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 | github-channelsmcp · github-vcs | Streams GitHub webhook events (push, PR, issues, CI) into Claude Code session in real-time, enabling live awareness of repository activity. | No signals yet | No one-command install · Source | |
| 702 | Unranked | dotfiles-mcp-servermcp · github-vcs | Enables LLMs to access and execute custom automation scripts from a dotfiles repository, including tools for JIRA, GitHub, Jenkins, and code review. | No signals yet | No one-command install · Source | |
| 703 | Unranked | copilot-usage-mcpmcp · github-vcs | Exposes GitHub Copilot premium request usage as an MCP tool, providing a breakdown by model and cost. | No signals yet | No one-command install · Source | |
| 704 | Unranked | github-repo-explainer-mcpmcp · github-vcs | Enables AI assistants to access live GitHub repository data without cloning, supporting repo summarization, file explanation, recent changes, and… | No signals yet | No one-command install · Source | |
| 705 | Unranked | mcp-git-commit-generatormcp · github-vcs | Analyzes Git repository changes and generates conventional, context-aware commit messages using the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 706 | 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 | |
| 707 | 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 | |
| 708 | 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 | |
| 709 | 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 | |
| 710 | 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 | |
| 711 | 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 | |
| 712 | Unranked | inkmcp · github-vcs | Deploy and manage applications, databases, domains, and git repos | No signals yet | No one-command install · Source | |
| 713 | 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 | |
| 714 | 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 | |
| 715 | 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 | |
| 716 | 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 | |
| 717 | 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 | |
| 718 | 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 | |
| 719 | 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 | |
| 720 | 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 | |
| 721 | 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 | |
| 722 | 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 | |
| 723 | 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 | |
| 724 | 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 | |
| 725 | 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 | |
| 726 | 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 | |
| 727 | 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 | |
| 728 | 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 | |
| 729 | 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 | |
| 730 | 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 | |
| 731 | 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 | |
| 732 | 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 | |
| 733 | 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 | |
| 734 | 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 | |
| 735 | 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 | |
| 736 | 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 | |
| 737 | 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 | |
| 738 | 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 | |
| 739 | 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 | |
| 740 | 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 | |
| 741 | Unranked | tschoonj-repologymcp · github-vcs | Access package versions and metadata across 120+ package repositories | No signals yet | No one-command install · Source | |
| 742 | Unranked | ray0907-gitmcp · github-vcs | Unified interface for GitHub and GitLab operations | No signals yet | No one-command install · Source | |
| 743 | 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 | |
| 744 | 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 | |
| 745 | 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 | |
| 746 | 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 | |
| 747 | 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 | |
| 748 | Unranked | github30-zennmcp · github-vcs | Automates article publishing from GitHub to Zenn | No signals yet | No one-command install · Source | |
| 749 | 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 | |
| 750 | 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 | |
| 751 | 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 | |
| 752 | 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 | |
| 753 | 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 | |
| 754 | 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 | |
| 755 | 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 | |
| 756 | 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 | |
| 757 | 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 | |
| 758 | 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 | |
| 759 | 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 | |
| 760 | 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 | |
| 761 | 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 | |
| 762 | 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 | |
| 763 | Unranked | actworkflow · github-vcs | Execute GitHub Actions locally using act | No signals yet | No commit datelisted | armory install act --cli claude |
| 764 | Unranked | address-github-commentsskill · github-vcs | Use when you need to address review or issue comments on an open GitHub Pull Request using the gh CLI. | No signals yet | No commit datelisted | armory install address-github-comments --cli claude |
| 765 | Unranked | allow-git-operationsrules · github-vcs | Allow common git operations for version control workflow. Permits git status, diff, add, commit, and push operations while maintaining security by… | No signals yet | No commit datelisted | armory install allow-git-operations --cli claude |
| 766 | Unranked | analyze-issueworkflow · github-vcs | Fetches GitHub issue details to create comprehensive implementation specifications, analyzing requirements and planning structured approach with clear… | No signals yet | No commit datelisted | armory install analyze-issue --cli claude |
| 767 | Unranked | android-clean-architectureskill · github-vcs | Clean Architecture patterns for Android and Kotlin Multiplatform projects — module structure, dependency rules, UseCases, Repositories, and data layer… | No signals yet | No commit datelisted | armory install android-clean-architecture --cli claude |
| 768 | Unranked | auto-git-addhook · github-vcs | Automatically stage modified files with git add after editing. Helps maintain a clean git workflow by staging changes as they're made. | No signals yet | No commit datelisted | armory install auto-git-add --cli claude |
| 769 | Unranked | auto-updateworkflow · github-vcs | Pull the latest ECC repo changes and reinstall the current managed targets. | No signals yet | No commit datelisted | armory install auto-update --cli claude |
| 770 | 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 |
| 771 | 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 |
| 772 | Unranked | bidirectional-syncworkflow · github-vcs | Enable comprehensive bidirectional GitHub-Linear synchronization with conflict resolution | No signals yet | No commit datelisted | armory install bidirectional-sync --cli claude |
| 773 | 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 |
| 774 | Unranked | bulk-import-issuesworkflow · github-vcs | Bulk import GitHub issues to Linear with comprehensive progress tracking and error handling | No signals yet | No commit datelisted | armory install bulk-import-issues --cli claude |
| 775 | Unranked | changelog-generator-2skill · github-vcs | Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits… | No signals yet | No commit datelisted | armory install changelog-generator-2 --cli claude |
| 776 | 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 |
| 777 | Unranked | clean-branchesworkflow · github-vcs | Clean up merged and stale git branches | No signals yet | No commit datelisted | armory install clean-branches --cli claude |
| 778 | Unranked | code-reviewworkflow · github-vcs | Code review of local uncommitted changes or a GitHub PR (pass PR number/URL for PR mode). | No signals yet | No commit datelisted | armory install code-review --cli claude |
| 779 | Unranked | code-reviewer-2skill · github-vcs | Comprehensive code review skill for TypeScript, JavaScript, Python, Swift, Kotlin, Go. Includes automated code analysis, best practice checking… | No signals yet | No commit datelisted | armory install code-reviewer-2 --cli claude |
| 780 | Unranked | commitworkflow · github-vcs | Creates git commits using conventional commit format with appropriate emojis, following project standards and creating descriptive messages that… | No signals yet | No commit datelisted | armory install commit --cli claude |
| 781 | Unranked | commit-2workflow · github-vcs | Create git commits aligned with task completion, maintaining clean version control synchronized with task progress. | No signals yet | No commit datelisted | armory install commit-2 --cli claude |
| 782 | Unranked | commit-3skill · github-vcs | Create commit messages following Sentry conventions. Use when committing code changes, writing commit messages, or formatting git history. Follows… | No signals yet | No commit datelisted | armory install commit-3 --cli claude |
| 783 | Unranked | commit-fastworkflow · github-vcs | Automates git commit process by selecting the first suggested message, generating structured commits with consistent formatting while skipping manual… | No signals yet | No commit datelisted | armory install commit-fast --cli claude |
| 784 | Unranked | commit-guardiansubagent · github-vcs | Pre-commit verification agent that runs 10 automated checks before every git commit. If any check fails, the commit is blocked and the issue is… | No signals yet | No commit datelisted | armory install commit-guardian --cli claude |
| 785 | Unranked | commit-workskill · github-vcs | Create high-quality git commits: review/stage intended changes, split into logical commits, and write clear commit messages (including Conventional… | No signals yet | No commit datelisted | armory install commit-work --cli claude |
| 786 | 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 |
| 787 | Unranked | common-git-workflowrules · github-vcs | Git workflow norms — branching, commit conventions, and merge discipline — agents apply on every repo. | No signals yet | No commit datelisted | armory install common-git-workflow --cli claude |
| 788 | Unranked | common-securityrules · github-vcs | Mandatory pre-commit security checklist — no hardcoded secrets, validated inputs, parameterized queries — applied across languages. | No signals yet | No commit datelisted | armory install common-security --cli claude |
| 789 | 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 |
| 790 | Unranked | conventional-commitshook · github-vcs | Enforce conventional commit message format for all git commits. Validates commit messages follow the pattern: type(scope): description. Supported… | No signals yet | No commit datelisted | armory install conventional-commits --cli claude |
| 791 | Unranked | cpp-coding-standardsskill · github-vcs | C++ coding standards based on the C++ Core Guidelines (isocpp.github.io). Use when writing, reviewing, or refactoring C++ code to enforce modern… | No signals yet | No commit datelisted | armory install cpp-coding-standards --cli claude |
| 792 | Unranked | create-prworkflow · github-vcs | Streamlines pull request creation by handling the entire workflow: creating a new branch, committing changes, formatting modified files with Biome… | No signals yet | No commit datelisted | armory install create-pr --cli claude |
| 793 | Unranked | create-pull-requestworkflow · github-vcs | Provides comprehensive PR creation guidance with GitHub CLI, enforcing title conventions, following template structure, and offering concrete command… | No signals yet | No commit datelisted | armory install create-pull-request --cli claude |
| 794 | Unranked | create-worktreesworkflow · github-vcs | Creates git worktrees for all open PRs or specific branches, handling branches with slashes, cleaning up stale worktrees, and supporting custom branch… | No signals yet | No commit datelisted | armory install create-worktrees --cli claude |
| 795 | Unranked | cross-reference-managerworkflow · github-vcs | Manage cross-platform reference links between GitHub and Linear with integrity checking | No signals yet | No commit datelisted | armory install cross-reference-manager --cli claude |
| 796 | 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 |
| 797 | 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 |
| 798 | 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 |
| 799 | Unranked | do-issueworkflow · github-vcs | Implements GitHub issues with manual review points, following a structured approach with issue number parameter and offering alternative automated… | No signals yet | No commit datelisted | armory install do-issue --cli claude |
| 800 | 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 |
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.