Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | Unranked | codeglance-mcpmcp · github-vcs | Analyzes GitHub repositories using Gemini AI and generates comprehensive documentation including overviews, architecture guides, and file insights… | No signals yet | No one-command install · Source | |
| 702 | Unranked | rog0x-github-analyticsmcp · github-vcs | GitHub repository analytics including repo analysis, PR summaries, issue triage, release notes generation, and contributor statistics. | No signals yet | No one-command install · Source | |
| 703 | Unranked | nextmove-mcpmcp · github-vcs | Analyzes your repository and suggests the next tasks to work on, presented as numbered options with context, enabling immediate action. | No signals yet | No one-command install · Source | |
| 704 | Unranked | fj-mcpmcp · github-vcs | MCP server for Forgejo that exposes tools for pull requests, repositories, and issues, leveraging the local fj CLI. | No signals yet | No one-command install · Source | |
| 705 | Unranked | fabdendev-ghost-writermcp · github-vcs | Scans Git repositories for engineering activity and generates confidentiality-sanitised LinkedIn post drafts. | No signals yet | No one-command install · Source | |
| 706 | Unranked | orcorus-repository-scannermcp · github-vcs | Scans GitHub repositories for security vulnerabilities by cloning, performing static analysis, secret detection, build verification, and AI-powered… | No signals yet | No one-command install · Source | |
| 707 | Unranked | inkmcp · github-vcs | Deploy and manage applications, databases, domains, and git repos | No signals yet | No one-command install · Source | |
| 708 | Unranked | book-crawler-mcpmcp · github-vcs | A server for automated crawling of academic papers and GitHub repositories, downloading PDFs, extracting content, AI-generating Gumroad product… | No signals yet | No one-command install · Source | |
| 709 | Unranked | mcp-release-guardianmcp · github-vcs | Validates release hygiene in local repositories with network-free, read-only tools for checking repo structure, version alignment, and generating… | No signals yet | No one-command install · Source | |
| 710 | Unranked | sbomappmcp · github-vcs | SBOM generation, vulnerability scanning, and dependency analysis for local projects and Git repositories. | No signals yet | No one-command install · Source | |
| 711 | Unranked | picoclaw-mcp-servermcp · github-vcs | Enables browser automation with stealth features, GitHub integration, and persistent opencode repository access through MCP tools. | No signals yet | No one-command install · Source | |
| 712 | Unranked | git-issuer-mcpmcp · github-vcs | Enables AI agents to create GitHub issues on explicitly allow-listed repositories using GitHub App authentication, with input validation, rate… | No signals yet | No one-command install · Source | |
| 713 | Unranked | git-finder-mcpmcp · github-vcs | Enables natural language code search across multiple local Git repositories, allowing users to register projects, search for code, and explore file… | No signals yet | No one-command install · Source | |
| 714 | Unranked | git-project-xray-mcpmcp · github-vcs | Provides AI assistants with progressive code intelligence to explore repository structure, find symbols, and assess the impact of changes using… | No signals yet | No one-command install · Source | |
| 715 | Unranked | gh-pantheon-ladderworks-omni-scannermcp · github-vcs | Codebase observatory with 56+ scanners for git health, architecture, and documentation. | No signals yet | No one-command install · Source | |
| 716 | Unranked | wwwwujl-yuquemcp · github-vcs | Read and write access to Yuque groups, repositories, docs, and table of contents. | No signals yet | No one-command install · Source | |
| 717 | Unranked | codewiki-mcp-servermcp · github-vcs | Enables querying any GitHub, GitLab, or Bitbucket repository and getting AI-generated answers about the codebase, powered by Gemini. | No signals yet | No one-command install · Source | |
| 718 | Unranked | mcp-github-app-servermcp · github-vcs | Provides GitHub App authentication for Git and API operations, enabling temporary token generation for private repository access. | No signals yet | No one-command install · Source | |
| 719 | Unranked | repo-sdk-mcpmcp · github-vcs | Exposes functions to get the current working directory and review git diffs before commit as MCP tools, leveraging Claude Code CLI for diff review. | No signals yet | No one-command install · Source | |
| 720 | Unranked | git-log-mcpmcp · github-vcs | Enables querying git commit history to analyze when and why code changes happened, providing authorship context and diffs for specific modules. | No signals yet | No one-command install · Source | |
| 721 | Unranked | mcp-paguremcp · github-vcs | Enables AI assistants to manage issues, pull requests, and projects on Pagure instances (pagure.io and self-hosted). | No signals yet | No one-command install · Source | |
| 722 | Unranked | acture-mcpmcp · github-vcs | Turns raw engineering signals into narrative reports by exposing GitHub data via MCP, enabling AI agents to generate structured, shareable engineering… | No signals yet | No one-command install · Source | |
| 723 | Unranked | mcp-repo-searchmcp · github-vcs | Clones a Git repo into a temp directory so MCP clients can search and read files from another repo for context. | No signals yet | No one-command install · Source | |
| 724 | Unranked | mcp-github-validatormcp · github-vcs | A server that validates GitHub repositories against configurable rules for React applications, enabling structure, configuration, dependency, and… | No signals yet | No one-command install · Source | |
| 725 | Unranked | opengrok-mcp-servermcp · github-vcs | Query and explore code repositories in OpenGrok directly from VS Code using GitHub Copilot and the Model Context Protocol (MCP). | No signals yet | No one-command install · Source | |
| 726 | Unranked | cerata-mcp-servermcp · github-vcs | Enables hunting and analyzing GitHub repositories, extracting code patterns as live MCP tools (nematocysts) through the Rose Glass perception engine. | No signals yet | No one-command install · Source | |
| 727 | Unranked | git-slimmcp · github-vcs | A token-optimized Git MCP server that reduces context window tokens by 59% while preserving full functionality, enabling AI assistants to interact… | No signals yet | No one-command install · Source | |
| 728 | Unranked | git-repo-briefmcp · github-vcs | MCP server that provides structured briefs for public GitHub repositories, including metadata, key files, release notes, and activity snapshots. | No signals yet | No one-command install · Source | |
| 729 | Unranked | secure-github-opsmcp · github-vcs | Enables safe GitHub automation by queuing write operations for admin approval before execution. | No signals yet | No one-command install · Source | |
| 730 | Unranked | slack-gitlab-digest-model-context-protocol-mcp-servermcp · github-vcs | Summarizes Slack activity and GitLab merge requests with OpenAI to help generate daily standups, weekly reports, or quarterly check-ins. | No signals yet | No one-command install · Source | |
| 731 | Unranked | mcp-server-grfmcp · github-vcs | MCP server for managing Git reference repositories, enabling AI assistants to add, load, and sync reference code from any Git repository. | No signals yet | No one-command install · Source | |
| 732 | Unranked | mergestat-mcpmcp · github-vcs | Enables SQL queries against git repositories via MergeStat, allowing users to analyze commits, authors, and files using natural language. | No signals yet | No one-command install · Source | |
| 733 | Unranked | actions-latest-mcpmcp · github-vcs | Fetches the latest version numbers for popular GitHub Actions from simonw/actions-latest, allowing users to easily check and update workflow versions. | No signals yet | No one-command install · Source | |
| 734 | Unranked | github-webhooks-mcp-servermcp · github-vcs | A Model Context Protocol (MCP) server for managing GitHub webhooks at both organization and repository levels. | No signals yet | No one-command install · Source | |
| 735 | Unranked | yuvarajkaleru-githubmcp · github-vcs | Integrates with GitHub API to list public repositories and retrieve README content for repository discovery and documentation access. | No signals yet | No one-command install · Source | |
| 736 | Unranked | tschoonj-repologymcp · github-vcs | Access package versions and metadata across 120+ package repositories | No signals yet | No one-command install · Source | |
| 737 | Unranked | ray0907-gitmcp · github-vcs | Unified interface for GitHub and GitLab operations | No signals yet | No one-command install · Source | |
| 738 | Unranked | github-pr-review-mcp-servermcp · github-vcs | Comprehensive MCP server for analyzing GitHub pull requests, detecting security vulnerabilities, assessing code quality, and providing risk ratings… | No signals yet | No one-command install · Source | |
| 739 | Unranked | context-file-mcp-servicemcp · github-vcs | Manages AI context files from local directories and GitHub repositories with file watching, tag-based organization, and full-text search. | No signals yet | No one-command install · Source | |
| 740 | Unranked | azure-devops-mcp-server-pythonmcp · github-vcs | Enables AI assistants to interact with Azure DevOps projects, including work items, test results, Git repositories, and dependency analysis via the… | No signals yet | No one-command install · Source | |
| 741 | Unranked | universal-github-mcp-servermcp · github-vcs | A configurable MCP server for managing multiple GitHub repositories, branches, pull requests, and files, with built-in company documentation and… | No signals yet | No one-command install · Source | |
| 742 | Unranked | fs-git-mcpmcp · github-vcs | A Git-enforced filesystem MCP server that integrates git with filesystem operations, enforcing commits on writes, providing reads with history, and… | No signals yet | No one-command install · Source | |
| 743 | Unranked | github30-zennmcp · github-vcs | Automates article publishing from GitHub to Zenn | No signals yet | No one-command install · Source | |
| 744 | Unranked | aimcpmcp · github-vcs | MCP server that distributes tool specifications from GitLab repositories to IDEs, dynamically generating MCP tools and serving files via aimcp://… | No signals yet | No one-command install · Source | |
| 745 | Unranked | mcp-student-leave-copilot-abmcp · github-vcs | Manages student leave requests and approvals, integrated with GitHub Copilot for natural language interaction. | No signals yet | No one-command install · Source | |
| 746 | Unranked | mcp-pr-recommendermcp · github-vcs | Intelligent PR boundary detection and recommendation system that analyzes git changes to generate atomic, logically-grouped pull request suggestions… | No signals yet | No one-command install · Source | |
| 747 | Unranked | local-git-changes-analyzermcp · github-vcs | A FastMCP server for analyzing outstanding local git changes that haven't made their way to GitHub yet. | No signals yet | No one-command install · Source | |
| 748 | Unranked | codesentry-mcpmcp · github-vcs | AI-powered code review assistant that analyzes repositories for security vulnerabilities, performance bottlenecks, and code quality issues through… | No signals yet | No one-command install · Source | |
| 749 | Unranked | code-time-machine-mcp-servermcp · github-vcs | Enables AI assistants like Claude to navigate git repository history, providing insights into code evolution and helping understand legacy systems. | No signals yet | No one-command install · Source | |
| 750 | Unranked | fdionisi-gitingestmcp · github-vcs | Provides direct access to GitHub and GitLab repositories for code exploration, searching, and analysis with intelligent file filtering and support for… | No signals yet | No one-command install · Source | |
| 751 | Unranked | kfischer-okarin-performance-reviewmcp · github-vcs | Integrates with GitHub's API to retrieve and format pull request activity as structured XML output for performance reviews, eliminating manual… | No signals yet | No one-command install · Source | |
| 752 | Unranked | mcp-gitmcp · github-vcs | Enables Git repository interaction and automation via LLMs, providing tools to read, search, and manipulate Git repositories. | No signals yet | No one-command install · Source | |
| 753 | Unranked | oghenetejiriorukpegmail-githubmcp · github-vcs | Bridges GitHub's API with natural language commands, enabling repository creation, content management, and user information retrieval without manual… | No signals yet | No one-command install · Source | |
| 754 | Unranked | gnosis23-findrepomcp · github-vcs | Provides access to GitHub trending repositories with optional language filtering through the findrepo.work API, enabling developers to stay updated on… | No signals yet | No one-command install · Source | |
| 755 | Unranked | alsonwangkhem-githubmcp · github-vcs | Integrates with GitHub's API to enable natural language-driven repository management, issue tracking, and code exploration for streamlined development… | No signals yet | No one-command install · Source | |
| 756 | Unranked | github-and-alphavantage-mcp-servermcp · github-vcs | Enables searching GitHub users and repositories, fetching details, and performing stock market technical analysis via AlphaVantage. | No signals yet | No one-command install · Source | |
| 757 | Unranked | tyler-r-kendrick-secret-agentmcp · github-vcs | Parses local git repositories to generate tool descriptions, create Docker containers, and integrate CodeQL for security analysis, enabling automated… | No signals yet | No one-command install · Source | |
| 758 | Unranked | b1ff-atlassian-bitbucket-dcmcp · github-vcs | Integrates with Atlassian Bitbucket Data Center for repository and code management | No signals yet | No commit datelisted | No one-command install · Source |
| 759 | Unranked | basehub-forumsmcp · github-vcs | Ask any GitHub repository a question. Get source-backed answers. | No signals yet | No commit datelisted | No one-command install · Source |
| 760 | Unranked | bitbucket-server-mcpmcp · github-vcs | Connects AI assistants to Bitbucket Server/Data Center for reviewing pull requests, managing repositories, searching users, and more. | No signals yet | No commit datelisted | No one-command install · Source |
| 761 | Unranked | changelog-hqmcp · github-vcs | Auto-generate changelogs from GitHub PRs with AI-powered categorization and rewriting. | No signals yet | No commit datelisted | No one-command install · Source |
| 762 | Unranked | commitshow-auditmcp · github-vcs | MCP server that scores any public GitHub repository against the commit.show audit rubric. | No signals yet | No commit datelisted | No one-command install · Source |
| 763 | Unranked | connector-githubtestrepomcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 764 | Unranked | curiousbox-ai-prodemcp · github-vcs | Bridges the gap between your codebase and AI coding assistants by providing deep contextual understanding of your repositories. Get AI responses that… | No signals yet | No commit datelisted | No one-command install · Source |
| 765 | Unranked | deepwikimcp · github-vcs | Provides AI assistants with access to GitHub repository documentation and search capabilities for code understanding, architecture exploration, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 766 | Unranked | dev-ai-ecosystem-mcpmcp · github-vcs | Provides AI agents with 6 tools for searching Hugging Face models, GitHub trending repos, analyzing GitHub repositories, fetching dev.to articles… | No signals yet | No commit datelisted | No one-command install · Source |
| 767 | Unranked | donovan-jasper-saplingmcp · github-vcs | Provides structured access to Sapling (sl) version control repositories with built-in safety guardrails. | No signals yet | No commit datelisted | No one-command install · Source |
| 768 | Unranked | epicweb-workshopmcp · github-vcs | AI Assistant Instructor for use in Epic Workshop repos (from EpicReact.dev, EpicWeb.dev, and EpicAI.pro) | No signals yet | No commit datelisted | No one-command install · Source |
| 769 | Unranked | gitmcp · github-vcs | <!-- mcp-name: io.github.modelcontextprotocol/server-git --> | No signals yet | No commit datelisted | No one-command install · Source |
| 770 | Unranked | git-auto-commitmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 771 | Unranked | githubmcp · github-vcs | Connect your AI agents to GitHub — manage repos, issues, PRs, workflows, and more | No signals yet | No commit datelisted | No one-command install · Source |
| 772 | Unranked | github-2mcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 773 | Unranked | github-checkout-commit-toolsmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 774 | Unranked | github-commcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 775 | Unranked | github-com-d892d6d7-d-d0o-ccmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 776 | Unranked | github-com-x-d892d6d7-d-d0o-ccmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 777 | Unranked | github-enterprise-mcpmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 778 | Unranked | github-enterprise-mcp-containerelicmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 779 | Unranked | github-mcp-bridgemcp · github-vcs | Enables write-capable GitHub operations on allowed repositories, including file management, branches, commits, and pull requests. | No signals yet | No commit datelisted | No one-command install · Source |
| 780 | Unranked | github-officialmcp · github-vcs | GitHub's official MCP Server. Interact with GitHub repositories, issues, pull requests, and more directly from Claude. | No signals yet | No commit datelisted | No one-command install · Source |
| 781 | Unranked | github-pr-mcpmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 782 | Unranked | github-repo-mcpmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 783 | Unranked | github-repos-manager-mcpmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 784 | Unranked | github-starsmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 785 | Unranked | gitlab-ai-mcp-servermcp · github-vcs | Connects AI coding assistants to GitLab instances, enabling project and issue management, merge request reviews, CI/CD inspection, repository… | No signals yet | No commit datelisted | No one-command install · Source |
| 786 | Unranked | gitlab-mr-mcpmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 787 | Unranked | history-to-skillmcp · github-vcs | Turns GitHub repository history into a cited maintainer skill for coding agents, providing tools to collect evidence, query the knowledge graph, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 788 | Unranked | knowledgehub-mobile-capturemcp · github-vcs | Enables a secure append-only write service for mobile ChatGPT captures, storing text, voice transcriptions, and attachments as new files in a private… | No signals yet | No commit datelisted | No one-command install · Source |
| 789 | Unranked | local-git-mcp-servermcp · github-vcs | A Model Context Protocol server for interacting with Git repositories, extending mcp_server_git with custom tools to list repository directories and… | No signals yet | No commit datelisted | No one-command install · Source |
| 790 | Unranked | mcp-commit-storymcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 791 | Unranked | mcp-find-similar-github-issuesmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 792 | Unranked | mcp-fleet-workermcp · github-vcs | Spawn headless OpenCode workers on cheap models to delegate expensive tool-using tasks to a fleet of parallel workers with isolated git worktrees. | No signals yet | No commit datelisted | No one-command install · Source |
| 793 | Unranked | mcp-git-managermcp · github-vcs | An MCP server that gives AI agents git repository access: status, log, diff, branch, commit, push, pull, tag, stash, remotes — 24 tools, zero… | No signals yet | No commit datelisted | No one-command install · Source |
| 794 | Unranked | mcp-githubmcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 795 | Unranked | mcp-github-2mcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 796 | Unranked | mcp-github-3mcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 797 | Unranked | mcp-github-4mcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 798 | Unranked | mcp-github-mappermcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 799 | Unranked | mcp-github-pr-reviewermcp · github-vcs | This server enables AI agents to delegate GitHub pull request diffs for automated security auditing, returning structured vulnerability and… | No signals yet | No commit datelisted | No one-command install · Source |
| 800 | Unranked | mcp-github-project-managermcp · github-vcs | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | 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.