# Wikipedia Summarizer MCP Server

A Model Client Protocol (MCP) server that fetches Wikipedia articles and summarizes them using Ollama LLM models.

## Overview

This project consists of three main components:
- **Ollama Server**: An MCP server that provides a tool to summarize Wikipedia articles using Ollama LLM models
- **Command-line Client**: A client that can connect to the MCP server and request article summaries
- **Streamlit Interface**: A web UI that provides a user-friendly way to interact with the MCP server

## Prerequisites

- Python 3.8+
- Ollama installed and running locally with the `deepseek-r1:1.5b` model (or update the model in `ollama_server.py`)
- Internet connection to fetch Wikipedia articles

## Installation

1. Clone this repository
2. Install the required packages:
   ```bash
   uv pip install -r requirements.txt
   ```

## Running the Server

Start the MCP server:
```bash
uv run -- ollama_server.py
```

The server will be available at `http://localhost:8000/sse`.

## Using the Command-line Client

```bash
uv run -- updated_client.py http://localhost:8000/sse https://en.wikipedia.org/wiki/Python_(programming_language)
```

## Using the Streamlit Interface

Start the Streamlit application:
```bash
uv run -- streamlit run streamlit_new.py
```

Then open your browser at the URL provided by Streamlit (typically http://localhost:8501) and:
1. Enter the MCP Server URL (default: http://localhost:8000/sse)
2. Enter a Wikipedia article URL
3. Click "Fetch and Summarize Article"

## Components

### ollama_server.py
Implements the MCP server with a tool for summarizing Wikipedia articles. It fetches article content, converts it to markdown, and uses Ollama to generate a summary.

### updated_client.py
A command-line client that connects to the MCP server and calls the summarize_wikipedia_article tool.

### streamlit_new.py
A Streamlit-based web interface that provides a user-friendly way to interact with the MCP server.

## License

MIT License

Copyright (c) 2025

Permission is hereby granted, free of charge, to any person obtaining a copy
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in the Software without restriction, including without limitation the rights
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furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

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