Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 70.534 | code-expert-mcp-servermcp · github-vcs | Analyzes codebases from local directories, GitHub, and Azure DevOps, providing intelligent context to AI coding assistants through repository… | 4 stars · 8 forks | No one-command install · Source | |
| 102 | 70.328 | wangkanai-devops-enhancedmcp · github-vcs | Integrates with Azure DevOps to provide work item management, repository access, build pipeline operations, and pull request handling with automatic… | 12 stars · 4 forks | No one-command install · Source | |
| 102 | 70.328 | marduk191-qwen3-toolkitmcp · github-vcs | Comprehensive toolkit providing 80+ tools across file operations, command execution, git management, web search, memory persistence, planning, and… | 12 stars · 4 forks | No one-command install · Source | |
| 104 | 70.210 | hieuchaydi-decisiongraphmcp · github-vcs | Engineering decision memory system capturing decisions from GitHub, Slack, Jira, and Git with pre-change guardrails. | 16 stars · 2 forks | No one-command install · Source | |
| 105 | 70.060 | danielavdar-dev-kitmcp · github-vcs | Transforms any codebase into a secure development environment with scoped file operations, Git repository management, Makefile execution, and code… | 6 stars · 7 forks | No one-command install · Source | |
| 105 | 70.060 | pars-doe-autodocumentmcp · github-vcs | Automatically generates documentation, test plans, and code reviews for software repositories through a bottom-up analysis approach that respects… | 6 stars · 7 forks | No one-command install · Source | |
| 107 | 69.986 | missionsquad-githubmcp · github-vcs | Integrates with GitHub's API to enable repository operations, file management, issue tracking, and code search directly within conversations through… | 10 stars · 6 forks | No one-command install · Source | |
| 108 | 69.000 | gh-costajohnt-oss-autopilotmcp · github-vcs | Tracks open source pull requests across GitHub, alerts on items needing attention, and helps respond to maintainer feedback. | 12 stars · 3 forks | No one-command install · Source | |
| 108 | 69.000 | aktsmm-skill-ninjamcp · github-vcs | Enables discovery, installation, and management of reusable agent skills from GitHub repositories with a curated skill index and workspace analysis… | 12 stars · 3 forks | No one-command install · Source | |
| 110 | 68.715 | safx-backlogmcp · github-vcs | Integrates with Backlog project management platform to provide issue tracking, project metadata retrieval, user management, and file operations across… | 14 stars · 2 forks | No one-command install · Source | |
| 111 | 68.509 | cyanheads-githubmcp · github-vcs | Integrates with GitHub's API to enable repository management, code manipulation, issue tracking, and pull request handling for streamlined development… | 8 stars · 6 forks | No one-command install · Source | |
| 112 | 68.063 | nomagicln-harbormcp · github-vcs | Enables AI systems to manage Harbor container registry resources including projects, repositories, tags, and Helm charts for streamlined DevOps… | 7 stars · 6 forks | No one-command install · Source | |
| 113 | 67.900 | winfunc-gitctxmcp · github-vcs | Provides GitHub repository context and code navigation tools including file tree exploration, code search, blame information, diff viewing, and commit… | 13 stars · 2 forks | No one-command install · Source | |
| 114 | 67.544 | kazuph-github-pera1mcp · github-vcs | Connects to GitHub repositories, enabling natural language queries about code structure, dependencies, and development history. | 6 stars · 6 forks | No one-command install · Source | |
| 115 | 67.301 | github-code-searchmcp · github-vcs | Search millions of public GitHub repositories for real-world code patterns and implementation examples. Discover how developers use specific libraries… | 3,991 installs | No commit datelisted | No one-command install · Source |
| 116 | 67.151 | timoconnellaus-iterm-worktreemcp · github-vcs | Automates git worktree management with iTerm2 integration, creating isolated feature branches in dedicated terminal sessions and safely cleaning up… | 12 stars · 2 forks | No one-command install · Source | |
| 117 | 66.893 | mlorentedev-hivemcp · github-vcs | On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token savings), full-text and ranked search, health checks, auto git commit… | 10 stars · 3 forks | No one-command install · Source | |
| 118 | 66.877 | nicobailon-code-summarizermcp · github-vcs | Enables code repository analysis with Gemini Flash 2.0, providing customizable file and directory summarization that respects .gitignore rules for… | 5 stars · 6 forks | No one-command install · Source | |
| 119 | 66.258 | x-lab2017-open-diggermcp · github-vcs | Provides access to OpenDigger's open-source metrics data for analyzing project health, contributor influence, and community dynamics through a… | 8 stars · 5 forks | No one-command install · Source | |
| 119 | 66.258 | kaiyuanxiaobing-atomgit-mcp-servermcp · github-vcs | Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more. | 8 stars · 5 forks | No one-command install · Source | |
| 121 | 65.698 | starghlistmcp · github-vcs | MCP server to manage your GitHub starred repositories and lists | 14 stars · 1 fork | No one-command install · Source | |
| 122 | 65.543 | tosin2013-github-pages-docsmcp · github-vcs | Automates GitHub Pages documentation deployment by analyzing repositories, recommending static site generators like Jekyll, Hugo, or MkDocs… | 9 stars · 3 forks | No one-command install · Source | |
| 123 | 65.223 | phialsbasement-github-plusmcp · github-vcs | Integrates with GitHub's API to streamline repository management, code operations, and issue tracking for developers and teams. | 8 stars · 4 forks | No one-command install · Source | |
| 124 | 65.043 | forgejo-mcpmcp · github-vcs | A Model Context Protocol (MCP) server for Forgejo and Gitea instances, enabling AI assistants to interact with repositories, issues, pull requests… | 10 stars · 2 forks | No one-command install · Source | |
| 124 | 65.043 | manfye-datagovmymcp · github-vcs | Integrates with Malaysia's official government data through data.gov.my API and GitHub metadata repository to enable discovery, exploration, and… | 10 stars · 2 forks | No one-command install · Source | |
| 126 | 64.883 | argus-mcpmcp · github-vcs | Enables AI-powered, zero-trust code review with multiple models, supporting single files, git diffs, and multiple files, with security, performance… | 13 stars · 1 fork | No one-command install · Source | |
| 127 | 63.896 | lileeei-git-toolsmcp · github-vcs | Integrates with Git to enable version control operations, repository management, and change tracking for collaborative development environments. | 8 stars · 3 forks | No one-command install · Source | |
| 127 | 63.896 | theoklitosbam7-git-commit-generatormcp · github-vcs | Generates conventional commit messages from staged git changes by analyzing diffs and file status to create properly formatted commits with optional… | 8 stars · 3 forks | No one-command install · Source | |
| 129 | 63.439 | normal-coder-giteemcp · github-vcs | Integrates with Gitee repositories to enable repository creation, code management, issue tracking, and pull request workflows using a simple… | 7 stars · 4 forks | No one-command install · Source | |
| 130 | 62.111 | jxnl-cursor-cloud-agentmcp · github-vcs | Integrates with Cursor's Cloud Agents API for automated repository management, code generation, task monitoring, and PR creation across multiple… | 7 stars · 3 forks | No one-command install · Source | |
| 131 | 62.046 | io-github-wmarceau-md-to-pdfmcp · github-vcs | Converts markdown files into professional PDF documents with automatic table of contents and interactive navigation. | 8 stars · 2 forks | No one-command install · Source | |
| 131 | 62.046 | lspace-io-lspacemcp · github-vcs | Transforms Git repositories into searchable knowledge bases through automated document processing, timeline tracking, and semantic search capabilities… | 8 stars · 2 forks | No one-command install · Source | |
| 131 | 62.046 | git-commit-aidermcp · github-vcs | Enables AI to make Git commits on behalf of users, automatically tracking AI contributions by appending '(aider)' to committer names for codebase… | 8 stars · 2 forks | No one-command install · Source | |
| 134 | 61.934 | countbeanmcp · github-vcs | MCP server for Beancount plain-text accounting: turns plain English into double-entry transactions, runs bean-check, and commits each change to git so… | 17 stars | No one-command install · Source | |
| 135 | 61.362 | saidsef-github-pr-issue-analysermcp · github-vcs | Integrates with GitHub's API to automate pull request analysis, issue management, and repository operations directly from desktop language models. | 6 stars · 4 forks | No one-command install · Source | |
| 136 | 60.262 | hefestoaimcp · github-vcs | Pre-commit code quality guardian that detects semantic drift in AI-generated code. | 7 stars · 2 forks | No one-command install · Source | |
| 136 | 60.262 | davidorex-git-forensicsmcp · github-vcs | Provides deep git repository analysis tools for branch overview, time period examination, and merge recommendations to optimize development workflows. | 7 stars · 2 forks | No one-command install · Source | |
| 138 | 59.029 | stigmergymcp · github-vcs | Stigmergy is an MCP server that captures knowledge from Slack and CLI into a markdown git repository. It answers questions with verifiable citations… | 8 stars · 1 fork | No one-command install · Source | |
| 138 | 59.029 | bobby-cell-commits-open-brainmcp · github-vcs | Personal knowledge graph with 16 MCP tools. Auto-links, deduplicates, tracks themes, and synthesizes. | 8 stars · 1 fork | No one-command install · Source | |
| 140 | 58.969 | mcp-playbook-servermcp · github-vcs | Manages project documentation and saves conversation logs within a target project directory, providing tools for creating specs, ADRs, changelogs… | 4 stars · 4 forks | No one-command install · Source | |
| 141 | 58.185 | sdiamante13-learning-hourmcp · github-vcs | Generates structured 60-minute technical practice sessions for software development teams using the 4C Learning Model by analyzing GitHub repositories… | 6 stars · 2 forks | No one-command install · Source | |
| 141 | 58.185 | loglm-github-repo-browsermcp · github-vcs | Integrates with the GitHub API to provide file browsing, content retrieval, and directory navigation capabilities for analyzing and accessing… | 6 stars · 2 forks | No one-command install · Source | |
| 143 | 57.754 | tatn-unified-diff-generatormcp · github-vcs | Generates unified diffs between text strings with 3 lines of context, enabling precise comparison and analysis for version control and code review… | 3 stars · 4 forks | No one-command install · Source | |
| 144 | 57.364 | gitlab-mcp-server-2mcp · github-vcs | Enables AI assistants to interact seamlessly with self-hosted GitLab instances, supporting repository operations, issue management, merge requests… | 5 stars · 3 forks | No one-command install · Source | |
| 144 | 57.364 | razorback16-git-repo-browsermcp · github-vcs | Integrates with Git repositories to provide efficient, deterministic access for retrieving directory structures and file contents without local… | 5 stars · 3 forks | No one-command install · Source | |
| 144 | 57.364 | peterparker57-project-hubmcp · github-vcs | Integrates local project management with GitHub repositories, enabling streamlined version control, automated commits, and multi-account support for… | 5 stars · 3 forks | No one-command install · Source | |
| 147 | 57.245 | devjoaocastro-continuummcp · github-vcs | Local-first developer memory system that captures coding context from git commits with temporal decay and cross-project learning. | 7 stars · 1 fork | No one-command install · Source | |
| 148 | 56.206 | peterj-git-prmcp · github-vcs | Provides Git repository management and GitHub pull request automation through dual workflows for analyzing existing repositories and creating complete… | 2 stars · 4 forks | No one-command install · Source | |
| 149 | 55.515 | github-mcp-servermcp · github-vcs | Enables AI agents to manage GitHub repositories, branches, issues, pull requests, releases, and actions through natural language. | 5 stars · 2 forks | No one-command install · Source | |
| 149 | 55.515 | agudulin-infomatemcp · github-vcs | Fetches and summarizes curated tech news from infomate.club/vas3k by parsing HTML content to extract articles from multiple feeds like Hacker News… | 5 stars · 2 forks | No one-command install · Source | |
| 149 | 55.515 | metoro-githubmcp · github-vcs | Integrates with GitHub's API to enable natural language-driven repository management, code manipulation, and issue tracking for streamlined… | 5 stars · 2 forks | No one-command install · Source | |
| 152 | 55.168 | jellythomas-atlassian-with-bitbucketmcp · github-vcs | Fork of mcp-atlassian adding Bitbucket support alongside Jira and Confluence for issue management, content creation, and repository operations. | 6 stars · 1 fork | No one-command install · Source | |
| 152 | 55.168 | mcp-github-readermcp · github-vcs | A lightweight MCP server for bringing GitHub repositories into context for large language models, enabling repository analysis, file access, and… | 6 stars · 1 fork | No one-command install · Source | |
| 154 | 54.833 | codeweave-mcpmcp · github-vcs | CodeWeave enables AI coding clients to inspect, edit, and validate a configured Git repository with tools for context, fetching, patching, and task… | 9 stars | No one-command install · Source | |
| 155 | 53.985 | m-nash-pr-copilotmcp · github-vcs | Monitors GitHub pull requests with automated state machine-driven CI checks, review comment handling, merge conflict detection, and TUI dashboard… | 4 stars · 3 forks | No one-command install · Source | |
| 155 | 53.985 | zach-snell-bitbucketmcp · github-vcs | Go-based Bitbucket Cloud integration with dual CLI and server modes for managing repositories, pull requests, pipelines, and source code. | 4 stars · 3 forks | No one-command install · Source | |
| 155 | 53.985 | nikhil-patil-ri-github-oauthmcp · github-vcs | Integrates with GitHub's OAuth system to enable secure access and management of repositories, issues, and code for automated development workflows and… | 4 stars · 3 forks | No one-command install · Source | |
| 158 | 53.790 | davidorex-git-file-forensicsmcp · github-vcs | Provides deep git file-level forensics capabilities for tracking versions, analyzing diffs, examining commit contexts, and evaluating semantic changes… | 1 star · 4 forks | No one-command install · Source | |
| 159 | 52.498 | kindrat86-vc-deal-flow-signalmcp · github-vcs | Startup engineering acceleration signals for investors tracking commit velocity and contributor growth. | 5 stars · 1 fork | No one-command install · Source | |
| 159 | 52.498 | heruujoko-github-reviewmcp · github-vcs | Integrates with GitHub's API to enable pull request analysis, code review operations, file change tracking, commit history retrieval, and automated… | 5 stars · 1 fork | No one-command install · Source | |
| 159 | 52.498 | automatelab-content-distributionmcp · github-vcs | Publishes content simultaneously to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, and Medium. | 5 stars · 1 fork | No one-command install · Source | |
| 159 | 52.498 | onamfc-github-integrationmcp · github-vcs | Integrates with GitHub's REST API through 129 tools covering repository management, issue tracking, pull requests, GitHub Actions, webhooks… | 5 stars · 1 fork | No one-command install · Source | |
| 159 | 52.498 | gourav221b-github-pull-requestmcp · github-vcs | Retrieves detailed GitHub pull request information including files, diffs, comments, and reviews for code review assistance, PR summarization, or… | 5 stars · 1 fork | No one-command install · Source | |
| 159 | 52.498 | parassolanki-githubmcp · github-vcs | Integrates with GitHub's API to enable repository management, code manipulation, and issue tracking for streamlined development workflows. | 5 stars · 1 fork | No one-command install · Source | |
| 165 | 52.135 | io-github-domdomegg-time-mcp-pypimcp · github-vcs | Provides the current UTC date and time in RFC 3339 format. | 4 stars · 2 forks | No one-command install · Source | |
| 165 | 52.135 | piyushgiitian-github-enterprisemcp · github-vcs | Integrates with GitHub's API to enable natural language-driven repository management, code manipulation, and issue tracking for streamlined… | 4 stars · 2 forks | No one-command install · Source | |
| 167 | 51.401 | github-pr-context-mcpmcp · github-vcs | Retrieves historical pull request context from GitHub repositories and provides it to IDE agents for reasoning, review, and code generation without… | 7 stars | No one-command install · Source | |
| 167 | 51.401 | piiiico-proof-of-commitmentmcp · github-vcs | Supply chain risk scoring for npm, PyPI, Cargo, and Go. 9 tools. Behavioral signals. | 7 stars | No one-command install · Source | |
| 169 | 50.895 | javimaligno-bitbucketmcp · github-vcs | Comprehensive Bitbucket API integration with tools for repositories, pull requests, pipelines, branches, commits, deployments, and webhooks. | 2 stars · 3 forks | No one-command install · Source | |
| 169 | 50.895 | rupeebw-security-scannermcp · github-vcs | Performs comprehensive security analysis of code repositories by detecting exposed secrets, vulnerabilities, dependency issues, and configuration… | 2 stars · 3 forks | No one-command install · Source | |
| 169 | 50.895 | adamrtalbot-nextflowmcp · github-vcs | Streamlines Nextflow development by providing tools for building, testing, and executing pipelines directly from local repositories. | 2 stars · 3 forks | No one-command install · Source | |
| 169 | 50.895 | chris-miaskowski-gitlabmcp · github-vcs | Integrates with GitLab repositories to enable searching, file management, issue creation, merge requests, forking, and branch creation through Node.js… | 2 stars · 3 forks | No one-command install · Source | |
| 169 | 50.895 | highlight-github-pull-request-diffmcp · github-vcs | Integrates with GitHub's Pull Request API to extract diff content, enabling automated code review and analysis workflows. | 2 stars · 3 forks | No one-command install · Source | |
| 174 | 49.325 | quiltmcp · github-vcs | Quilt gives every AI agent line-level authorship in a shared Git checkout, so multiple agents work in one repo, and each commits only its own lines… | 6 stars | No one-command install · Source | |
| 174 | 49.325 | agentxflowmcp · github-vcs | Enables multiple AI coding agents to collaborate on the same Git repository without conflicts through isolated worktrees, file locking, automated test… | 6 stars | No one-command install · Source | |
| 174 | 49.325 | organisation-mdmcp · github-vcs | Turns any GitHub repository into your organisation's persistent context layer, enabling AI agents to read, search, and propose updates via pull… | 6 stars | No one-command install · Source | |
| 174 | 49.325 | mcp-senado-federalmcp · github-vcs | Enables AI assistants to query Brazilian Senate data including senators, bills, voting records, committees, and plenary sessions through natural… | 6 stars | No one-command install · Source | |
| 174 | 49.325 | codecov-mcp-server-2mcp · github-vcsalso listed as egulatee-codecov | Enables querying Codecov coverage data including file, commit, repository, and pull request coverage. | 6 stars | No one-command install · Source | |
| 180 | 49.118 | adityasugandhi-skillsyncmcp · github-vcs | Security-gated skill management server that scans GitHub repositories against 60+ threat patterns before allowing installation to Claude Code and… | 4 stars · 1 fork | No one-command install · Source | |
| 180 | 49.118 | wanzunz-github-graphql-apimcp · github-vcs | Provides direct access to GitHub's GraphQL API for querying repositories, issues, pull requests, and schema documentation with secure authentication… | 4 stars · 1 fork | No one-command install · Source | |
| 180 | 49.118 | simple-merge-review-mcpmcp · github-vcs | Provides lightweight Git merge analysis with quick overviews of changes, file lists, and branch status without complex conflict checks. | 4 stars · 1 fork | No one-command install · Source | |
| 183 | 48.479 | sunwood-ai-labs-aira-gitmcp · github-vcs | Integrates with Git repositories to enable Gitflow workflows. | 1 star · 3 forks | No one-command install · Source | |
| 184 | 47.273 | gh-attachmcp · github-vcs | Enables AI applications to upload images and videos to GitHub issues, pull requests, and comments through the Model Context Protocol. | 3 stars · 2 forks | No one-command install · Source | |
| 184 | 47.273 | keepgoing-dev-mcp-servermcp · github-vcs | Project memory for AI coding sessions. Auto-captures checkpoints on git commits, branch switches, and inactivity, then provides re-entry briefings so… | 3 stars · 2 forks | No one-command install · Source | |
| 184 | 47.273 | nextdrive-github-action-triggermcp · github-vcs | Enables GitHub Actions integration for triggering workflows, fetching action details, and retrieving repository releases through authenticated API… | 3 stars · 2 forks | No one-command install · Source | |
| 184 | 47.273 | git-context-mcpmcp · github-vcs | Provides AI coding agents with structured Git repository context including project state, code structure, activity, and risk analysis without… | 3 stars · 2 forks | No one-command install · Source | |
| 184 | 47.273 | platform-eng-copilotmcp · github-vcs | Enables platform engineering workflows via GitHub Copilot, including creating repositories from templates and provisioning Azure deployment… | 3 stars · 2 forks | No one-command install · Source | |
| 189 | 46.654 | shehata-mcp-servermcp · github-vcs | Shehata Git MCP enables coding agents to perform policy-checked Git operations (stage, commit, pull, push) on repositories pinned to specific GitHub… | 5 stars | No one-command install · Source | |
| 189 | 46.654 | bitbemol-secondbrainmcp · github-vcs | Local Markdown note vault and PDF reference library with Git auto-commit, full-text search, image-based PDF reading, and soft deletes. | 5 stars | No one-command install · Source | |
| 189 | 46.654 | matrixscrollmcp · github-vcs | A trust-first repository copilot to audit signed commit provenance, preview editor configuration safety, and manage Git hook rollouts. | 5 stars | No one-command install · Source | |
| 189 | 46.654 | gitstandupmcp · github-vcsalso listed as muba00-gitstandup | Generates daily standup notes from your git commits across multiple repositories using AI. | 5 stars | No one-command install · Source | |
| 189 | 46.654 | zymaio-giteemcp · github-vcs | Integrates with Gitee's API to provide repository management, issue tracking, pull request workflows, and user management with robust error handling. | 5 stars | No one-command install · Source | |
| 189 | 46.654 | mattyatea-git-conflictmcp · github-vcs | Streamlines Git merge conflict resolution by providing structured tools for identifying conflicted files, reading conflict content, and marking… | 5 stars | No one-command install · Source | |
| 196 | 44.256 | lawp09-bitbucket-mcpmcp · github-vcs | Bitbucket API integration for repositories and pull requests. | 3 stars · 1 fork | No one-command install · Source | |
| 196 | 44.256 | proofdrop-mcpmcp · github-vcs | Enables AI agents to upload temporary public review artifacts (screenshots, screen recordings) to Neon Storage and obtain shareable URLs for use in… | 3 stars · 1 fork | No one-command install · Source | |
| 196 | 44.256 | detailobsessed-efficient-gitlabmcp · github-vcs | Token-efficient GitLab management with progressive disclosure for ~90% token savings | 3 stars · 1 fork | No one-command install · Source | |
| 196 | 44.256 | fossick-mcpmcp · github-vcs | Enables AI agents to prospect across GitHub, PyPI, and npm, searching repositories, packages, and code patterns with read-only tools. | 3 stars · 1 fork | No one-command install · Source | |
| 196 | 44.256 | miliariadnane-javaconfmcp · github-vcs | Provides access to Java conference information by parsing GitHub-hosted markdown files, enabling filtering by year to discover upcoming events, track… | 3 stars · 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.