MCP Server Project

A simple project demonstrating how to build and use MCP (Model Context Protocol) servers.

Quick Start

1. Install dependencies:

pip install -r requirements.txt

2. Configure MCP server in Windsurf/Claude Desktop:

{
  "mcpServers": {
    "github": {
      "command": "python",
      "args": ["/path/to/server/github.py"],
      "env": {
        "GITHUB_TOKEN": "your_github_token_here (see .env.example)"
      }
    },
    "database": {
      "command": "python", 
      "args": ["/path/to/server/database.py"]
    }
  }
}

3. Use with LLM:

• Start Windsurf/Claude Desktop

• Ask: "Show me octocat's repositories"

• LLM will automatically call the MCP server tools

Related MCP server: MCP Toolkit

🚀 Live Deployment

This MCP server is deployed and available for testing at:

• URL: https://my-mcp.fastmcp.app/mcp

• Status: Production ready

Using the Deployed Server

Configure Windsurf to use the deployed endpoint:

{
  "mcpServers": {
    "github-mcp-deployed": {
      "url": "https://my-mcp.fastmcp.app/mcp",
      "disabled": false
    }
  }
}

Test the deployed server:

• Ask any LLM with MCP support: "Show me repositories for gn1264"

• The deployed server will respond with GitHub data

Benefits of Deployed Server

• ✅ No local Python environment required

• ✅ Always available and reliable

• ✅ Managed infrastructure

• ✅ Same functionality as local version

Testing (Optional)

For development and testing:

# Test GitHub server
python testing/test_github_server.py get-repos octocat

# Test Database server
python testing/test_database_server.py query "SELECT * FROM users"

Project Structure

mcp/
├── server/                 # MCP servers
│   ├── github.py          # GitHub API server
│   └── database.py        # Database server
├── client/                 # Real LLM client
│   └── mcp_client.py      # LLM integration example
├── testing/               # Server testing utilities
│   ├── test_github_server.py   # Test GitHub server
│   └── test_database_server.py # Test Database server
├── simple.db              # Sample database file
├── requirements.txt        # Dependencies
├── README.md             # This file
└── learn.md              # Learning guide

MCP Servers

Both servers are independent and demonstrate different use cases:

GitHub Server (server/github.py)

• Purpose: Demonstrates how GitHub MCP servers work in the market

• Use Case: Public GitHub API access for general users

• Tools: GitHub API operations (get repos, commits, search, etc.)

• Similar to: Commercial GitHub MCP integrations

Database Server (server/database.py)

• Purpose: Shows enterprise database integration patterns

• Use Case: Internal database access in enterprise environments

• Tools: SQL query execution

• Similar to: Custom internal MCP servers for company data

Testing vs Real Usage

Testing Utilities (testing/)

• Direct tool calls to test server functionality

• Manual tool selection

LLM Client (client/mcp_client.py)

• Real MCP usage with LLM integration

• Dynamic tool selection

Learning

See learn.md for detailed explanations of MCP concepts and how this project works.