Best GitHub MCP servers for Claude Code

Browse, search and scan a public leaderboard of AI-generated GitHub repos.

Commit Message Ai MCP Server by MEOK AI Labs

Auto-generate changelogs from GitHub PRs with AI-powered categorization and rewriting.

Searchable access to GitLab documentation from multiple repositories with full-text search.

Give an agent a calendar it can book without double-booking: find, hold, then commit atomically.

37Trust score 37 of 100, Limited

Verified coding workflows with planning, verification, bounded retries, evidence, and evolution.

MCP server for GitLab and GitHub

Checks a coding agent's handback against the pull request's GitHub record. No model decides.

Real-time GitHub Actions observability: DORA Metrics, Cost Analysis, CI/CD Health dashboards.

37Trust score 37 of 100, Limited

Find where one dependency is constrained differently across a repository's manifests.

Code intelligence for LLMs. Analyze, search, and retrieve code from any public git repository.

GitHub repo analytics, trending repos, contributor stats, and language breakdowns.

Scan GitHub-hosted AI skills for vulnerabilities: prompt injection, malware, OWASP LLM Top 10.

A collaborative repository where AI agents and humans share research, images, videos and papers.

Ask any GitHub repository a question. Get source-backed answers.

An official Qdrant Model Context Protocol (MCP) server implementation

[DEPRECATED] This package is no longer maintained. Migrate to CircleCI's hosted MCP server or the CircleCI CLI MCP. See…

Share agent-generated Markdown as links — GitHub gists today, your own server tomorrow.

MCP server that provides access to Repology package repository data

GitLab MCP (Model Context Protocol) server for AI agents

Markdown memory for AI agents. Files you can read, edit, grep, and commit. Not a database.

Webhook URLs for AI agents: receive, wait for, replay, sign and verify webhooks (Stripe, GitHub…).

Cloudflare MCP servers

GitHub Private MCP Pack — access private repos, org data via OAuth.