Streamlit As An MCP Host

🚀 Wikipedia Summarizer MCP Server

A Wikipedia article summarization server implemented using the Ollama LLM model through the Model Client Protocol (MCP).

🚀 Quick Start

This project consists of three main components:

• Ollama Server: An MCP server that provides the functionality to summarize Wikipedia articles using the Ollama LLM model.
• Command-line Client: A client tool that can connect to the MCP server and request article summaries.
• Streamlit Interface: A web-based user interface that offers an intuitive way to interact with the MCP server.

✨ Features

• Utilizes the Ollama LLM model for efficient Wikipedia article summarization.
• Provides multiple interaction methods, including command-line and web interfaces.

📦 Installation

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 access to fetch Wikipedia article content.

Steps

1. Clone this repository.
2. Install the required packages:

uv pip install -r requirements.txt

💻 Usage Examples

Running the Server

Start the MCP server:

uv run -- ollama_server.py

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

Using the Command-line Client

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:

uv run -- streamlit run streamlit_new.py

Then open the URL provided by Streamlit in your browser (usually http://localhost:8501) and follow these steps:

1. Enter the MCP server URL (default: http://localhost:8000/sse).
2. Enter the Wikipedia article URL.
3. Click "Fetch and Summarize Article".

📚 Documentation

Components

ollama_server.py

Implements the MCP server with tools for summarizing Wikipedia articles using the Ollama LLM model. It fetches the article content, converts it to Markdown format, and generates a summary using Ollama.

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

This project is licensed under the MIT License.

Copyright (c) 2025

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is 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.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.