{
  "name": "MCP-Compatible Skills",
  "description": "Skills with MCP integration support, filtered from Agent Skills Directory",
  "version": "2026.07.21",
  "generated_at": "2026-07-21T08:40:25.943257+00:00",
  "source": "https://github.com/dmgrok/agent-plugins",
  "catalog_url": "https://cdn.jsdelivr.net/gh/dmgrok/agent-plugins@main/catalog.json",
  "website": "https://dmgrok.github.io/agent-plugins/",
  "total_skills": 72,
  "skills": [
    {
      "id": "github/aspire",
      "name": "aspire",
      "description": "Aspire skill covering the Aspire CLI, AppHost orchestration, service discovery, integrations, MCP server, VS Code extension, Dev Containers, GitHub Codespaces, templates, dashboard, and deployment. Use when the user asks to create, run, debug, configure, deploy, or troubleshoot an Aspire distributed application.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-09T01:46:16Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/aspire",
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      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "github",
        "git",
        "mcp",
        "cli",
        "aspire"
      ],
      "duplicate_status": null,
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      "days_since_update": 162,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/chrome-devtools",
      "name": "chrome-devtools",
      "description": "Expert-level browser automation, debugging, and performance analysis using Chrome DevTools MCP. Use for interacting with web pages, capturing screenshots, analyzing network traffic, and profiling performance.",
      "provider": "github",
      "category": "development",
      "license": "MIT",
      "compatibility": null,
      "last_updated_at": "2026-01-22T17:18:52Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/chrome-devtools",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/chrome-devtools/SKILL.md",
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      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "analysis",
        "chrome",
        "devtools"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 179,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/cli-mastery",
      "name": "cli-mastery",
      "description": "Interactive training for the GitHub Copilot CLI. Guided lessons, quizzes, scenario challenges, and a full reference covering slash commands, shortcuts, modes, agents, skills, MCP, and configuration. Say \"cliexpert\" to start.",
      "provider": "github",
      "category": "development",
      "license": "MIT",
      "compatibility": null,
      "last_updated_at": "2026-03-09T04:49:23Z",
      "metadata": {
        "version": "1.2.0"
      },
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/cli-mastery",
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      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "github",
        "git",
        "mcp",
        "cli",
        "art",
        "mastery"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
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      "days_since_update": 134,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": false,
      "github_stars": 36841
    },
    {
      "id": "github/codebase-memory-mcp",
      "name": "codebase-memory-mcp",
      "description": "Use when a configured codebase-memory-mcp server can assist with graph-backed code discovery, architecture orientation, symbol lookup, callers and callees, dependency or data-flow tracing, impact analysis, unfamiliar modules, or an explicit Codebase Memory request.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-07-16T20:21:39Z",
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        "repo": "https://github.com/github/awesome-copilot",
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      "has_references": false,
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        "mcp",
        "analysis",
        "codebase",
        "memory"
      ],
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      "maintenance_status": "active",
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      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/copilot-sdk",
      "name": "copilot-sdk",
      "description": "Build agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to MCP servers, or creating custom agents. Triggers on Copilot SDK, GitHub SDK, agentic app, embed Copilot, programmable agent, MCP server, custom agent.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-04-14T23:50:39Z",
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      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "github",
        "git",
        "pr",
        "mcp",
        "copilot",
        "sdk"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
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      "duplicate_similarity": null,
      "days_since_update": 97,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/dependabot",
      "name": "dependabot",
      "description": "Comprehensive guide for configuring and managing GitHub Dependabot. Use this skill when users ask about creating or optimizing dependabot.yml files, managing Dependabot pull requests, configuring dependency update strategies, setting up grouped updates, monorepo patterns, multi-ecosystem groups, security update configuration, auto-triage rules, or any GitHub Advanced Security (GHAS) supply chain security topic related to Dependabot. For pre-commit dependency vulnerability scanning in AI coding agents via the GitHub MCP Server, this skill references the Advanced Security plugin (`advanced-security@copilot-plugins`). Use this skill when an agent needs to scan dependencies for known vulnerabilities before committing.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-06-15T00:56:29Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/dependabot",
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      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "github",
        "git",
        "pr",
        "ci",
        "mcp",
        "dependabot"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 36,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/dotnet-mcp-builder",
      "name": "dotnet-mcp-builder",
      "description": "Build Model Context Protocol (MCP) servers in C#/.NET against the current ModelContextProtocol 1.x NuGet packages. Especially helps with cases the model often gets wrong without guidance \u2014 stale preview versions (it tends to pick 0.3 or 0.4 preview), MCP Apps (interactive UI rendered in the host), elicitation URL mode, per-session HTTP wiring, OAuth and reverse-proxy deploy specifics, and debugging concrete MapMcp / STDIO / Streamable-HTTP errors. Also covers the routine work \u2014 STDIO and Streamable HTTP transports (SSE is deprecated), tools, prompts, resources, sampling, roots, completions, logging \u2014 and a basic .NET MCP client. Trigger when the user says or implies any .NET MCP server work: ModelContextProtocol, McpServerTool, MapMcp, WithStdioServerTransport, \"MCP server in C#\", \"MCP tool in dotnet\", \"expose this as MCP\", or names a primitive (prompt/resource/elicitation/MCP App) in a .NET context. Skip for MCP work in other languages.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-05-10T23:35:26Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/dotnet-mcp-builder",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/dotnet-mcp-builder/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "ci",
        "mcp",
        "cli",
        "dotnet",
        "builder"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 71,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/flowstudio-power-automate-build",
      "name": "flowstudio-power-automate-build",
      "description": "Build, scaffold, and deploy Power Automate cloud flows using the FlowStudio MCP server. Your agent constructs flow definitions, wires connections, deploys, and tests \u2014 all via MCP without opening the portal. Load this skill when asked to: create a flow, build a new flow, deploy a flow definition, scaffold a Power Automate workflow, construct a flow JSON, update an existing flow's actions, patch a flow definition, add actions to a flow, wire up connections, or generate a workflow definition from scratch. Requires a FlowStudio MCP subscription \u2014 see https://mcp.flowstudio.app",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-05-11T01:28:29Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/flowstudio-power-automate-build",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/flowstudio-power-automate-build/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "json",
        "test",
        "mcp",
        "flowstudio",
        "power",
        "automate",
        "build"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 71,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/flowstudio-power-automate-debug",
      "name": "flowstudio-power-automate-debug",
      "description": "Debug failing Power Automate cloud flows using the FlowStudio MCP server. The Graph API only shows top-level status codes. This skill gives your agent action-level inputs and outputs to find the actual root cause. Load this skill when asked to: debug a flow, investigate a failed run, why is this flow failing, inspect action outputs, find the root cause of a flow error, fix a broken Power Automate flow, diagnose a timeout, trace a DynamicOperationRequestFailure, check connector auth errors, read error details from a run, or troubleshoot expression failures. Requires a FlowStudio MCP subscription \u2014 see https://mcp.flowstudio.app",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-05-11T01:28:29Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/flowstudio-power-automate-debug",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/flowstudio-power-automate-debug/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "api",
        "mcp",
        "flowstudio",
        "power",
        "automate",
        "debug"
      ],
      "duplicate_status": null,
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      "days_since_update": 71,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/flowstudio-power-automate-governance",
      "name": "flowstudio-power-automate-governance",
      "description": "Govern Power Automate flows and Power Apps at scale using the FlowStudio MCP cached store. Classify flows by business impact, detect orphaned resources, audit connector usage, enforce compliance standards, manage notification rules, and compute governance scores \u2014 all without Dataverse or the CoE Starter Kit. Load this skill when asked to: tag or classify flows, set business impact, assign ownership, detect orphans, audit connectors, check compliance, compute archive scores, manage notification rules, run a governance review, generate a compliance report, offboard a maker, or any task that involves writing governance metadata to flows. Requires a FlowStudio for Teams or MCP Pro+ subscription \u2014 see https://mcp.flowstudio.app",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-05-11T01:28:29Z",
      "metadata": {},
      "source": {
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        "path": "skills/flowstudio-power-automate-governance",
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      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "art",
        "flowstudio",
        "power",
        "automate",
        "governance"
      ],
      "duplicate_status": null,
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      "days_since_update": 71,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": false,
      "github_stars": 36841
    },
    {
      "id": "github/flowstudio-power-automate-mcp",
      "name": "flowstudio-power-automate-mcp",
      "description": "Foundation skill for Power Automate via FlowStudio MCP \u2014 auth setup, the reusable MCP helper (Python + Node.js), tool discovery via `list_skills` / `tool_search`, and oversized-response handling. Load this skill first when connecting an agent to Power Automate. For specialized workflows, load `flowstudio-power-automate-build`, `flowstudio-power-automate-debug`, `flowstudio-power-automate-monitoring` (Pro+), or `flowstudio-power-automate-governance` (Pro+) \u2014 each contains the workflow narrative, this skill provides the plumbing they all rely on. Requires a FlowStudio MCP subscription or compatible server \u2014 see https://mcp.flowstudio.app",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-05-11T01:28:29Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/flowstudio-power-automate-mcp",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/flowstudio-power-automate-mcp/SKILL.md",
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      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "ci",
        "mcp",
        "flowstudio",
        "power",
        "automate"
      ],
      "duplicate_status": null,
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      "days_since_update": 71,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/flowstudio-power-automate-monitoring",
      "name": "flowstudio-power-automate-monitoring",
      "description": "Pro+ subscription required. Tenant-wide Power Automate monitoring using the FlowStudio MCP cached store: failure rates, run-health trends, maker/app inventory, inactive owners, and compliance/health reports. Use only for aggregated tenant views. For one environment, one flow, run control, or root-cause debugging, use flowstudio-power-automate-mcp, flowstudio-power-automate-debug, or the server monitor-flow bundle. Requires FlowStudio for Teams or MCP Pro+.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-05-11T01:28:29Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/flowstudio-power-automate-monitoring",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/flowstudio-power-automate-monitoring/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "flowstudio",
        "power",
        "automate",
        "monitoring"
      ],
      "duplicate_status": null,
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      "days_since_update": 71,
      "maintenance_status": "maintained",
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      "skill_type": "full",
      "requires_mcp": false,
      "github_stars": 36841
    },
    {
      "id": "github/github-issues",
      "name": "github-issues",
      "description": "Create, update, and manage GitHub issues using MCP tools. Use this skill when users want to create bug reports, feature requests, or task issues, update existing issues, add labels/assignees/milestones, set issue fields (dates, priority, custom fields), set issue types, manage issue workflows, link issues, add dependencies, or track blocked-by/blocking relationships. Triggers on requests like \"create an issue\", \"file a bug\", \"request a feature\", \"update issue X\", \"set the priority\", \"set the start date\", \"link issues\", \"add dependency\", \"blocked by\", \"blocking\", or any GitHub issue management task.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-03-09T23:44:35Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/github-issues",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/github-issues/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "github",
        "git",
        "pr",
        "ci",
        "mcp",
        "art",
        "issues"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
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      "days_since_update": 133,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/go-mcp-server-generator",
      "name": "go-mcp-server-generator",
      "description": "Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/go-mcp-server-generator",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/go-mcp-server-generator/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "github",
        "git",
        "pr",
        "ci",
        "mcp",
        "server",
        "generator"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
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      "duplicate_similarity": null,
      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/integrate-context-matic",
      "name": "integrate-context-matic",
      "description": "Discovers and integrates third-party APIs using the context-matic MCP server. Uses `fetch_api` to find available API SDKs, `ask` for integration guidance, `model_search` and `endpoint_search` for SDK details. Use when the user asks to integrate a third-party API, add an API client, implement features with an external API, or work with any third-party API or SDK.",
      "provider": "github",
      "category": "ml-ai",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-04-17T00:57:35Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/integrate-context-matic",
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      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "api",
        "mcp",
        "cli",
        "art",
        "integrate",
        "context",
        "matic"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
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      "days_since_update": 95,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/java-mcp-server-generator",
      "name": "java-mcp-server-generator",
      "description": "Generate a complete Model Context Protocol server project in Java using the official MCP Java SDK with reactive streams and optional Spring Boot integration.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/java-mcp-server-generator",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/java-mcp-server-generator/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
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      "tags": [
        "pr",
        "ci",
        "mcp",
        "java",
        "server",
        "generator"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
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      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/kotlin-mcp-server-generator",
      "name": "kotlin-mcp-server-generator",
      "description": "Generate a complete Kotlin MCP server project with proper structure, dependencies, and implementation using the official io.modelcontextprotocol:kotlin-sdk library.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/kotlin-mcp-server-generator",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/kotlin-mcp-server-generator/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "ci",
        "mcp",
        "kotlin",
        "server",
        "generator"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
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      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/mcp-cli",
      "name": "mcp-cli",
      "description": "Interface for MCP (Model Context Protocol) servers via CLI. Use when you need to interact with external tools, APIs, or data sources through MCP servers, list available MCP servers/tools, or call MCP tools from command line.",
      "provider": "github",
      "category": "ml-ai",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-01-22T17:18:52Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/mcp-cli",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/mcp-cli/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "api",
        "mcp",
        "cli"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 179,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/mcp-copilot-studio-server-generator",
      "name": "mcp-copilot-studio-server-generator",
      "description": "Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/mcp-copilot-studio-server-generator",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/mcp-copilot-studio-server-generator/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "copilot",
        "studio",
        "server",
        "generator"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/mcp-create-adaptive-cards",
      "name": "mcp-create-adaptive-cards",
      "description": "Skill converted from mcp-create-adaptive-cards.prompt.md",
      "provider": "github",
      "category": "documents",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/mcp-create-adaptive-cards",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/mcp-create-adaptive-cards/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "convert",
        "create",
        "adaptive",
        "cards"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": false,
      "github_stars": 36841
    },
    {
      "id": "github/mcp-create-declarative-agent",
      "name": "mcp-create-declarative-agent",
      "description": "Skill converted from mcp-create-declarative-agent.prompt.md",
      "provider": "github",
      "category": "documents",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/mcp-create-declarative-agent",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/mcp-create-declarative-agent/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "convert",
        "create",
        "declarative",
        "agent"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
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      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/mcp-deploy-manage-agents",
      "name": "mcp-deploy-manage-agents",
      "description": "Skill converted from mcp-deploy-manage-agents.prompt.md",
      "provider": "github",
      "category": "documents",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/mcp-deploy-manage-agents",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/mcp-deploy-manage-agents/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "convert",
        "deploy",
        "manage",
        "agents"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
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      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/mcp-implementation-security-review",
      "name": "mcp-implementation-security-review",
      "description": "Review the implementation source code of MCP (Model Context Protocol) servers, clients, and tool handlers against a security baseline \u2014 authentication, sessions, rate limiting, input-schema validation, official-SDK usage, RCE vectors, and the OWASP MCP Top 10 \u2014 producing a report with file/line evidence. Use this skill when:\n- Reviewing an MCP server implementation for security before release\n- Checking a server against the baseline controls (MCP-01 to MCP-05) and the OWASP MCP Top 10\n- Auditing tools for RCE vectors (command/code injection, unsafe deserialization, path traversal, SSTI, dependency hijacking, SSRF)\n- Verifying auth, session, rate-limiting, and input-validation controls on a network-exposed server\n- Reviewing MCP client code that handles untrusted server responses and session IDs\n- Requests like \"review this MCP server for security\" or \"is my MCP server implementation secure?\"",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-07-09T21:43:32Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/mcp-implementation-security-review",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/mcp-implementation-security-review/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "ci",
        "mcp",
        "cli",
        "implementation",
        "security",
        "review"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 11,
      "maintenance_status": "active",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/mcp-security-audit",
      "name": "mcp-security-audit",
      "description": "Audit MCP (Model Context Protocol) server configurations for security issues. Use this skill when:\n- Reviewing .mcp.json files for security risks\n- Checking MCP server args for hardcoded secrets or shell injection patterns\n- Validating that MCP servers use pinned versions (not @latest)\n- Detecting unpinned dependencies in MCP server configurations\n- Auditing which MCP servers a project registers and whether they're on an approved list\n- Checking for environment variable usage vs. hardcoded credentials in MCP configs\n- Any request like \"is my MCP config secure?\", \"audit my MCP servers\", or \"check .mcp.json\"\nkeywords: [mcp, security, audit, secrets, shell-injection, supply-chain, governance]",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-04-09T05:33:08Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/mcp-security-audit",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/mcp-security-audit/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "json",
        "pr",
        "ci",
        "test",
        "mcp",
        "security",
        "audit"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 103,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/microsoft-docs",
      "name": "microsoft-docs",
      "description": "Query official Microsoft documentation to find concepts, tutorials, and code examples across Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, and more. Uses Microsoft Learn MCP as the default, with Context7 and Aspire MCP for content that lives outside learn.microsoft.com.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-03-16T00:53:03Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/microsoft-docs",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/microsoft-docs/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "github",
        "git",
        "ci",
        "mcp",
        "document",
        "microsoft",
        "docs"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 127,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/microsoft-skill-creator",
      "name": "microsoft-skill-creator",
      "description": "Create agent skills for Microsoft technologies using Learn MCP tools. Use when users want to create a skill that teaches agents about any Microsoft technology, library, framework, or service (Azure, .NET, M365, VS Code, Bicep, etc.). Investigates topics deeply, then generates a hybrid skill storing essential knowledge locally while enabling dynamic deeper investigation.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": "Works best with Microsoft Learn MCP Server (https://learn.microsoft.com/api/mcp). Can also use the mslearn CLI as a fallback.",
      "last_updated_at": "2026-03-16T00:53:03Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/microsoft-skill-creator",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/microsoft-skill-creator/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "mcp",
        "knowledge",
        "microsoft",
        "skill",
        "creator"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 127,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/onboard-context-matic",
      "name": "onboard-context-matic",
      "description": "Interactive onboarding tour for the context-matic MCP server. Walks the user through what the server does, shows all available APIs, lets them pick one to explore, explains it in their project language, demonstrates model_search and endpoint_search live, and ends with a menu of things the user can ask the agent to do. USE FOR: first-time setup; \"what can this MCP do?\"; \"show me the available APIs\"; \"onboard me\"; \"how do I use the context-matic server\"; \"give me a tour\". DO NOT USE FOR: actually integrating an API end-to-end (use integrate-context-matic instead).",
      "provider": "github",
      "category": "ml-ai",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-04-17T00:57:35Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/onboard-context-matic",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/onboard-context-matic/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "api",
        "mcp",
        "onboard",
        "context",
        "matic"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 95,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/penpot-uiux-design",
      "name": "penpot-uiux-design",
      "description": "Comprehensive guide for creating professional UI/UX designs in Penpot using MCP tools. Use this skill when: (1) Creating new UI/UX designs for web, mobile, or desktop applications, (2) Building design systems with components and tokens, (3) Designing dashboards, forms, navigation, or landing pages, (4) Applying accessibility standards and best practices, (5) Following platform guidelines (iOS, Android, Material Design), (6) Reviewing or improving existing Penpot designs for usability. Triggers: \"design a UI\", \"create interface\", \"build layout\", \"design dashboard\", \"create form\", \"design landing page\", \"make it accessible\", \"design system\", \"component library\".",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-03T07:06:49Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/penpot-uiux-design",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/penpot-uiux-design/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "design",
        "penpot",
        "uiux"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 168,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/php-mcp-server-generator",
      "name": "php-mcp-server-generator",
      "description": "Generate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/php-mcp-server-generator",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/php-mcp-server-generator/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "ci",
        "test",
        "mcp",
        "php",
        "server",
        "generator"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/playwright-automation-fill-in-form",
      "name": "playwright-automation-fill-in-form",
      "description": "Automate filling in a form using Playwright MCP",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/playwright-automation-fill-in-form",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/playwright-automation-fill-in-form/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "mcp",
        "playwright",
        "automation",
        "fill",
        "form"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": false,
      "github_stars": 36841
    },
    {
      "id": "github/playwright-explore-website",
      "name": "playwright-explore-website",
      "description": "Website exploration for testing using Playwright MCP",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/playwright-explore-website",
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      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "test",
        "mcp",
        "playwright",
        "explore",
        "website"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/playwright-generate-test",
      "name": "playwright-generate-test",
      "description": "Generate a Playwright test based on a scenario using Playwright MCP",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/playwright-generate-test",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/playwright-generate-test/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "test",
        "mcp",
        "playwright",
        "generate"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
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      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": false,
      "github_stars": 36841
    },
    {
      "id": "github/power-platform-mcp-connector-suite",
      "name": "power-platform-mcp-connector-suite",
      "description": "Generate complete Power Platform custom connector with MCP integration for Copilot Studio - includes schema generation, troubleshooting, and validation",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/power-platform-mcp-connector-suite",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/power-platform-mcp-connector-suite/SKILL.md",
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      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "mcp",
        "power",
        "platform",
        "connector",
        "suite"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/powerbi-modeling",
      "name": "powerbi-modeling",
      "description": "Power BI semantic modeling assistant for building optimized data models. Use when working with Power BI semantic models, creating measures, designing star schemas, configuring relationships, implementing RLS, or optimizing model performance. Triggers on queries about DAX calculations, table relationships, dimension/fact table design, naming conventions, model documentation, cardinality, cross-filter direction, calculation groups, and data model best practices. Always connects to the active model first using power-bi-modeling MCP tools to understand the data structure before providing guidance.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-03T09:49:55Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/powerbi-modeling",
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      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "design",
        "document",
        "powerbi",
        "modeling"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 167,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/python-mcp-server-generator",
      "name": "python-mcp-server-generator",
      "description": "Generate a complete MCP server project in Python with tools, resources, and proper configuration",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/python-mcp-server-generator",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/python-mcp-server-generator/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "python",
        "server",
        "generator"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/ruby-mcp-server-generator",
      "name": "ruby-mcp-server-generator",
      "description": "Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/ruby-mcp-server-generator",
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      },
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        "ci",
        "mcp",
        "ruby",
        "server",
        "generator"
      ],
      "duplicate_status": null,
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      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/rust-mcp-server-generator",
      "name": "rust-mcp-server-generator",
      "description": "Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/rust-mcp-server-generator",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/rust-mcp-server-generator/SKILL.md",
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      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
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        "pr",
        "ci",
        "test",
        "mcp",
        "rust",
        "server",
        "generator"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
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      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/secret-scanning",
      "name": "secret-scanning",
      "description": "Guide for configuring and managing GitHub secret scanning, push protection, custom patterns, and secret alert remediation. For pre-commit secret scanning in AI coding agents via the GitHub MCP Server, this skill references the Advanced Security plugin (`advanced-security@copilot-plugins`). Use this skill when enabling secret scanning, setting up push protection, defining custom patterns, triaging alerts, resolving blocked pushes, or when an agent needs to scan code for secrets before committing.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-03-24T22:50:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/secret-scanning",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/secret-scanning/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "github",
        "git",
        "pr",
        "mcp",
        "secret",
        "scanning"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 118,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/swift-mcp-server-generator",
      "name": "swift-mcp-server-generator",
      "description": "Generate a complete Model Context Protocol server project in Swift using the official MCP Swift SDK package.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/swift-mcp-server-generator",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/swift-mcp-server-generator/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "ci",
        "mcp",
        "swift",
        "server",
        "generator"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/tldr-prompt",
      "name": "tldr-prompt",
      "description": "Create tldr summaries for GitHub Copilot files (prompts, agents, instructions, collections), MCP servers, or documentation from URLs and queries.",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/tldr-prompt",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/tldr-prompt/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "github",
        "git",
        "pr",
        "mcp",
        "document",
        "tldr",
        "prompt"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
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      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/typescript-mcp-server-generator",
      "name": "typescript-mcp-server-generator",
      "description": "Generate a complete MCP server project in TypeScript with tools, resources, and proper configuration",
      "provider": "github",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-19T04:34:07Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/typescript-mcp-server-generator",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/typescript-mcp-server-generator/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "typescript",
        "server",
        "generator"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
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      "days_since_update": 152,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/workiq-copilot",
      "name": "workiq-copilot",
      "description": "Guides the Copilot CLI on how to use the WorkIQ CLI/MCP server to query Microsoft 365 Copilot data (emails, meetings, docs, Teams, people) for live context, summaries, and recommendations.",
      "provider": "github",
      "category": "enterprise",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-01-26T03:00:26Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/workiq-copilot",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/workiq-copilot/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "mcp",
        "cli",
        "meeting",
        "email",
        "workiq",
        "copilot"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 176,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "github/x-twitter-scraper",
      "name": "x-twitter-scraper",
      "description": "Build GitHub Copilot workflows with Xquik X API SDKs, REST endpoints, MCP tools, TweetClaw OpenClaw plugin installs, signed webhooks, tweet search, user lookup, follower exports, media actions, and agent automation.",
      "provider": "github",
      "category": "integrations",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-06-23T04:05:24Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/github/awesome-copilot",
        "path": "skills/x-twitter-scraper",
        "skill_md_url": "https://raw.githubusercontent.com/github/awesome-copilot/main/skills/x-twitter-scraper/SKILL.md",
        "commit_sha": "ecf0f5a9f4b014d2e0f5e3c1cec55b4e7792ed8a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "github",
        "git",
        "api",
        "mcp",
        "twitter",
        "scraper"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 28,
      "maintenance_status": "active",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 36841
    },
    {
      "id": "nginity/demo-video",
      "name": "demo-video",
      "description": "Use when the user asks to create a demo video, product walkthrough, feature showcase, animated presentation, marketing video, or GIF from screenshots or scene descriptions. Orchestrates playwright, ffmpeg, and edge-tts MCPs to produce polished video content.",
      "provider": "nginity",
      "category": "documents",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-05-02T20:33:59Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/alirezarezvani/claude-skills",
        "path": "engineering/demo-video/skills/demo-video",
        "skill_md_url": "https://raw.githubusercontent.com/alirezarezvani/claude-skills/main/engineering/demo-video/skills/demo-video/SKILL.md",
        "commit_sha": "aa8d778811a557a2c28ccadda4cf3d0bd028a4cc"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "demo",
        "video"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 76,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": false,
      "github_stars": 22711
    },
    {
      "id": "nginity/dossier",
      "name": "dossier",
      "description": "Decision-grade entity research skill \u2014 produces a hypothesis-tested dossier on a specific company, person, nonprofit, or government org, not a generic profile. Forcing intake makes the user state their hypothesis upfront (what they already believe and want to verify or disprove) so the dossier tests it rather than confirms it. Output is an editable Word document (.docx) with verdict on the hypothesis, identity facts, 12-month activity timeline, network and reputation signals, red flags, conversation hooks tied to specific findings, and source-provenance audit log. Uses WebSearch + WebFetch + free APIs (SEC EDGAR, GitHub, ProPublica) as workhorses; optional BYOK MCPs enhance coverage. Use when the user asks for background research, diligence, or meeting prep on a specific entity (e.g., 'prep me for a meeting with [person/company]', 'due diligence on [company]'). Honors sensitivity exclusions for journalism + personal-vetting contexts.",
      "provider": "nginity",
      "category": "development",
      "license": "MIT",
      "compatibility": null,
      "last_updated_at": "2026-06-11T03:58:41Z",
      "metadata": {
        "source_spec": "megaprompts/12-dossier-megaprompt.md",
        "build_pattern": "Path B (direct conversion)",
        "research_pack_convention": "Agent Integrity Rules verbatim per PR #657 audit; hypothesis-testing variant",
        "version": "1.0.0"
      },
      "source": {
        "repo": "https://github.com/alirezarezvani/claude-skills",
        "path": "research/dossier/skills/dossier",
        "skill_md_url": "https://raw.githubusercontent.com/alirezarezvani/claude-skills/main/research/dossier/skills/dossier/SKILL.md",
        "commit_sha": "aa8d778811a557a2c28ccadda4cf3d0bd028a4cc"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "docx",
        "github",
        "git",
        "pr",
        "ci",
        "test",
        "api",
        "mcp",
        "document",
        "meeting"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 37,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": false,
      "github_stars": 22711
    },
    {
      "id": "nginity/engineering-advanced-skills",
      "name": "engineering-advanced-skills",
      "description": "Index of 37 advanced engineering agent skills for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw. Use when browsing or choosing among the POWERFUL-tier engineering skills: agent design, RAG, MCP servers, CI/CD, database design, observability, security auditing, changelog/release automation, reliability (SLO/chaos/flags/operators), platform ops.",
      "provider": "nginity",
      "category": "development",
      "license": "MIT",
      "compatibility": null,
      "last_updated_at": "2026-06-11T03:58:41Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/alirezarezvani/claude-skills",
        "path": "engineering/skills/engineering-advanced-skills",
        "skill_md_url": "https://raw.githubusercontent.com/alirezarezvani/claude-skills/main/engineering/skills/engineering-advanced-skills/SKILL.md",
        "commit_sha": "aa8d778811a557a2c28ccadda4cf3d0bd028a4cc"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "ci",
        "cd",
        "mcp",
        "cli",
        "design",
        "engineering",
        "advanced",
        "skills"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 37,
      "maintenance_status": "maintained",
      "quality_score": 50,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 22711
    },
    {
      "id": "nginity/litreview",
      "name": "litreview",
      "description": "Academic literature orientation skill that searches papers via free keyless APIs (PubMed E-utilities + OpenAlex) by default \u2014 with the Consensus MCP as an optional enhancement lane when connected \u2014 builds a strategic search plan using PICO (default) or SPIDER / Decomposition / hybrid as fallbacks, and synthesizes findings into a formatted Word (.docx) research guide. Grill-me intake (research question specificity + framework hint + tentative depth) before the recon search; a second forcing checkpoint after Phase 2 confirms framework + sub-areas + depth before searches consume budget. Configurable depth (5/10/20 queries) controls coverage vs. speed. Output is a 'launching pad' \u2014 an orientation guide that lets a researcher dive in confidently, not a finished review. Use when the user starts literature-oriented research (e.g., 'litreview on [topic]', 'literature review on [topic]', 'I'm starting a literature review on X', 'I'm writing a paper on X', 'help me research X', 'I'm doing research on X', 'can you help me research X'). Do NOT use for single one-off paper searches wanting a quick list \u2014 that's a plain PubMed/OpenAlex (or Consensus) query.",
      "provider": "nginity",
      "category": "development",
      "license": "MIT",
      "compatibility": null,
      "last_updated_at": "2026-06-12T05:33:50Z",
      "metadata": {
        "source_spec": "megaprompts/09-litreview-megaprompt.md",
        "build_pattern": "Path B (direct conversion)",
        "research_pack_convention": "Agent Integrity Rules verbatim per PR #657 audit; sibling of pulse",
        "version": "1.1.0"
      },
      "source": {
        "repo": "https://github.com/alirezarezvani/claude-skills",
        "path": "research/litreview/skills/litreview",
        "skill_md_url": "https://raw.githubusercontent.com/alirezarezvani/claude-skills/main/research/litreview/skills/litreview/SKILL.md",
        "commit_sha": "aa8d778811a557a2c28ccadda4cf3d0bd028a4cc"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "docx",
        "ci",
        "api",
        "mcp",
        "art",
        "litreview"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 36,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 22711
    },
    {
      "id": "nginity/mcp-server-builder",
      "name": "mcp-server-builder",
      "description": "Design and ship production-ready MCP (Model Context Protocol) servers from OpenAPI contracts instead of hand-written tool wrappers. Python and TypeScript support, schema validation, safe evolution. Use when exposing an existing API as an MCP server, building tool integrations for Claude or Codex or Cursor, or scaffolding an MCP project from scratch.",
      "provider": "nginity",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-06-11T18:24:31Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/alirezarezvani/claude-skills",
        "path": "engineering/skills/mcp-server-builder",
        "skill_md_url": "https://raw.githubusercontent.com/alirezarezvani/claude-skills/main/engineering/skills/mcp-server-builder/SKILL.md",
        "commit_sha": "aa8d778811a557a2c28ccadda4cf3d0bd028a4cc"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "api",
        "mcp",
        "design",
        "server",
        "builder"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 36,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 22711
    },
    {
      "id": "nginity/pm-skills",
      "name": "pm-skills",
      "description": "Use when coordinating project-delivery work across the 8 project-management sub-skills \u2014 sprint/velocity analytics, portfolio health, Jira/JQL, Confluence, Atlassian admin, templates, meeting analysis, team comms. Triggers on 'our sprints feel off', 'project health report', 'audit our Jira permissions', 'when will it be done', 'run the delivery loop'. Forks context to route to one sub-skill via a deterministic signal router and returns a digest; can also drive a full goal\u2192plan\u2192execute\u2192verify\u2192close delivery loop through the repo-wide agent-harness with Jira MCP data bridged into the domain's analytics tools. Distinct from product-team (what to build vs how to deliver it), business-operations (internal ops), and engineering/agent-harness (the generic loop engine this orchestrator plugs into).",
      "provider": "nginity",
      "category": "development",
      "license": "MIT",
      "compatibility": null,
      "last_updated_at": "2026-07-03T13:19:53Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/alirezarezvani/claude-skills",
        "path": "project-management/skills/pm-skills",
        "skill_md_url": "https://raw.githubusercontent.com/alirezarezvani/claude-skills/main/project-management/skills/pm-skills/SKILL.md",
        "commit_sha": "aa8d778811a557a2c28ccadda4cf3d0bd028a4cc"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": true,
      "tags": [
        "pr",
        "ci",
        "mcp",
        "analysis",
        "meeting",
        "skills"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 14,
      "maintenance_status": "active",
      "quality_score": 90,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 22711
    },
    {
      "id": "anthropics/claude-api",
      "name": "claude-api",
      "description": "Reference for the Claude API / Anthropic SDK \u2014 model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration.\nTRIGGER \u2014 read BEFORE opening the target file; don't skip because it \"looks like a one-liner\" \u2014 whenever: the prompt names Claude/Anthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing/model choice/limits/caching) \u2014 never answer from memory; OR the task is LLM-shaped with provider unstated (agent/MCP/tool-definition/multi-agent/RAG/LLM-judge/computer-use; generate/summarize/extract/classify/rewrite/converse over NL; debugging refusals/cutoffs/streaming/tool-calls/tokens).\nSKIP only when another provider is being worked on (overrides all triggers): OpenAI/GPT/Gemini/Llama/Mistral/Cohere/Ollama named in the query; OR `grep -rE 'openai|langchain_openai|google.generativeai|genai|mistralai|cohere|ollama'` over the project hits (run this grep FIRST if no provider named \u2014 don't Read the file).",
      "provider": "anthropics",
      "category": "ml-ai",
      "license": "Complete terms in LICENSE.txt",
      "compatibility": null,
      "last_updated_at": "2026-07-01T18:11:23Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/anthropics/skills",
        "path": "skills/claude-api",
        "skill_md_url": "https://raw.githubusercontent.com/anthropics/skills/main/skills/claude-api/SKILL.md",
        "commit_sha": "fa0fa64bdc967915dc8399e803be67759e1e62b8"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "ci",
        "api",
        "mcp",
        "extract",
        "claude"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 15,
      "maintenance_status": "active",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 161893
    },
    {
      "id": "anthropics/mcp-builder",
      "name": "mcp-builder",
      "description": "Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).",
      "provider": "anthropics",
      "category": "development",
      "license": "Complete terms in LICENSE.txt",
      "compatibility": null,
      "last_updated_at": "2025-12-01T18:05:36Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/anthropics/skills",
        "path": "skills/mcp-builder",
        "skill_md_url": "https://raw.githubusercontent.com/anthropics/skills/main/skills/mcp-builder/SKILL.md",
        "commit_sha": "fa0fa64bdc967915dc8399e803be67759e1e62b8"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "api",
        "mcp",
        "design",
        "builder"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 227,
      "maintenance_status": "stale",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 161893
    },
    {
      "id": "neondatabase/neon-postgres",
      "name": "neon-postgres",
      "description": "Guides and best practices for working with Neon Serverless Postgres. Covers setup, connection methods, branching, autoscaling, scale-to-zero, read replicas, connection pooling, Neon Auth, and the Neon CLI, MCP server, REST API, TypeScript SDK, and Python SDK. Use when users ask about \"Neon setup\", \"connect to Neon\", \"Neon project\", \"DATABASE_URL\", \"serverless Postgres\", \"Neon CLI\", \"neon\", \"Neon MCP\", \"Neon Auth\", \"@neondatabase/serverless\", \"@neondatabase/neon-js\", \"scale to zero\", \"Neon autoscaling\", \"Neon read replica\", or \"Neon connection pooling\".",
      "provider": "neondatabase",
      "category": "data",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-07-16T22:13:40Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/neondatabase/agent-skills",
        "path": "skills/neon-postgres",
        "skill_md_url": "https://raw.githubusercontent.com/neondatabase/agent-skills/main/skills/neon-postgres/SKILL.md",
        "commit_sha": "d232c83a87bd61bacb1ad60de128fcc91a9b6418"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "api",
        "mcp",
        "cli",
        "neon",
        "postgres"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 0,
      "maintenance_status": "active",
      "quality_score": 80,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 80
    },
    {
      "id": "neondatabase/neon-postgres-branches",
      "name": "neon-postgres-branches",
      "description": "Choose and create the right Neon branch type for testing and development. Use when users ask about Neon branching, migration testing with real data, isolated test environments, schema-only branch workflows for sensitive data, or branch creation via Neon CLI or Neon MCP. Triggers include \"Neon branch\", \"test migrations safely\", \"branch production data\", \"schema-only branch\", \"reset branch\" and \"sensitive data testing\".",
      "provider": "neondatabase",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-07-15T05:17:14Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/neondatabase/agent-skills",
        "path": "skills/neon-postgres-branches",
        "skill_md_url": "https://raw.githubusercontent.com/neondatabase/agent-skills/main/skills/neon-postgres-branches/SKILL.md",
        "commit_sha": "d232c83a87bd61bacb1ad60de128fcc91a9b6418"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "test",
        "mcp",
        "cli",
        "neon",
        "postgres",
        "branches"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 2,
      "maintenance_status": "active",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 80
    },
    {
      "id": "cloudflare/agents-sdk",
      "name": "agents-sdk",
      "description": "Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, chat applications, voice agents, or browser automation. Covers Agent class, state management, callable RPC, Workflows, durable execution, queues, retries, observability, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge.",
      "provider": "cloudflare",
      "category": "web",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-04-15T07:46:50Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/cloudflare/skills",
        "path": "skills/agents-sdk",
        "skill_md_url": "https://raw.githubusercontent.com/cloudflare/skills/main/skills/agents-sdk/SKILL.md",
        "commit_sha": "70215303d44a81a0db3219428f4825b604fc6061"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "knowledge",
        "agents",
        "sdk"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 90,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 2144
    },
    {
      "id": "cloudflare/cloudflare-email-service",
      "name": "cloudflare-email-service",
      "description": "Send and receive transactional emails with Cloudflare Email Service (Email Sending + Email Routing). Use when building email sending (Workers binding or REST API), email routing, Agents SDK email handling, or integrating email into any app \u2014 Workers, Node.js, Python, Go, etc. Also use for email deliverability, SPF/DKIM/DMARC, wrangler email setup, MCP email tools, or when a coding agent needs to send emails. Even for simple requests like \"add email to my Worker\" \u2014 this skill has critical config details.",
      "provider": "cloudflare",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-04-15T19:04:01Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/cloudflare/skills",
        "path": "skills/cloudflare-email-service",
        "skill_md_url": "https://raw.githubusercontent.com/cloudflare/skills/main/skills/cloudflare-email-service/SKILL.md",
        "commit_sha": "70215303d44a81a0db3219428f4825b604fc6061"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "api",
        "mcp",
        "email",
        "cloudflare",
        "service"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 89,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 2144
    },
    {
      "id": "cloudflare/web-perf",
      "name": "web-perf",
      "description": "Analyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (LCP, INP, CLS) and supplementary metrics (FCP, TBT, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed. Biases towards retrieval from current documentation over pre-trained knowledge.",
      "provider": "cloudflare",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-04-01T15:54:14Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/cloudflare/skills",
        "path": "skills/web-perf",
        "skill_md_url": "https://raw.githubusercontent.com/cloudflare/skills/main/skills/web-perf/SKILL.md",
        "commit_sha": "70215303d44a81a0db3219428f4825b604fc6061"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "document",
        "knowledge",
        "web",
        "perf"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 103,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 2144
    },
    {
      "id": "supabase/supabase",
      "name": "supabase",
      "description": "Use when doing ANY task involving Supabase. Triggers: Supabase products (Database, Auth, Edge Functions, Realtime, Storage, Vectors, Cron, Queues); client libraries and SSR integrations (supabase-js, @supabase/ssr) in Next.js, React, SvelteKit, Astro, Remix; auth issues (login, logout, sessions, JWT, cookies, getSession, getUser, getClaims, RLS); Supabase CLI or MCP server; schema changes, migrations, declarative schemas, security audits, Postgres extensions (pg_graphql, pg_cron, pg_vector).",
      "provider": "supabase",
      "category": "data",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-07-10T15:01:00Z",
      "metadata": {
        "author": "supabase",
        "version": "0.1.2"
      },
      "source": {
        "repo": "https://github.com/supabase/agent-skills",
        "path": "skills/supabase",
        "skill_md_url": "https://raw.githubusercontent.com/supabase/agent-skills/main/skills/supabase/SKILL.md",
        "commit_sha": "1ad9aaeb49caafd9e95c0a91116f71890eebbc53"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": true,
      "tags": [
        "pr",
        "mcp",
        "cli",
        "supabase"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 0,
      "maintenance_status": "active",
      "quality_score": 90,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 2327
    },
    {
      "id": "sanjay-ai-skills/atlassian",
      "name": "atlassian",
      "description": "Manage Jira issues and Confluence wiki pages in Atlassian Cloud.\nUse when: (1) searching/creating/updating Jira issues with JQL, (2) searching/reading/creating Confluence pages\nwith CQL, (3) managing Jira workflows, transitions, and comments, (4) browsing Confluence spaces and page\nhierarchies. Supports OAuth 2.1 via MCP server (recommended) or API token authentication (fallback).",
      "provider": "sanjay-ai-skills",
      "category": "integrations",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-03-03T17:02:13Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/sanjay3290/ai-skills",
        "path": "skills/atlassian",
        "skill_md_url": "https://raw.githubusercontent.com/sanjay3290/ai-skills/main/skills/atlassian/SKILL.md",
        "commit_sha": "361969210b1002034be70de60a041a25732b098a"
      },
      "has_scripts": true,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "api",
        "mcp",
        "wiki",
        "atlassian"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 128,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 335
    },
    {
      "id": "sanjay-ai-skills/gmail",
      "name": "gmail",
      "description": "Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels.\nUse when user asks to: search email, read email, send email, create email draft, mark as read,\narchive email, star email, or manage Gmail labels. Lightweight alternative to full Google\nWorkspace MCP server with standalone OAuth authentication.\n",
      "provider": "sanjay-ai-skills",
      "category": "development",
      "license": "Apache-2.0",
      "compatibility": null,
      "last_updated_at": "2026-02-19T02:28:52Z",
      "metadata": {
        "author": "sanjay3290",
        "version": "1.0"
      },
      "source": {
        "repo": "https://github.com/sanjay3290/ai-skills",
        "path": "skills/gmail",
        "skill_md_url": "https://raw.githubusercontent.com/sanjay3290/ai-skills/main/skills/gmail/SKILL.md",
        "commit_sha": "361969210b1002034be70de60a041a25732b098a"
      },
      "has_scripts": true,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "mcp",
        "email",
        "gmail"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 141,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 335
    },
    {
      "id": "sanjay-ai-skills/google-calendar",
      "name": "google-calendar",
      "description": "Interact with Google Calendar - list calendars, view events, create/update/delete events, and find free time.\nUse when user asks to: check calendar, schedule a meeting, create an event, find available time, list upcoming events,\ndelete or update a calendar event, or respond to meeting invitations. Lightweight alternative to full\nGoogle Workspace MCP server with standalone OAuth authentication.\n",
      "provider": "sanjay-ai-skills",
      "category": "development",
      "license": "Apache-2.0",
      "compatibility": null,
      "last_updated_at": "2026-02-19T02:28:52Z",
      "metadata": {
        "author": "sanjay3290",
        "version": "1.0"
      },
      "source": {
        "repo": "https://github.com/sanjay3290/ai-skills",
        "path": "skills/google-calendar",
        "skill_md_url": "https://raw.githubusercontent.com/sanjay3290/ai-skills/main/skills/google-calendar/SKILL.md",
        "commit_sha": "361969210b1002034be70de60a041a25732b098a"
      },
      "has_scripts": true,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "mcp",
        "meeting",
        "google",
        "calendar"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 141,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 335
    },
    {
      "id": "sanjay-ai-skills/google-chat",
      "name": "google-chat",
      "description": "Interact with Google Chat - list spaces, send messages, read conversations, and manage DMs.\nUse when user asks to: send a message on Google Chat, read chat messages, list chat spaces,\nfind a chat room, send a DM, or create a new chat space. Lightweight alternative to full\nGoogle Workspace MCP server with standalone OAuth authentication.\n",
      "provider": "sanjay-ai-skills",
      "category": "development",
      "license": "Apache-2.0",
      "compatibility": null,
      "last_updated_at": "2026-02-19T02:28:52Z",
      "metadata": {
        "author": "sanjay3290",
        "version": "1.0"
      },
      "source": {
        "repo": "https://github.com/sanjay3290/ai-skills",
        "path": "skills/google-chat",
        "skill_md_url": "https://raw.githubusercontent.com/sanjay3290/ai-skills/main/skills/google-chat/SKILL.md",
        "commit_sha": "361969210b1002034be70de60a041a25732b098a"
      },
      "has_scripts": true,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "mcp",
        "google",
        "chat"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 141,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 335
    },
    {
      "id": "sanjay-ai-skills/google-docs",
      "name": "google-docs",
      "description": "Interact with Google Docs - create documents, search by title, read content, and edit text.\nUse when user asks to: create a Google Doc, find a document, read doc content, add text to a doc,\nor replace text in a document. Lightweight alternative to full Google Workspace MCP server with\nstandalone OAuth authentication.\n",
      "provider": "sanjay-ai-skills",
      "category": "documents",
      "license": "Apache-2.0",
      "compatibility": null,
      "last_updated_at": "2026-02-19T02:28:52Z",
      "metadata": {
        "author": "sanjay3290",
        "version": "1.0"
      },
      "source": {
        "repo": "https://github.com/sanjay3290/ai-skills",
        "path": "skills/google-docs",
        "skill_md_url": "https://raw.githubusercontent.com/sanjay3290/ai-skills/main/skills/google-docs/SKILL.md",
        "commit_sha": "361969210b1002034be70de60a041a25732b098a"
      },
      "has_scripts": true,
      "has_references": false,
      "has_assets": false,
      "tags": [
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        "document",
        "google",
        "docs"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 141,
      "maintenance_status": "maintained",
      "quality_score": 60,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 335
    },
    {
      "id": "bilig/bilig-workpaper",
      "name": "bilig-workpaper",
      "description": "Use @bilig/workpaper WorkPaper state for workbook formulas, MCP editing, and tool integrations without driving spreadsheet UI.",
      "provider": "bilig",
      "category": "documents",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-07-08T09:26:20Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/proompteng/bilig",
        "path": "packages/headless",
        "skill_md_url": "https://raw.githubusercontent.com/proompteng/bilig/main/packages/headless/SKILL.md",
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      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "bilig",
        "workpaper"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 1,
      "maintenance_status": "active",
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      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 34
    },
    {
      "id": "trailofbits/chrome-mcp-troubleshooting",
      "name": "chrome-mcp-troubleshooting",
      "description": "Diagnose and fix Claude in Chrome MCP extension connectivity issues. Use when mcp__claude-in-chrome__* tools fail, return \"Browser extension is not connected\", or behave erratically.",
      "provider": "trailofbits",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-06-05T16:18:09Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/trailofbits/skills",
        "path": "plugins/claude-in-chrome-troubleshooting/skills/chrome-mcp-troubleshooting",
        "skill_md_url": "https://raw.githubusercontent.com/trailofbits/skills/main/plugins/claude-in-chrome-troubleshooting/skills/chrome-mcp-troubleshooting/SKILL.md",
        "commit_sha": "cfe5d7b1619e47fb5b38b7e2561dad7e5f1e89af"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": true,
      "tags": [
        "mcp",
        "chrome",
        "troubleshooting"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 25,
      "maintenance_status": "active",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 5948
    },
    {
      "id": "openai/chatgpt-apps",
      "name": "chatgpt-apps",
      "description": "Build, scaffold, refactor, and troubleshoot ChatGPT Apps SDK applications that combine an MCP server and widget UI. Use when Codex needs to design tools, register UI resources, wire the MCP Apps bridge or ChatGPT compatibility APIs, apply Apps SDK metadata or CSP or domain settings, or produce a docs-aligned project scaffold. Prefer a docs-first workflow by invoking the openai-docs skill or OpenAI developer docs MCP tools before generating code.",
      "provider": "openai",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-03-02T18:22:37Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/openai/skills",
        "path": "skills/.curated/chatgpt-apps",
        "skill_md_url": "https://raw.githubusercontent.com/openai/skills/main/skills/.curated/chatgpt-apps/SKILL.md",
        "commit_sha": "49f948faa9258a0c61caceaf225e179651397431"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "api",
        "mcp",
        "design",
        "chatgpt",
        "apps"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 113,
      "maintenance_status": "maintained",
      "quality_score": 80,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 22795
    },
    {
      "id": "openai/figma",
      "name": "figma",
      "description": "Use the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code. Trigger when a task involves Figma URLs, node IDs, design-to-code implementation, or Figma MCP setup and troubleshooting.",
      "provider": "openai",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-02-01T17:05:37Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/openai/skills",
        "path": "skills/.curated/figma",
        "skill_md_url": "https://raw.githubusercontent.com/openai/skills/main/skills/.curated/figma/SKILL.md",
        "commit_sha": "49f948faa9258a0c61caceaf225e179651397431"
      },
      "has_scripts": false,
      "has_references": true,
      "has_assets": true,
      "tags": [
        "pr",
        "mcp",
        "design",
        "figma"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 142,
      "maintenance_status": "maintained",
      "quality_score": 80,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 22795
    },
    {
      "id": "openai/figma-create-design-system-rules",
      "name": "figma-create-design-system-rules",
      "description": "Generates custom design system rules for the user's codebase. Use when user says \"create design system rules\", \"generate rules for my project\", \"set up design rules\", \"customize design system guidelines\", or wants to establish project-specific conventions for Figma-to-code workflows. Requires Figma MCP server connection.",
      "provider": "openai",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-03-24T14:48:51Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/openai/skills",
        "path": "skills/.curated/figma-create-design-system-rules",
        "skill_md_url": "https://raw.githubusercontent.com/openai/skills/main/skills/.curated/figma-create-design-system-rules/SKILL.md",
        "commit_sha": "49f948faa9258a0c61caceaf225e179651397431"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": true,
      "tags": [
        "pr",
        "ci",
        "mcp",
        "design",
        "figma",
        "create",
        "system",
        "rules"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 91,
      "maintenance_status": "maintained",
      "quality_score": 90,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 22795
    },
    {
      "id": "openai/migrate-to-codex",
      "name": "migrate-to-codex",
      "description": "Migrate supported instruction files, skills, agents, and MCP config into Codex project and global files.",
      "provider": "openai",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-05-01T14:34:51Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/openai/skills",
        "path": "skills/.curated/migrate-to-codex",
        "skill_md_url": "https://raw.githubusercontent.com/openai/skills/main/skills/.curated/migrate-to-codex/SKILL.md",
        "commit_sha": "49f948faa9258a0c61caceaf225e179651397431"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "migrate",
        "codex"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 53,
      "maintenance_status": "maintained",
      "quality_score": 80,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 22795
    },
    {
      "id": "openai/openai-docs",
      "name": "openai-docs",
      "description": "Use when the user asks how to build with OpenAI products or APIs, asks about Codex itself or choosing Codex surfaces, needs up-to-date official documentation with citations, help choosing the latest model for a use case, or model upgrade and prompt-upgrade guidance; use OpenAI docs MCP tools for non-Codex docs questions, use the Codex manual helper first for broad Codex self-knowledge, and restrict fallback browsing to official OpenAI domains.",
      "provider": "openai",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-06-17T19:15:37Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/openai/skills",
        "path": "skills/.curated/openai-docs",
        "skill_md_url": "https://raw.githubusercontent.com/openai/skills/main/skills/.curated/openai-docs/SKILL.md",
        "commit_sha": "49f948faa9258a0c61caceaf225e179651397431"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": true,
      "tags": [
        "pr",
        "ci",
        "test",
        "api",
        "mcp",
        "document",
        "knowledge",
        "openai",
        "docs"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 6,
      "maintenance_status": "active",
      "quality_score": 100,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 22795,
      "similar_skills": [
        {
          "id": "openai/openai-docs",
          "provider": "openai",
          "similarity": 1.0
        }
      ]
    },
    {
      "id": "openai/openai-docs",
      "name": "openai-docs",
      "description": "Use when the user asks how to build with OpenAI products or APIs, asks about Codex itself or choosing Codex surfaces, needs up-to-date official documentation with citations, help choosing the latest model for a use case, or model upgrade and prompt-upgrade guidance; use OpenAI docs MCP tools for non-Codex docs questions, use the Codex manual helper first for broad Codex self-knowledge, and restrict fallback browsing to official OpenAI domains.",
      "provider": "openai",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-06-17T19:15:37Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/openai/skills",
        "path": "skills/.system/openai-docs",
        "skill_md_url": "https://raw.githubusercontent.com/openai/skills/main/skills/.system/openai-docs/SKILL.md",
        "commit_sha": "49f948faa9258a0c61caceaf225e179651397431"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": true,
      "tags": [
        "pr",
        "ci",
        "test",
        "api",
        "mcp",
        "document",
        "knowledge",
        "openai",
        "docs"
      ],
      "duplicate_status": "mirror",
      "duplicate_annotation": "Complete mirror of openai/openai-docs",
      "duplicate_of": "openai/openai-docs",
      "duplicate_similarity": 1.0,
      "days_since_update": 6,
      "maintenance_status": "active",
      "quality_score": 100,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 22795,
      "similar_skills": [
        {
          "id": "openai/openai-docs",
          "provider": "openai",
          "similarity": 1.0
        }
      ]
    },
    {
      "id": "aws-skills/aws-agentic-ai",
      "name": "aws-agentic-ai",
      "description": "AWS Bedrock AgentCore comprehensive expert for deploying and managing AI agents at scale. Use when working with any AgentCore service including Gateway, Runtime, Memory, Identity, Code Interpreter, Browser, Observability, Agent Registry, or Evaluations. Covers agent deployment, MCP tool integration, credential management, agent discovery, governance workflows, and automated quality assessment. Essential when user mentions AgentCore, agent runtime, agent registry, agent evaluation, MCP gateway, deploy agent, register MCP server, discover agents, evaluate agent quality, agent credentials, or wants to build, deploy, catalog, or monitor AI agents on AWS.",
      "provider": "aws-skills",
      "category": "development",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-04-13T10:40:24Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/zxkane/aws-skills",
        "path": "plugins/aws-agentic-ai/skills/aws-agentic-ai",
        "skill_md_url": "https://raw.githubusercontent.com/zxkane/aws-skills/main/plugins/aws-agentic-ai/skills/aws-agentic-ai/SKILL.md",
        "commit_sha": "68530c6f296ccd2f5e99c79782f3e0fbf962c51a"
      },
      "has_scripts": true,
      "has_references": true,
      "has_assets": false,
      "tags": [
        "pr",
        "mcp",
        "aws",
        "agentic"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 64,
      "maintenance_status": "maintained",
      "quality_score": 70,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 309
    },
    {
      "id": "aws-skills/aws-mcp-setup",
      "name": "aws-mcp-setup",
      "description": "Configure AWS MCP servers for documentation search and API access. Use when setting up AWS MCP, configuring AWS documentation tools, troubleshooting MCP connectivity, or when user mentions aws-mcp, awsdocs, uvx setup, or MCP server configuration. Covers both Full AWS MCP Server (with uvx + credentials) and lightweight Documentation MCP (no auth required).",
      "provider": "aws-skills",
      "category": "documents",
      "license": null,
      "compatibility": null,
      "last_updated_at": "2026-03-06T13:49:45Z",
      "metadata": {},
      "source": {
        "repo": "https://github.com/zxkane/aws-skills",
        "path": "plugins/aws-common/skills/aws-mcp-setup",
        "skill_md_url": "https://raw.githubusercontent.com/zxkane/aws-skills/main/plugins/aws-common/skills/aws-mcp-setup/SKILL.md",
        "commit_sha": "68530c6f296ccd2f5e99c79782f3e0fbf962c51a"
      },
      "has_scripts": false,
      "has_references": false,
      "has_assets": false,
      "tags": [
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        "mcp",
        "document",
        "aws",
        "setup"
      ],
      "duplicate_status": null,
      "duplicate_annotation": null,
      "duplicate_of": null,
      "duplicate_similarity": null,
      "days_since_update": 101,
      "maintenance_status": "maintained",
      "quality_score": 50,
      "skill_type": "full",
      "requires_mcp": true,
      "github_stars": 309
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  "ecosystem": "mcp",
  "install_command": "skillsdir install <skill-id> --project --agent mcp"
}