GitHub Stars MCP Server

GitHub Stars MCP Server

A Cloudflare-powered MCP (Model Context Protocol) Server that allows you to search and query your GitHub starred repositories using natural language.

ccbikai

Developer Tools
Visit Server

README

GitHub Stars MCP Server

A Cloudflare-powered MCP (Model Context Protocol) Server that allows you to search and query your GitHub starred repositories using natural language.

English | 简体中文


Overview

This project creates a searchable database of your GitHub starred repositories by:

  1. Fetching all your starred repositories using the GitHub API
  2. Extracting and processing the README files from each repository
  3. Uploading the processed data to Cloudflare R2 storage
  4. Using Cloudflare AutoRAG to create embeddings for efficient searching
  5. Exposing a MCP Server that allows querying these repositories via natural language

Features

  • Automatically fetches and processes GitHub starred repositories
  • Scheduled weekly updates via GitHub Actions
  • Stores repository metadata and README content
  • Provides semantic search capabilities through Cloudflare AutoRAG
  • Exposes a MCP-compatible API for integration with AI agents

Setup

Prerequisites

  • Node.js (v22 recommended)
  • PNPM package manager
  • GitHub Personal Access Token with repo scope
  • Cloudflare account

Configuration

  1. Clone this repository

  2. Set up Cloudflare R2:

    • Create a R2 bucket
    • Configure R2 access credentials
  3. Configure GitHub Secrets for the CI/CD workflow:

    • GH_TOKEN: GitHub token for fetching starred repositories
    • R2_ACCOUNT_ID: Cloudflare account ID
    • R2_ACCESS_KEY_ID: R2 access key
    • R2_SECRET_ACCESS_KEY: R2 secret key
    • R2_BUCKET: R2 bucket name
  4. Configure Cloudflare AutoRAG:

    • Create an AutoRAG instance in Cloudflare
    • Set the AUTO_RAG_NAME environment variable in your Cloudflare Worker

Local Development

To develop locally:

# Install dependencies
pnpm install

# Fetch your GitHub stars locally
pnpm dev:stars

# Run MCP server locally
pnpm dev:mcp

Deployment

Deploy to Cloudflare Workers:

pnpm deploy

The GitHub Action will automatically:

  1. Run weekly to update your starred repositories
  2. Upload the processed files to R2
  3. Rebuild the AutoRAG index

Usage

Once deployed, you can interact with the MCP Server using any MCP-compatible client:

SSE: https://your-worker-url.workers.dev

API Reference

MCP Tool: search_github_stars

Searches through your starred GitHub repositories.

Parameters:

  • query (string): Natural language query to search repositories

Response:

  • JSON result containing matching repositories and relevant README content

Recommended Servers

playwright-mcp

playwright-mcp

A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.

Official
Featured
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

Official
Featured
Local
TypeScript
MCP Package Docs Server

MCP Package Docs Server

Facilitates LLMs to efficiently access and fetch structured documentation for packages in Go, Python, and NPM, enhancing software development with multi-language support and performance optimization.

Featured
Local
TypeScript
Claude Code MCP

Claude Code MCP

An implementation of Claude Code as a Model Context Protocol server that enables using Claude's software engineering capabilities (code generation, editing, reviewing, and file operations) through the standardized MCP interface.

Featured
Local
JavaScript
@kazuph/mcp-taskmanager

@kazuph/mcp-taskmanager

Model Context Protocol server for Task Management. This allows Claude Desktop (or any MCP client) to manage and execute tasks in a queue-based system.

Featured
Local
JavaScript
Linear MCP Server

Linear MCP Server

Enables interaction with Linear's API for managing issues, teams, and projects programmatically through the Model Context Protocol.

Featured
JavaScript
mermaid-mcp-server

mermaid-mcp-server

A Model Context Protocol (MCP) server that converts Mermaid diagrams to PNG images.

Featured
JavaScript
Jira-Context-MCP

Jira-Context-MCP

MCP server to provide Jira Tickets information to AI coding agents like Cursor

Featured
TypeScript
Linear MCP Server

Linear MCP Server

A Model Context Protocol server that integrates with Linear's issue tracking system, allowing LLMs to create, update, search, and comment on Linear issues through natural language interactions.

Featured
JavaScript
Sequential Thinking MCP Server

Sequential Thinking MCP Server

This server facilitates structured problem-solving by breaking down complex issues into sequential steps, supporting revisions, and enabling multiple solution paths through full MCP integration.

Featured
Python