Best MCP Servers for GitHub in 2026
1,085 tools indexed · avg score 88.2 · sorted by AgentRank score
The AgentRank index tracks 1,085 github tools. The top-ranked entry is jgravelle/jcodemunch-mcp at 96.1 points. Across the 10 shown here, the average AgentRank score is 88.2, and 10 had a commit in the last 30 days. The most common primary language is Python.
GitHub MCP servers give AI agents programmatic access to repositories, issues, pull requests, and code search. They let agents read and write code, review PRs, and automate release workflows directly against the GitHub API.
Top 10 GitHub MCP Servers
- #1jgravelle/jcodemunch-mcp96.1
Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ token...
Ranks here on 2.8k GitHub stars and a commit within the last week, plus 99% of issues closed.Freshness 30.7Issue health 30.5Stars 15.4Contributors 12.3Description 6.2 - #2openflowkit/openflowkit95.3
Free, open-source diagram canvas. Draw it, write it as code (Mermaid, D2, Structurizr in), ask any AI model or a local one, let Claude Code edit it live over MCP, or map a GitHub repo with every ar...
Ranks here on 854 GitHub stars and a commit within the last week, plus 95% of issues closed.Freshness 30.7Issue health 29.4Stars 15.0Contributors 9.3Description 6.2 - #3Anil-matcha/open-agent-connector91.5
Open-source, self-hosted alternative to Composio, Nango, Merge.dev, and Arcade.dev for AI agent integrations. Run GitHub, Slack, Hacker News, and custom HTTP actions over MCP or REST.
Ranks here on 838 GitHub stars and a commit within the last week, plus 100% of issues closed.Issue health 30.8Freshness 30.7Stars 15.0Contributors 7.9Description 6.2 - #4aeonfun/aeon87.6
The most autonomous AI agent framework: runs unattended on GitHub Actions, self-healing skills, drives Claude Code, Grok, Codex & more. No approval loops. Configure once, forget forever.
Ranks here on 772 GitHub stars and an active commit 8 days ago, plus 96% of issues closed.Freshness 25.3Issue health 24.7Stars 12.3Contributors 10.3Downloads 5.7 - Ranks here on 34k GitHub stars and an active commit 8 days ago, plus 72% of issues closed.Freshness 30.4Issue health 22.1Stars 15.4Contributors 12.3License 4.6
- #6saivedant169/AegisFlow86.8
Local-first policy gateway for coding agents. Allow, review, or block MCP, shell, SQL, GitHub, and HTTP actions with scoped credentials and signed evidence.
Ranks here on an active commit 14 days ago and 87% of issues closed.Freshness 28.3Issue health 26.9Contributors 10.4Stars 8.0Description 6.2 - #7miantiao-me/github-stars85.5
A Cloudflare-powered MCP (Model Context Protocol) Server that allows you to search and query your GitHub starred repositories using natural language.
Ranks here on an active commit 10 days ago and 100% of issues closed.Issue health 30.8Freshness 29.8Stars 10.6License 4.6Contributors 4.4 - Ranks here on an active commit 19 days ago and 100% of issues closed.Issue health 30.8Freshness 26.2Stars 10.2Contributors 8.4License 4.6
- #9sattyamjjain/agent-audit-kit83.7
Static scanner for MCP-connected AI agent pipelines. 388 rules across 14 categories, 14 compliance frameworks, OWASP Agentic 10/10 + MCP 10/10, GitHub Action, SARIF, public CVE-to-rule ledger.
Ranks here on an active commit 8 days ago and 95% of issues closed.Freshness 30.5Issue health 29.2Contributors 7.2Description 6.2Stars 5.7 - #10scaccogatto/okf-skills83.7
The OKF toolkit for Claude Code — author, maintain, validate & visualize Open Knowledge Format bundles. Plugin, agent skills, and a GitHub Action.
Ranks here on 409 GitHub stars and an active commit 22 days ago, plus 88% of issues closed.Issue health 26.9Freshness 25.3Stars 13.4Contributors 6.5License 4.6