Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 99.940 | github-mcpmcp · github-vcs | Use when an agent needs to operate GitHub natively (create issues and PRs, read and search repositories, and inspect commits) instead of shelling out… | 32,663 stars · 4,883 forks · passed install test | armory install github-mcp --cli claude | |
| 2 | 99.855 | idosal-git-mcpmcp · github-vcs | Transform any GitHub project (repositories or GitHub pages) into a documentation hub. Allows AI tools like Cursor to access up-to-date documentation… | 8,429 stars · 747 forks · passed install test | No one-command install · Source | |
| 3 | 99.554 | yamadashy-repomixmcp · github-vcs | Package codebases into AI-friendly single files with intelligent code structure preservation and token optimization. | 28,161 stars · 1,509 forks · 1 mention | No one-command install · Source | |
| 4 | 99.337 | pocketflow-tutorialmcp · github-vcs | Turns GitHub repositories into easy tutorials with AI | 12,680 stars · 1,450 forks | No one-command install · Source | |
| 5 | 99.132 | repowisemcp · github-vcs | Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine… | 7,047 stars · 743 forks | No one-command install · Source | |
| 6 | 98.822 | sourcebot-dev-sourcebotmcp · github-vcs | Enables code search across multiple repository hosts including GitHub, GitLab, Gitea, Gerrit, and Bitbucket with advanced filtering options for… | 3,927 stars · 364 forks | No one-command install · Source | |
| 7 | 98.478 | zereight-gitlabmcp · github-vcs | Integrates with GitLab's API to enable repository management, issue tracking, merge request handling, and file operations for automated development… | 1,940 stars · 349 forks | No one-command install · Source | |
| 8 | 98.196 | nx-consolemcp · github-vcs | Exposes monorepo workspace architecture, generators, tasks, and documentation to language models | 1,412 stars · 245 forks | No one-command install · Source | |
| 9 | 98.114 | io-github-svnscha-mcp-windbgmcp · github-vcs | Bridges AI models with WinDbg for crash dump analysis and remote debugging. | 1,554 stars · 153 forks | No one-command install · Source | |
| 10 | 97.903 | gitkrakenmcp · github-vcs | Git CLI with integrated MCP server for GitHub, GitLab, Bitbucket, Azure DevOps, and Jira | 452 stars · 356 forks | No one-command install · Source | |
| 11 | 97.752 | regenrek-deepwiki-markdown-convertermcp · github-vcs | Converts DeepWiki repositories into well-formatted Markdown, maintaining links between pages while removing headers, footers, navigation elements, and… | 1,383 stars · 81 forks | No one-command install · Source | |
| 12 | 97.401 | bgauryy-octocodemcp · github-vcs | Integrates with GitHub CLI and npm to provide repository analysis, code discovery, file exploration, commit history tracking, and package metadata… | 921 stars · 75 forks | No one-command install · Source | |
| 13 | 96.633 | tiberriver256-azure-devopsmcp · github-vcs | Integrates with Azure DevOps to enable AI-driven management of projects, work items, repositories, pull requests, branches, and pipelines for enhanced… | 384 stars · 126 forks | No one-command install · Source | |
| 14 | 95.614 | adhikasp-mcp-git-ingestmcp · github-vcs | Fetch and analyze git repository structures and contents. | 312 stars · 43 forks | No one-command install · Source | |
| 15 | 95.408 | nulab-backlogmcp · github-vcs | Integrates with Backlog project management platform to enable direct management of projects, issues, wikis, git repositories, pull requests, and… | 235 stars · 69 forks | No one-command install · Source | |
| 16 | 95.286 | cyanheads-gitmcp · github-vcs | Integrates with Git repositories using simple-git to enable core version control operations like cloning, committing, and branch management. | 239 stars · 56 forks | No one-command install · Source | |
| 17 | 94.897 | awesome-copilotmcp · github-vcs | Stores Copilot customizations from the Awesome Copilot repository. | 196 stars · 63 forks | No one-command install · Source | |
| 18 | 94.701 | context-hub-generatormcp · github-vcs | PHP-based tool for generating structured documentation from files, repositories, diffs, and URLs through a modular architecture with powerful… | 341 stars · 21 forks | No one-command install · Source | |
| 19 | 94.664 | kooshi-sharptoolsmcp · github-vcs | Provides Roslyn-powered C# codebase analysis and modification with surgical member additions, fuzzy FQN matching, source resolution from multiple… | 222 stars · 36 forks | No one-command install · Source | |
| 20 | 94.528 | repomappermcp · github-vcs | Generates intelligent repository maps and code navigation by analyzing source code definitions, references, and relationships using Tree-sitter… | 200 stars · 40 forks | No one-command install · Source | |
| 21 | 94.401 | cycode-security-scannermcp · github-vcs | Integrates with Cycode's security platform to perform automated SAST, SCA, IaC, and secrets scanning on local files, Git repositories, and commit… | 100 stars · 66 forks | No one-command install · Source | |
| 22 | 93.400 | dmmulroy-overseermcp · github-vcs | Task orchestration system that creates hierarchical milestone-task-subtask structures with inherited context and learnings, automatically managing… | 247 stars · 15 forks | No one-command install · Source | |
| 23 | 92.548 | puravparab-gitingestmcp · github-vcs | Extracts and provides GitHub repository information including summaries, directory structures, and file contents for seamless code analysis and… | 136 stars · 22 forks | No one-command install · Source | |
| 24 | 92.493 | perforce-p4mcp · github-vcs | Integrates with Perforce P4 version control system | 119 stars · 27 forks | No one-command install · Source | |
| 25 | 92.384 | jfrogmcp · github-vcs | Bridges to the JFrog Platform, enabling interaction with Artifactory repositories, builds, security scanning, and release management for streamlined… | 118 stars · 26 forks | No one-command install · Source | |
| 26 | 92.266 | github-stars-mcp-servermcp · github-vcs | Enables natural language search and querying of your GitHub starred repositories. | 113 stars · 26 forks | No one-command install · Source | |
| 27 | 92.107 | freshtechbro-vibe-codermcp · github-vcs | Provides AI-assisted development tools for semantic routing, code generation, refactoring, and project management with intelligent request handling… | 101 stars · 30 forks | No one-command install · Source | |
| 28 | 91.783 | kopfrechner-gitlab-mr-mcpmcp · github-vcs | Interact seamlessly with issues and merge requests of your GitLab projects. | 94 stars · 30 forks | No one-command install · Source | |
| 29 | 91.526 | engramxmcp · github-vcs | One install. 8 IDEs. Your agent works from a structural map of your repo instead of re-reading whole files — so sessions run longer before the context… | 142 stars · 13 forks | No one-command install · Source | |
| 30 | 91.515 | kunwarvivek-github-project-managermcp · github-vcs | Integrates with GitHub Projects V2 to enable natural language management of project boards, issues, milestones, and sprints. | 95 stars · 25 forks | No one-command install · Source | |
| 31 | 90.986 | probelabs-docs-searchmcp · github-vcs | Makes any codebase or documentation searchable through the Probe search engine with support for both local directories and Git repositories, featuring… | 89 stars · 21 forks | No one-command install · Source | |
| 32 | 90.611 | stackone-connectorsmcp · github-vcs | Monorepo containing MCP connectors for various third-party services like GitHub, Slack, Linear, Notion, and AWS with an automated testing framework… | 74 stars · 28 forks | No one-command install · Source | |
| 33 | 90.414 | nguyenvanduocit-all-in-one-devtoolsmcp · github-vcs | Juggles development tool integrations like Confluence, GitLab, Jira, and CLI scripts. | 107 stars · 12 forks | No one-command install · Source | |
| 34 | 90.325 | asyncfuncai-github-chatmcp · github-vcs | Enables AI to analyze and query GitHub repositories through a FastMCP-based interface for understanding codebases, exploring architecture, and… | 87 stars · 16 forks | No one-command install · Source | |
| 35 | 90.195 | github-brain-mcp-servermcp · github-vcs | Summarizes GitHub discussions, issues, and pull requests by storing data locally for fast, token-efficient responses. | 78 stars · 19 forks | No one-command install · Source | |
| 36 | 90.026 | ryancardin15-azuredevopsmcp · github-vcs | Integrates with Azure DevOps services to manage work items, code repositories, boards, sprints, and projects using TypeScript and the Model Context… | 58 stars · 28 forks | No one-command install · Source | |
| 37 | 89.232 | raohwork-forgejomcp · github-vcs | Integrates with Gitea and Forgejo servers to manage repositories, issues, pull requests, releases, wikis, labels, milestones, and repository actions… | 66 stars · 18 forks | No one-command install · Source | |
| 38 | 88.892 | oschina-giteemcp · github-vcs | Bridges Claude with Gitee's API for repository management, issue tracking, pull request workflows, and user notifications on the Gitee platform. | 65 stars · 16 forks | No one-command install · Source | |
| 39 | 88.779 | mindpilotmcp · github-vcs | Enables creation and rendering of Mermaid diagrams with real-time visualization through a local web interface, featuring diagram history, export… | 89 stars · 9 forks | No one-command install · Source | |
| 40 | 88.561 | deepviewmcp · github-vcs | Enables AI-powered code analysis by loading entire codebases into Gemini's large context window, allowing developers to query and understand complex… | 65 stars · 14 forks | No one-command install · Source | |
| 41 | 87.837 | io-github-26zl-cybersec-toolkitmcp · github-vcs | Enables MCP-capable clients to query the tool registry, check install status, get tool recommendations for CTF or bug-bounty work, and run installed… | 64 stars · 11 forks | No one-command install · Source | |
| 42 | 87.038 | preloopmcp · github-vcs | Event-driven automation platform that provides issue tracking and project management tools for GitHub, GitLab, and Jira integrations with… | 56 stars · 11 forks | No one-command install · Source | |
| 43 | 86.647 | gitlab-code-reviewmcp · github-vcs | Integrates with GitLab to enable code review of merge requests, allowing detailed analysis of diffs, commenting, and approval directly within the… | 45 stars · 16 forks | No one-command install · Source | |
| 44 | 85.914 | dollhousemcp · github-vcs | Enables dynamic persona management from markdown files with local creation, GitHub marketplace integration, and behavioral switching capabilities for… | 41 stars · 15 forks | No one-command install · Source | |
| 45 | 85.697 | handsomestwei-java-class-analyzermcp · github-vcs | Analyzes and decompiles Java class files with CFR decompiler integration, Maven repository support, and dependency scanning to enable reverse… | 42 stars · 13 forks | No one-command install · Source | |
| 46 | 85.422 | agent-linkmcp · github-vcs | Enables two coding agents on separate machines to communicate directly via a private git repo, with end-to-end encryption and no server required… | 56 stars · 7 forks | No one-command install · Source | |
| 47 | 85.132 | sengokudaikon-aidermcp · github-vcs | Enables file editing, creation, code extraction, and git operations directly within conversations through tools like edit_files, create_files, and… | 40 stars · 12 forks | No one-command install · Source | |
| 48 | 85.092 | shadowgitmcp · github-vcsalso listed as shadowgit-mcp-server | Provides secure, read-only access to ShadowGit repositories with git operations like log, diff, blame, and grep to analyze fine-grained commit history… | 49 stars · 8 forks | No one-command install · Source | |
| 50 | 84.840 | aquasecurity-trivymcp · github-vcs | Integrates Trivy's security scanning capabilities to detect vulnerabilities, misconfigurations, licenses, and secrets in local filesystems, container… | 47 stars · 8 forks | No one-command install · Source | |
| 51 | 84.221 | stefanskiasan-azure-devopsmcp · github-vcs | Integrates Azure DevOps services, enabling access to work items, repositories, and pull requests for project management and development workflows. | 33 stars · 14 forks | No one-command install · Source | |
| 52 | 84.026 | taylor-lindores-reeves-github-projectsmcp · github-vcs | Integrates with GitHub Projects to streamline Agile Sprint-based workflows, enabling project creation, task management, and sprint planning within the… | 35 stars · 11 forks | No one-command install · Source | |
| 53 | 83.721 | geropl-gitmcp · github-vcs | Integrates with Git repositories to enable version control operations and automation, supporting both shell-based commands and the go-git library for… | 37 stars · 9 forks | No one-command install · Source | |
| 54 | 83.427 | rifqi96-gitlabmcp · github-vcs | Integrates with GitLab to enable repository management, code review, CI/CD operations, and project administration through domain-specific API managers… | 21 stars · 15 forks | No one-command install · Source | |
| 55 | 83.105 | selvagemcp · github-vcs | Enables AI-powered code review of Git diffs through natural language, supporting multiple AI models and Git workflows. | 36 stars · 8 forks | No one-command install · Source | |
| 56 | 83.079 | ddukbg-github-enterprisemcp · github-vcs | Bridges GitHub Enterprise with natural language interaction, enabling repository management, issue tracking, and code access for streamlined… | 29 stars · 13 forks | No one-command install · Source | |
| 57 | 83.070 | congressmcp · github-vcs | Integrates with the Congress.gov API to provide access to US legislative data including bills, voting records, member activities, committee… | 32 stars · 10 forks | No one-command install · Source | |
| 58 | 82.692 | arclio-github-projectsmcp · github-vcs | Integrates with GitHub Projects V2 to enable direct management of project boards, issues, and field values through natural language commands without… | 32 stars · 9 forks | No one-command install · Source | |
| 59 | 82.624 | ryan0204-github-repomcp · github-vcs | Provides a bridge between AI and GitHub repositories, enabling access to repository contents for code analysis and reference during conversations. | 29 stars · 11 forks | No one-command install · Source | |
| 60 | 82.189 | bigsy-maven-dependenciesmcp · github-vcs | Integrates with Maven Central Repository to verify and retrieve dependency versions for automated project management and updates. | 34 stars · 7 forks | No one-command install · Source | |
| 61 | 82.147 | no-humanmcp · github-vcs | From ticket to reviewed pull request, on your own machine | 226 stars · 1 fork | No one-command install · Source | |
| 62 | 82.014 | phxdev1-archymcp · github-vcs | Generates architectural diagrams from text descriptions or GitHub repositories using Mermaid syntax, supporting flowcharts, class diagrams, sequence… | 31 stars · 8 forks | No one-command install · Source | |
| 63 | 81.972 | stephanj-githubmcp · github-vcs | Integrates with GitHub's API to enable repository management, issue tracking, pull request handling, and code manipulation through natural language… | 33 stars · 7 forks | No one-command install · Source | |
| 64 | 81.657 | txbm-local-dev-sandboxmcp · github-vcs | Creates sandboxed local dev environments directly from GitHub; run tests, report coverage and more. | 28 stars · 9 forks | No one-command install · Source | |
| 65 | 80.394 | cartographermcp · github-vcs | MCP governance server that lets AI agents build and maintain a persistent, versioned wiki of interlinked Markdown files through validated tools… | 32 stars · 5 forks | No one-command install · Source | |
| 66 | 80.165 | korean-bill-debate-mcpmcp · github-vcs | Enables exploration of Korean National Assembly data by connecting bills, committee reviews, and official records. Allows users to ask natural… | 26 stars · 7 forks | No one-command install · Source | |
| 67 | 80.158 | gh-nirholas-github-to-mcpmcp · github-vcs | Convert any GitHub repository into an MCP server with automatic tool generation. | 31 stars · 5 forks | No one-command install · Source | |
| 68 | 79.871 | code-understanding-mcp-servermcp · github-vcs | An MCP server that analyzes local or remote GitHub repositories, providing intelligent code context and structure to AI coding assistants. | 13 stars · 12 forks | No one-command install · Source | |
| 69 | 79.363 | sammcj-snykmcp · github-vcs | Integrates with Snyk CLI to scan GitHub repositories and Snyk projects for security vulnerabilities directly within conversations, enabling developers… | 15 stars · 11 forks | No one-command install · Source | |
| 70 | 78.522 | code-contextmcp · github-vcs | Enables semantic code search and understanding by cloning git repositories, splitting code into semantic chunks, and generating embeddings for natural… | 25 stars · 5 forks | No one-command install · Source | |
| 71 | 78.375 | kurdin-github-repos-managermcp · github-vcs | Integrates with GitHub's REST API to provide repository management, issue tracking, pull request handling, file operations, security management, and… | 21 stars · 7 forks | No one-command install · Source | |
| 72 | 77.958 | sammcj-github-issuemcp · github-vcs | Fetches GitHub issues and transforms them into structured task descriptions for software development workflows and project management. | 14 stars · 10 forks | No one-command install · Source | |
| 73 | 77.488 | mcp-bitbucketmcp · github-vcs | Enables AI systems to securely interact with self-hosted Bitbucket repositories, pull requests, projects, and code through the Model Context Protocol. | 25 stars · 4 forks | No one-command install · Source | |
| 74 | 77.331 | greadmcp · github-vcs | Provides AI agents with access to source code of all public GitHub repos, with integration for docs repos and compatibility with coding agents and MCP… | 61 stars · 1 fork | No one-command install · Source | |
| 75 | 76.515 | taskbountymcp · github-vcs | Post AI-fixable GitHub bug bounties or pick them up — funded in USD, paid in crypto. | 1 star · 23 forks | No one-command install · Source | |
| 76 | 76.443 | zekker6-helmmcp · github-vcs | Provides tools for interacting with Helm repositories and charts | 26 stars · 3 forks | No one-command install · Source | |
| 77 | 76.278 | keonchennl-graphdbmcp · github-vcs | Provides read-only access to Ontotext GraphDB repositories, enabling exploration of RDF graphs through SPARQL queries and structured views of… | 16 stars · 8 forks | No one-command install · Source | |
| 78 | 76.076 | bootstrapblazor-documentationmcp · github-vcs | Provides access to BootstrapBlazor component documentation and source code through automated Git repository management, enabling developers to… | 19 stars · 5 forks | No one-command install · Source | |
| 79 | 76.055 | gh-hoangsonww-gitintelmcp · github-vcs | Deep repository analytics computed locally from Git commit history. | 12 stars · 9 forks | No one-command install · Source | |
| 80 | 75.980 | janwilmake-uithubmcp · github-vcs | Enables Claude to fetch and analyze GitHub repositories with flexible filtering options for code exploration and development assistance tasks. | 21 stars · 4 forks | No one-command install · Source | |
| 81 | 75.946 | tiger-github-mcp-servermcp · github-vcs | Enables LLMs to interact with GitHub via the Model Context Protocol, providing tools for repository management and other GitHub operations. | 31 stars · 2 forks | No one-command install · Source | |
| 82 | 75.467 | excoriate-terragrunt-docsmcp · github-vcs | Provides direct access to Terragrunt documentation and GitHub issues through a Deno/TypeScript server that fetches content from the official… | 20 stars · 4 forks | No one-command install · Source | |
| 83 | 74.422 | ahrentlov-apple-deep-docsmcp · github-vcs | Integrates with Apple's complete development documentation ecosystem including Xcode's local documentation with Liquid Glass design patterns, official… | 16 stars · 5 forks | No one-command install · Source | |
| 84 | 73.944 | io-github-hylouis233-bibverifymcp · github-vcs | A multi-platform BibTeX reference verification and update tool with DOI-first lookup, dynamic source ranking, MCP tools, and skill export for AI… | 101 stars | No one-command install · Source | |
| 85 | 73.813 | sheshiyer-gitmcp · github-vcs | Integrates with Git repositories to enable version control operations, code management, and collaborative development workflows | 6 stars · 9 forks | No one-command install · Source | |
| 86 | 73.568 | musaceylan-claude-intelmcp · github-vcs | Auto-evolving developer intelligence layer that scans GitHub repos, extracts patterns, and proposes CLAUDE.md improvements. | 23 stars · 2 forks | No one-command install · Source | |
| 87 | 73.424 | tatn-diff-pythonmcp · github-vcs | Integrates with Python's difflib to generate unified diffs for efficient text comparison and version control tasks. | 9 stars · 8 forks | No one-command install · Source | |
| 88 | 72.926 | vynix-mcp-servermcp · github-vcs | AI-powered website feedback and visual bug reporting MCP server that lets AI coding assistants access Vynix projects, annotations, and create GitHub… | 14 stars · 5 forks | No one-command install · Source | |
| 89 | 72.843 | eyaab-cv-resume-buildermcp · github-vcs | Automatically generates professional CVs and resumes by aggregating data from git commits, Jira tickets, Credly badges, and LinkedIn profiles to… | 13 stars · 6 forks | No one-command install · Source | |
| 89 | 72.843 | jezweb-smart-promptsmcp · github-vcs | Fetches prompts directly from GitHub repositories with semantic search, composition tools, and usage analytics for intelligent prompt management and… | 13 stars · 6 forks | No one-command install · Source | |
| 91 | 72.112 | agent-rulesmcp · github-vcs | Fetches coding rules and best practices on-demand from GitHub repositories, providing remote access to development standards with intelligent caching… | 13 stars · 5 forks | armory install agent-rules --cli claude | |
| 92 | 72.056 | npm-package-docsmcp · github-vcs | Fetches npm package documentation by retrieving README files from GitHub repositories or package tarballs with automatic fallback across multiple… | 11 stars · 7 forks | No one-command install · Source | |
| 93 | 71.864 | instagitmcp · github-vcs | Provides AI-powered Git repository analysis, giving coding agents precise, source-cited insights into any public GitHub repository. | 19 stars · 2 forks | No one-command install · Source | |
| 94 | 71.437 | hint-services-private-github-searchmcp · github-vcs | Provides authenticated access to a specific private GitHub repository for file content retrieval, code search, issue search, and detailed commit… | 9 stars · 7 forks | No one-command install · Source | |
| 95 | 71.394 | gittyburstein-mermaid-mcp-servermcp · github-vcs | MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki. | 15 stars · 3 forks | No one-command install · Source | |
| 96 | 71.333 | starseeker-mcpmcp · github-vcs | A powerful MCP server that helps you discover relevant repositories from your own starred list on GitHub using BM25 keyword ranking and Gemini… | 18 stars · 2 forks | No one-command install · Source | |
| 97 | 71.115 | narumiruna-gitingest-mcpmcp · github-vcs | A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase. | 11 stars · 6 forks | No one-command install · Source | |
| 98 | 71.077 | safedep-pinnermcp · github-vcs | Secures software supply chains by pinning dependencies to immutable versions, resolving GitHub references to commit SHAs and Docker image tags to… | 13 stars · 4 forks | No one-command install · Source | |
| 98 | 71.077 | yodakeisuke-micromanagemcp · github-vcs | Task management system that visualizes development work as interactive flowcharts, enabling structured breakdown of tickets into minimal PRs and… | 13 stars · 4 forks | No one-command install · Source | |
| 100 | 70.564 | damonxue-ossinsightmcp · github-vcs | Provides data analysis for GitHub individuals, organizations, and repositories, as well as in-depth insights into the open source ecosystem via… | 14 stars · 3 forks | 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.