Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 15.873 | github-wiki-explorermcp · github-vcs | Navigate and understand GitHub repository documentation effortlessly by retrieving wiki structures and contents. Get direct answers to specific… | 338 installs | No commit datelisted | No one-command install · Source |
| 2 | 22.557 | juicetea-github-repository-integrationmcp · github-vcs | Integrates GitHub repositories with Cursor IDE, enabling direct access and interaction with GitHub content within the editor using only a Personal… | 1 star | No one-command install · Source | |
| 3 | 22.557 | anthropic-githubmcp · github-vcs | Provides a robust GitHub API bridge using TypeScript and Zod, enabling developers to automate repository operations through conversational… | 1 star | No one-command install · Source | |
| 4 | 22.557 | nzenitram-githubmcp · github-vcs | Integrates with GitHub APIs to enable repository searching, issue management, pull request creation, and settings control directly within Claude… | 1 star | No one-command install · Source | |
| 5 | 22.557 | git-mcp-servermcp · github-vcs | An MCP server that provides tools for interacting with Git repositories, enabling AI assistants to manage repositories, branches, commits, and files… | 1 star | No one-command install · Source | |
| 6 | 22.557 | willianmarcel-github-pr-reviewer-notionmcp · github-vcs | Integrates with GitHub's API to fetch, analyze, and document pull request changes, enabling automated code reviews and maintaining documentation of… | 1 star | No one-command install · Source | |
| 7 | 22.557 | bitbucket-server-mcp-2mcp · github-vcs | A professional MCP server for Bitbucket Server that enables automation of pull request management, code review, and repository operations. | 1 star | No one-command install · Source | |
| 8 | 22.557 | github-mcp-toolmcp · github-vcs | Enables managing GitHub repositories, files, and user information through MCP, with support for creating, updating, and deleting repository contents… | 1 star | No one-command install · Source | |
| 9 | 22.557 | mcp-github-readme-generatormcp · github-vcs | An MCP server that analyzes GitHub repositories and automatically generates README.md files. Supports multiple AI providers and offers web, MCP tool… | 1 star | No one-command install · Source | |
| 10 | 22.557 | git-training-wheelsmcp · github-vcs | An MCP server that enforces safe git commits by allowing only specified files and providing fixup capabilities for earlier commits. | 1 star | No one-command install · Source | |
| 11 | 22.557 | merge-request-summarizermcp · github-vcs | Automates git merge request analysis by categorizing commits, estimating review time, and generating structured markdown or JSON summaries of changes… | 1 star | No one-command install · Source | |
| 12 | 22.557 | rubiojr-ergsmcp · github-vcs | Integrates with Ergs full-text search system to enable searching and browsing across personal datasources like GitHub repositories and RSS feeds with… | 1 star | No one-command install · Source | |
| 13 | 22.557 | anyiba-spec-kitmcp · github-vcs | Integrates with GitHub's Spec Kit templates and specify-cli tool to guide specification lifecycle including constitution establishment, requirement… | 1 star | No one-command install · Source | |
| 14 | 22.557 | tuankiet1708-github-pr-notionmcp · github-vcs | Fetches GitHub pull request changes and creates structured analysis reports in Notion pages for automated PR documentation workflows. | 1 star | No one-command install · Source | |
| 15 | 22.557 | io-github-gjeltep-app-store-connect-mcpmcp · github-vcs | Enables management of App Store Connect resources including app reviews, TestFlight crashes, analytics reports, and Xcode Cloud workflows through… | 1 star | No one-command install · Source | |
| 16 | 22.557 | j3r3my97-milestonermcp · github-vcs | Automates build-in-public social media updates by analyzing git commit history and generating platform-appropriate milestone posts with optimal timing… | 1 star | No one-command install · Source | |
| 17 | 22.557 | hop-mcpmcp · github-vcs | Manages parallel Git worktrees, enabling work on multiple branches simultaneously without stashing or context switching. | 1 star | No one-command install · Source | |
| 18 | 22.557 | mcp-github-dashboardmcp · github-vcs | A comprehensive GitHub project dashboard for MCP that monitors multiple repositories, pull requests, issues, deployments, and health status through AI… | 1 star | No one-command install · Source | |
| 19 | 22.557 | manifoldhiker-neuralpulsemcp · github-vcs | Personalized content feed aggregation from RSS, YouTube, and GitHub sources with channel management and filtering. | 1 star | No one-command install · Source | |
| 20 | 22.557 | bdbrown4-github-portfoliomcp · github-vcs | Exposes GitHub user profile, repository listings, language statistics, and README content through a dual-mode MCP server for portfolio analysis. | 1 star | No one-command install · Source | |
| 21 | 22.557 | mcp-github-pmmcp · github-vcs | Enables GitHub project management from Claude, supporting issue creation, milestones, labels, changelog generation, and repository stats. | 1 star | No one-command install · Source | |
| 22 | 22.557 | io-github-420247jake-session-forgemcp · github-vcs | Never start from zero. Persistent session intelligence for AI coding assistants. | 1 star | No one-command install · Source | |
| 23 | 22.557 | libsrcmcp · github-vcs | Resolves project dependencies and provides local source code paths for AI agent inspection by auto-detecting the build system, resolving dependencies… | 1 star | No one-command install · Source | |
| 24 | 22.557 | gh-aguantar-vibescanmcp · github-vcs | Security scanner for leaked secrets, dangerous code patterns, and git hygiene issues. | 1 star | No one-command install · Source | |
| 25 | 22.557 | cocaxcode-devflowmcp · github-vcs | Jira and GitHub/GitLab workflow automation with 32 tools. | 1 star | No one-command install · Source | |
| 26 | 22.557 | frankxmx-dailyhotmcp · github-vcs | Trending content aggregated from 55+ platforms including Weibo, Zhihu, Bilibili, and GitHub. | 1 star | No one-command install · Source | |
| 27 | 22.557 | shane-js-ghostfreemcp · github-vcs | Scans repository dependencies for known security vulnerabilities using CVE data from OSV.dev, NVD, and CISA. | 1 star | No one-command install · Source | |
| 28 | 22.557 | sandip124-wisegitmcp · github-vcs | Extracts decision intent from git history and protects intentional code from AI modification. | 1 star | No one-command install · Source | |
| 29 | 22.557 | git-quick-stats-mcp-servermcp · github-vcs | Exposes git-quick-stats commands as MCP tools to analyze git repositories via natural language. | 1 star | No one-command install · Source | |
| 30 | 22.557 | rewind-mcpmcp · github-vcs | Enables developers to recover their working context after interruptions by analyzing git state, file activity, editor state, and shell history. | 1 star | No one-command install · Source | |
| 31 | 22.557 | mcp-sandboxed-git-gh-climcp · github-vcs | Runs git and GitHub CLI commands outside the macOS sandbox to bypass sandbox restrictions like SSH signing and TLS issues. | 1 star | No one-command install · Source | |
| 32 | 22.557 | mcp-giteamcp · github-vcs | MCP server for interacting with Gitea, enabling issue and PR management, repository browsing, file reading, and safe git command execution. | 1 star | No one-command install · Source | |
| 33 | 22.557 | ado-workflows-mcpmcp · github-vcs | Enables AI agents to discover Azure DevOps repositories, manage pull requests, and interact with PR comments and reviews via the Model Context… | 1 star | No one-command install · Source | |
| 34 | 22.557 | git-mcpmcp · github-vcs | Standalone MCP server for GitHub that enables repository management, branch operations, pull request handling, and commit retrieval via tools listed… | 1 star | No one-command install · Source | |
| 35 | 22.557 | davidweb3-git-enhancedmcp · github-vcs | Enhanced Git operations for AI coding assistants including code review, commit history analysis, and branch management tools. | 1 star | No one-command install · Source | |
| 36 | 22.557 | lvoytek-ubuntumcp · github-vcs | Query and manage Ubuntu ecosystem data including bugs, packages, versions, and merge requests via Launchpad, GitHub, and Snapcraft. | 1 star | No one-command install · Source | |
| 37 | 22.557 | mcp-appmcp · github-vcs | Fetches public GitHub repositories and uses an LLM to generate a json-render UI specification. | 1 star | No one-command install · Source | |
| 38 | 22.557 | import-skills-powermcp · github-vcs | Enables importing, managing, and using Markdown skills from GitHub repositories, with tools to list, install, view, and remove skills locally. | 1 star | No one-command install · Source | |
| 39 | 22.557 | superbox-executormcp · github-vcs | Remote MCP server executor on Cloudflare Workers that runs Python-based tools from GitHub repos via a lightweight TypeScript interpreter, supporting… | 1 star | No one-command install · Source | |
| 40 | 22.557 | git-reviewermcp · github-vcs | Enables AI assistants to fetch GitHub pull request diffs and metadata, and post review comments directly through the MCP protocol. | 1 star | No one-command install · Source | |
| 41 | 22.557 | lazarus-mcpmcp · github-vcs | Enables automatic diagnosis, safe repair, and evidence generation for broken Node and Python repositories, providing scan, autopsy, resurrect, and… | 1 star | No one-command install · Source | |
| 42 | 22.557 | ci-investigator-mcpmcp · github-vcs | Provides tools to analyze and debug GitHub Actions CI failures, including summarizing failures, detecting flaky tests, and suggesting fixes. | 1 star | No one-command install · Source | |
| 43 | 22.557 | github-repo-health-check-maintained-or-abandoned-mcp-servermcp · github-vcs | MCP server: is this GitHub repo still maintained? A verdict. | 1 star | No one-command install · Source | |
| 44 | 22.557 | github-issues-mcp-servermcp · github-vcs | Enables AI assistants to discover, filter, and triage GitHub issues across repositories, with tools for fetching issue details, listing issues by… | 1 star | No one-command install · Source | |
| 45 | 22.557 | github-pr-reviewmcp · github-vcs | Enables LLM clients to list, read, review, and comment on GitHub pull requests, turning an AI assistant into a fully capable code reviewer. | 1 star | No one-command install · Source | |
| 46 | 22.557 | ai-news-aggregatormcp · github-vcs | MCP server that aggregates AI news, academic papers from ArXiv, and trending GitHub repositories from multiple sources, enabling users to fetch… | 1 star | No one-command install · Source | |
| 47 | 22.557 | vane-mcp-servermcp · github-vcs | A production-ready Model Context Protocol (MCP) server that extends GitHub Copilot with GitHub repository management capabilities. Enables AI-driven… | 1 star | No one-command install · Source | |
| 48 | 22.557 | charlie-workmcp · github-vcs | Scans a repository for maintenance toil (flaky tests, expiring certificates, TODO rot, dead flags, etc.) and returns a prioritized queue with a credit… | 1 star | No one-command install · Source | |
| 49 | 22.557 | resume-repo-syncmcp · github-vcs | A local MCP server that generates bullet points for resume project experience from GitHub repository signals, merges them into a PDF resume, and… | 1 star | No one-command install · Source | |
| 50 | 22.557 | dq042000-gitlabmcp · github-vcs | Integrates with GitLab API for repository management, issue tracking, merge requests, and code search with configurable scan depth. | 1 star | No one-command install · Source | |
| 51 | 22.557 | mcp-git-historianmcp · github-vcs | MCP server for git archaeology — churn hotspots, blame summaries, bus factor, commit forensics and file history over any local repository. | 1 star | No one-command install · Source | |
| 52 | 22.557 | article-writer-mcpmcp · github-vcs | Enables automated content creation pipeline: topic research, article writing, image sourcing, and GitHub PR submission for blogs. | 1 star | No one-command install · Source | |
| 53 | 22.557 | my-pm-toolsmcp · github-vcs | Enables natural language management of GitHub Projects V2, including issue creation, status changes, sprint reports, and project setup via MCP tools… | 1 star | No one-command install · Source | |
| 54 | 22.557 | githubstats-mcpmcp · github-vcs | A lightweight MCP server that enables fetching public GitHub user profiles, repository stats, recent events, and pull request insights through simple… | 1 star | No one-command install · Source | |
| 55 | 22.557 | vibecheck-mcpmcp · github-vcs | Enables AI agents to manage git-backed website content through natural language, with tools to create, update, delete, and draft pages that are… | 1 star | No one-command install · Source | |
| 56 | 22.557 | discussion-capsulemcp · github-vcs | Turns GitHub Discussions into interactive, read-only briefs inside an MCP host, surfacing participants, questions, and thread maps without mutating… | 1 star | No one-command install · Source | |
| 57 | 22.557 | github-repo-findermcp · github-vcs | A production-grade GitHub repository finder that helps LLMs discover best repositories with advanced search, ranking, and token optimization. | 1 star | No one-command install · Source | |
| 58 | 22.557 | repository-intelligence-enginemcp · github-vcs | Enables querying a TypeScript repository's structure (symbols, imports/exports, references) through direct queries, avoiding repetitive grep… | 1 star | No one-command install · Source | |
| 59 | 22.557 | repofindermcp · github-vcs | MCP server that recommends complementary open source tools for a given project and goal, using live GitHub data and model reasoning to explain fit and… | 1 star | No one-command install · Source | |
| 60 | 22.557 | mcp-npm-package-documentationmcp · github-vcs | Retrieves documentation for any npm package by automatically discovering its GitHub repository and returning its README.md content. | 1 star | No one-command install · Source | |
| 61 | 22.557 | byronwade-memoriamcp · github-vcs | Analyzes code dependencies through git forensics to prevent refactoring bugs | 1 star | No one-command install · Source | |
| 62 | 22.557 | agent-guardrailmcp · github-vcs | A runtime gate for coding agents. Blocks the tool calls that wreck a repo (force-push main, rm -rf, secret exfiltration, CI wipe) and lets normal… | 1 star | No one-command install · Source | |
| 63 | 22.557 | mcp-current-repomcp · github-vcs | A proof-of-concept MCP server that scopes GitHub tools to the current repository without filesystem access, using MCP roots to carry the repo… | 1 star | No one-command install · Source | |
| 64 | 22.557 | sourceplane-mcpmcp · github-vcs | Secure multi-source MCP server for reading local, GitHub, GitLab, Bitbucket, and network source code with read-only-by-default access, enabling AI… | 1 star | No one-command install · Source | |
| 65 | 22.557 | mshegolev-harbor-registrymcp · github-vcs | List Harbor projects, repositories, and artifacts; generate storage reports; and clean up untagged images with dry-run support. | 1 star | No one-command install · Source | |
| 66 | 22.557 | github-issue-mcpmcp · github-vcs | Enables AI-powered GitHub issue management by converting natural-language bug reports into structured issues, detecting duplicates via semantic… | 1 star | No one-command install · Source | |
| 67 | 22.557 | nunolima-gitlab-docsmcp · github-vcs | Searchable access to GitLab documentation from multiple repositories with full-text search. | 1 star | No one-command install · Source | |
| 68 | 22.557 | lograftmcp · github-vcs | MCP server that transforms raw log query results into structured incident reports (Markdown, JSON, HTML) with correlation to git commits and tickets. | 1 star | No one-command install · Source | |
| 69 | 22.557 | gitlog-mcpmcp · github-vcs | Give your AI coding agent superpowers over git history — auto-generate changelogs, analyze commits, attribute blame, and draft release notes via MCP… | 1 star | No one-command install · Source | |
| 70 | 22.557 | spokesmcp · github-vcs | Local MCP memory of your GitHub repos for Cursor | 1 star | No one-command install · Source | |
| 71 | 22.557 | onprem-gh-cli-mcp-servermcp · github-vcs | Enables safe, authenticated access to GitHub via local GitHub CLI, providing read-only operations such as listing repositories, issues, and pull… | 1 star | No one-command install · Source | |
| 72 | 22.557 | io-github-jeff-nasseri-mikrotik-mcpmcp · github-vcs | Bridges AI assistants with MikroTik RouterOS devices, enabling natural language management of network configurations, firewall, VLANs, VPNs, and… | 1 star | No one-command install · Source | |
| 73 | 22.557 | safe-fix-mcpmcp · github-vcs | Enables scanning Python repos for dead code and automatically drafting a branch + PR for the safe subset (unused single-name imports) after running… | 1 star | No one-command install · Source | |
| 74 | 22.557 | hg-mcp-servermcp · github-vcs | Enables AI assistants to interact with Mercurial repositories, supporting version control operations like cloning, committing, branching, merging, and… | 1 star | No one-command install · Source | |
| 75 | 22.557 | otamamcp · github-vcs | An MCP server that lets AI assistants safely access local git repositories, with free reads and gated writes requiring explicit confirmation. | 1 star | No one-command install · Source | |
| 76 | 22.557 | gh-review-queue-mcpmcp · github-vcs | MCP server that ranks and deduplicates your GitHub pull request review queue across direct requests, team requests, and your own waiting PRs into a… | 1 star | No one-command install · Source | |
| 77 | 22.557 | mcp-github-tool-evalmcp · github-vcs | Enables users to read and manage GitHub repositories through MCP, with destructive operations gated behind explicit confirmation and dry-run previews. | 1 star | No one-command install · Source | |
| 78 | 22.557 | project-contextmcp · github-vcs | A local, provider-neutral MCP server for repository-scoped issue handling. It provides a guarded interface to Linear, GitHub Issues, GitHub Projects… | 1 star | No one-command install · Source | |
| 79 | 22.557 | engineering-auditmcp · github-vcs | MCP server that enables AI coding assistants to audit repositories against engineering rules, generating self-contained HTML reports with citations… | 1 star | No one-command install · Source | |
| 80 | 22.557 | cyanheads-congress-govmcp · github-vcs | Queries U.S. congressional data including bills, votes, members, committees, CRS reports, and the Congressional Record via the Congress.gov API. | 1 star | No one-command install · Source | |
| 81 | 22.557 | io-github-zw008-vmware-debugmcp · github-vcs | Enables systematic investigation of VMware errors and events by correlating event timelines, ranking root-cause hypotheses, and suggesting next… | 1 star | No one-command install · Source | |
| 82 | 22.557 | frontal-mcp-servermcp · github-vcs | Enables management of GitHub workflows, issue templates, and repository configuration for the Frontal MCP Server project through CI/CD pipelines and… | 1 star | No one-command install · Source | |
| 83 | 22.557 | zzstoatzz-tangledmcp · github-vcs | Manage repositories, branches, and issues on Tangled.org | 1 star | No one-command install · Source | |
| 84 | 22.557 | commit-check-mcpmcp · github-vcs | Enables validation of commit messages, branch names, author info, push safety, and repository state using commit-check rules, accessible as MCP tools. | 1 star | No one-command install · Source | |
| 85 | 22.557 | github-mcp-gatewaymcp · github-vcs | A remote MCP server that gives MCP clients authenticated access to GitHub: repos, issues, pull requests, file contents, and search, over a proper… | 1 star | No one-command install · Source | |
| 86 | 23.374 | sunwood-ai-labs-irismcp · github-vcs | Integrates with Git to provide version control, project management, and code analysis capabilities for TypeScript projects. | 1 fork | No one-command install · Source | |
| 87 | 23.374 | ryanpatrickwhiting-githubmcp · github-vcs | Integrates with GitHub using Octokit to enable repository management, issue tracking, and code analysis. | 1 fork | No one-command install · Source | |
| 88 | 23.374 | namin-livecodemcp · github-vcs | Executes code snippets from GitHub repositories on io.livecode.ch's backend, enabling live code execution across various languages and frameworks… | 1 fork | No one-command install · Source | |
| 89 | 23.374 | mcp-git-explorermcp · github-vcs | Enables Claude to explore and analyze remote Git repositories, providing structured file contents and token estimates. | 1 fork | No one-command install · Source | |
| 90 | 23.374 | kunihiros-uniquitymcp · github-vcs | Analyzes GitHub repositories for code similarities, returning detailed reports in Markdown format | 1 fork | No one-command install · Source | |
| 91 | 23.374 | dictybase-git-summarymcp · github-vcs | Lightweight git commit message summary generator that analyzes repository histories by filtering commits and producing human-readable markdown… | 1 fork | No one-command install · Source | |
| 92 | 23.374 | vengeanceui-mcp-servermcp · github-vcs | Enables AI assistants to browse, search, and retrieve source code of 129 VengeanceUI components from their GitHub repository. | 1 fork | No one-command install · Source | |
| 93 | 23.374 | openshift-installer-checkermcp · github-vcs | Analyzes git repositories to extract installation requirements and validates feasibility against OpenShift/Kubernetes clusters. | 1 fork | No one-command install · Source | |
| 94 | 23.374 | forloop-mcpmcp · github-vcs | Enables AI harnesses to run iterative loops on code repositories with built-in quality evaluations, security gates, and approval workflows for tasks… | 1 fork | No one-command install · Source | |
| 95 | 23.374 | github-mcp-2mcp · github-vcs | Provides four GitHub superpowers (repo-scorecard, compare-repos, commit-heatmap, trending-mcp) as MCP tools with React widgets for repository health… | 1 fork | No one-command install · Source | |
| 96 | 29.013 | geropl-githubmcp · github-vcs | Integrates with GitHub's API to enable repository management, file operations, issue tracking, pull request handling, and workflow automation with… | 1 star · 1 fork | No one-command install · Source | |
| 97 | 29.013 | moikas-fork-paritymcp · github-vcs | Tracks upstream repository changes for Git forks with intelligent priority-based categorization, dependency analysis, and integration planning to help… | 1 star · 1 fork | No one-command install · Source | |
| 98 | 29.013 | github-wiki-mcpmcp · github-vcs | MCP server for managing GitHub wiki pages programmatically, enabling create, read, update, delete, and list operations via git cloning and pushing. | 1 star · 1 fork | No one-command install · Source | |
| 99 | 29.013 | pr-narrator-mcpmcp · github-vcs | Generates commit messages, PR titles and descriptions, and release notes from git changes, with automatic domain detection for appropriate PR… | 1 star · 1 fork | No one-command install · Source | |
| 100 | 29.013 | politwit1984-github-repository-managermcp · github-vcs | Integrates with GitHub's API to automate repository management through natural language commands for creating, updating, and configuring repositories. | 1 star · 1 fork | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.