Google PageRank for AI agents. 25,000+ tools indexed.

Best MCP Servers for GitHub in 2026

263 tools indexed · avg score 87.1 · sorted by AgentRank score

The AgentRank index tracks 263 github tools. The top-ranked entry is aeonfun/aeon at 97.3 points. Across the 10 shown here, the average AgentRank score is 87.1, 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

  1. #1
    aeonfun/aeon

    Official Aeon - the open-source autonomous AI agent framework. Runs unattended on your GitHub Actions, self-healing skills, drives Claude Code, Codex, Grok & more. Not affiliated with OpenAI.

    97.3
    Ranks here on 756 GitHub stars and a commit within the last week, plus 93% of issues closed.
    Freshness
    30.8
    Issue health
    28.6
    Stars
    14.8
    Contributors
    12.3
    Description
    6.2
    ★ 756 commit 2d ago Shell
  2. #2
    jgravelle/jcodemunch-mcp

    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...

    94.9
    Ranks here on 2.7k GitHub stars and a commit within the last week, plus 96% of issues closed.
    Freshness
    30.8
    Issue health
    29.4
    Stars
    15.4
    Contributors
    12.3
    Description
    6.2
    ★ 2.7k commit today Python
  3. #3
    scaccogatto/okf-skills

    The OKF toolkit for Claude Code — author, maintain, validate & visualize Open Knowledge Format bundles. Plugin, agent skills, and a GitHub Action.

    88.9
    Ranks here on 397 GitHub stars and a commit within the last week, plus 95% of issues closed.
    Freshness
    30.8
    Issue health
    29.4
    Stars
    13.3
    Contributors
    6.5
    License
    4.6
    ★ 397 commit 5d ago Python
  4. #4
    saivedant169/AegisFlow

    Local-first policy gateway for coding agents. Allow, review, or block MCP, shell, SQL, GitHub, and HTTP actions with scoped credentials and signed evidence.

    88.4
    Ranks here on a commit within the last week and 93% of issues closed.
    Freshness
    30.8
    Issue health
    28.5
    Contributors
    10.4
    Stars
    8.0
    Description
    6.2
    ★ 35 commit 3d ago Go
  5. #5
    github/github-mcp-server

    GitHub's official MCP Server

    87.3
    Ranks here on 33k GitHub stars and a commit within the last week, plus 73% of issues closed.
    Freshness
    30.8
    Issue health
    22.3
    Stars
    15.4
    Contributors
    12.3
    License
    4.6
    ★ 33k commit 1d ago Go
  6. #6
    miantiao-me/github-stars

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

    85.5
    Ranks here on a commit within the last week and 100% of issues closed.
    Freshness
    30.8
    Issue health
    30.8
    Stars
    10.6
    License
    4.6
    Contributors
    4.4
    ★ 116 commit 6d ago JavaScript
  7. #7
    saidsef/mcp-github-pr-issue-analyser

    A Model Context Protocol (MCP) application for automated GitHub PR analysis and issue management. Enables LLMs to fetch PR details, analyse diffs, manage issues, and handle releases through a stand...

    83.2
    Ranks here on a commit within the last week and 100% of issues closed.
    Freshness
    30.8
    Issue health
    30.8
    Contributors
    6.5
    Description
    6.2
    License
    4.6
    ★ 6 commit 1d ago Python
  8. #8
    AwesomeHou/dsh-plugin-marketplace

    Plugin marketplace for DeepSeek Harness — live-syncs the GitHub dsh-plugin topic (1800+ repos) into a searchable, paginated settings tab with one-click install and agent tools (market_search / mark...

    82.7
    Ranks here on an active commit 15 days ago and 100% of issues closed.
    Issue health
    30.8
    Freshness
    27.9
    Stars
    7.6
    Description
    6.2
    Contributors
    5.6
    ★ 30 commit 14d ago JavaScript
  9. #9
    SCStelz/security-investigator

    Automated security investigation tool using Microsoft MCP Servers, GitHub Copilot, Python Modules and custom copilot-instructions.

    82.3
    Ranks here on 247 GitHub stars and a commit within the last week, plus 75% of issues closed.
    Freshness
    30.8
    Issue health
    23.1
    Stars
    12.3
    Contributors
    7.2
    License
    4.6
    ★ 247 commit today Python
  10. #10
    bobmatnyc/claude-mpm

    Claude Multi-Agent Project Manager — multi-channel orchestration, GitHub-first SDK mode, and plugin system for Claude

    81.0
    Ranks here on an active commit 26 days ago and 100% of issues closed.
    Issue health
    25.6
    Freshness
    19.7
    Downloads
    12.2
    Contributors
    9.7
    Stars
    9.4
    ★ 154 commit 26d ago Python

More GitHub MCP Servers

# Tool Score Stars Last Commit Language
11 rps321321/obsidian-mcp-pro 80.8 30 13d ago TypeScript
12 affaan-m/agentshield 80.1 1.2k 16d ago TypeScript
13 unohee/kis-agent 79.5 51 17d ago Python
14 aryamthecodebreaker/FixMap 79.4 21 4d ago TypeScript
15 jaktestowac/awesome-copilot-for-testers 78.6 114 1mo ago JavaScript
16 HelpCode-ai/anythingmcp 77.9 374 today TypeScript
17 ThreeMoonsLab/agents-shipgate 76.6 89 today Python
18 Artem-Kornilov-pro/mcp-ai-assistant 76.5 19 21d ago Python
19 nitinjain999/platform-skills 74.8 45 1d ago Shell
20 anzy-renlab-ai/pronounce 74.8 39 25d ago Python
21 hatch3r/hatch3r 74.7 26 1d ago TypeScript
22 locomotive-agency/mcp-anywhere 74.5 47 2d ago Python
23 sachinshelke/ToolsConnector 74.2 5 1d ago Python
24 probelabs/visor 73.1 23 4d ago TypeScript
25 shashikanth-gs/a2a-wrapper 73.0 38 1d ago TypeScript
26 ioTus/gitbridge-mcp 72.6 6 10d ago TypeScript
27 SamMorrowDrums/mcp-server-diff 72.6 9 1d ago TypeScript
28 Juror-AI/juror 72.5 118 1d ago TypeScript
29 Deltologic/datadoe-mcp 72.1 15 1mo ago TypeScript
30 pacphi/ampel 71.4 7 1mo ago Rust
31 MarcusJellinghaus/mcp-workspace 70.3 48 18d ago Python
32 kunwarVivek/mcp-github-project-manager 69.7 100 4d ago TypeScript
33 codewithMUHILAN/Lightswind-UI-Library 68.9 1.1k 2mo ago TypeScript
34 nikships/skills-registry 68.3 20 16d ago Go
35 qtsone/workflows-mcp 67.7 7 2d ago Python
36 MShekow/package-version-check-mcp 66.3 8 today Python
37 agentskillexchange/skills 66.2 44 today Python
38 Aletheore/Aletheore 65.7 177 today Python
39 P1kaj1uu/ChattyPlay-Agent 64.9 940 3d ago TypeScript
40 mnemox-ai/idea-reality-mcp 63.5 822 8d ago Python
41 Sage-Bionetworks/synapse-mcp 63.3 3 1mo ago Python
42 Ryan0204/github-repo-mcp 63.0 31 9d ago TypeScript
43 aenix-io/aeman 62.9 32 4d ago Go
44 0xSteph/patient-zero 62.7 16 today JavaScript
45 VikashLoomba/copilot-mcp 61.8 504 3mo ago TypeScript
46 skills/integrate-mcp-with-copilot 61.7 246 5mo ago JavaScript
47 aradar46/reuse-before-generate 60.7 6 2d ago JavaScript
48 mimfort/rag_for_git 60.2 21 6d ago Python
49 github/copilot-plugins 60.0 368 26d ago PowerShell
50 Cynrath/agent-context-kit 59.6 14 4d ago TypeScript