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MCP server for batch GitHub repository information retrieval with parallel processing

Project description

Jay MCP

A demo MCP (Model Context Protocol) server with tools and resources for demonstration purposes.

Features

  • Tools: Mathematical operations and server information
  • Resources: Personalized greetings and server documentation
  • Easy to use: Simple command-line interface
  • Extensible: Modular design for easy customization

Installation

Quick Install from PyPI

pip install jay-mcp

MCP Client Installation (Recommended)

For MCP clients, use uvx for automatic latest version loading:

uvx install jay-mcp

GitHub Token Configuration

Configure your GitHub token for higher API rate limits (5000/hour vs 60/hour):

# Method 1: Environment variable
export GITHUB_TOKEN="your_github_token_here"

# Method 2: .env file
echo "GITHUB_TOKEN=your_github_token_here" > .env

Get your token at: GitHub Settings > Developer settings > Personal access tokens

From Source

git clone https://github.com/your-username/jay-mcp.git
cd jay-mcp
pip install -e .

Usage

As an MCP Server

# Start the MCP server
python -m jay_mcp.cli

# Check version
python -m jay_mcp.cli --version

MCP Client Configuration

Add to your MCP client configuration:

{
  "mcpServers": {
    "jay-mcp": {
      "command": "uvx",
      "args": ["jay-mcp"],
      "env": {
        "GITHUB_TOKEN": "your_github_token_here"
      }
    }
  }
}

AI Usage Examples

Once configured, you can use these commands in your AI client:

  • "获取 React 的 GitHub 仓库信息"
  • "比较这些项目的 star 数:facebook/react, vuejs/vue"
  • "查询 microsoft/vscode 的详细信息"
  • "分析这些机器学习项目:tensorflow/tensorflow, pytorch/pytorch"

Available Tools

  • batch_get_repo_info(repos): 批量获取GitHub仓库信息
    • 参数: repos - 仓库列表,格式:["owner/repo", ...]
    • 返回: 包含仓库详细信息的字典列表
    • 功能: 并行查询多个GitHub仓库的基本信息(stars、forks、语言等)
    • 限制: 单次最多查询50个仓库

Available Resources

  • greeting://{name}: Get a personalized greeting
  • info://server: Get server information and documentation

Development

Setup Development Environment

git clone https://github.com/your-username/jay-mcp.git
cd jay-mcp
pip install -e ".[dev]"

Running Tests

pytest

Code Formatting

black jay_mcp/
isort jay_mcp/

Type Checking

mypy jay_mcp/

MCP Client Configuration

To use jay-mcp with an MCP client, add this configuration to your MCP settings:

{
  "mcpServers": {
    "jay-mcp": {
      "command": "uvx",
      "args": ["jay-mcp@latest"],
      "description": "Jay MCP Demo Server - Auto-updates to latest version"
    }
  }
}

The @latest tag ensures you always get the newest version automatically.

For a complete configuration example with tool and resource definitions, see mcp_config.json.

Advanced Configuration

You can also create a custom server instance programmatically:

from jay_mcp.server import create_server

# Create a custom server
server = create_server("My Custom MCP Server")

Contributing

  1. Fork the repository
  2. Create a feature branch
  3. Make your changes
  4. Add tests if applicable
  5. Run the test suite
  6. Submit a pull request

License

This project is licensed under the MIT License - see the LICENSE file for details.

Changelog

0.1.0 (2025-07-14)

  • Initial release
  • Basic MCP server with tools and resources
  • Command-line interface
  • PyPI package support

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