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ellenfel

Model Context Protocol (MCP) Server

by ellenfel

Model Context Protocol (MCP) Server

A basic implementation of a Model Context Protocol server for educational purposes. This server demonstrates the core concepts of MCP and how to implement them in practice using Python.

Features

  • WebSocket-based communication using FastAPI and WebSockets

  • Basic MCP message handling with Pydantic models

  • Support for model context management

  • Simple client-server interaction

  • Async/await support for better performance

Related MCP server: MCP Server Sample

Getting Started

  1. Create a virtual environment (recommended):

python -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate
  1. Install dependencies:

pip install -r requirements.txt
  1. Start the development server:

python -m src.server
  1. Run the example client:

python examples/basic_usage.py

Project Structure

src/
├── server.py          # Main server implementation
├── types/            # TypeScript type definitions
│   └── mcp.py        # MCP protocol types using Pydantic
└── examples/         # Example implementations
    └── basic_usage.py # Basic client example

MCP Protocol Overview

The Model Context Protocol (MCP) is a communication protocol designed for AI model interactions. This implementation includes:

  • Message format handling using Pydantic models

  • Context management

  • Basic protocol operations

  • Async/await support for better performance

Key Differences from TypeScript Version

  1. Uses FastAPI instead of Express

  2. Implements async/await for better performance

  3. Uses Pydantic for data validation and serialization

  4. More Pythonic code structure and patterns MIT

Tool Schema Changelog

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Maintenance

ActivityInactive
ResponsivenessNo issues

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