Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 44.256 | shaileshahuja-github-pr-commentsmcp · github-vcs | Integrates with GitHub's Pull Request system to fetch and analyze PR comments with their associated file paths, line ranges, and replies for seamless… | 3 stars · 1 fork | No one-command install · Source | |
| 201 | 44.256 | pr-reviewermcp · github-vcs | Analyzes GitHub pull requests and creates detailed reports in Notion via MCP. | 3 stars · 1 fork | No one-command install · Source | |
| 201 | 44.256 | frstycodes-githubmcp · github-vcs | Integrates with GitHub repositories directly within the Zed editor, enabling code review, issue management, and repository exploration through a… | 3 stars · 1 fork | No one-command install · Source | |
| 201 | 44.256 | kjozsa-gitmcp · github-vcs | Provides Git operations for local repositories, enabling repository management, tag handling, and repository refreshing without direct shell access. | 3 stars · 1 fork | No one-command install · Source | |
| 201 | 44.256 | okdshin-local-gitmcp · github-vcs | Lightweight Git repository management server for local operations using GitPython and Pydantic | 3 stars · 1 fork | No one-command install · Source | |
| 206 | 43.498 | tamarengel-jira-github-mcpmcp · github-vcs | MCP server that integrates Jira and GitHub to automate end-to-end developer workflows, from issue tracking to branches, commits, pull requests, and… | 2 stars · 2 forks | No one-command install · Source | |
| 206 | 43.498 | athapong-argusmcp · github-vcs | Integrates with GitLab repositories to enable automated security assessments, code reviews, and DevOps workflows through repository analysis and file… | 2 stars · 2 forks | No one-command install · Source | |
| 208 | 43.275 | svn-agent-mcpmcp · github-vcs | Enables secure SVN version control operations via MCP, including status, diff, precommit checks, and guarded mutations, with a bundled Windows… | 4 stars | No one-command install · Source | |
| 208 | 43.275 | drift-mcp-servermcp · github-vcs | Enables intent-driven version control on top of Git, turning commits into auditable intents with prompts, AST deltas, and signatures, and providing… | 4 stars | No one-command install · Source | |
| 208 | 43.275 | github-mcp-server-jsmcp · github-vcs | A GitHub MCP server enabling repository, issue, and pull request management through natural language, built on octokit.js and the MCP TypeScript SDK. | 4 stars | No one-command install · Source | |
| 208 | 43.275 | synaptic-sage-gangermcp · github-vcs | Terminal file manager for GitHub starred repositories with ranger-style TUI and MCP tools for AI-assisted organization | 4 stars | No one-command install · Source | |
| 208 | 43.275 | narad-github-agentmcp · github-vcs | Enables AI-powered GitHub interactions including repository analysis, code search, PR reviews, and more through the MCP protocol. | 4 stars | No one-command install · Source | |
| 208 | 43.275 | pr-mcp-servermcp · github-vcs | MCP server to automate Pull Request creation with AI. Analyzes Git branches, generates descriptions, titles, suggests reviewers, and performs code… | 4 stars | No one-command install · Source | |
| 214 | 42.840 | io-github-joshmsimpson-exiftoolmcp · github-vcs | Enables reading, writing, and removing metadata from over 150 file formats using ExifTool, supporting EXIF, IPTC, XMP, GPS, and manufacturer-specific… | 3 forks | No one-command install · Source | |
| 215 | 41.082 | io-github-tom409114-rrdoctormcp · github-vcs | Get your research artifact ready for Artifact Evaluation before the deadline: scan the repo, scaffold the easy fixes, verify the run path, and… | 1 star · 2 forks | No one-command install · Source | |
| 215 | 41.082 | bitbucket-mcp-servermcp · github-vcs | Enables interaction with Bitbucket repositories through the Model Context Protocol, supporting code search, repository management, branch creation… | 1 star · 2 forks | No one-command install · Source | |
| 215 | 41.082 | harshmaur-gitlabmcp · github-vcs | Integrates with GitLab to enable repository management, file operations, issue tracking, and merge request handling using a TypeScript implementation… | 1 star · 2 forks | No one-command install · Source | |
| 215 | 41.082 | climate-triagemcp · github-vcs | Connects to the ClimateTriage API for searching and filtering open source climate change and sustainability issues across GitHub repositories… | 1 star · 2 forks | No one-command install · Source | |
| 215 | 41.082 | astromined-pygithubmcp · github-vcs | Integrates with GitHub's API through PyGithub to enable repository management, issue tracking, and pull request operations with automatic… | 1 star · 2 forks | No one-command install · Source | |
| 220 | 38.412 | yasin-mcpmcp · github-vcs | Provides read-only, structured access to Yasin ecosystem information (project registry, documentation, GitHub state, diagnostics) through the MCP… | 3 stars | No one-command install · Source | |
| 220 | 38.412 | vish288-atlassian-extendedmcp · github-vcs | Extends Atlassian Jira, Confluence, and Bitbucket integration with advanced tools for sprint management, backlog grooming, content operations, and… | 3 stars | No one-command install · Source | |
| 220 | 38.412 | spiderbrainmcp · github-vcs | Enables AI coding agents to query a repository's committed understanding layer—its structure, dependencies, and blast radius—without any setup… | 3 stars | No one-command install · Source | |
| 220 | 38.412 | doc-scout-docscoutmcp · github-vcs | Builds a knowledge graph from GitHub org documentation for AI architecture queries. | 3 stars | No one-command install · Source | |
| 220 | 38.412 | app-anakior-atlas-mindmcp · github-vcs | Atlas Mind MCP server exposes 24 tools to read, write, triage, map, rewind, and audit a knowledge base stored as plain files in a git repository… | 3 stars | No one-command install · Source | |
| 220 | 38.412 | copilot-cowork-msartemmcp · github-vcs | Bridges GitHub Copilot CLI with Microsoft 365 Copilot for terminal-based M365 access. | 3 stars | No one-command install · Source | |
| 220 | 38.412 | adnan-commits-minervamcp · github-vcs | AI-powered research engine that searches the web, processes PDFs, and synthesizes structured reports via MCP. | 3 stars | No one-command install · Source | |
| 220 | 38.412 | gztchan-ossinsightmcp · github-vcs | Queries OSS Insight's public analytics API with 18 tools for GitHub repository trends, contributor statistics, collection analysis, and open-source… | 3 stars | No one-command install · Source | |
| 220 | 38.412 | gh-anthony-maio-cartographmcp · github-vcs | Repository analysis tool that ranks files, maps dependencies, and generates task-specific context. | 3 stars | No one-command install · Source | |
| 220 | 38.412 | gitopia-gitopia-mcp-servermcp · github-vcs | Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos, issues, PRs, labels, releases, bounties, and DAO proposals… | 3 stars | No one-command install · Source | |
| 220 | 38.412 | nguyenvanduocit-gitlabmcp · github-vcs | Provides a bridge to the GitLab API, enabling developers to interact with repositories through standardized tools for project listing, merge request… | 3 stars | No one-command install · Source | |
| 220 | 38.412 | gitpilot-mcpmcp · github-vcs | An autonomous agent that automates GitHub contributions end-to-end, from issue analysis and code changes to pull requests, conflict resolution, and… | 3 stars | No one-command install · Source | |
| 220 | 38.412 | mcp-server-mercurialmcp · github-vcs | Enables AI assistants to interact with Mercurial repositories, supporting status checks, commits, topic-based workflows, and advanced operations like… | 3 stars | No one-command install · Source | |
| 220 | 38.412 | github-releases-mcp-servermcp · github-vcs | Provides tools for accessing, comparing, and analyzing GitHub repository releases with rich formatting and detailed information. | 3 stars | No one-command install · Source | |
| 220 | 38.412 | repository-analyzer-mcp-servermcp · github-vcs | Provides tools for analyzing code repositories, including structure, dependencies, and git history, with special support for Nostr-related projects. | 3 stars | No one-command install · Source | |
| 235 | 38.066 | foaas-mcp-servermcp · github-vcs | A Docker-based MCP server that exposes humorous and explicit FOAAS operations for responding to development scenarios like bug reports, code reviews… | 2 stars · 1 fork | No one-command install · Source | |
| 235 | 38.066 | ssot-mcpmcp · github-vcs | A free, open-source system that indexes multiple Git repositories (e.g., GitHub, GitLab) and enables semantic and lexical search through MCP-capable… | 2 stars · 1 fork | No one-command install · Source | |
| 235 | 38.066 | ceph-analyzer-mcp-servermcp · github-vcs | Enables comprehensive analysis of the Ceph codebase via local repository tools and GitHub API integration, supporting code search, symbol tracking… | 2 stars · 1 fork | No one-command install · Source | |
| 235 | 38.066 | wanadev-mcp-gitlabmcp · github-vcs | Provides full control over GitLab epics, issues, merge requests, pipelines, and more via a conversational interface, with dry-run safety. | 2 stars · 1 fork | No one-command install · Source | |
| 235 | 38.066 | ceshine-git-pr-descriptionmcp · github-vcs | Analyzes Git repository changes to automatically generate contextually relevant pull request descriptions based on commit differences. | 2 stars · 1 fork | No one-command install · Source | |
| 235 | 38.066 | io-github-kevinrabun-gdprshiftleftmcpmcp · github-vcs | Brings GDPR compliance knowledge directly into your IDE, enabling developers to identify and address data protection requirements early in the… | 2 stars · 1 fork | No one-command install · Source | |
| 235 | 38.066 | github30-note-commcp · github-vcs | Integrates with note.com Japanese blogging platform for creating, editing, and retrieving posts | 2 stars · 1 fork | No one-command install · Source | |
| 235 | 38.066 | github30-qiitamcp · github-vcs | Publish articles to Qiita, Japan's largest technical knowledge sharing platform | 2 stars · 1 fork | No one-command install · Source | |
| 235 | 38.066 | flickleafy-github-repo-creatormcp · github-vcs | Automates GitHub repository creation by analyzing local codebases to intelligently generate repository names, descriptions, topics, and licenses based… | 2 stars · 1 fork | No one-command install · Source | |
| 235 | 38.066 | gitbridgemcp · github-vcs | Enables AI assistants to analyze GitHub repositories, including fetching repository details, searching, and retrieving README content. | 2 stars · 1 fork | No one-command install · Source | |
| 235 | 38.066 | akrasia0-stern-philosophical-mentormcp · github-vcs | Provides a philosophical mentor named Stern who combines rationalist thinking, stoic philosophy, and psychological insights with smart contract-based… | 2 stars · 1 fork | No one-command install · Source | |
| 246 | 37.823 | gitdealflow-signalmcp · github-vcs | GitHub-derived engineering acceleration signals for VC deal flow — surface stealth startups before TechCrunch covers them. Weekly-refreshed dataset of… | 2,207 installs | No commit datelisted | No one-command install · Source |
| 247 | 35.443 | atlassian-bitbucket-mcp-servermcp · github-vcs | Enables AI systems to interact with Atlassian Bitbucket Server/Data Center for accessing projects, repositories, branches, files, and managing pull… | 2 forks | No one-command install · Source | |
| 247 | 35.443 | divyanshkushwaha-github-explorermcp · github-vcs | Integrates with GitHub's API to enable repository exploration, code collaboration, and user profile analysis through authenticated data retrieval… | 2 forks | No one-command install · Source | |
| 247 | 35.443 | jehan26-github-repository-inspectormcp · github-vcs | Integrates with GitHub repositories to enable repository searching, issue management, and pull request handling through authenticated API endpoints… | 2 forks | No one-command install · Source | |
| 247 | 35.443 | timbuchinger-github-issuesmcp · github-vcs | Integrates with GitHub's issue tracking system to enable listing and creating issues, facilitating automated issue management and workflow… | 2 forks | No one-command install · Source | |
| 251 | 32.223 | context-fabricmcp · github-vcsalso listed as gh-vikas9793-context-fabric | Automatically captures project state on git commits, detects context drift, and delivers structured token-budgeted briefings to AI agents, ensuring… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | isomorphicmcp · github-vcs | Enables Claude to maintain a team knowledge base stored as markdown in a GitHub repository, with tools for search, edit, linking, and interactive… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | dibsmcp · github-vcs | Coordination for parallel coding agents: TTL file claims stored in the git common dir (visible across all worktrees), enforcement hooks that block… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | ctxpeekmcp · github-vcs | MCP server that fetches documentation from public git repositories at specific versions, enabling AI coding assistants to access up-to-date… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | repository-managermcp · github-vcs | A production-grade MCP server for managing git projects, offering dynamic tool selection and enterprise-grade security. | 2 stars | No one-command install · Source | |
| 251 | 32.223 | release-intelmcp · github-vcs | An MCP server that generates release intelligence from GitHub repository data, correlating commits, pull requests, issues, and contributors between… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | moxie-docs-mcpmcp · github-vcs | Indexes GitHub repositories and provides living documentation context to coding agents, enabling them to ground work in actual repository conventions… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | repopilotmcp · github-vcs | MCP server for auditable repository self-maintenance, turning GitHub issues and failed CI into independently verified pull requests with full audit… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | slim-github-mcpmcp · github-vcs | Enables local models to query GitHub read-only through nine compact tools that return small, capped results, such as repositories, issues, pull… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | duyet-professional-profilemcp · github-vcs | Provides access to Duyet's professional information including CV, GitHub activity, and blog posts, with contact capabilities for collaboration and… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | mshegolev-gitlab-cimcp · github-vcs | Manage GitLab CI/CD pipelines, schedules, merge requests, and repository files via the GitLab API. | 2 stars | No one-command install · Source | |
| 251 | 32.223 | commit-discipline-mcpmcp · github-vcs | An MCP server that enforces disciplined Git workflows by planning coding tasks into small, test-gated commits, ensuring tests pass before staging and… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | worktree-mapmcp · github-vcs | MCP server that visualizes git branch genealogy and worktree locations within a repository, marking the current session position. Supports creating… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | flagrixmcp · github-vcs | Enables AI agents to scan GitHub repositories and user profiles for malware signals before cloning, providing risk verdicts pinned to specific… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | io-github-xfloukiex-lab-road-poneglyphmcp · github-vcs | Enables reviewing plans for unstated assumptions, risks, and blind spots through a structured pre-mortem analysis. | 2 stars | No one-command install · Source | |
| 251 | 32.223 | ai-act-mcpmcp · github-vcs | Enables EU AI Act compliance assessment by classifying AI systems, listing obligations, computing deadlines, and scanning repos for required… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | huntsdesk-ve-gwsmcp · github-vcs | VE Google Workspace MCP. Fork of [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) with 28 authoring-focused… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | inkman97-bitbucket-dcmcp · github-vcs | MCP server for self-hosted Bitbucket Data Center with 17 tools for repository management, branching, and pull request operations. | 2 stars | No one-command install · Source | |
| 251 | 32.223 | muhannad-hash-git-context-mcpmcp · github-vcs | Answers "why does this code exist?" by tracing any line back through the commit, GitHub PR description, and linked issues. Five tools: blame context… | 2 stars | armory install muhannad-hash-git-context-mcp --cli claude | |
| 251 | 32.223 | alexshul-gitlab-localmcp · github-vcs | Manage GitLab merge requests with auto-detection of current branch context, including creation, review, comments, and merging. | 2 stars | No one-command install · Source | |
| 251 | 32.223 | jiseong-choi-commit-message-courtmcp · github-vcs | MCP server that reviews git commit messages and diffs, flags vague descriptions or risky changes, and requests clarification before commit. | 2 stars | No one-command install · Source | |
| 251 | 32.223 | ura-tools-changelogaimcp · github-vcs | AI-powered changelog generator that creates professional release notes from git history. | 2 stars | No one-command install · Source | |
| 251 | 32.223 | zread-mcpmcp · github-vcs | Connects to the Zread.ai documentation platform, enabling AI assistants to read GitHub repository documents, search code, and interact with repository… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | github-auditor-mcp-servermcp · github-vcs | Transforms messy commit histories into clean, secure repositories by scanning for secrets, sanitizing history, and generating professional reports. | 2 stars | No one-command install · Source | |
| 251 | 32.223 | bkalafat-diffpilotmcp · github-vcs | Provides Git workflow tools for code review including diff analysis, PR generation, commit messages, and secret scanning | 2 stars | No one-command install · Source | |
| 251 | 32.223 | git-commit-mcp-servermcp · github-vcs | Enables AI assistants to create conventional Git commits, update changelogs, and optionally push changes to remote repositories. | 2 stars | No one-command install · Source | |
| 251 | 32.223 | shaunie2fly-ndlovu-code-reviewermcp · github-vcs | Combines static analysis with Gemini CLI integration to automatically detect uncommitted JavaScript, TypeScript, and Vue file changes via git diff… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | sanjanaspanda-github-code-reviewmcp · github-vcs | Integrates with GitHub's API to analyze pull requests, detect code patterns and security vulnerabilities, manage reviews and comments, and enforce… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | repository-architecture-mcp-servermcp · github-vcs | Analyzes GitHub and local repositories to automatically generate visual architectural diagrams such as dependency graphs, class diagrams, and data… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | github-url-convertermcp · github-vcs | Converts and validates GitHub URLs between different formats including standard repository URLs, raw file URLs, and other GitHub URL variants with… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | mymadhavyadav07-githubmcp · github-vcs | Integrates with GitHub's API to enable repository management, file operations, branch creation with pull requests, and issue tracking for streamlined… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | thealchemist6-codecompassmcp · github-vcs | Integrates with GitHub repositories and OpenRouter to provide deep codebase analysis, dependency mapping, code refactoring, component extraction, and… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | githubc978mcp · github-vcs | Enables AI interaction with GitHub repositories for managing issues, pull requests, code scanning alerts, and file contents through both read-only and… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | lucky-dersan-gitlabmcp · github-vcs | Integrates with GitLab repositories to enable comprehensive project management including repository operations, multi-file commits with automatic… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | sinstallermcp · github-vcs | Automates installation and containerization of MCP servers from GitHub repositories by analyzing codebases, generating Docker configurations, and… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | vitaliiivanovspryker-package-searchmcp · github-vcs | Enables search for Spryker packages and code across GitHub repositories, allowing developers to quickly locate packages by name/description or find… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | shanksxz-github-repo-contextmcp · github-vcs | Provides a GitHub repository context retrieval tool that enables AI models to access repository structures, file contents, and filtered file lists… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | mikhael-abdallah-azure-revisormcp · github-vcs | Enables automated code review workflows in Azure DevOps by retrieving pull request diffs and creating inline comments using personal access tokens. | 2 stars | No one-command install · Source | |
| 251 | 32.223 | renantrendt-githubmcp · github-vcs | Integrates with GitHub's API to enable repository management, file operations, issue tracking, and code search through natural language conversation… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | github-gistsmcp · github-vcs | Provides a bridge to GitHub Gists for creating, retrieving, updating, listing, and deleting code snippets directly through conversational interfaces. | 2 stars | No one-command install · Source | |
| 292 | 29.013 | omnigit-github-local-git-mcp-servermcp · github-vcsalso listed as omnigit-mcp | Connects AI tools to GitHub and local git repositories, enabling natural language management of issues, PRs, code analysis, and workflows. | 1 star · 1 fork | No one-command install · Source | |
| 292 | 29.013 | cc-delegatemcp · github-vcs | Delegates heavy development tasks from a supervisor to an autonomous worker on a cheaper model via MCP, with isolated git worktrees and… | 1 star · 1 fork | No one-command install · Source | |
| 292 | 29.013 | braincloud-mcp-helpermcp · github-vcs | A local, trustless MCP server that lets AI coding assistants sync brainCloud cloud-code scripts to and from your filesystem and git repo. | 1 star · 1 fork | No one-command install · Source | |
| 292 | 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 | |
| 292 | 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 | |
| 292 | 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 | |
| 292 | 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 | |
| 292 | 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 |
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.