prompting users for feedback before task completion. - **[Vapi Voice AI Tools](https://github.com/mrgeeko/vapi-mcp)** - Integrate voice AI capabilities into applications for managing voice assistants and conducting outbound calls. Provides advanced features for enhancing user interactions through voice conversations. - **[Kick MCP Server](https://github.com/NosytLabs/KickMCP)** - Integrate with Kick's streaming platform for real-time communication and monitoring. Provides secure and optimized API interactions for application enhancement. - **[iCal Server](https://github.com/Omar-V2/mcp-ical)** - Transform calendar management on macOS into a conversational experience using natural language to check schedules and manage events. - **[Voice Call MCP Server](https://github.com/popcornspace/voice-call-mcp-server)** - Facilitates voice call management through Twilio and OpenAI, enabling real-time audio processing for interactive conversations with AI assistants. Offers pre-built prompts for common scenarios to streamline call initiation and handling. - **[智能对话机器人](https://github.com/rsagacom/chatgpt-on-wechat)** - A multi-platform intelligent dialogue service that supports text, voice, and image interactions. It can connect to various AI models and allows for custom enterprise AI applications through plugin extensions. - **[Votars MCP](https://github.com/scarletlabs-ai/Votars-MCP)** - Integrate advanced AI functionalities for processing complex tasks through robust APIs. Supports voice recording, transcription, and intelligent AI processing for meetings. - **[Ableton Live Controller](https://github.com/Simon-Kansara/ableton-live-mcp-server)** - Facilitates communication between AI models and Ableton Live through OSC messages, enabling music production automation and workflow enhancement. Maps OSC addresses to available tools for MCP clients. - **[Time Agent Server](https://github.com/suryawanshishantanu6/time-mcp)** - Integrates a tool-augmented LLM pipeline to provide answers to time-related and general inquiries. Utilizes a Flask API for current timestamps and employs an MCP Agent for intent detection and interaction with an LLM via OpenRouter. - **[MemGPT](https://github.com/Thelyoncrypt/MemGPT)** - Creates chatbots that maintain self-editing memory with different memory tiers to manage limited LLM context windows. Connects to SQL databases, local files, and documents for seamless conversational AI interactions. - **[ThingsPanel MCP Server](https://github.com/ThingsPanel/thingspanel-mcp)** - Integrates IoT devices with AI models for natural language control and data analysis. Simplifies connection to IoT infrastructure through a standardized interface. - **[Sound Tool](https://github.com/tijs/py-sound-mcp)** - Plays customizable sound effects for coding events such as completions and errors, providing audio feedback in MCP-compatible environments. Integrates seamlessly with tools like Cursor to enhance the interactive development experience. - **[BouyomiChan Text-to-Speech Server](https://github.com/uraoz/bouyomichan-mcp-nodejs)** - Provides text-to-speech capabilities using BouyomiChan's Yukkuri voice, enabling voice output from text commands with customizable options for voice type, volume, speed, and pitch. Integrates seamlessly with Claude for Desktop for enhanced user interaction. - **[FL Studio Integration](https://github.com/veenastudio/flstudio-mcp)** - Connects AI model Claude to FL Studio for seamless integration of melodies, chords, and drum patterns into music projects. Facilitates real-time music production by allowing interaction between AI and the FL Studio environment. - **[海龟汤游戏服务器](https://github.com/wangyafu/haiguitangmcp)** - Host interactive Turtle Soup games with an AI game master, enabling solo play and puzzle exploration with access to puzzles, game rules, and hints through standardized tools. - **[微信机器人](https://github.com/Xiaoxinkeji/XBotV2)** - A comprehensive WeChat bot framework that supports various interactive features and game functionalities, equipped with a plugin system for customization and a web management interface for user oversight. It facilitates efficient message forwarding and processing with easy deployment using Docker. - **[Conversation Agent Server](https://github.com/Yash-Kavaiya/mcp-server-conversation-agents)** - Integrates AI assistants with Dialogflow CX for real-time tool invocation and access to external resources, enhancing user interactions and streamlining workflows. ## Blockchain and Crypto - **[Ethereum Tools for Claude](https://github.com/0xGval/evm-mcp-tools)** - Ethereum Tools for Claude allows users to analyze Ethereum smart contracts, wallets, and tokens within Claude AI. It provides tools for security checks, tracking profits, and accessing blockchain data easily. - **[Sui Tools](https://github.com/0xdwong/sui-mcp)** - The Sui Tools MCP server allows users to interact with the Sui blockchain easily. It offers tools for checking balances, transferring assets, and managing SUI transactions without complex setups. - **[Ethereum RPC Server](https://github.com/0xKoda/eth-mcp)** - This server allows users to access and query data from the Ethereum blockchain, providing vital information such as account balances and current gas prices through simple requests. - **[Veri5ight](https://github.com/5ajaki/veri5ight)** - Veri5ight is an MCP server that allows users to interact with Ethereum nodes, providing information on token balances, smart contracts, and enabling direct access to Ethereum features without restrictions. - **[Etherscan Tools](https://github.com/5ajaki/mcp-etherscan-server)** - The Etherscan Tools MCP server allows users to easily access and interact with Ethereum blockchain data. It provides functionalities like checking wallet balances, viewing transaction histories, tracking token transfers, and more. - **[Grok AI MCP Server](https://github.com/8bitsats/GROK_MCP)** - Analyze Solana blockchain transactions and addresses, process images through vision capabilities, and answer general queries with contextual understanding. - **[Solana Trading Server](https://github.com/8bitsats/SOLANA_TRACKER_MCP_SERVER)** - A server for launching Solana tokens with capabilities for token concept generation, image creation, and unique identifier production. It enables seamless deployment on the Solana blockchain with real-time feedback during the token creation process. - **[Solana Trading Server](https://github.com/8bitsats/Solana-MCP-Trading-Server)** - A server for launching and managing Solana tokens with integrated AI features for token concept generation, image creation, and DNA sequence generation for unique identifiers. - **[Bitcoin MCP Server](https://github.com/AbdelStark/bitcoin-mcp)** - Enable AI models to retrieve and interact with Bitcoin data, transaction management, and Lightning Network functionalities. - **[Shardeum Blockchain Interaction Server](https://github.com/abdulazeem-tk4vr/shardeum-mcp-server)** - Facilitates querying and interaction with the Shardeum blockchain using standardized RPC methods, providing access to blockchain data such as blocks, transactions, and account details along with robust error handling. - **[Adamik MCP Server](https://github.com/AdamikHQ/adamik-mcp-server)** - Enables interactions with over 60 blockchain networks for managing transactions, obtaining account insights, staking, and token interactions through a unified API. - **[BICScan](https://github.com/ahnlabio/bicscan-mcp)** - Provides risk scores and detailed asset information for blockchain addresses and decentralized applications using real-time scanning. Integrates with applications via a robust API for assessing potential risks and holdings securely. - **[TON Access Server](https://github.com/aiopinions/TON-ACCESS-MCP)** - Connects to the TON blockchain to facilitate interactions with blockchain data, including wallets, transactions, and smart contracts. Provides decentralized access, health checking, and load balancing to ensure reliable AI assistant performance. - **[Solana RPC Server](https://github.com/akc2267/solana-mcp-server)** - Interact with the Solana blockchain using simple RPC calls to retrieve account balances, transfer SOL, and access account information. - **[Ankr API Server](https://github.com/akki91/ankr-mcp)** - Fetch on-chain blockchain data using the Ankr API, including accessing token balances and performing other blockchain operations directly within AI applications. - **[Alchemy Blockchain API Server](https://github.com/alchemyplatform/alchemy-mcp-server)** - Enables seamless querying of blockchain data such as token prices, NFT ownership, transaction history, and token balances across multiple networks using Alchemy's APIs. Supports real-time and historical data access without requiring coding. - **[Solana](https://github.com/aldrin-labs/solana-mcp-server)** - Access Solana blockchain data using a variety of RPC methods, enabling retrieval of account balances, account information, and largest accounts within the network. - **[MantraChain MCP Server](https://github.com/allthatjazzleo/mantrachain-mcp)** - Interact with the MantraChain blockchain to send tokens, delegate to validators, and query account balances using a standardized protocol. Perform blockchain operations effortlessly using both stdio and HTTP+SSE modes. - **[Brian Knows](https://github.com/antoncoding/mcp-brianknows)** - Connects AI models to BrianKnows' blockchain knowledge base, providing tools for API responsiveness checking and data searching. - **[Armor Crypto](https://github.com/armorwallet/armor-crypto-mcp)** - Integrate AI agents with blockchain capabilities for wallet management, trading, and crypto strategies. Supports swaps, event-based trades, and provides tools for seamless interaction across multiple cryptocurrency ecosystems. - **[Bitcoin SV Tools Server](https://github.com/b-open-io/bsv-mcp)** - Access Bitcoin SV blockchain functionalities including wallet operations, NFT ordinals, token marketplace interactions, and data conversions. Facilitate natural language interactions to manage BSV addresses, send transactions, purchase NFTs and tokens, and query blockchain data. - **[Bankless Onchain Server](https://github.com/Bankless/onchain-mcp)** - Interact with blockchain data through the Bankless API to access smart contract states, event logs, and transaction histories. Enhance AI models with real-time insights from blockchain interactions. - **[Base MCP Server](https://github.com/base/base-mcp)** - Enables interaction with the Base blockchain and Coinbase API for AI applications. Supports wallet management, fund transfers, smart contract deployments, and onchain lending functionality. - **[Penumbra Blockchain](https://github.com/bmorphism/penumbra-mcp)** - Interact with the Penumbra blockchain to access privacy-preserving features such as transaction queries, validator set information, DEX state, and governance proposals. - **[BNBChain MCP Server](https://github.com/bnb-chain/bnbchain-mcp)** - Facilitates interaction with BNB Chain and EVM-compatible networks via natural language processing. Supports blockchain development, smart contract interactions, and network management tasks. - **[Mina Archive Node API](https://github.com/boray/mcp-mina-archive-node)** - Access Mina blockchain data through a standardized interface, enabling queries for events, actions, and network state information. This server facilitates seamless integration of AI applications with the Mina blockchain. - **[Gotas Commerce Payment Integration](https://github.com/caiovicentino/mcpGOTAS)** - Facilitate the generation and verification of USDT cryptocurrency payments through the Gotas Commerce API. Provide tools for creating payment links, checking transaction statuses, and accessing detailed payment information with minimal technical requirements. - **[Solana MCP Server](https://github.com/caiovicentino/Solana-MCP)** - Facilitates interaction with the Solana blockchain for AI agents, enabling execution of DeFi operations such as querying balances, transferring tokens, and performing token swaps. Provides real-time price data for enhanced decision-making in decentralized finance. - **[Chromia Wallet](https://github.com/chromindscan/chromia-mcp)** - Interact with Chromia Wallet to execute $CHR transactions, enabling seamless integration for managing cryptocurrency transactions through AI. - **[EVM Server](https://github.com/chulanpro5/evm-mcp-server)** - Provides seamless access to blockchain services across 30+ EVM-compatible networks. Enables querying blockchain state, interacting with smart contracts, transferring tokens, and resolving ENS names. - **[DexPaprika](https://github.com/coinpaprika/dexpaprika-mcp)** - Access real-time decentralized exchange data, including token, liquidity pool, and market information, without requiring API keys. Designed for AI assistants to facilitate cryptocurrency data analysis across multiple blockchains. - **[Ethers Wallet](https://github.com/crazyrabbitLTC/mcp-ethers-server)** - Interact with Ethereum networks to manage wallet operations, query blockchain data, handle transactions, and interact with smart contracts using a standardized MCP interface. - **[Ethers Wallet](https://github.com/crazyrabbitLTC/mcp-ethers-server)** - Provides Ethereum wallet functionality, including wallet management, transaction processing, and contract interactions. Supports network information retrieval, gas estimation, and ENS resolution. - **[Etherscan Tools](https://github.com/crazyrabbitLTC/mcp-etherscan-server)** - Access Ethereum blockchain data including balances, transaction history, ERC20 token transfers, contract ABIs, gas prices, and ENS resolution through Etherscan's API. - **[Solana Agent Kit Server](https://github.com/cryptoleek-team/awesome-solana-mcp)** - Enables interaction with the Solana blockchain through a unified interface for blockchain operations. Provides tools for asset management, token operations, network info retrieval, and security contact extraction. - **[Polygon MCP Server](https://github.com/Dablclub/polygon-mcp)** - Interact with the Polygon PoS blockchain to call contract functions, check ERC20 token balances, transfer tokens, and retrieve current gas prices. - **[Cyberlink Server](https://github.com/dasein108/mcp-cw-graph)** - Interact with the CW-Social smart contract on Cosmos-based blockchains to manage semantic relationships between entities. Perform full CRUD operations and execute rich queries with batch processing and transaction management. - **[Crypto Wallet EVM](https://github.com/dcSpark/mcp-cryptowallet-evm)** - Seamlessly interact with Ethereum and EVM-compatible blockchains, enabling wallet creation, balance checks, transaction sending, and smart contract interactions. - **[Jupiter Swap API Server](https://github.com/dcSpark/mcp-server-jupiter)** - Connects to the Jupiter swap API on the Solana blockchain to perform token swaps. Facilitates operations including retrieving quotes, building swap transactions, and sending swap transactions. - **[Helius](https://github.com/dcSpark/mcp-server-helius)** - Access and retrieve data from the Solana blockchain, including wallet balances, block information, and transaction details. Interact with tokens and NFTs directly through the Helius API. - **[Flow RPC Server](https://github.com/diegofornalha/flow-mcp)** - Facilitates seamless interaction with the Flow EVM blockchain by utilizing standardized JSON-RPC methods, enabling AI applications to access blockchain information effortlessly. - **[Solana Agent Kit Server](https://github.com/DonutLabs-ai/mcp-solana-data)** - Standardized interactions with the Solana blockchain via a Model Context Protocol server enabling seamless integration of blockchain operations into applications without requiring a signer. Features a Cloudflare worker for easy deployment and specific action capabilities through the DonutPlugin. - **[Ethereum Address Info Server](https://github.com/doronaviguy/mpc-0x)** - Provides real-time information about Ethereum addresses across multiple chains and fetches address data seamlessly through an easy-to-use API. - **[Web3 MCP Server](https://github.com/EmanuelJr/web3-mcp-server)** - Enables interaction with blockchain networks by fetching token balances and calling smart contract functions across multiple EVM-compatible chains. Supports seamless integration into Web3 applications with comprehensive blockchain capabilities. - **[Base Network MCP Server](https://github.com/fakepixels/base-mcp-server)** - Facilitates interactions with the Base blockchain via natural language, enabling wallet management, balance checks, and transaction executions. Supports operations on both Base Mainnet and Base Sepolia testnet. - **[Hardhat Project](https://github.com/firevenus/Keam)** - Facilitates the development and deployment of smart contracts using Hardhat. It includes built-in testing and deployment tools, along with sample contracts to enhance the development process. - **[Hive MCP Server](https://github.com/gluneau/hive-mcp-server)** - Connect AI assistants to the Hive blockchain, enabling retrieval of account details, blog posts, and discussions, along with voting on content and sending tokens securely. - **[GOAT](https://github.com/goat-sdk/goat)** - Connects blockchain applications with Claude for Desktop, enabling management of ERC-20 tokens and interaction with various blockchain networks through a user-friendly interface. - **[Solana MCP](https://github.com/Grandbusta/solana-mcp)** - Interact with the Solana blockchain using a private key to retrieve wallet information, check balances, and transfer SOL. This server provides essential blockchain functionalities for applications without complex implementation. - **[Mesh Agent Server](https://github.com/heurist-network/heurist-mesh-mcp-server)** - Connects to various blockchain and web3 tools via the Heurist Mesh API, enabling access to cryptocurrency data, smart contract security, and blockchain interaction. - **[Alchemy Plugin](https://github.com/itsanishjain/alchemy-sdk-mcp)** - Integrate blockchain operations and manage NFTs, including retrieving NFTs for a wallet, accessing NFT metadata, and obtaining the latest block number. - **[Crypto Whale Tracker](https://github.com/jamsturg/crypto-whale-tracker)** - Monitor whale movements and wallet activities across multiple blockchain networks with real-time transaction insights and advanced analytics capabilities. Supports multiple blockchains and offers a REST API for data interaction. - **[RootData MCP Server](https://github.com/jincai/rootdata-mcp-server)** - Integrate cryptocurrency and blockchain project data through an MCP interface, providing access to project details, organization information, and search functionalities. - **[ENS MCP Server](https://github.com/JustaName-id/ens-mcp-server)** - Interact with the Ethereum Name Service to resolve ENS names, check availability, and retrieve associated records. Provides functionalities like resolving names to Ethereum addresses and performing reverse lookups. - **[Kimchi Crypto](https://github.com/kimchicrypto/kimchicrypto)** - A toolset for exploring cryptocurrency and finance that facilitates collaboration on projects integrating programming and blockchain technology. It aims to enhance understanding and skills in the crypto space. - **[Blocknative Gas Price Predictor](https://github.com/kukapay/blocknative-mcp)** - Provides real-time gas price predictions and transaction cost estimates across multiple blockchains, enabling users to optimize transaction fees. Access information on supported chains and query gas prices with associated confidence levels. - **[BlockBeats News](https://github.com/kukapay/blockbeats-mcp)** - Fetch the latest blockchain news and in-depth articles with ease, providing real-time information and insights. Supports multi-language retrieval for enhanced audience engagement. - **[Jupiter MCP Server](https://github.com/kukapay/jupiter-mcp)** - Execute token swaps on the Solana blockchain using Jupiter's Ultra API for optimal pricing and transaction management. Manage slippage and transaction landing for seamless trading experiences. - **[Rug Check](https://github.com/kukapay/rug-check-mcp)** - Analyzes Solana meme tokens to identify potential risks and avoid rug pulls by providing detailed risk assessments and structured outputs based on token data. Retrieves information such as name, symbol, market cap, price, supply, and audit status from the Solsniffer API. - **[Uniswap PoolSpy](https://github.com/kukapay/uniswap-poolspy-mcp)** - Tracks newly created liquidity pools on Uniswap across nine blockchain networks in real-time, providing data for DeFi analysis and trading decisions. Enables querying and sorting of pools by various metrics such as timestamp, transaction count, volume, or TVL. - **[Crypto Pegmon](https://github.com/kukapay/crypto-pegmon-mcp)** - Monitor stablecoin peg integrity across multiple blockchains to detect risks of depegging. Generate detailed stability reports, fetch real-time prices, and analyze historical data for various USD-pegged stablecoins. - **[Uniswap Trader](https://github.com/kukapay/uniswap-trader-mcp)** - Automate token swaps on the Uniswap DEX across multiple blockchains, providing real-time price quotes and executing trades with configurable parameters. Generate trading suggestions based on liquidity and fees while supporting various blockchain networks. - **[Token Revoke](https://github.com/kukapay/token-revoke-mcp)** - Check and revoke ERC-20 token allowances, manage token approvals across multiple chains, and monitor token permissions for enhanced wallet security. - **[Token Minter](https://github.com/kukapay/token-minter-mcp)** - Mint ERC-20 tokens across 21 blockchains, manage transactions, and check token balances through an interactive interface. Provide functionalities to deploy tokens, query metadata, and retrieve transaction details. - **[Web3 Assistant](https://github.com/LaplaceMan/web3-assistant-mcp)** - Interact with blockchain smart contracts across multiple chains, analyze contract ABIs, invoke contract methods, and manage wallet addresses securely. - **[Inscription Server](https://github.com/Laz1mov/mcp-inscription)** - Enables interactions with Bitcoin Ordinals Inscriptions, facilitating the display of content from blockchain transactions. Integrates seamlessly with blockchain data to enhance applications. - **[Flow MCP Server](https://github.com/lmcmz/flow-mcp-server)** - Access Flow blockchain data and perform operations through a standardized interface for checking balances, resolving domains, executing scripts, and submitting transactions. - **[Decentralized Autonomous Regulated Company](https://github.com/lorrylockie/DARC)** - Facilitates the creation and management of decentralized autonomous companies regulated by a plugin system, enabling operations like token management, dividend distribution, and structured governance on EVM-compatible blockchains. - **[Decentralized Autonomous Regulated Company](https://github.com/lorrylockie/DARC)** - Manages a decentralized autonomous company using a plugin system based on commercial laws, enabling token management, dividends distribution, and governance on EVM-compatible blockchains. - **[Free USDC Transfer](https://github.com/magnetai/mcp-free-usdc-transfer)** - Facilitates fee-free transfers of USDC on the Base chain, utilizing a secure Coinbase MPC wallet. Supports automatic resolution of ENS and BaseName domains for seamless transactions. - **[Solana Development MCP Server](https://github.com/manolaz/amoca-solana-mcp-server)** - Run and manage Solana-based applications by integrating real-time data and tools into the development workflow. A robust and scalable solution tailored for developing on the Solana blockchain. - **[Starknet MCP Server](https://github.com/mcpdotdirect/starknet-mcp-server)** - Interact with the Starknet blockchain, query blockchain data, manage wallets, and interact with smart contracts. - **[EVM MCP Server](https://github.com/mcpdotdirect/evm-mcp-server)** - Connect to multiple EVM-compatible networks to facilitate interactions with blockchain services including Ethereum, Optimism, Arbitrum, Base, and Polygon through a unified interface. - **[Starknet MCP](https://github.com/milancermak/starknet-mcp)** - Exposes Starknet RPC methods through MCP, enabling easy access to various blockchain functionalities and data retrieval from the Starknet network. - **[Crossmint HR Airdrop](https://github.com/monostate/Employees-Airdrop-Rewards-MCP)** - Facilitates the distribution of Solana tokens to employees by managing wallet addresses and allowing role-based token allocation. Automates the process with features like CSV imports, gas fee estimation, and email notifications for HR teams. - **[MultiversX MCP Server](https://github.com/multiversx/mx-mcp)** - Manage PEM wallets for the MultiversX blockchain, retrieve wallet addresses, check balances, and send various token types including EGLD and NFTs. Offers functionalities for wallet creation and token issuance. - **[Agentek](https://github.com/NaniDAO/agentek)** - Simplifies interactions with EVM blockchains through a type-safe toolkit for executing blockchain operations across multiple networks. Provides both on-chain capabilities and off-chain data services in a unified manner. - **[NEAR MCP Server](https://github.com/nearai/near-mcp)** - Manage NEAR accounts and interact with blockchain functionality securely, enabling actions such as checking balances, signing transactions, and creating accounts on behalf of users. - **[Pump.fun MCP Server](https://github.com/noahgsolomon/pumpfun-mcp-server)** - Interact with the Pump.fun platform on Solana to create, buy, and sell tokens while managing Solana accounts. Enhance token transactions and perform account management using AI assistants. - **[Nodit MCP Server](https://github.com/noditlabs/nodit-mcp-server)** - Connects AI models to real-time blockchain data from multiple networks, enabling interaction with normalized blockchain information across both EVM-compatible and non-EVM networks. Provides structured access to blockchain data through a unified layer, facilitating the development of Web3 applications without deep blockchain expertise. - **[Multichain MCP Server](https://github.com/oraichain/orai-mcp)** - Facilitates the interaction of AI agents with multiple blockchain networks, enabling asset management, transaction execution, and smart contract deployment. Provides tools for developing AI applications with integrated blockchain capabilities. - **[Oraichain Multichain Server](https://github.com/oraichain/orai-mcp)** - Connect and interact with multichain data, querying blockchain information and facilitating integration with AI agents through the Oraichain framework. - **[Flow Blockchain Tools](https://github.com/Outblock/flow-mcp-monorepo)** - Access various Flow blockchain data including account and token balances, contract source code, and detailed account information. Enable efficient querying of blockchain states to facilitate application interactions with the Flow network. - **[Blockchain Query Server](https://github.com/pavel-bc/mcp-blockchain-query)** - Query Bitcoin blockchain data including blocks, transactions, and addresses using real-time insights. Access various blockchain metrics and analytics for enhanced application functionality. - **[web3 developer](https://github.com/Pavel-Burov/Pavel-Burov)** - Integrate blockchain functionalities into applications, enabling decentralized features and advanced web3 capabilities. This server supports building innovative solutions leveraging web3 technology. - **[Lightning Network Server](https://github.com/pblittle/lightning-mcp-server)** - Enables natural language queries to interact with Lightning Network node data, returning human-readable summaries alongside structured JSON outputs. Supports querying channel information and is designed to work with various node types like Core Lightning and Eclair. - **[Story SDK MCP Server](https://github.com/piplabs/story-mcp-hub)** - Manage intellectual property assets and licenses within the Story Protocol ecosystem using the Story Python SDK. - **[Story MCP Hub](https://github.com/piplabs/story-mcp-hub)** - Enables interaction with blockchain data and the Story Protocol's SDK, facilitating queries and management of IP assets. Provides a unified environment for multiple MCP services to enhance development workflows within the Story Protocol ecosystem. - **[Jupiter Swap API Server](https://github.com/quanghuynguyen1902/jupiter-mcp-server)** - Integrate with Jupiter's optimized token swap API to facilitate token swap operations on the Solana blockchain. Perform actions such as obtaining quotes, building transactions, and executing swaps, using secure private key integration. - **[Neo N3 MCP Server](https://github.com/r3e-network/neo-n3-mcp)** - Integrate with the Neo N3 blockchain for wallet management, asset transfers, and smart contract interactions. Provide capabilities for querying blockchain data and enhancing applications with blockchain functionalities. - **[Cryptocurrency Daemon Server](https://github.com/raw391/coin_daemon_mcp)** - Manage and interact with cryptocurrency nodes through RPC interfaces, enabling AI assistants to facilitate wallet transactions and access related information. - **[SVM MCP Server](https://github.com/rkmonarch/svm-mcp)** - Connects Claude AI with the SOON ecosystem to query wallet balances, fetch recent transactions, and check token holdings on SOON's testnet and mainnet. Interfaces with SOON's RPC endpoints for seamless real-time blockchain interactions. - **[RSS3 API Integration Server](https://github.com/RSS3-Network/mcp-server-rss3)** - Integrates with the RSS3 API to query data from decentralized chains, social media platforms, and the RSS3 network, providing real-time information on staking, nodes, and AI insights. - **[EDUCHAIN Agent Kit](https://github.com/SailFish-Finance/educhain-ai-agent-kit)** - Interact with EDUCHAIN to access token and pool information, perform swaps, and manage wallet operations on SailFish DEX. Provides real-time data for optimizing trading strategies, including historical insights and arbitrage opportunities. - **[Solana Agent Kit](https://github.com/scriptscrypt/solana-mcp)** - Interact with the Solana blockchain, execute transactions, query account information, and manage Solana wallets through a standardized interface for AI agents. - **[Solana Agent Kit Server](https://github.com/sendaifun/solana-mcp)** - Interact with the Solana blockchain to execute transactions, query account information, and manage wallets through a standardized interface for AI agents. - **[Etherscan Tool](https://github.com/septemhill/etherscan-mcp)** - Interact with blockchain data to retrieve essential details such as token supply, chain IDs, and filtered RPC endpoints. Provides a streamlined way to access critical blockchain information for applications and queries. - **[SettleMint SDK](https://github.com/settlemint/sdk)** - Integrates blockchain functionality into applications, providing tools and libraries to interact with the SettleMint platform's features and services. - **[Framer Plugin Server](https://github.com/Sheshiyer/framer-plugin-mcp)** - Create and manage Framer plugins with integrated web3 capabilities, enabling connections to wallets, interactions with smart contracts, and display of NFTs. Supports development and testing of plugins directly within the Framer environment. - **[CoinMarketCap MCP](https://github.com/shinzo-labs/coinmarketcap-mcp)** - Provides access to the CoinMarketCap API, enabling retrieval of cryptocurrency market data, exchange information, and various blockchain-related metrics. - **[Web3 MCP](https://github.com/strangelove-ventures/web3-mcp)** - Interacts with multiple blockchains including Solana and Ethereum, facilitating common blockchain operations through simple RPC endpoints. Supports operations like checking account balances, transferring assets, and retrieving account information across various blockchain networks. - **[Bitcoin Mempool Server](https://github.com/stvagi/mempool-mcp)** - Provides real-time access to Bitcoin mining data, including pool statistics and hashrate analytics from the Mempool.space API. Supports querying mining pool rankings, blocks, and fetching both historical and live hashrate statistics. - **[BSC MCP Server](https://github.com/TermiX-official/bsc-mcp)** - Execute transactions on the Binance Smart Chain, manage wallets, transfer tokens, and interact with smart contracts. Supports structured data interactions with seamless integration for blockchain applications. - **[Etherscan Tools](https://github.com/ThirdGuard/mcp-etherscan-server)** - Access Ethereum blockchain data, including checking balances, viewing transaction history, tracking token transfers, and fetching contract ABIs. Monitor real-time gas prices and resolve ENS names for enhanced Ethereum interactions. - **[thirdweb MCP Server](https://github.com/thirdweb-dev/ai)** - Integrate thirdweb's blockchain tools and services to access real-time on-chain analysis, smart contract interactions, and blockchain data insights. It supports various communication transports for seamless integration with thirdweb services. - **[Stellar MCP](https://github.com/tomasCalletce/stellar-mcp)** - Integrate applications with real-world data and tools using a standardized protocol, facilitating interactions between LLMs and external resources for complex operations. Connect blockchain and DeFi tools to enhance user understanding of protocols and opportunities. - **[Solana Client](https://github.com/tywenk/mcp-sol)** - Connect to the Solana blockchain to retrieve account balances, transaction details, and other blockchain data. Integrate real-time functionalities into applications seamlessly. - **[Solana Client](https://github.com/tywenk/mcp-sol)** - Connect to the Solana blockchain to access real-time data such as account balances, transaction details, and other blockchain information. - **[Avalanche Tools](https://github.com/utkucy/avalanche-mcp-tools)** - Transform interactions with the Avalanche blockchain into intuitive AI conversations for managing accounts, executing transactions, and performing real-time analysis without technical expertise. - **[Etherscan API Integration Server](https://github.com/xiaok/etherscan-mcp)** - Interact with Etherscan's API for accessing blockchain data, enabling dynamic querying and retrieval of information from multiple blockchain networks through a standardized interface. Supports testing and debugging with command line tools and web UI inspection. - **[thirdweb MCP Server](https://github.com/yuri-xyz/ai)** - Integrates thirdweb's blockchain tools and services via the Model Context Protocol for accessing on-chain execution, data analysis, contract deployments, and decentralized storage. Provides real-time insights and interactions with blockchain data through a unified interface. - **[Cryo MCP](https://github.com/z80dev/cryo-mcp)** - Access and query Ethereum blockchain data with flexible options and multiple output formats using a powerful blockchain data extraction API server. Extract real-time insights from blockchain data easily through MCP-compatible clients. - **[EVM Signer](https://github.com/zhangzhongnan928/mcp-evm-signer)** - Manage Ethereum private keys and deploy smart contracts while securely interacting with EVM-compatible blockchains. Perform tasks such as signing transactions, querying blockchain data, and viewing account balances. - **[Blockchain Server & DApp](https://github.com/zhangzhongnan928/mcp-blockchain-server)** - Enables secure interaction with blockchain smart contracts, allowing AI assistants to read blockchain data and prepare transactions while keeping user control over private keys and transaction signing. ## Math and Statistics - **[Calculate Server](https://github.com/611711Dark/mcp_calculate_server)** - The Calculate Server is a powerful tool for performing a wide range of mathematical operations, including solving equations, performing calculus, and manipulating matrices. It is designed to make complex calculations easy and accessible for everyone. - **[Calculate Server](https://github.com/611711Dark/mcp_calculate_server)** - The Calculate Server is a tool that performs a wide range of mathematical tasks, from basic arithmetic to advanced calculus and algebra. It can help you solve equations, manipulate expressions, and work with matrices easily. - **[Mathematica Documentation Server](https://github.com/benhaotang/mcp-mma-docs)** - Access Mathematica documentation and function references to streamline coding tasks. Retrieve detailed information on functions, packages, and add-ons to facilitate integration of Mathematica's capabilities into applications. - **[Math Server](https://github.com/bombe89/mcp-servers-test)** - Provides mathematical computation capabilities by enabling arithmetic operations through a standardized protocol. Facilitates the integration of various math functions into applications and workflows. - **[Math Server](https://github.com/bombe89/mcp-servers-test)** - Provides mathematical computation capabilities by performing arithmetic operations, facilitating complex calculations and enhancing automation in workflows. - **[Math Server](https://github.com/brighteen/math)** - Provides tools for performing linear algebra, probability, and statistics calculations, streamlining complex mathematical tasks and enhancing data analysis capabilities. - **[NumPy Calculator](https://github.com/colesmcintosh/numpy-mcp)** - Perform numerical computations using NumPy, including basic arithmetic operations and linear algebra tasks such as matrix multiplication and statistical analysis. Interface seamlessly with LLMs through a standardized MCP protocol. - **[LangChain Gemini Tool Server](https://github.com/eriktilio/mcp-langchain-integration)** - Integrates LangChain with Google's Gemini model and custom tools for natural language interpretation and mathematical expression calculation. Runs a local tool server that processes mathematical expressions and seamlessly connects with the chain for dynamic tool invocation. - **[Math-MCP](https://github.com/EthanHenrickson/math-mcp)** - Perform accurate numerical calculations and statistical operations through a simple API. The server provides basic arithmetic functions along with rounding and statistical calculations. - **[Gemini Thinking](https://github.com/falahgs/gemini-thinking-mcp)** - Leverage the advanced reasoning capabilities of the Gemini model for quick and accurate problem-solving. Engage in structured thinking and step-by-step analysis to enhance decision-making processes. - **[WolframAlpha LLM Server](https://github.com/Garoth/wolframalpha-llm-mcp)** - Provides access to WolframAlpha's LLM API for querying complex information in natural language, allowing for structured responses on topics like science, mathematics, and history. - **[Calculator Server](https://github.com/githubpradeep/calc-mcp71)** - Provide basic arithmetic operations as callable tools for Large Language Models via the Model Context Protocol. Perform addition, subtraction, multiplication, and division with input validation to prevent errors like division by zero. Enable seamless integration of calculator functions into LLM workflows for enhanced computational capabilities. - **[Calculator Server](https://github.com/githubpradeep/calc-mcp72)** - Provide basic arithmetic operations as callable tools for Large Language Models via the Model Context Protocol. Perform addition, subtraction, multiplication, and division with input validation to prevent errors like division by zero. Enable seamless integration of calculator functions into LLM workflows for enhanced computational capabilities. - **[Calculator](https://github.com/githejie/mcp-server-calculator)** - Enables precise numerical calculations by evaluating given mathematical expressions. - **[Calc Tools](https://github.com/nbiish/mcp-calc-tools)** - Provides advanced mathematical and financial computation capabilities through a standardized interface, enabling AI assistants to perform symbolic calculus, numerical methods, and complex equation solving without manual algorithm implementation. - **[Everything MCP Server](https://github.com/modelcontextprotocol/servers)** - A test server that showcases all features of the Model Context Protocol, implementing prompts, tools, and resources for builders of MCP clients. Provides interactive tools for echoing messages, adding numbers, and demonstrating progress for long-running operations. - **[Cal Server](https://github.com/pwh-pwh/cal-mcp)** - Evaluate mathematical expressions using the `expr-eval` library, supporting built-in constants like E and PI for quick calculations. It interacts through standard input and output, providing an efficient lightweight service for mathematical evaluations. - **[Calculator](https://github.com/QuantGeekDev/mcp-add-sse)** - Provides functionality for executing mathematical operations and tools through the Model Context Protocol. - **[Calculator Server](https://github.com/rishipradeep-think41/math-mcp)** - Provides a comprehensive set of mathematical calculation tools via the Model Context Protocol, enabling precise and diverse math operations. Supports basic arithmetic, trigonometry, logarithmic functions, and conversion between degrees and radians. - **[Math Agent for Keynote](https://github.com/rohinigaonkar/mcp-math-macos)** - Perform mathematical calculations and visually present results in Keynote on macOS. The agent supports drawing shapes and adding text to slides for creating mathematical presentations. - **[Calculator Server Example](https://github.com/simonberner/mcp-server-calculator)** - Provides basic mathematical operations such as addition, subtraction, multiplication, and division to enhance AI models. - **[Math Operations Server](https://github.com/swaroopkasaraneni/math-mcp-server)** - Exposes a range of mathematical operations, enabling integration with applications through the Model Context Protocol (MCP). It provides a standardized interface for performing dynamic computations within large language models. - **[Math MCP Server](https://github.com/swaroopkasaraneni/mcp-servers)** - Provides capabilities for performing complex mathematical computations and operations through a standardized interface, allowing for efficient processing of mathematical tasks. - **[Calculator Server](https://github.com/vinhphamai23/mcp-server-calculator)** - Enable precise numerical calculations by evaluating mathematical expressions, simplifying complex computations seamlessly within applications. - **[Calculator Server](https://github.com/vinhphamai23/mcp-server-calculator)** - Enables numerical calculations by evaluating mathematical expressions, providing precise results for a variety of computations. - **[Slim MCP](https://github.com/webdevtodayjason/slim-MCP)** - Modular API service that integrates various tools for AI agents and automated workflows, featuring functions for weather updates, task management, and email sending through a consistent RESTful interface. - **[Arithmetic Server](https://github.com/YuheiNakasaka/arithmetic-mcp-server)** - Perform basic arithmetic operations such as addition, subtraction, multiplication, and division. Handle errors like division by zero gracefully and ensure accurate results quickly. ## Digital Marketing - **[Swiss MCP](https://github.com/a1j9o94/swiss)** - Swiss MCP is designed to orchestrate complex AI tasks by coordinating multiple AI tools, enabling streamlined interactions across various resources. - **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video platform supporting real-time interactions, featuring video playback, live comments, and content management functionalities. It includes video transcoding, real-time messaging, and role-based access control through JWT-based authentication. - **[Unreal Analyzer](https://github.com/ayeletstudioindia/unreal-analyzer-mcp)** - Provides in-depth analysis of Unreal Engine source code, focusing on class details, inheritance hierarchies, and context-aware code search capabilities. - **[Spotify Integration Server](https://github.com/boristopalov/spotify-mcp)** - Connects Claude with Spotify to control playback, manage music libraries, and retrieve information about tracks, albums, artists, and playlists. - **[Cline](https://github.com/cline/cline)** - Enable autonomous coding assistance within an IDE, facilitating file creation and editing, running terminal commands, and interactive debugging through a browser, all while managing user permissions. Extend functionality via custom tools using the Model Context Protocol (MCP) to automate and streamline software development tasks. - **[YouTube MCP Server](https://github.com/icraft2170/youtube-data-mcp-server)** - Interact with YouTube content to retrieve video details, manage captions, and analyze trends using the YouTube Data API for real-time insights. - **[Ableton Live Integration](https://github.com/itsuzef/ableton-mcp)** - Enable direct interaction with Ableton Live through natural language commands, allowing users to create, modify, and control tracks, clips, instruments, and session parameters efficiently. - **[Spotify](https://github.com/jamiew/spotify-mcp)** - Connect to Spotify for controlling playback and managing your music library, including playlist management support. Features include searching for tracks, getting information about music entities, and managing the playback queue. - **[YARR Media Stack](https://github.com/jmagar/yarr)** - Automate and control your media services using natural language commands. - **[YouTube MCP Server](https://github.com/kevinwatt/yt-dlp-mcp)** - Integrates with yt-dlp to download video and audio content from various platforms, and fetch subtitles in SRT format for processing by LLMs. Provides a privacy-focused direct download experience without tracking. - **[Giphy API Integration](https://github.com/magarcia/mcp-server-giphy)** - Search, retrieve, and utilize GIFs from Giphy, allowing for content filtering by rating and access to trending GIFs. - **[Trend Finder](https://github.com/martianbandit/trendFinder)** - Collects and analyzes social media posts from key influencers to identify trending topics and sends notifications via Slack or Discord when new trends emerge. - **[YouTube Music Server](https://github.com/mondweep/youtube-music-mcp-server)** - Control YouTube Music playback by searching for and playing songs via voice commands or text input in Google Chrome. The server enables interaction between AI models and YouTube Music to manage music playback effectively. - **[Journaling Server](https://github.com/mtct/journaling-mcp)** - Manage interactive journaling sessions with features for emotional analysis and automatic saving. It supports reading recent entries and organizes journal content chronologically in Markdown format. - **[100ms Raydium Sniper](https://github.com/monostate/100ms-SPL-Token-Sniper-MCP)** - Utilizes natural language commands to snipe tokens on the Raydium DEX with rapid execution across multiple regions. Incorporates real-time monitoring of new pools and fast pool discovery through GraphQL integration. - **[SEO Automation and Optimization](https://github.com/permanzh/app-seo-ai)** - Automate SEO tasks and optimize content using AI insights, integrated with Google Ads Keyword Planner for keyword research and competitor analysis. Provides actionable recommendations and SERP analysis to enhance SEO strategies. - **[Ableton Live Controller](https://github.com/Simon-Kansara/ableton-live-mcp-server)** - Facilitates communication between AI models and Ableton Live through OSC messages, enabling music production automation and workflow enhancement. Maps OSC addresses to available tools for MCP clients. - **[Youtube MCP server](https://github.com/sparfenyuk/mcp-youtube)** - Bridges AI assistants with the YouTube API to download closed captions and create video summaries from YouTube content. - **[ProtoLinkAI](https://github.com/StevenROyola/ProtoLink)** - A standardized tool wrapping framework to integrate and manage diverse tools using the MCP protocol. Supports quick implementation of tool-based use cases and offers pre-built tools for common scenarios. - **[Spotify Server](https://github.com/superseoworld/mcp-spotify)** - Access Spotify's music catalog to search for tracks, albums, and artists, along with retrieving artist-specific information such as top tracks and related artists. - **[SuperCollider Synth Executor](https://github.com/Synohara/supercollider-mcp)** - Execute SuperCollider synths using the SuperCollider programming language through an MCP server interface. Integrate audio synthesis capabilities into LLM applications on macOS with Apple Silicon, facilitating sound generation workflows utilizing supercolliderjs within the MCP framework. - **[MCP Notifier](https://github.com/uehaj/mcp-notifier)** - Send customizable desktop notifications with various types such as info, success, warning, and error. This MCP server enhances applications by providing both simple and advanced notification capabilities across multiple platforms. - **[TIDAL Integration](https://github.com/yuhuacheng/tidal-mcp)** - Provides personalized music recommendations and playlist management based on user listening history and custom criteria. Enables natural language commands for creating, viewing, and managing TIDAL playlists while discovering context-aware tracks. ## Social Media - **[Twitter Interaction Server](https://github.com/0xhijo/mcp_twitter)** - The Twitter Interaction Server allows AI models to easily perform actions on Twitter, such as posting updates, following users, and retrieving tweets. It simplifies access to Twitter's functionality through a standardized interface. - **[Nostr MCP Server](https://github.com/AbdelStark/nostr-mcp)** - Connects AI models to the Nostr network for posting notes and facilitating interactions in a censorship-resistant environment, adhering to the freedom of speech protocol. - **[Twikit Twitter Search](https://github.com/adhikasp/mcp-twikit)** - Search and analyze Twitter data integration using the Model Context Protocol, facilitating access to various Twitter data for analysis and insights. - **[Reddit Content](https://github.com/adhikasp/mcp-reddit)** - Fetch and analyze content from Reddit, including retrieving hot threads and detailed post content with comments across various post types such as text, link, and gallery. - **[Discord Bot Integration Server](https://github.com/alifakih1/discord-mcp)** - Integrate Discord bot functionalities with MCP-compatible applications to manage servers, channels, messages, reactions, categories, and webhooks. Utilize the Discord API capabilities in a standardized way to enhance application interactions. - **[Social Media Server](https://github.com/angheljf/social-media-mcp)** - Manage social media posts on X (formerly Twitter) by posting messages, creating threads, replying to existing threads, and listing posts with filtering options. - **[TweetBinder](https://github.com/AudienseCo/mcp-tweetbinder)** - Access Twitter analytics and reporting data, enabling analysis of hashtags, users, and conversations. Generate detailed reports with engagement metrics and sentiment analysis in real-time. - **[mcp-unipile](https://github.com/honeybluesky/mcp-unipile)** - Access messages across multiple messaging platforms including Mobile, Mail, WhatsApp, LinkedIn, Slack, Twitter, Telegram, Instagram, and Messenger through a standardized interface for integration with AI models. - **[BlueSky MCP Server](https://github.com/berlinbra/BlueSky-MCP)** - Provides access to BlueSky social network data through its official API, enabling retrieval of user profiles and social graph information with built-in authentication and error handling. - **[Beyond MCP Server](https://github.com/Beyond-Network-AI/beyond-mcp-server)** - Provides standardized access to social platform data and onchain data, facilitating integration across multiple platforms. Supports Farcaster and includes a placeholder for Twitter integration, with extensibility for adding more platforms and optimized formatting for LLM interactions. - **[Instagram Engagement Analysis](https://github.com/Bob-lance/instagram-engagement-mcp)** - Analyze Instagram engagement metrics, extract demographic insights, and identify potential leads from comments and accounts. Support features such as sentiment analysis and comparative engagement assessments across different Instagram accounts. - **[Bluesky MCP Server](https://github.com/brianellin/bsky-mcp-server)** - Connect to Bluesky and interact with the ATProtocol using natural language to fetch, analyze, and post content seamlessly. Provides access to various Bluesky API endpoints directly within LLM applications. - **[Bilibili API Server](https://github.com/chenmingkong/bilibili-mcp-server)** - Seamlessly access Bilibili's API, enabling advanced searching and data retrieval operations for users, videos, live streams, and articles, as well as fetching video comments (danmaku). Offers functionalities for general searches and precise filtering of results across various content types. - **[Xiaohongshu Auto Comment Tool](https://github.com/chenningling/RedBook-Search-Comment-MCP)** - Automates login, keyword searches, content retrieval, and comment management on Xiaohongshu (Redbook) notes, facilitating context-aware comment posting. Utilizes AI to generate natural comments based on note analysis. - **[Cline](https://github.com/cline/cline)** - Enable autonomous coding assistance within an IDE, facilitating file creation and editing, running terminal commands, and interactive debugging through a browser, all while managing user permissions. Extend functionality via custom tools using the Model Context Protocol (MCP) to automate and streamline software development tasks. - **[Twitter](https://github.com/crazyrabbitLTC/mcp-twitter-server)** - Interact with Twitter to post tweets, search for specific tweets, and reply to existing tweets. - **[TikTok Integration Server](https://github.com/davibauer/tiktok-mcp)** - Analyze TikTok videos for virality factors, retrieve video content and subtitles, and engage in conversational interactions with TikTok videos. Access detailed metadata about posts including creator information, hashtags, and engagement metrics. - **[X Server](https://github.com/DataWhisker/x-mcp-server)** - Integrates with X (Twitter) for functionalities such as reading tweets from the home timeline, creating new tweets, and replying to existing tweets. Includes built-in rate limit handling for the free API tier with a TypeScript implementation that provides full type safety. - **[Instagram MCP Server](https://github.com/duhlink/instagram-server-next-mcp)** - Fetch Instagram posts using an existing Chrome login session, featuring a modular architecture that facilitates configuration and error handling. Enables automatic media downloading and SEO-friendly content generation for social media management. - **[Systemprompt MCP Reddit](https://github.com/Ejb503/systemprompt-mcp-reddit)** - Fetch posts and content from Reddit, manage subreddits, and customize parameters for enhanced social media interaction. - **[Love City](https://github.com/elinmaks/1111111)** - A Telegram WebApp designed for dating and token farming, facilitating user interactions within the Telegram ecosystem through a React and Tailwind CSS interface. - **[Discord Relay](https://github.com/emiliobool/MCP-Relay)** - Send messages and prompts to a Discord channel and receive responses directly from an AI model. It integrates with Discord's API to facilitate real-time communication between AI and users. - **[Twitter Server](https://github.com/EnesCinr/twitter-mcp)** - Interact with Twitter to post tweets and perform searches on the platform. - **[WSB Analyst](https://github.com/ferdousbhai/wsb-analyst-mcp)** - Provides real-time analysis of WallStreetBets data to identify trending stocks and extract detailed information from posts and comments. Offers tools for external resource collection and progress reporting during data gathering. - **[Audius MCP Server](https://github.com/glassBead-tc/audius-mcp-atris)** - Access user, track, and playlist data from the Audius music platform, allowing for content creation, social interaction, and analytics. Enable functionalities like uploading tracks, following users, and tracking listener insights. - **[Atris](https://github.com/glassBead-tc/audius-mcp-atris)** - Access the Audius music platform for discovering tracks, managing playlists, and engaging with artists through natural language queries. The server supports content creation, monetization, and analytics for music-related data. - **[MyMCPSpace ](https://github.com/glifxyz/mymcpspace-mcp-server)** - Enables AI models to interact within a social network for bots, facilitating post creation, replies, likes, and fetching recent feeds through a standardized interface. - **[Reddit MCP](https://github.com/GridfireAI/reddit-mcp)** - Browse, search, and read Reddit content and comments through a simple interface, enabling integration of Reddit data into applications or workflows. Currently supports only read features with built-in rate limiting using the PRAW library. - **[Instagram Video Downloader](https://github.com/handoing/ig-download-mcp-server)** - Fetch and download videos from Instagram, handling media URL extraction and download management programmatically. Supports progress tracking and integrates easily with applications. - **[Discord Raw API](https://github.com/hanweg/mcp-discord-raw)** - Provides access to the raw Discord API, enabling REST API calls and the use of slash commands for various interactions within the Discord platform. - **[Reddit API Access Server](https://github.com/Hawstein/mcp-server-reddit)** - Enables interaction with Reddit's public API to fetch and browse content such as frontpage posts, subreddit information, and post comments. - **[MediaCrawler](https://github.com/heehee365/MediaCrawler)** - Scrapes data from popular social media platforms such as Xiaohongshu, Douyin, Kuaishou, Bilibili, and Weibo. Extracts videos, images, comments, likes, and shares using Playwright for efficient data collection. - **[HDW MCP Server](https://github.com/horizondatawave/hdw-mcp-server)** - Access LinkedIn data and manage user accounts through an API. Retrieve user profiles, search for users, and interact with posts and messages on the platform. - **[Hypefury MCP Server](https://github.com/Hypefury/hypefury-mcp)** - Authenticate with Hypefury to schedule social media posts and streamline social media management. Integrates with Hypefury's API for seamless post scheduling. - **[WhatsApp MCP Server](https://github.com/jaw9c/mcp-whatsapp)** - Search and manage personal WhatsApp messages, handle contacts, and send messages to individuals or groups. Connects directly to the personal WhatsApp account via the Web multi-device API, ensuring data remains local and secure while interacting with AI models. - **[小红书 MCP 服务 xiaohongshu](https://github.com/jobsonlook/xhs-mcp)** - Facilitates access to Xiaohongshu's API using JavaScript reverse engineering to bypass the need for heavyweight tools like Playwright. Supports searching notes, retrieving note content, fetching comments, and posting comments. - **[Rednote Automatic Xiaohongshu Commenting Tool](https://github.com/JonaFly/RednoteMCP)** - Automates login, content retrieval, and commenting on Xiaohongshu posts through keyword searches and URL-based access. Enables tailored interactions with various comment types to enhance user engagement. - **[MCP Server for X/Twitter](https://github.com/JoshMayerr/mcp-x)** - Access the real browser API for X/Twitter, enabling interaction with Twitter's functionalities through the Model Context Protocol. - **[Project Siesta](https://github.com/kamileecher/Project-Siesta)** - Create a music bot for Telegram that integrates with various music services and manages music libraries. Designed for music enthusiasts, it offers tools for music management and organization within the Telegram platform. - **[Telegram Client Library and MCP Server](https://github.com/kfastov/telegram-mcp-server)** - Interact with Telegram channels and messages, enabling searches for channels and retrieval of messages using regex patterns. It utilizes the user client API for comprehensive access to Telegram's features. - **[Twitter Username Changes](https://github.com/kukapay/twitter-username-changes-mcp)** - Tracks historical changes of Twitter usernames to identify potential scam risks from frequent changes. Retrieve username change histories by providing a current Twitter handle. - **[Bluesky Context Server](https://github.com/laulauland/bluesky-context-server)** - Enables querying of Bluesky instances through an MCP protocol, facilitating data interaction and retrieval. - **[Farcaster MCP Server](https://github.com/manimohans/farcaster-mcp)** - Interact with the Farcaster Network to fetch casts, search channels, and analyze content related to users and channels. Retrieve user-specific casts through FID or username, as well as casts from specific channels. - **[mcp-whatsapp-web](https://github.com/mario-andreschak/mcp-whatsapp-web)** - Provides integration with WhatsApp Web for reading messages, searching contacts, and sending both text and media files. Facilitates interaction with personal WhatsApp data and messages through a TypeScript implementation. - **[Trend Finder](https://github.com/martianbandit/trendFinder)** - Collects and analyzes social media posts from key influencers to identify trending topics and sends notifications via Slack or Discord when new trends emerge. - **[Twikit Twitter Search](https://github.com/metrosir/mcp-twikit)** - Interact with Twitter to analyze sentiments and retrieve tweets from your timeline, offering insights into public opinions and trends on various topics. - **[Metricool Social Media Analytics Server](https://github.com/metricool/mcp-metricool)** - Access and analyze social media metrics, campaign data, and schedule posts through a unified interface with the Metricool API. Enables AI agents to retrieve data and manage social media activities effectively. - **[Twitch MCP Server](https://github.com/mtane0412/twitch-mcp-server)** - Interact with the Twitch API to retrieve channel and stream information, including details about live streams, game data, and user profiles. The server supports various queries such as searching for channels, retrieving global emotes, and accessing comments from archived videos. - **[Maigret](https://github.com/natebennett27/mcp-maigret)** - Search usernames across social networks and analyze URLs to gather public information using powerful OSINT capabilities. - **[Telegram MCP Server](https://github.com/NexusX-MCP/telegram-mcp-server)** - Interact with the Telegram Bot API to send messages and retrieve bot information. Manage updates and forward messages programmatically to enhance communication capabilities for AI assistants. - **[X V2 MCP Server](https://github.com/NexusX-MCP/x-v2-server)** - Interact with the Twitter/X API to retrieve tweets, post new content, and manage user interactions programmatically. - **[Blogger MCP Server](https://github.com/niyonabil/blogger-mcp-server)** - Interact with Blogger blogs using the Blogger API to manage posts, labels, and blogs. Automate tasks and retrieve information efficiently without creating new blogs via the API. - **[Kick MCP Server](https://github.com/NosytLabs/KickMCP)** - Integrate with the Kick API to manage streaming operations, chat moderation, and analytics. Provides tools for content highlights and personalized notifications for improved live streaming experiences. - **[YouTube Finder, Downloader and Subtitle Extractor](https://github.com/novemberde/mcp-youtube)** - Download subtitles, search for videos, and capture screenshots from YouTube videos. Integrate video data into workflows to summarize or analyze YouTube content. - **[LinkedIn Post Generator](https://github.com/NvkAnirudh/LinkedIn-Post-Generator)** - Automates the generation of professional LinkedIn post drafts by extracting transcripts from YouTube videos, summarizing the content, and tailoring the posts for LinkedIn audiences. - **[YouTube New Vertical](https://github.com/OMAR3lwafi/YouTube-new-vercal)** - Enhance video streaming on YouTube with a new vertical layout for a more engaging browsing and viewing experience. The interface allows users to interact and discover content more intuitively. - **[RelatedChat](https://github.com/paso0129/Messenger)** - An open-source messaging platform that supports direct and channel chats, media sharing, and real-time conversation views across various devices. It uses a single backend server with GraphQLite to facilitate seamless communication without backend programming requirements. - **[X Twitter Server](https://github.com/rafaljanicki/x-twitter-mcp-server)** - Interact with Twitter to fetch profiles, post tweets, search trends, and manage followers and bookmarks using natural language commands. Includes rate limit handling and secure authentication for efficient social media management. - **[RSS3 API Integration Server](https://github.com/RSS3-Network/mcp-server-rss3)** - Integrates with the RSS3 API to query data from decentralized chains, social media platforms, and the RSS3 network, providing real-time information on staking, nodes, and AI insights. - **[LinkedIn Profile Analyzer](https://github.com/rugvedp/linkedin-mcp)** - Fetch and analyze LinkedIn posts data, providing insights through keyword search and engagement metrics analysis. Interacts with LinkedIn's API to manage public profile posts and filter results by various criteria. - **[Reddit Content Fetcher](https://github.com/ruradium/mcp-reddit)** - Fetch and analyze Reddit content, including hot threads and detailed posts with comments from any subreddit. Supports various post types such as text, link, and gallery to provide comprehensive insights. - **[Weibo Hot Search Service - 获取微博热搜](https://github.com/RusianHu/weibo_hotsearch_mcp)** - Provides real-time access to the top 10 trending topics on Weibo without authentication. Integrates trending data into AI workflows for analysis of popular social media topics. - **[Signal Integration](https://github.com/rymurr/signal-mcp)** - Send and receive messages via the Signal messaging platform, enabling AI agents to handle communication seamlessly. Supports both individual and group messaging with asynchronous operations and detailed logging for efficient message management. - **[Twitter Integration MCP Server](https://github.com/ryanmac/agent-twitter-client-mcp)** - Integrates with Twitter to enable AI models to fetch, send, and manage tweets using various authentication methods, thereby providing real-time Twitter data without requiring direct API access. - **[YouTube Feed via OAuth](https://github.com/saginawj/mcp-server-youtube)** - Enable natural language interaction with YouTube to fetch trending videos and recent uploads from subscribed channels. Seamlessly access and manage YouTube content without manual API handling. - **[Reddit Feed via OAuth](https://github.com/saginawj/mcp-reddit-companion)** - Enables natural language interactions with personalized Reddit feeds, allowing users to analyze and summarize content relevant to their interests. - **[Discord MCP Server](https://github.com/SaseQ/discord-mcp)** - Integrate a Discord bot with MCP-compatible applications for enhanced functionalities and interactions. Leverage the Model Context Protocol to facilitate advanced communication and automation within Discord channels. - **[Weibo MCP Server](https://github.com/Selenium39/mcp-server-weibo)** - Retrieves detailed Weibo user information, feeds, and conducts user searches. Facilitates the analysis and scraping of Weibo data for integration into various applications. - **[Bluesky MCP Server](https://github.com/semioz/bluesky-mcp)** - Enable seamless posting and interaction on Bluesky through the AT Protocol, allowing for actions like authenticating, creating posts with text and images, managing likes and reposts, and fetching profiles and timelines. - **[TikTok Integration](https://github.com/Seym0n/tiktok-mcp)** - Integrates TikTok access to analyze videos for virality factors, retrieve content, and facilitate interactions with TikTok videos through a seamless application interface. - **[Twitter Integration for AI Agents](https://github.com/taazkareem/twitter-mcp-server)** - Integrate with Twitter to access tweets, user profiles, and interact with tweets such as liking and retweeting through a standardized interface. The server supports robust error handling and rate limiting while fetching data and performing user interactions. - **[Mastodon Integration Server](https://github.com/The-Focus-AI/mastodon-mcp)** - Create and manage toots on Mastodon with customizable options and media attachments. Secure credential management and easy interaction with the Mastodon API facilitate enhanced social media integration. - **[Twikit Twitter Search](https://github.com/unlimitbladeworks/awesome-mcp-twikit)** - Search tweets, analyze sentiment, and retrieve timeline updates from Twitter. Provides tools for social media insights and monitoring directly within LLM-powered applications. - **[Discord MCP Server](https://github.com/v-3/discordmcp)** - Enables interaction with Discord channels by sending and reading messages through Discord's API, allowing for real-time communication and message handling. - **[Twitter MCP Client](https://github.com/vaibhavgeek/twitter-rapidapi-mcp-x)** - Fetch tweets using the RapidAPI client to integrate Twitter data into applications. Easily access social media insights with minimal setup. - **[Zhihu Article Posting Server](https://github.com/Victorzwx/zh_mcp_server)** - Automates article generation and posting on Zhihu using large language models. Integrates with MCP clients to facilitate content creation workflows through automated browser interactions and cookie management. - **[X(Twitter) MCP Server](https://github.com/vidhupv/x-mcp)** - Create drafts of X(Twitter) posts and threads using LLMs, and publish them directly through chat interfaces. - **[微信机器人](https://github.com/Xiaoxinkeji/XBotV2)** - A comprehensive WeChat bot framework that supports various interactive features and game functionalities, equipped with a plugin system for customization and a web management interface for user oversight. It facilitates efficient message forwarding and processing with easy deployment using Docker. - **[TikTok Video Search](https://github.com/yap-audio/tiktok-mcp)** - Discover and extract metadata from TikTok videos by searching for trending content using hashtags. This service includes built-in error handling, anti-detection measures, and configurable options for video retrieval and API session management. - **[Warpcast Integration Server](https://github.com/zhangzhongnan928/mcp-warpcast-server)** - Interact with your Warpcast account to post, read, search, and manage casts and channels. Engage with trending content and follow or unfollow channels seamlessly. - **[Twikit Twitter Search](https://github.com/Zo-Valentine/mcp-twikit)** - Interact with Twitter to analyze sentiments and retrieve tweets from timelines, providing insights into public opinion and updates on trending topics. - **[YouTube MCP Server](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Interacts with YouTube content by retrieving video details, managing channels, and accessing transcripts through a standardized interface. Allows for video statistics, channel management, and playlist details. - **[YouTube Server](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Interact with YouTube to retrieve video details, manage transcripts, and access channel and playlist information. Search for videos across YouTube and manage content with various statistics. ## Open Source Data - **[World Bank Data Server](https://github.com/anshumax/world_bank_mcp_server)** - Enables interaction with the open World Bank data API to provide access to various indicators and analysis for different countries. - **[m4v](https://github.com/doanbactam/code)** - Connect to a community-driven directory of open source alternatives to proprietary software. Discover, explore, and contribute to a collection of open source services that facilitate business growth. - **[Embedding MCP Server](https://github.com/Geeksfino/kb-mcp-server)** - Provides semantic search capabilities, builds and queries knowledge graphs, and facilitates AI-driven text processing through a standardized interface. Integrates vector databases with relational databases for enhanced data utilization. - **[Documentation Retrieval Server](https://github.com/joaowinderfeldbussolotto/MCP-Websearch-Server)** - Fetches relevant documentation snippets from Langchain, Llama Index, and OpenAI to enhance search capabilities. Provides a simple tool to retrieve information based on user queries. - **[Data.gov MCP Server](https://github.com/melaodoidao/datagov-mcp-server)** - Access and retrieve government datasets from Data.gov, enabling interactions with a wide variety of public data resources in real-time. - **[Open Data Model Context Protocol](https://github.com/OpenDataMCP/OpenDataMCP)** - Python MCP servers that provide access to Open Data for large language model (LLM) clients, facilitating the integration of various data sources. - **[OpenGov Data Access Server](https://github.com/srobbin/opengov-mcp-server)** - Enable access to public government datasets from Socrata-powered portals, allowing search, retrieval, and analysis of open data from various government sources without the need for API keys. ## Real-Time Collaboration - **[TEN Agent](https://github.com/1313057/TEN-Agent)** - TEN Agent is an open-source server designed to enhance AI models by integrating various features that allow them to process multiple types of data and respond in real-time. - **[Make MCP Server](https://github.com/3rzy/make-mcp-integration-issue)** - The Make MCP Server enables users to automate workflows by connecting the Make automation platform with Claude Desktop, using the Model Context Protocol for seamless data exchange and communication. - **[Auto-GPT](https://github.com/a1351995160/Auto-GPT)** - Autonomously achieve goals by chaining thoughts of the GPT-4 model while accessing the internet, managing memory, and storing files. The server supports plugin extensibility to enhance functionality. - **[Swiss MCP](https://github.com/a1j9o94/swiss)** - Swiss MCP is designed to orchestrate complex AI tasks by coordinating multiple AI tools, enabling streamlined interactions across various resources. - **[WebRTC Basics](https://github.com/abhinavkale-dev/webRTC-basics)** - A basic project for learning and experimenting with WebRTC concepts, enabling peer-to-peer communication. Provides foundational tools and implementations for real-time communication technologies. - **[Sonic Pi MCP](https://github.com/abhishekjairath/sonic-pi-mcp)** - Interact with Sonic Pi through OSC messages to create and control music programmatically. Execute Sonic Pi code and play notes with customizable synth parameters seamlessly. - **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video platform supporting real-time interactions, featuring video playback, live comments, and content management functionalities. It includes video transcoding, real-time messaging, and role-based access control through JWT-based authentication. - **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video sharing platform that supports real-time interactions, including video playback, comments, and user engagement. It features video transcoding, WebSocket-based real-time communication, and role-based access control for secure management. - **[MCP Proxy Server](https://github.com/adamwattis/mcp-proxy-server)** - Aggregates and manages multiple MCP resource servers through a unified interface. Simplifies access to various tools and data sources while handling request routing and response aggregation. - **[Teams Messenger Integration Server](https://github.com/aech-ai/mcp-teams-test)** - Integrates Microsoft Teams chat and messaging with MCP-compatible clients, offering advanced search, persistent storage, and live event streaming. Utilizes PostgreSQL and DuckDB for efficient message retrieval and management, while providing a CLI client for local testing and token management. - **[Room MCP](https://github.com/agree-able/room-mcp)** - Connects and interacts with virtual rooms using the Room protocol, enabling agents to collaborate in a peer-to-peer environment for various tasks. - **[Python Cat Facts Server](https://github.com/akream/mcppython)** - Provides real-time and on-demand cat facts via a FastAPI server using Server-Sent Events (SSE) transport, allowing users to subscribe to a stream of cat facts or request a random fact instantly. - **[Telegram MCP Server](https://github.com/alexandertsai/mcp-telegram)** - Access Telegram accounts to read and send messages, manage chats, and respond to conversations. Retrieve chat lists and mark messages as read for efficient communication management. - **[Discord Bot Integration Server](https://github.com/alifakih1/discord-mcp)** - Integrate Discord bot functionalities with MCP-compatible applications to manage servers, channels, messages, reactions, categories, and webhooks. Utilize the Discord API capabilities in a standardized way to enhance application interactions. - **[Minecraft](https://github.com/arjunkmrm/mcp-minecraft)** - Integration with Minecraft enabling AI assistants to observe and interact with the Minecraft world through a bot. Supports interaction through the Model Context Protocol for enhanced functionality within the game. - **[iOS Simulator Control Server](https://github.com/atom2ueki/mcp-server-ios-simulator)** - Programmatically control and manage iOS simulators, enabling functions such as starting, stopping, booting, and interacting with simulator instances. It supports app installation, launching, and screenshot capture through a standardized communication protocol. - **[Discord MCP Server](https://github.com/barryyip0625/mcp-discord)** - Interact with Discord platform features, manage channels, send messages, and retrieve server information. Facilitate automation for Discord activities like reading and deleting channel messages. - **[Agent Construct](https://github.com/batteryshark/agent_construct)** - Standardizes access to tools and data for AI applications, facilitating dynamic tool discovery and execution through a unified interface. It serves as a central hub for managing context and tool integration in AI models. - **[VSCode MCP Server](https://github.com/block/vscode-mcp)** - Facilitates interaction between AI agents and Visual Studio Code, enabling file modifications, project management, and extension status checks directly within the development environment. - **[Conversation Server for OpenRouter Models](https://github.com/bsmi021/mcp-conversation-server)** - Manage and interact with multiple conversations using OpenRouter's language models through a standardized interface, facilitating message creation, real-time streaming, and persistent conversation states. Features include error handling and recovery, along with automatic token counting and model context management. - **[Gemini Server](https://github.com/bsmi021/mcp-gemini-server)** - Leverage Google's Gemini model capabilities for text generation and state management in chat applications through a standardized tool-based interface. Provides functionalities like content generation and function calling via the MCP standard. - **[Mac Messages Bridge](https://github.com/carterlasalle/mac_messages_mcp)** - Interact with the macOS Messages app to read recent messages, filter them by contact, and send messages via iMessage through a simple API interface. - **[Slack MCP Server](https://github.com/Chandrakant0110/slack-mcp)** - Interact with Slack by managing channels, posting messages, and retrieving user profiles through a standardized API interface. Enhance team collaboration and workflow automation within a Slack workspace. - **[ChatterBox Meeting Integration Server](https://github.com/ChatterBoxIO/chatterboxio-mcp-server)** - Integrates with online meeting platforms like Zoom and Google Meet to facilitate AI agents joining meetings, capturing transcripts, and generating concise summaries of discussions. - **[Telegram MCP Server](https://github.com/chigwell/telegram-mcp)** - Interact with Telegram chats by retrieving chat lists, fetching messages, and sending messages through MCP-compatible hosts. Compatible with AI models, allowing seamless integration with Telegram functionalities. - **[Model Context Protocol Servers](https://github.com/chuanmingliu/servers)** - A collection of implementations for the Model Context Protocol (MCP) that enables secure, controlled access for large language models (LLMs) to various tools and data sources. These servers showcase versatility and extensibility through reference implementations using Typescript and Python MCP SDKs. - **[Puzzlebox](https://github.com/cliffhall/puzzlebox)** - Manage dynamic finite state machines to coordinate multiple agents effectively, facilitating complex workflows and ensuring real-time updates on state changes. Streamline transitions between project phases to keep teams aligned with overall project goals. - **[Cocos MCP Log Bridge](https://github.com/czh2774/cocosMCP)** - Synchronizes logs between Cocos Creator and Cursor AI, enabling efficient problem analysis and resolution. Features include real-time log syncing, intelligent filtering, and scene management capabilities. - **[AutoGen Server](https://github.com/DynamicEndpoints/Autogen_MCP)** - Facilitates the creation and management of AI agents that engage in natural language interactions and collaborate to solve problems. Supports orchestration of both individual and group conversations with customizable configurations and built-in error handling. - **[Flexible Agents System](https://github.com/DynamicEndpoints/flexable-agents)** - Provides intelligent customer service and content creation solutions through AI-powered agents, supporting multilingual inquiries and automated workflows. Features include sentiment analysis, knowledge base integration, and creative content generation across various formats. - **[Discord Relay](https://github.com/emiliobool/MCP-Relay)** - Send messages and prompts to a Discord channel and receive responses directly from an AI model. It integrates with Discord's API to facilitate real-time communication between AI and users. - **[tldraw](https://github.com/eperez28/tldraw)** - A digital whiteboard library designed for creating infinite canvas experiences in React applications, enabling collaborative drawing and design functionalities. - **[MIRO Whiteboard Connector](https://github.com/evalstate/mcp-miro)** - Connects to the MIRO Whiteboard Application for board manipulation and sticky creation. Supports bulk operations and integrates with AI for enhanced functionality. - **[Graphiti Knowledge Graph Server](https://github.com/getzep/graphiti)** - Enables the construction and querying of real-time, temporally-aware knowledge graphs, managing entities, relationships, and episodes. Facilitates semantic and hybrid searches to enhance memory and reasoning in AI agents. - **[Discord Server](https://github.com/hanweg/mcp-discord)** - Integrate and manage Discord servers, facilitate message sending, and handle user roles and interactions within channels. - **[LINE Bot Integration Server](https://github.com/hirosuke0520/line-mcp-demo)** - Integrates with the LINE Messaging API to facilitate real-time communication and user engagement through text and rich messages. Allows AI agents to connect seamlessly to LINE Official Accounts for enhanced conversational interactions. - **[MCP PIF](https://github.com/hungryrobot1/MCP-PIF)** - Implement structured tools for meaningful human-AI interaction, facilitating progressive interaction patterns and development of understanding through the Model Context Protocol. - **[Chess Server](https://github.com/jiayao/mcp-chess)** - Connect to a chess server to play games against large language models while utilizing interactive tools for visualization, move analysis, and PGN file exploration. - **[YARR Media Stack](https://github.com/jmagar/yarr)** - Automate and control your media services using natural language commands. - **[lol-client-mcp](https://github.com/johnnyinlee/lol-client-mcp)** - Accesses real-time game data from the League of Legends client using the Live Client Data API. Provides tools for retrieving in-game statistics and other relevant information. - **[Mattermost Integration Server](https://github.com/kakehashi-inc/mcp-server-mattermost)** - Connects to Mattermost API endpoints to retrieve and process information in real-time, allowing for monitoring of specific teams and channels with secure token-based authentication. - **[Mattermost Integration Server](https://github.com/kakehashi-inc/mcp-server-mattermost)** - Integrates with Mattermost API endpoints to retrieve and process information in real-time, enabling secure monitoring of specific teams and channels. Supports multiple transport modes for seamless communication with external tools and data. - **[Devin AI Slack Integration Server](https://github.com/kazuph/mcp-devin)** - Integrate Devin AI sessions with Slack for automated task posting, maintaining context in conversations, and managing session information efficiently. Facilitates communication between Devin AI and Slack threads while providing session details and task updates. - **[LLM Responses Server](https://github.com/kstrikis/ephor-mcp)** - Enables multiple AI agents to collaboratively share and access each other's responses to the same prompt, facilitating deeper dialogue and understanding across models. - **[Multichat Server](https://github.com/kurror/mcp)** - Facilitates simultaneous communication with multiple unichat-based servers to combine responses from diverse language models, enhancing the richness of insights. Manages client connections to various unichat servers through a unified interface. - **[Liveblocks](https://github.com/liveblocks/liveblocks-mcp-server)** - Interact with Liveblocks to manage rooms, threads, comments, and notifications while providing read access to Liveblocks Storage and Yjs for enhanced collaborative features. - **[Trend Finder](https://github.com/martianbandit/trendFinder)** - Collects and analyzes social media posts from key influencers to identify trending topics and sends notifications via Slack or Discord when new trends emerge. - **[Real-time Chat Application](https://github.com/Mimo-Inverse/realtime-chat-supabase-react)** - Facilitates real-time chat experiences using React and Supabase, allowing users to send and receive messages instantly. The application supports seamless communication through a user-friendly interface, underpinned by a PostgreSQL database. - **[Conduwuit Server Installer](https://github.com/MNylif/auto-conduwuit)** - Automates the installation and secure configuration of a Conduwuit server using Docker, including SSL certificate setup and TURN server configuration for voice/video communication. Streamlines the deployment process with minimal manual intervention. - **[Zulip Integration Server](https://github.com/Monadical-SAS/zulip-mcp)** - Enable interaction with Zulip workspaces by managing channels, posting messages, sending direct messages, adding reactions, and retrieving conversation history for effective communication and automation. - **[The Sports DB MCP Server](https://github.com/nazimboudeffa/mcp-server-thesportsdb)** - Access sports data from The Sports DB to retrieve real-time and historical sports information, enhancing conversational agents and workflows with dynamic sports-related content. - **[Unity MCP Integration](https://github.com/quazaai/UnityMCPIntegration)** - Facilitates real-time interaction between AI assistants and Unity projects by allowing access to scene information, execution of C# code, and log monitoring within the Unity Editor. Enhances development workflows with additional file access functionalities for large language models (LLMs). - **[Discord MCP Server](https://github.com/SaseQ/discord-mcp)** - Integrate a Discord bot with MCP-compatible applications for enhanced functionalities and interactions. Leverage the Model Context Protocol to facilitate advanced communication and automation within Discord channels. - **[MCP Proxy](https://github.com/sparfenyuk/mcp-proxy)** - Enables connections to SSE-based MCP servers, facilitating data streaming and interaction between standard input/output and SSE/StreamableHTTP protocols. - **[MCP Server Demo](https://github.com/tian1ll1/mcp-server-demo)** - Enables real-time communication between AI models and external tools while managing conversation history and tool registries. Implements a WebSocket interface for interactive client-server communication and includes context management capabilities. - **[Minesweeper MCP Server](https://github.com/tonypan2/minesweeper-mcp-server)** - Engage in strategic gameplay of Minesweeper while the server manages game state and interactions. This server enables MCP client agents to play and challenge their problem-solving skills in an interactive environment. - **[微信机器人](https://github.com/Xiaoxinkeji/XBotV2)** - A comprehensive WeChat bot framework that supports various interactive features and game functionalities, equipped with a plugin system for customization and a web management interface for user oversight. It facilitates efficient message forwarding and processing with easy deployment using Docker. - **[Soccerdata MCP Server](https://github.com/yeonupark/mcp-soccer-data)** - Provides real-time football match information through natural language queries, including live scores, match events, team lineups, betting odds, and league metadata for ongoing, upcoming, and recently finished matches worldwide. - **[Slack Integration Server](https://github.com/z9905080/mcp-slack)** - Integrate AI assistants with Slack workspaces to manage channels, send messages, reply to threads, add reactions, and access user and message data. Streamline communication and collaboration within Slack environments using AI-driven tools. ## Live Audio and Video - **[WebRTC Basics](https://github.com/abhinavkale-dev/webRTC-basics)** - A basic project for learning and experimenting with WebRTC concepts, enabling peer-to-peer communication. Provides foundational tools and implementations for real-time communication technologies. - **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video sharing platform that supports real-time interactions, including video playback, comments, and user engagement. It features video transcoding, WebSocket-based real-time communication, and role-based access control for secure management. - **[NBA MCP Server](https://github.com/obinopaul/nba-mcp-server)** - Access real-time NBA statistics and live game data, including player stats, team standings, and game results for integration into sports applications. - **[Soccer Data Server](https://github.com/obinopaul/soccer-mcp-server)** - Access live match data and comprehensive football statistics for leagues, teams, and players. Retrieve real-time information and historical data to enhance applications with up-to-date football insights. ## Monitoring and Logging - **[WireMCP](https://github.com/0xKoda/WireMCP)** - WireMCP is a server that helps analyze live network traffic for security purposes. It captures and processes network data, making it easier for AI models to detect threats and understand network behavior. - **[Nmap Integration](https://github.com/0xPratikPatil/NmapMCP)** - NmapMCP is a tool that allows users to perform various types of network scans, helping to identify open ports and discover associated subdomains. It is integrated with the Model Context Protocol for easy use in different applications. - **[Whistle MCP Server](https://github.com/7gugu/whistle-mcp)** - The Whistle MCP Server is a tool that allows users to manage their Whistle proxy servers using AI. It simplifies tasks such as network debugging, API testing, and proxy rule management through easy, natural language interactions. - **[System Resource Monitor](https://github.com/abhinav7895/system-mcp)** - Provides real-time system monitoring capabilities for CPU, memory, disk, network, battery, and internet speed metrics. Enables querying of detailed system resource usage and internet performance for enhanced diagnostics and management. - **[Seq MCP Server](https://github.com/ahmad2x4/mcp-server-seq)** - Interact with Seq's logging and monitoring system via its API endpoints, providing access to various features for managing signals and events. - **[stdout-mcp-server](https://github.com/amitdeshmukh/stdout-mcp-server)** - Captures and manages stdout logs from multiple processes, providing real-time monitoring and a standardized interface for querying, filtering, and analyzing logs. Facilitates debugging by enabling easy log retrieval through named pipes. - **[Phoenix](https://github.com/Arize-ai/phoenix)** - Provides advanced observability and evaluation tools for AI applications, facilitating performance tracking, dataset management, and prompt engineering. Integrates with various frameworks and large language model providers for seamless operation. - **[Uptime Agent Server](https://github.com/AVIMBU/uptime_agent_mcp)** - Connects Uptime Agent monitoring systems to AI assistants for real-time monitoring, incident management, and creation of monitoring tasks using natural language commands. Enables secure integration of uptime monitoring with AI workflows for improved operational insights. - **[Log Analyzer](https://github.com/awslabs/Log-Analyzer-with-MCP)** - Access AWS CloudWatch Logs for efficient analysis, searching, and correlation. Provides functionalities for browsing log groups, executing queries, generating summaries, and identifying error patterns across AWS services. - **[Agent Construct](https://github.com/batteryshark/agent_construct)** - Standardizes access to tools and data for AI applications, facilitating dynamic tool discovery and execution through a unified interface. It serves as a central hub for managing context and tool integration in AI models. - **[ESXi Management Server](https://github.com/bright8192/esxi-mcp-server)** - Manage VMware ESXi and vCenter environments through a REST API interface, allowing for the creation, cloning, deletion, and monitoring of virtual machines. Supports real-time performance insights and secure operations through API key authentication and SSL/TLS connections. - **[DevEnvInfoServer](https://github.com/carterlasalle/system_information_mcp)** - Provides detailed information about the development environment, including system configuration, installed tools, and running processes to enhance context-aware assistance for the Cursor code editor. - **[BrowserTools](https://github.com/chikingsley/browser-tools-mcp)** - Monitor and interact with browser data, capturing console logs, network activity, and screenshots to facilitate AI applications. Provides a secure, local solution for data privacy while enhancing AI tools with browser insights. - **[Sentry MCP Server](https://github.com/codyde/mcp-sentry-ts)** - Interact with Sentry's API to retrieve and analyze error data, manage projects, and monitor application performance. - **[Toolkit MCP Server](https://github.com/cyanheads/toolkit-mcp-server)** - Provides LLM Agents with access to various system utilities and tools, enabling functionalities such as IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation. - **[Datadog](https://github.com/didlawowo/mcp-collection)** - Interact with Datadog API to fetch monitoring data and analyze specific monitor states and Kubernetes logs from infrastructure. - **[MCP Server](https://github.com/dvladimirov/MCP)** - Integrates OpenAI services with Git repository analysis and local filesystem operations. Also supports Prometheus for monitoring and provides utilities for seamless development workflows. - **[Dynatrace Observability Server](https://github.com/dynatrace-oss/dynatrace-mcp)** - Connect to the Dynatrace observability platform to retrieve real-time observability data, including production problems, security vulnerabilities, logs, and events. Utilize natural language queries to automate notifications and integrate monitoring within development workflows. - **[Ceph Exporter](https://github.com/EdgeCloudX/ceph_exporter)** - Collects and exposes detailed metrics from a Ceph cluster for Prometheus monitoring, providing real-time insights to optimize performance and reliability without requiring additional configuration. - **[Datadog MCP Server](https://github.com/GeLi2001/datadog-mcp-server)** - Interacts with the Datadog API to monitor systems, access monitor data, retrieve dashboards, query metrics, and manage incidents. Provides comprehensive error handling and advanced log searching capabilities. - **[Loki MCP Server](https://github.com/ghrud92/simple-loki-mcp)** - Query and analyze Grafana Loki logs with full LogQL support to access log data directly from AI assistants. Simplifies log management by providing formatted results in various output formats and supporting metadata retrieval. - **[Loki MCP Server](https://github.com/ghrud92/simple-loki-mcp)** - Query and analyze Grafana Loki logs using LogQL, enabling access to log data for analysis and insights. Supports authentication/configuration through environment variables or config files and provides formatted results in various output formats. - **[Grafana Server Integration](https://github.com/GetSherlog/mcp-grafana)** - Provides access to Grafana instances and their ecosystem, enabling dashboard search, datasource querying, and incident management. Integrates Prometheus and Loki functionalities, including log and metric queries, along with alert rules and metadata fetching. - **[mcptest](https://github.com/Heht571/ops-mcp-server)** - A server toolset for monitoring and managing remote servers, providing functionalities for system checks, service status updates, network diagnostics, and security audits. It includes features for memory information retrieval, system load monitoring, and process management. - **[Status Observer](https://github.com/imprvhub/mcp-status-observer)** - Monitor and query the operational status of major digital platforms in real-time, providing detailed information about specific services and components. Enables users to stay informed about platform health and respond to service disruptions promptly. - **[New Relic Logs MCP Server](https://github.com/Ivlad003/mcp_newrelic)** - Query New Relic logs and metrics using NRQL queries for insights and monitoring. Provides detailed error logging and outputs that are formatted for readability. - **[Environment MCP](https://github.com/JackXuyi/env-mcp)** - Retrieve detailed system information such as platform, memory, CPU, network, and user data for use in applications. Supports cross-platform operation and is easily integratable with MCP-enabled tools. - **[SolarWinds Logs](https://github.com/jakenuts/mcp-solarwinds)** - Access and visualize SolarWinds Observability logs with advanced filtering capabilities and generate insights through real-time log analysis and reporting. Supports timestamped log entry retrieval, including advanced filtering options by group and entity. - **[Logan](https://github.com/jasonkavenlong/Logan)** - Lightweight case logging system designed for mobile platforms, enabling efficient capture, storage, and analysis of logs across iOS and Android. Facilitates debugging and monitoring processes with seamless integration capabilities. - **[Splunk MCP Server](https://github.com/jkosik/mcp-server-splunk)** - Implements MCP Tools for managing Splunk resources including saved searches, alerts, and fired alerts. Supports STDIO and SSE transports for flexible deployment and interaction with Splunk data. - **[VMS Video Fetch Server](https://github.com/jyjune/mcp_vms)** - Connects to CCTV recording software to retrieve live and recorded video streams, manage video channel information, and control VMS features like PTZ camera presets and playback dialogs. - **[Log Reader](https://github.com/klara-research/MCP-Analyzer)** - Analyze and debug Model Context Protocol logs from various platforms. Filter, paginate, and retrieve log entries for troubleshooting and understanding tool interactions. - **[Last9 MCP Server](https://github.com/last9/last9-mcp-server)** - Integrates real-time production context including logs, metrics, and traces into local development environments for code auto-fixing. Supports various IDEs and allows for retrieving exceptions and service graphs related to those exceptions. - **[Sentinel](https://github.com/ljcloudy/Sentinel)** - Enhance microservices with advanced flow control, traffic shaping, and circuit breaking capabilities. Monitor services in real-time while managing performance under varying loads through customizable rules and integration with popular frameworks. - **[Alibaba Cloud Observability Server](https://github.com/lkp474/alibabacloud-observability-mcp-server)** - Provides access to Alibaba Cloud observability products, including Log Service, Application Real-Time Monitoring Service, and Cloud Monitor through a standardized MCP interface for efficient querying and interaction with observability data. - **[Prometheus Server](https://github.com/loglmhq/mcp-server-prometheus)** - Connects to Prometheus metrics and data through the Model Context Protocol (MCP), providing access to metric schemas and detailed metadata, along with statistical information. - **[NTOPNG Model Context Protocol Server](https://github.com/marcoeg/mcp-server-ntopng)** - Enables AI agents to access and query network monitoring data stored in the NTOPNG database, facilitating traffic analysis and reporting through seamless integration. Utilizes ClickHouse for historical flows and alerts within the NTOPNG framework. - **[Sentry Issue Analyzer](https://github.com/MCP-100/mcp-sentry)** - Retrieve and analyze Sentry issues to facilitate debugging by inspecting error reports and stack traces. Integrate insights directly from Sentry into applications for enhanced workflow efficiency. - **[Logstash Input Plugin](https://github.com/mdwooky/logstash-input-pluginname)** - Streamlines data ingestion into Logstash pipelines by integrating various input sources, facilitating enhanced data processing capabilities. - **[ConsoleSpy](https://github.com/mgsrevolver/consolespy)** - Captures browser console logs and integrates them into the Cursor IDE for enhanced debugging. Facilitates real-time access to console data within the development environment. - **[Raygun Server](https://github.com/MindscapeHQ/mcp-server-raygun)** - Access Raygun's error tracking and monitoring data, enabling users to view errors, crashes, and performance issues in applications. Provides comprehensive access to Raygun's API for managing applications and errors. - **[Helper Tools](https://github.com/MissionSquad/mcp-helper-tools)** - Enhances LLM agents with utilities for encoding, geolocation, network diagnostics, and security. Provides tools for automation, data handling, and QR code generation. - **[Go Process Inspector](https://github.com/monsterxx03/gospy)** - Inspect and analyze running Go processes, providing detailed information about goroutines, memory usage, and binary data through an interactive terminal and an HTTP API. Features include programmatic access via a Server-Sent Events endpoint and tools for inspecting goroutine states and memory statistics. - **[OpenTelemetry Collector Configuration Server](https://github.com/mottibec/otelcol-mcp)** - Configures OpenTelemetry Collectors dynamically by managing components such as receivers, processors, and exporters. Facilitates the updating and retrieval of telemetry component information from specified resources. - **[Linux Comprehensive Testing Script](https://github.com/muaimingjun/LinuxCTS)** - A comprehensive testing script for Linux systems that evaluates system performance, configuration, and service status through various tests. It provides insights into system information, conducts performance and network tests, and checks the operational status of common services. - **[Sentry MCP server](https://github.com/modelcontextprotocol/servers)** - Interact with Sentry to retrieve and analyze error reports and debugging information. Inspect issues through their IDs or URLs, including details like status, timestamps, and stack traces. - **[Datadog API Integration Server](https://github.com/ndevvy/mcp-server-datadog)** - Retrieve and manage incidents, monitors, logs, dashboards, metrics, traces, hosts, and downtimes from Datadog for enhanced incident management and observability workflows. - **[Everything MCP Server](https://github.com/modelcontextprotocol/servers)** - A test server that showcases all features of the Model Context Protocol, implementing prompts, tools, and resources for builders of MCP clients. Provides interactive tools for echoing messages, adding numbers, and demonstrating progress for long-running operations. - **[Datadog API Integration Server](https://github.com/Nozomuts/datadog-mcp)** - Enables powerful search and aggregation of logs and trace spans from Datadog, allowing for flexible queries and detailed data retrieval. Facilitates the integration of Datadog monitoring data into applications for insightful analysis. - **[Console and Network Logs Server](https://github.com/Operative-Sh/playwright-consolelogs-mcp)** - Open a browser to monitor console logs and track network requests for improved debugging and analysis. Retrieve structured log data and network activity while maintaining a clean environment post-session. - **[PowerShell Server](https://github.com/posidron/mcp-powershell)** - Execute PowerShell commands and scripts, retrieve system information, and manage PowerShell modules. Enhance automation and system management workflows by integrating PowerShell capabilities directly within an LLM environment. - **[k6 Load Testing Server](https://github.com/QAInsights/k6-mcp-server)** - Run load tests using k6 with custom configurations and obtain real-time execution output. Integrates with the Model Context Protocol to streamline load testing processes and enhance performance insights. - **[Logfire MCP Server](https://github.com/pydantic/logfire-mcp)** - Analyzes telemetry data and distributed traces using OpenTelemetry. Queries metrics and performs SQL queries for insights into application exceptions and errors in real-time. - **[Locust Load Testing Server](https://github.com/QAInsights/locust-mcp-server)** - Integrates Locust load testing capabilities into AI development environments, enabling configurable load tests with real-time output in both headless and UI modes. Supports customizable test scenarios through an easy-to-use API. - **[Sumo Logic Log Search](https://github.com/samwang0723/mcp-sumologic)** - Search and retrieve logs from Sumo Logic using customized queries within specified time ranges, while supporting error handling and detailed logging. - **[SonarQube MCP Server](https://github.com/sapientpants/sonarqube-mcp-server)** - Integrates with SonarQube to provide access to code quality metrics, detect issues, and analyze results for AI assistants. - **[MCP System Monitor](https://github.com/seekrays/mcp-monitor)** - Exposes system metrics such as CPU, memory, disk, network, and host information through an MCP-compatible interface, enabling real-time retrieval of system data for LLMs. - **[CloudWatch Logs](https://github.com/serkanh/cloudwatch-logs-mcp)** - Access and analyze AWS CloudWatch logs by listing log groups and retrieving log entries directly through an AI interface. Streamline log management and enhance monitoring capabilities. - **[systemd-coredump MCP Server](https://github.com/signal-slot/mcp-systemd-coredump)** - Access and manage system core dumps using systemd functionality, enabling the listing, extraction, and removal of core dumps for effective debugging. Analyze core dump data to enhance system diagnostics and troubleshooting capabilities. - **[Logging Query Server](https://github.com/srtux/mcp)** - Enables natural language queries for Google Cloud logs by converting user queries into Google Cloud Logging Query Language (LQL) and retrieving relevant log entries. Provides a REST API for integration and can be deployed on Google Cloud Run or GKE. - **[Bugsnag MCP Server](https://github.com/tgeselle/bugsnag-mcp)** - Interacts with Bugsnag to monitor and analyze errors, providing features for organization navigation, error filtering, and detailed stacktrace viewing. It also offers code intelligence capabilities to distinguish between project and library code and provides source code context for errors. - **[Local AI Stack for VPS Deployment](https://github.com/ThijsdeZeeuw/avg-kwintes)** - Deploys a comprehensive self-hosted AI stack on VPS, supporting automation, monitoring, vector search, and speech-to-text capabilities. Integrates tools such as n8n, Ollama, Qdrant, Prometheus, and Grafana for efficient AI processing and maintenance. - **[Variance Log](https://github.com/truaxki/mcp-variance-log)** - Logs unusual events in conversations and analyzes statistical variations, storing the results in a SQLite database. Designed for use with MCP-compatible clients like Claude Desktop, it enhances interaction by monitoring conversation structure. - **[Steampipe Cloud Infrastructure Query Server](https://github.com/turbot/steampipe-mcp)** - Enables natural language exploration and analysis of cloud infrastructure data across multiple platforms, including AWS, Azure, and GCP. Facilitates security and compliance checks, cost optimization, and query development through SQL queries powered by AI. - **[React Native Debugger](https://github.com/twodoorsdev/react-native-debugger-mcp)** - Connects to a React Native application debugger to retrieve console logs from Metro, facilitating real-time log access for debugging. Aids in identifying and resolving issues more efficiently during app development. - **[Kubernetes Monitor](https://github.com/vlttnv/k8s-mcp)** - Retrieve and diagnose issues in Kubernetes clusters through a comprehensive API, offering insights into resource utilization and pod statuses. Access real-time data for effective cluster management and troubleshooting. - **[Cursor A11y](https://github.com/westsideori/cursor-a11y-mcp)** - Run accessibility tests on web applications to identify compliance issues and enhance digital accessibility. Utilize axe-core and Puppeteer to generate detailed violation reports with information about impact levels and affected elements. - **[WildFly MCP](https://github.com/wildfly-extras/wildfly-mcp)** - Integrate Generative AI capabilities for monitoring and managing WildFly servers using natural language interactions. Enables users to leverage AI chatbots for server management tasks and integrates smoothly with existing WildFly functionalities. - **[WildFly MCP Server](https://github.com/wildfly-extras/wildfly-mcp)** - Integrate with WildFly servers using natural language to troubleshoot operational issues and retrieve log file contents. Facilitate interaction with the WildFly application server through AI chatbots by allowing users to query server status and analyze logs. - **[Datadog API Integration](https://github.com/winor30/mcp-server-datadog)** - Integrates with the Datadog API to facilitate access to monitoring features, including incident management, logs, and metrics. Supports streamlined observability processes for enhanced incident response and monitoring capabilities. - **[JVM Monitoring Server](https://github.com/xzq-xu/jvm-mcp-server)** - Monitor and analyze Java processes with real-time insights into JVM performance, memory usage, and thread information through a Python interface. Provides capabilities such as thread stack trace analysis, dynamic log adjustments, and AI-driven performance analysis. - **[FastMCP](https://github.com/yamato-snow/2025_McpLab_FastMCP)** - Built using TypeScript, this server facilitates client session management for MCP by defining tools, resources, and prompts, while supporting authentication, logging, and real-time updates through SSE. It provides features like error handling, CORS, and CLI tools for testing and debugging. - **[Smithery MCP Server](https://github.com/Yaswanth-ampolu/smithery-mcp-server)** - Provides terminal access through a web interface for executing shell commands, browsing directories, and managing server tasks without requiring root access. Supports real-time updates of command outputs for immediate feedback. - **[FastMCP Server](https://github.com/ynu/mcp-ynu)** - Dynamically load tools, resources, and prompts from specified directories to enhance application capabilities. Offers automatic module discovery and logging features for efficient server management. - **[MCP server for my mac](https://github.com/zhongmingyuan/mcp-my-mac)** - Exposes Mac system information through a simple API, providing real-time data about hardware, software, and environmental setups. Designed for experimentation with AI and Deep Learning on Mac systems. - **[错误监控系统](https://github.com/Zwe1/error-monitor-frontend)** - 构建一个错误监控系统，集中收集、存储和展示 B 端应用的远程错误信息，旨在提升错误处理效率和用户体验。该系统支持前端错误上报和展示处理后的错误信息。 - **[Sentry Server](https://github.com/Zzzccs123/mcp-sentry)** - Connect to Sentry's error tracking service to retrieve and analyze error reports and gain insights into application issues with detailed information such as status and stack traces. ## DevOps and CI/CD - **[SONiC Buildimage](https://github.com/10164367/sonic-buildimage)** - SONiC Buildimage is a server that helps create installation images for network switches, making it easier to deploy and customize software for different hardware. It supports various tools for debugging and managing network device images efficiently. - **[1Panel MCP Server](https://github.com/1Panel-dev/mcp-1panel)** - The 1Panel MCP Server allows users to connect and manage their 1Panel environment, enabling efficient interaction with various tools and applications in real-time. - **[Kubernetes Server](https://github.com/abhijeetka/mcp-k8s-server)** - Manage Kubernetes clusters using natural language commands, simplifying complex kubectl operations and providing a conversational interface for Kubernetes resource management. - **[Alnitak](https://github.com/acgkiss/alnitak)** - A dynamic video platform supporting real-time interactions, featuring video playback, live comments, and content management functionalities. It includes video transcoding, real-time messaging, and role-based access control through JWT-based authentication. - **[Sleep Tool](https://github.com/AgentsWorkingTogether/mcp-sleep)** - Pause execution for a specified duration to control the flow of agents. Useful for introducing timed delays, ensuring tasks are executed in a desired sequence, especially in workflows that require waiting periods between actions. - **[mcp-installer - A MCP Server to install MCP Servers](https://github.com/anaisbetts/mcp-installer)** - Installs other MCP servers hosted on npm or PyPi, enabling users to easily manage and set up various MCP servers through command prompts. - **[ITMCP](https://github.com/andrewhopper/itmcp)** - Enables AI assistants to execute network administration and diagnostic commands securely within a Docker container sandbox. Provides controlled access to networking tools and file operations with enterprise-grade security features, including session management and audit logging. - **[shadow-cljs-mcp](https://github.com/Bigsy/shadow-cljs-mcp)** - Monitors shadow-cljs builds and provides real-time updates on build status, errors, and metrics after editing ClojureScript files. Integrates seamlessly with development environments for enhanced workflow efficiency. - **[CircleCI MCP Server](https://github.com/CircleCI-Public/mcp-server-circleci)** - Facilitates natural language interactions with CircleCI functionality, enabling retrieval of build logs, analysis of failures, and management of CI/CD processes directly from IDEs. Integrates CircleCI commands into the development workflow for enhanced efficiency. - **[Devcontainers Integration Server](https://github.com/crunchloop/mcp-devcontainers)** - Manage and interact with development containers by starting environments, running user setup commands, and executing shell commands within devcontainers. Simplifies the development workflow through direct control of devcontainers. - **[AWS CodePipeline Integration Server](https://github.com/cuongdev/mcp-codepipeline-server)** - Manage AWS CodePipeline pipelines by triggering executions, retrieving metrics, approving actions, and obtaining execution logs through natural language commands in Windsurf. Streamline CI/CD processes with a standardized interface for AWS CodePipeline services. - **[Defang](https://github.com/DefangLabs/defang)** - Facilitates secure code building and release management by automating dependency handling, formatting, and versioning processes. Ensures projects maintain updated dependencies and supports streamlined continuous integration workflows. - **[Super Windows CLI Server](https://github.com/delorenj/super-win-cli-mcp-server)** - Provides full access to Windows CLI environments and unrestricted execution of system commands, enabling broad control over the operating system and file system. - **[Spinnaker MCP Server](https://github.com/dion-hagan/mcp-server-spinnaker)** - Integrates AI models with Spinnaker to manage and optimize deployment processes, leveraging contextual information for proactive issue detection and decision-making in CI/CD workflows. - **[Hello World GitHub Actions Course](https://github.com/F4biox/hello-github-actions)** - Guide users through creating their first GitHub Action and integrating it into a workflow file. The server provides a structured approach for hands-on learning with practical examples. - **[Kubernetes Server](https://github.com/Flux159/mcp-server-kubernetes)** - Interact with Kubernetes clusters using kubectl for managing and orchestrating containerized applications, deployments, and services. - **[Jenkins-based DevOps System](https://github.com/fyp312572116/devops-java-sample)** - Streamline development processes by creating and managing CI/CD pipelines using a Jenkins-based system integrated within a SpringBoot demo project. - **[PyTorch HUD API](https://github.com/izaitsevfb/claude-pytorch-treehugger)** - Access and analyze CI/CD data and job logs, providing tools for log analysis and resource utilization metrics within PyTorch workflows. Integrates with ClickHouse for advanced analytics capabilities. - **[JFrog MCP Server](https://github.com/jfrog/mcp-jfrog)** - Manages repositories, tracks builds, and oversees the release lifecycle in conjunction with the JFrog Platform API. Provides tools for artifact search through AQL queries and runtime cluster monitoring. - **[Shell Command Server](https://github.com/kaznak/shell-command-mcp)** - Execute shell commands securely within an isolated Docker container environment. It supports both synchronous and asynchronous execution with multiple notification modes, while also integrating Kubernetes tools. - **[Jenkins MCP](https://github.com/kjozsa/jenkins-mcp)** - Manage Jenkins operations efficiently, facilitating build and deployment processes. - **[Jenkins MCP Server](https://github.com/lanbaoshen/mcp-jenkins)** - Connects Jenkins with AI language models to automate and manage CI/CD pipelines, facilitating secure interaction with Jenkins tools and simplifying job management and build monitoring. - **[Jenkins Integration Server](https://github.com/lieee1995/mcp-jenkins-server)** - Integrates with a Jenkins server to manage jobs, retrieve build information, and trigger builds. Provides direct access to Jenkins data for enhanced automation and CI/CD processes. - **[Swift](https://github.com/lumix-labs/swift)** - Transforms legacy systems to enhance deployment speed and minimize incidents by enabling incremental modernization without extensive rewrites. Facilitates faster deployment cycles from weeks to days while reducing technical debt. - **[Django Migrations Management Service](https://github.com/mrrobotke/django-migrations-mcp)** - Manage Django migrations in distributed environments through MCP endpoints, simplifying migration processes with validations and safety checks for CI/CD integration. - **[Encoding DevOps](https://github.com/PatrickKalkman/encoding-devops)** - Streamlines video encoding workflows using AI for real-time analysis, error translation, and automated email drafts for issue management. Provides continuous monitoring of encoding jobs to ensure efficient operations. - **[Jenkins API Server](https://github.com/ProgrammerAgua/jenkins-mcp-server)** - Manage Jenkins jobs through a unified API interface, facilitating job creation, triggering builds, retrieving job information, and updating configurations. - **[Dmitry's DevOps Hub](https://github.com/punprapor/punprapor)** - Connect with a community focused on enhancing DevOps skills through practical insights and collaborative opportunities. Engage with like-minded individuals to foster growth in various tech initiatives. - **[k6 Load Testing Server](https://github.com/QAInsights/k6-mcp-server)** - Run load tests using k6 with custom configurations and obtain real-time execution output. Integrates with the Model Context Protocol to streamline load testing processes and enhance performance insights. - **[SonarQube MCP Server](https://github.com/sapientpants/sonarqube-mcp-server)** - Integrates with SonarQube to provide access to code quality metrics, detect issues, and analyze results for AI assistants. - **[Kubernetes MCP Server](https://github.com/Shengwenhao-manbo/k8s-mcp)** - Manage and interact with Kubernetes clusters via a standardized Model Context Protocol interface, facilitating Kubernetes operations within LLM workflows. Supports SSE transport for real-time updates and simplifies resource handling. - **[Kubernetes MCP Server](https://github.com/Shengwenhao-manbo/k8s-mcp)** - Manage and interact with Kubernetes clusters through a Model Context Protocol server utilizing SSE transport for API calls. Simplifies Kubernetes operations integration into LLM applications with secure management capabilities. - **[Kubernetes Model Context Protocol Server](https://github.com/Shengwenhao-manbo/k8s-mcp)** - Integrates Large Language Models with Kubernetes by providing access to cluster resources, tools, and prompts through a standardized protocol. Facilitates real-time interaction and automation in managing Kubernetes cluster operations and data. - **[Project Orchestrator](https://github.com/sparesparrow/mcp-project-orchestrator)** - Streamlines software project setup using standardized templates and best practices, automatically generating comprehensive documentation and visual diagrams to enhance project architecture and implementation strategy. - **[Azure DevOps Server](https://github.com/stefanskiasan/azure-devops-mcp-server)** - Integrate with Azure DevOps services to access work items, repositories, and pull requests, enabling streamlined project management and collaboration. Provides functionalities for retrieving and managing Azure DevOps resources efficiently. - **[MCP K8S Go](https://github.com/strowk/mcp-k8s-go)** - Connects to Kubernetes for managing contexts, pods, events, and services, and facilitates fetching pod logs across specified namespaces. - **[K8s Interactive](https://github.com/TaichiHo/k8s-interactive-mcp)** - Run Kubernetes commands using a specified kubeconfig path and provide interpretations of those commands. This server supports custom kubeconfig paths, automatic kubectl installation checks, and includes error handling features. - **[MCP Proxy Server](https://github.com/TBXark/mcp-proxy)** - Aggregates multiple MCP resource servers through a single HTTP endpoint, enabling unified access to various MCP clients. Supports real-time updates with SSE and offers flexible configuration options for different client types. - **[Azure DevOps Server](https://github.com/Tiberriver256/mcp-server-azure-devops)** - Interact with Azure DevOps APIs to manage projects, work items, and repositories. Execute DevOps workflows and access repository content securely through a standardized protocol. - **[Azure DevOps MCP Server](https://github.com/Tiberriver256/mcp-server-azure-devops)** - Interact with Azure DevOps APIs to manage projects, work items, and repositories using natural language commands. Facilitate secure execution of common DevOps workflows and access repository content through standardized URIs. - **[Sandbox](https://github.com/Tsuchijo/sandbox-mcp)** - Isolated Docker environments for executing code in various programming languages, managing package installations, and running commands within containers. - **[Server Time](https://github.com/vaebe/mcp)** - Retrieve the current time effortlessly, integrating time-fetching capabilities into applications with accurate and reliable time data. - **[Rundeck CLI Integration Server](https://github.com/vanisoul/rundeck-mcp-server)** - Enables management of Rundeck operations through AI, facilitating job execution, information retrieval for projects and nodes, and system monitoring without manual CLI interaction. Streamlines Rundeck workflows with an AI interface for efficient tracking and execution of jobs and executions. - **[CODING DevOps MCP Server](https://github.com/yupengfei1209/coding_devops_mcp_server)** - Manage projects and work items on the CODING platform through a standardized interface, including functionalities to list, search, create, and delete projects and issues. - **[PPROF Analyzer](https://github.com/ZephyrDeng/pprof-analyzer-mcp)** - Analyze Go pprof performance profiles to identify bottlenecks and optimize applications by generating flame graphs and detailed reports for CPU and memory usage visualization. ## File Conversion - **[MarkItDown Server](https://github.com/canlgz/markitdown_mcp_server)** - Convert various file formats into Markdown format, facilitating seamless content processing and integration workflows. Supports a wide range of formats including PDFs, Office documents, images, audio, HTML, and more. - **[MarkItDown Server](https://github.com/canlgz/markitdown_mcp_server)** - Converts various file formats into Markdown format, facilitating content processing and integration. Supports multiple input types including PDFs, Office documents, images with OCR, audio transcription, HTML, and ZIP archives. - **[MarkItDown Server](https://github.com/canlgz/markitdown_mcp_server)** - Converts various file formats to Markdown using the MarkItDown utility, enabling seamless processing of PDFs, Office documents, images, audio, HTML, and more into Markdown format. - **[File Convert](https://github.com/convertguru/file-convert-mcp)** - Converts files between various formats including images, documents, audio, video, and data files to popular formats like PDF, JPG, MP4, and HTML. Utilizes AI and other detection methods for accurate file type recognition and conversion. - **[Markdown转换服务器](https://github.com/FradSer/mcp-server-to-markdown)** - Converts various file formats into Markdown descriptions, helping users obtain structured information from documents. Integrates with Cloudflare AI services for efficient document processing. - **[MarkItDown MCP Server](https://github.com/KorigamiK/markitdown_mcp_server)** - Converts various file formats to Markdown, utilizing the MarkItDown utility to handle documents, images, and audio files. - **[SVG to PNG Converter](https://github.com/longbowzz/svg2png_mcp)** - Convert SVG code into PNG images utilizing two conversion methods: CairoSVG for fast, simple transformations and Inkscape for full SVG feature support and improved font rendering. Integrated with MCP protocol for seamless client connectivity. - **[Pandoc Document Converter](https://github.com/MaitreyaM/FILE-CONVERTER-MCP)** - Convert documents between various formats using Pandoc, enabling seamless integration and automation in workflows. Supports a wide range of formats including Markdown, DOCX, HTML, PDF, and EPUB. - **[SVG Converter](https://github.com/surferdot/mcp-svg-converter)** - Converts SVG code to high-quality PNG and JPG images while providing options for transparency and image quality customization. Enhances image processing by allowing transformation of vector graphics into raster formats with detailed settings. - **[PDF to PNG Conversion Server](https://github.com/truaxki/mcp-Pdf2png)** - Convert PDF documents into high-quality PNG images seamlessly, transforming each page of a PDF into a PNG file using a simple MCP tool call. Enhance document processing with efficient image generation from PDFs. - **[Pandoc Document Conversion](https://github.com/vivekVells/mcp-pandoc)** - Facilitates document format conversion using pandoc, enabling transformation between various document types while maintaining formatting and structure. - **[File Converter](https://github.com/wowyuarm/file-converter-mcp)** - Convert various document and image formats such as DOCX to PDF, PDF to DOCX, and multiple image formats (JPG, PNG, WebP, etc.). Provides reliable and flexible file handling to meet diverse conversion needs. ## Data Labeling and Annotation - **[ZIP Compression Server](https://github.com/7gugu/zip-mcp)** - The ZIP Compression Server allows users to easily compress and decompress files, manage multiple files at once, and query information about ZIP files, making file management more efficient and secure. - **[TextGuard AI](https://github.com/algorithm07-ai/TextGuardAI)** - Classifies and detects spam in text content using advanced AI models. Offers a simple REST API for both single and batch text analysis with tiered access options and detailed confidence scoring. - **[Obsidian MCP Server](https://github.com/cyanheads/obsidian-mcp-server)** - Integrate LLMs with Obsidian vaults to manage knowledge bases through secure API communication and efficient file operations. Features comprehensive search capabilities for enhanced knowledge management. ## Multimodal Input Processing - **[TouchDesigner MCP Server](https://github.com/8beeeaaat/touchdesigner-mcp)** - The TouchDesigner MCP Server allows AI agents to interact with TouchDesigner projects by creating, modifying, and deleting project elements, as well as executing Python scripts to automate tasks. - **[MCPollinations Multimodal Server](https://github.com/pinkpixel-dev/MCPollinations)** - Generates images, text, and audio from prompts using the Pollinations APIs. It supports returning images as base64-encoded data and allows listing available models for image and text generation. - **[OpenRouter Multimodal Server](https://github.com/stabgan/openrouter-mcp-multimodal)** - Combines text chat and image analysis capabilities to conduct multimodal conversations and handle custom queries seamlessly. Optimizes workflows with intelligent model selection and performance improvements. - **[Vedit Video Editor](https://github.com/zakahan/vedit-mcp)** - Enables video editing through natural language commands for basic editing operations. Integrates with projects to automate video processing tasks using ffmpeg. # License The code of this project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details. The source code of the linked MPC Servers is licensed under the respective licenses of the projects. See the linked project repositories for more information. ## Contributing Contributions are welcome! If you want to contribute an MCP server, please use the [Contributing Guide](CONTRIBUTING.md) to get started. If you have any questions or suggestions, feel free to open an issue or a pull request.
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