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

Best MCP Servers for GitHub in 2026

1,071 tools indexed · avg score 88.5 · sorted by AgentRank score

The AgentRank index tracks 1,071 github tools. The top-ranked entry is aeonfun/aeon at 98.3 points. Across the 10 shown here, the average AgentRank score is 88.5, 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

    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.

    98.3
    Ranks here on 770 GitHub stars and a commit within the last week, plus 96% of issues closed.
    Freshness
    30.8
    Issue health
    29.7
    Stars
    14.8
    Contributors
    12.3
    Description
    6.2
    ★ 770 commit 1d 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...

    96.1
    Ranks here on 2.8k GitHub stars and a commit within the last week, plus 99% of issues closed.
    Freshness
    30.8
    Issue health
    30.5
    Stars
    15.4
    Contributors
    12.3
    Description
    6.2
    ★ 2.8k commit today Python
  3. #3
    Anil-matcha/open-agent-connector

    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.

    91.5
    Ranks here on 838 GitHub stars and a commit within the last week, plus 100% of issues closed.
    Freshness
    30.8
    Issue health
    30.8
    Stars
    15.0
    Contributors
    7.9
    Description
    6.2
    ★ 838 commit 1d ago Python
  4. #4
    github/github-mcp-server

    GitHub's official MCP Server

    87.1
    Ranks here on 34k GitHub stars and a commit within the last week, plus 72% of issues closed.
    Freshness
    30.8
    Issue health
    22.2
    Stars
    15.4
    Contributors
    12.3
    License
    4.6
    ★ 34k commit 2d ago Go
  5. #5
    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.

    86.8
    Ranks here on a commit within the last week and 87% of issues closed.
    Freshness
    30.8
    Issue health
    26.9
    Contributors
    10.4
    Stars
    8.0
    Description
    6.2
    ★ 35 commit 4d ago Go
  6. #6
    scaccogatto/okf-skills

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

    85.6
    Ranks here on 408 GitHub stars and an active commit 13 days ago, plus 91% of issues closed.
    Freshness
    28.7
    Issue health
    28.1
    Stars
    13.4
    Contributors
    6.5
    License
    4.6
    ★ 408 commit 12d ago Python
  7. #7
    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 today JavaScript
  8. #8
    LoamStudios/zed-mcp-server-github

    A GitHub MCP Server extension for Zed

    85.4
    Ranks here on an active commit 10 days ago and 100% of issues closed.
    Issue health
    30.8
    Freshness
    29.6
    Stars
    10.2
    Contributors
    8.4
    License
    4.6
    ★ 95 commit 10d ago Rust
  9. #9
    sattyamjjain/agent-audit-kit

    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.

    84.7
    Ranks here on a commit within the last week and 98% of issues closed.
    Freshness
    30.8
    Issue health
    30.2
    Contributors
    7.2
    Description
    6.2
    Stars
    5.7
    ★ 12 commit today Python
  10. #10
    MykytaStel/repopilot

    Local, deterministic review of Git changes: weakened tests and CI gates, security boundaries, blast radius. CLI, GitHub Action, MCP server, and coding-agent plugins.

    83.9
    Ranks here on a commit within the last week and 100% of issues closed.
    Freshness
    30.8
    Issue health
    30.8
    Stars
    7.2
    Description
    6.2
    License
    4.6
    ★ 24 commit today Rust

More GitHub MCP Servers

# Tool Score Stars Last Commit Language
11 unohee/kis-agent 83.5 52 3d ago Python
12 saidsef/mcp-github-pr-issue-analyser 82.9 6 1d ago Python
13 SCStelz/security-investigator 82.3 249 2d ago Python
14 rps321321/obsidian-mcp-pro 82.0 32 3d ago TypeScript
15 Deltologic/datadoe-mcp 81.1 15 5d ago TypeScript
16 aryamthecodebreaker/FixMap 79.2 21 3d ago TypeScript
17 nitinjain999/platform-skills 78.9 68 4d ago Shell
18 ThreeMoonsLab/agents-shipgate 78.8 90 today Python
19 AwesomeHou/dsh-plugin-marketplace 77.4 32 29d ago JavaScript
20 nikships/skills-registry 76.8 22 13d ago Go
21 bobmatnyc/claude-mpm 76.5 156 1mo ago Python
22 affaan-m/agentshield 74.5 1.3k 1mo ago TypeScript
23 jaktestowac/awesome-copilot-for-testers 73.2 116 1mo ago JavaScript
24 probelabs/visor 73.2 23 8d ago TypeScript
25 modelstudioai/modelstudioai.github.io 72.9 11 3d ago HTML
26 MarcusJellinghaus/mcp-workspace 72.6 48 10d ago Python
27 Juror-AI/juror 72.5 121 5d ago TypeScript
28 ioTus/gitbridge-mcp 71.7 6 13d ago TypeScript
29 Artem-Kornilov-pro/mcp-ai-assistant 71.2 20 1mo ago Python
30 hatch3r/hatch3r 70.8 26 15d ago TypeScript
31 pacphi/ampel 70.4 7 6d ago Rust
32 adrirubio/claude-deck 69.7 26 today Python
33 anzy-renlab-ai/pronounce 69.5 42 1mo ago Python
34 Aletheore/Aletheore 68.8 233 today Python
35 locomotive-agency/mcp-anywhere 68.5 48 17d ago Python
36 codewithMUHILAN/Lightswind-UI-Library 67.4 1.1k 2mo ago TypeScript
37 shashikanth-gs/a2a-wrapper 66.5 40 today TypeScript
38 MShekow/package-version-check-mcp 66.3 8 1d ago Python
39 sachinshelke/ToolsConnector 65.7 5 15d ago Python
40 kunwarVivek/mcp-github-project-manager 65.3 101 18d ago TypeScript
41 SamMorrowDrums/mcp-server-diff 65.3 9 2d ago TypeScript
42 agentskillexchange/skills 65.2 51 today Python
43 P1kaj1uu/ChattyPlay-Agent 65.0 949 3d ago TypeScript
44 kael-odin/awesome-academic-research-skills 62.8 143 1d ago Python
45 pablocaeg/sloptotal 62.4 49 9d ago Python
46 aenix-io/aeman 62.2 34 4d ago Go
47 VikashLoomba/copilot-mcp 61.8 506 3mo ago TypeScript
48 qtsone/workflows-mcp 61.7 7 today Python
49 Cynrath/agent-context-kit 61.7 14 8d ago TypeScript
50 arvindand/agent-skills 61.0 17 7d ago Python