Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | Unranked | forge-repo-mcp-2mcp · github-vcs | Enables AI agents to investigate and repair Python/pytest repositories in isolated Git worktrees with audit trails, without modifying the original… | No signals yet | No one-command install · Source | |
| 502 | Unranked | brain-mcpmcp · github-vcs | Connects claude.ai to a private GitHub repo of markdown files as a personal second brain, providing guarded read and write tools for knowledge… | No signals yet | No one-command install · Source | |
| 503 | Unranked | commit-briefmcp · github-vcs | MCP server that turns git commit history into concise standup summaries, exposing tools to summarize and list commits with filters like repo, author… | No signals yet | No one-command install · Source | |
| 504 | Unranked | eveaegis-mcpmcp · github-vcs | An AI-native governance control plane for GitHub portfolios that enables inventory sync, provenance analysis, classification, and policy enforcement… | No signals yet | No one-command install · Source | |
| 505 | Unranked | rethunk-mcp-multi-root-gitmcp · github-vcs | Provides comprehensive git tooling via MCP, including status, diffs, commits, branches, stashes, and multi-root inventory, enabling AI agents to… | No signals yet | No one-command install · Source | |
| 506 | Unranked | github-repo-mcp-servermcp · github-vcs | Enables AI assistants to query GitHub repositories, issues, pull requests, CI status, and discover trending repos via natural language. Provides MCP… | No signals yet | No one-command install · Source | |
| 507 | Unranked | humanagencyp-deploy-mcpmcp · github-vcs | Enables agents to deploy software via GitHub Actions only with a signed receipt, providing gated tools to resolve refs, list deployments/environments… | No signals yet | No one-command install · Source | |
| 508 | Unranked | repomindmcp · github-vcs | MCP server for codebase intelligence. Point it at any public GitHub repo to ask questions about code with cited answers, search code, files, symbols… | No signals yet | No one-command install · Source | |
| 509 | Unranked | release-evidence-pack-mcpmcp · github-vcs | A read-only Model Context Protocol server that converts local Git changes and JUnit XML reports into traceable release evidence, risk findings, and a… | No signals yet | No one-command install · Source | |
| 510 | Unranked | mcp-error-handlermcp · github-vcs | Turns application errors into reviewed pull requests by automating root-cause analysis, Jira ticket creation, local and CI test gates, and GitHub PRs… | No signals yet | No one-command install · Source | |
| 511 | Unranked | mcp-git-ingestmcp · github-vcs | MCP server that reads GitHub repository structures and important files, enabling exploration and analysis of codebases. | No signals yet | No one-command install · Source | |
| 512 | Unranked | softority-mcp-servermcp · github-vcs | Provides AI clients with safe, structured access to local filesystem, Git repositories, and project contexts, featuring file operations, git… | No signals yet | No one-command install · Source | |
| 513 | Unranked | github-data-mcpmcp · github-vcs | A single-user MCP server that exposes your GitHub activity to Claude via three read-only tools: recent commits, open pull requests, and repository… | No signals yet | No one-command install · Source | |
| 514 | Unranked | mcp-production-demomcp · github-vcs | An MCP server providing live GitHub repository and issue search tools, with production-grade features like config validation, structured logging… | No signals yet | No one-command install · Source | |
| 515 | Unranked | security-mcpmcp · github-vcs | Fetches GitHub Code Scanning alerts and applies minimal local patches to fix vulnerabilities, without creating branches, commits, or PRs. | No signals yet | No one-command install · Source | |
| 516 | Unranked | antd-weather-mcpmcp · github-vcs | Provides MCP tools for reading the ant-design GitHub repository (repository info, directory listings, file contents) and for querying US weather… | No signals yet | No one-command install · Source | |
| 517 | Unranked | codewalkmcp · github-vcs | AI-powered codebase intelligence tool that builds a dependency graph of a git repo for structural Q&A and pre-PR code review. It exposes MCP tools for… | No signals yet | No one-command install · Source | |
| 518 | Unranked | oss-intel-mcpmcp · github-vcs | Open source intelligence for AI agents — GitHub project-health scoring, package dependency-risk analysis, trending repositories, license checks, and… | No signals yet | No one-command install · Source | |
| 519 | Unranked | codebase-archaeology-mcpmcp · github-vcs | Enables tracing any line in a local git repository back to the commit that actually introduced it and the PR/review discussion behind it, overcoming… | No signals yet | No one-command install · Source | |
| 520 | Unranked | repolens-mcpmcp · github-vcs | Transforms local Git repositories into queryable, context-rich knowledge bases via AST-aware chunking and Git metadata, enabling AI assistants to… | No signals yet | No one-command install · Source | |
| 521 | Unranked | github-code-mcpmcp · github-vcs | Enables read access to GitHub source code, including code search, file contents, symbols, and Java-aware fragment extraction, with optional per-call… | No signals yet | No one-command install · Source | |
| 522 | Unranked | ai-developer-workspace-mcp-servermcp · github-vcs | Enables AI agents to manage local project files and Git operations through MCP tools, including file CRUD, search, Git status, recent commits, and… | No signals yet | No one-command install · Source | |
| 523 | Unranked | github-portfolio-intelligence-servermcp · github-vcs | Provides GitHub repository analysis tools for Claude, including repo summaries, commit history, issue tracking, contributor stats, and code quality… | No signals yet | No one-command install · Source | |
| 524 | Unranked | worktree-orbit-mcpmcp · github-vcs | Provides read-only inspection of Git worktree topology, reporting aggregate counts and statuses (clean, dirty, detached, locked, prunable). Ensures… | No signals yet | No one-command install · Source | |
| 525 | Unranked | git-reflog-archaeologist-mcpmcp · github-vcs | This MCP server analyzes Git reflog and object data to provide recovery signals after accidental resets or deletions, helping assess whether lost… | No signals yet | No one-command install · Source | |
| 526 | Unranked | repo-forensics-mcpmcp · github-vcs | A local-only MCP server for understanding Git repositories, offering repository summary, recent changes, file hotspots, and hygiene checks without… | No signals yet | No one-command install · Source | |
| 527 | Unranked | github-repo-assistantmcp · github-vcs | MCP server for interacting with GitHub pull requests and issues via natural language. Provides tools to list PRs, inspect diffs, check CI status, and… | No signals yet | No one-command install · Source | |
| 528 | Unranked | hzy9981mcp · github-vcs | https://github.com/hzy9981/vertex-ai-mcp-bridge | No signals yet | No one-command install · Source | |
| 529 | Unranked | maol-stackmcp · github-vcs | MCP server enabling stacked Git branch workflows and GitHub PR submission through commands like run_stackline_cmd and learn_stackline. | No signals yet | No one-command install · Source | |
| 530 | Unranked | release-announcer-mcpmcp · github-vcs | Generates multi-platform release announcements (X, Reddit, GitHub profile, awesome-list, MCP directory) and a publish-readiness checklist for any… | No signals yet | No one-command install · Source | |
| 531 | Unranked | br0ski777-markdown-renderermcp · github-vcs | Render Markdown to styled HTML with light, dark, and GitHub themes. | No signals yet | No one-command install · Source | |
| 532 | Unranked | markdown-renderer-styled-html-with-css-themesmcp · github-vcs | Markdown rendering API for AI agents. Convert Markdown to fully styled HTML with CSS themes: light, dark, and GitHub styles. Ready-to-embed HTML… | No signals yet | No one-command install · Source | |
| 533 | Unranked | markdown-renderer-styled-html-with-css-themes-2mcp · github-vcs | Markdown rendering API for AI agents. Convert Markdown to fully styled HTML with CSS themes: light, dark, and GitHub styles. Ready-to-embed HTML… | No signals yet | No one-command install · Source | |
| 534 | Unranked | second-brain-github-mcpmcp · github-vcs | A small, authenticated remote MCP server that lets an AI app safely read and write one GitHub repository, built for a second-brain / Obsidian vault… | No signals yet | No one-command install · Source | |
| 535 | Unranked | br0ski777-social-profilemcp · github-vcs | Look up public social media profiles on GitHub, Twitter/X, LinkedIn, and YouTube by username. | No signals yet | No one-command install · Source | |
| 536 | Unranked | cambium-remotemcp · github-vcs | Enables recall of promoted team and org knowledge from GitHub repositories via Claude.ai, supporting search and status checks. | No signals yet | No one-command install · Source | |
| 537 | Unranked | deepseek-mcp-patch-workermcp · github-vcs | Generates or reviews Git unified diffs via DeepSeek API with local path validation, enabling secure patch suggestions without scanning repositories. | No signals yet | No one-command install · Source | |
| 538 | Unranked | toolsmithmcp · github-vcs | Provides codebase intelligence over Git repositories with tools for code search, symbol lookup, dependency tracing, and commit history. It also… | No signals yet | No one-command install · Source | |
| 539 | Unranked | agentsyncmcp · github-vcs | Enables multiple AI agents to collaborate on the same git repository by coordinating work via a shared claims branch, detecting file conflicts before… | No signals yet | No one-command install · Source | |
| 540 | Unranked | mcp-pr-companionmcp · github-vcs | Automatically analyzes Git diffs and Bitbucket PR data to generate compact JSON payloads for AI-powered PR description generation, reducing token… | No signals yet | No one-command install · Source | |
| 541 | Unranked | gemini-spark-mcpmcp · github-vcs | Deployable MCP server for GitHub and Vercel integration. Enables creating repos, pushing multiple files in a single commit, deploying projects to… | No signals yet | No one-command install · Source | |
| 542 | Unranked | academic-assistantmcp · github-vcs | MCP server that integrates GitHub, Brightspace, Outlook, and local files, enabling natural language queries for assignments, grades, emails, calendar… | No signals yet | No one-command install · Source | |
| 543 | Unranked | demo-githubmcp · github-vcs | MCP server that connects to the GitHub API to list and create issues, comment on issues, and list pull requests with diff summaries. It enables… | No signals yet | No one-command install · Source | |
| 544 | Unranked | taskdoc-mcpmcp · github-vcs | Enables management of Kanban-backed task checkpoint documents in Obsidian, supporting task creation, querying, checkpoint commits, and rich block… | No signals yet | No one-command install · Source | |
| 545 | Unranked | mcp-server-github-trendmcp · github-vcs | Provides GitHub open-source intelligence via MCP tools for discovering trends, evaluating repository health, comparing projects, and analyzing users… | No signals yet | No one-command install · Source | |
| 546 | Unranked | io-github-jarmstrong158-conductormcp · github-vcs | Conductor gives Claude persistent control of a local task runner, allowing automation of scripts, scheduling, pipelines, and email reports through… | No signals yet | No one-command install · Source | |
| 547 | Unranked | x402-repohealth-mcpmcp · github-vcs | MCP server that computes a GitHub repo maintenance/abandonment health score from live GitHub data, providing a 0-100 score and verdict via the… | No signals yet | No one-command install · Source | |
| 548 | Unranked | gitbeacon-mcpmcp · github-vcs | MCP server for GitBeacon that provides GitHub trend intelligence—daily AI-analyzed digests, top trending repos, and historical trend tracking—with… | No signals yet | No one-command install · Source | |
| 549 | Unranked | repo-doctormcp · github-vcs | MCP server that produces scored, evidence-cited audits of public GitHub repos via tools for fetching metadata, reading files, scanning git history… | No signals yet | No one-command install · Source | |
| 550 | Unranked | oss-issues-mcpmcp · github-vcs | Enables triage of GitHub issues by fetching and filtering issues, checking claim status, and listing new open issues across a watch-list. | No signals yet | No one-command install · Source | |
| 551 | Unranked | codevitalsmcp · github-vcs | Provides offline repository health analysis, including metadata, weighted health score, and summary, for MCP-compatible clients. | No signals yet | No one-command install · Source | |
| 552 | Unranked | diffsortedmcp · github-vcs | Splits messy, multi-concern git diffs into focused groups and generates a clear, accurate commit message for each, exposed as an MCP server for use… | No signals yet | No one-command install · Source | |
| 553 | Unranked | mcp-udacity-commitmcp · github-vcs | An MCP server that validates and formats git commit messages according to the Udacity Git Commit Message Style Guide. | No signals yet | No one-command install · Source | |
| 554 | Unranked | operit-ai-github-mcp-connectormcp · github-vcs | Enables Operit AI mobile assistant to control GitHub operations (repos, files, pages) via a Personal Access Token. | No signals yet | No one-command install · Source | |
| 555 | Unranked | jira-helpermcp · github-vcs | MCP server providing tools to read and write Jira Cloud issues, including a bridge to GitHub commits for tracing issues to code. | No signals yet | No one-command install · Source | |
| 556 | Unranked | tridentchain-mcp-on-pypimcp · github-vcs | Local-first supply-chain CVE scanner. Scans project deps, system packages (Homebrew/apt), and IDE extensions (VS Code, JetBrains) via OSV, NVD, GHSA… | No signals yet | No one-command install · Source | |
| 557 | Unranked | shield-iamcp · github-vcs | Automated security audit assistant for GitHub repositories that detects static vulnerabilities (leaked credentials, vulnerable dependencies, bad… | No signals yet | No one-command install · Source | |
| 558 | Unranked | developer-presence-mcpmcp · github-vcs | Enables querying GitHub repos and stats, and managing DEV.to articles (list, create, update) through natural language. | No signals yet | No one-command install · Source | |
| 559 | Unranked | myopicmcp · github-vcs | myopic is a code-review MCP server that reviews GitLab/GitHub merge requests against the whole codebase, not just the diff, analyzing blast radius and… | No signals yet | No one-command install · Source | |
| 560 | Unranked | commit-canvas-mcpmcp · github-vcs | Analyzes a GitHub repository and user to filter meaningful commits and generate a Cursor Canvas (.canvas.tsx) inclusion tree. | No signals yet | No one-command install · Source | |
| 561 | Unranked | domain-findermcp · github-vcs | Enables users to brainstorm brandable domain names from a description, check their real-time availability across domains and GitHub/npm/PyPI… | No signals yet | No one-command install · Source | |
| 562 | Unranked | ai-project-explorermcp · github-vcs | Enables AI assistants to discover and interact with GitHub repositories through standardized MCP tools, allowing exploration and retrieval of project… | No signals yet | No one-command install · Source | |
| 563 | Unranked | mcp-ado-browsermcp · github-vcs | Provides read-only access to Azure DevOps using your browser session, no PAT required. Enables browsing projects, repos, work items, pull requests… | No signals yet | No one-command install · Source | |
| 564 | Unranked | code-repo-mcpmcp · github-vcs | An MCP server that exposes glob, grep, and list_repos tools over a folder containing multiple git repositories, allowing clients to search across… | No signals yet | No one-command install · Source | |
| 565 | Unranked | repository-inspectormcp · github-vcs | Enables AI agents to inspect Git repositories for changes across committed, staged, unstaged, and untracked scopes, and run allowlisted validation… | No signals yet | No one-command install · Source | |
| 566 | Unranked | checkmylaunch-mcp-servermcp · github-vcs | Enables AI coding tools to run CheckMyLaunch scans on GitHub repos or live URLs and retrieve findings and repair prompts directly within the chat. | No signals yet | No one-command install · Source | |
| 567 | Unranked | whyguard-mcp-servermcp · github-vcs | Prevents accidental removal of protected historical behavior by analyzing git history and recorded decisions, blocking commits that remove critical… | No signals yet | No one-command install · Source | |
| 568 | Unranked | cloud-connectorsmcp · github-vcs | Monorepo of MCP connectors for personal cloud services (Microsoft and iCloud), enabling access to Outlook Mail, OneDrive, iCloud Mail, and iCloud… | No signals yet | No one-command install · Source | |
| 569 | Unranked | github-readonly-mcpmcp · github-vcs | A read-only MCP server for GitHub that exposes 7 tools (list repos, commits, branches, pull requests, issues, file contents, search) via a Cloudflare… | No signals yet | No one-command install · Source | |
| 570 | Unranked | github-mcp-wrappermcp · github-vcs | Enables claude.ai to connect to GitHub MCP using OAuth, providing full toolset for repository, issue, PR, Actions, and gist operations. | No signals yet | No one-command install · Source | |
| 571 | Unranked | mcp-hotspots-handlermcp · github-vcs | This MCP server provides a tool to analyze git repository hotspots, returning a sorted list of files with risk scores based on change frequency and… | No signals yet | No one-command install · Source | |
| 572 | Unranked | io-github-dyzcode-works-publicmcp · github-vcs | A read-only MCP server that verifies public GitHub commits against static contracts and returns signed receipts, supporting only exact lowercase… | No signals yet | No one-command install · Source | |
| 573 | Unranked | pvc-mcp-servermcp · github-vcs | A Git-like version control system for AI agent decision tracking, enabling plan commits, diffs, branches, and history. | No signals yet | No one-command install · Source | |
| 574 | Unranked | release-doc-mcpmcp · github-vcs | Finds version and image tag from latest successful GitHub Actions workflow run and creates a Confluence release page documenting that information. | No signals yet | No one-command install · Source | |
| 575 | Unranked | github-repo-assistant-mcp-servermcp · github-vcs | Enables creating GitHub repositories under a fixed owner and pushing multiple files in a single commit via the Git Data API, designed for deployment… | No signals yet | No one-command install · Source | |
| 576 | Unranked | mcp-toolkit-promcp · github-vcs | Enables AI agents to interact with GitHub (search repos, read files, issues, PRs), analyze code for quality and issues, and manage tasks with priority… | No signals yet | No one-command install · Source | |
| 577 | Unranked | github-issues-mcpmcp · github-vcs | Enables AI assistants to list, search, and inspect issues on any public GitHub repository via natural language. | No signals yet | No one-command install · Source | |
| 578 | Unranked | proyecto-m5-mcpmcp · github-vcs | Provides a GitHub-integrated Model Context Protocol server with Octokit client, enabling AI models to interact with GitHub repositories, issues, and… | No signals yet | No one-command install · Source | |
| 579 | Unranked | prowlkit-mcpmcp · github-vcs | An advanced Model Context Protocol (MCP) server for Xcode project introspection. It enables AI assistants to read schemes, build iOS/macOS projects… | No signals yet | No one-command install · Source | |
| 580 | Unranked | archlog-mcpmcp · github-vcs | A Windows-first STDIO MCP server for generating traceable release notes from C/C++ GitHub repositories using architecture analysis and AI. | No signals yet | No one-command install · Source | |
| 581 | Unranked | mcp-devops-onpremisemcp · github-vcs | MCP server for on-premises Azure DevOps that lets AI assistants browse repositories, review pull requests, manage work items, and interact with wikis… | No signals yet | No one-command install · Source | |
| 582 | Unranked | codescopemcp · github-vcs | A local-first MCP preflight system to help AI inspect Python repositories before generating code, enabling reuse, extend, or create decisions… | No signals yet | No one-command install · Source | |
| 583 | Unranked | cron-job-doctor-mcpmcp · github-vcs | Diagnoses scheduled GitHub Actions workflows for anomalies like stuck jobs, retry storms, duration creep, or recent failures. | No signals yet | No one-command install · Source | |
| 584 | Unranked | proofscopemcp · github-vcs | An evidence-first integration decision service that assesses GitHub repositories and returns transparent scores, adoption recommendations, and… | No signals yet | No one-command install · Source | |
| 585 | Unranked | git-repo-analyzer-mcpmcp · github-vcs | Enables analysis of local Git repositories via standard git commands, providing insights like line authorship, commit frequency, code churn, and… | No signals yet | No one-command install · Source | |
| 586 | Unranked | git-changelog-mcpmcp · github-vcs | Enables AI agents to read git commits from local repositories and generate beautifully formatted, categorized changelogs. | No signals yet | No one-command install · Source | |
| 587 | Unranked | github-pr-analyzer-mcp-servermcp · github-vcs | Fetches GitHub pull request details and saves reviews to Notion. | No signals yet | No one-command install · Source | |
| 588 | Unranked | triage-mcpmcp · github-vcs | Enables LLMs to triage GitHub issues by retrieving similar reported issues and classifying components using historical data. | No signals yet | No one-command install · Source | |
| 589 | Unranked | mcp-git-assistantmcp · github-vcs | Enables AI-powered git assistance including commit message generation, branch naming, and branch analysis using conventional commits and git… | No signals yet | No one-command install · Source | |
| 590 | Unranked | stargraphmcp · github-vcs | Enables evidence-first analytics over GitHub starred repositories, including search, similarity comparison, explanation, and clustering via MCP tools. | No signals yet | No one-command install · Source | |
| 591 | Unranked | io-github-gabrielmahia-decision-intelligence-mcpmcp · github-vcs | 5,000 years of military strategy, philosophy, and decision science — as AI-accessible tools. | No signals yet | No one-command install · Source | |
| 592 | Unranked | mcp-trust-layermcp · github-vcs | Security scanner and trust verification layer for MCP ecosystem, enabling users to scan PyPI packages and GitHub repos for secrets, dangerous… | No signals yet | No one-command install · Source | |
| 593 | Unranked | codebase-intelligence-mcp-server-2mcp · github-vcs | A production-grade MCP server for local git repositories that provides tools for code search, git history analysis, complexity metrics, test… | No signals yet | No one-command install · Source | |
| 594 | Unranked | io-github-aybeeare-water-conditionsmcp · github-vcs | Provides real-time water temperature and tide predictions for any lake, river, ocean, bay, or beach using NOAA, USGS, and other sources. | No signals yet | No one-command install · Source | |
| 595 | Unranked | git-intelmcp · github-vcs | A local Git intelligence MCP server that provides deep repository analytics including hotspots, churn, knowledge maps, and risk scoring, all computed… | No signals yet | No one-command install · Source | |
| 596 | Unranked | berbotu-mcpmcp · github-vcs | MCP server for the Berbotu vault, providing tools to ping health, list demos and releases, and add new demos via GitHub commits over stdio. | No signals yet | No one-command install · Source | |
| 597 | Unranked | mcp-gittreemcp · github-vcs | FastMCP server for managing multi-project git bare repositories and worktrees using gix. Provides tools for session, project, and workspace… | No signals yet | No one-command install · Source | |
| 598 | Unranked | github-commits-mcpmcp · github-vcs | Enables querying today's GitHub commits, performing local git operations (status, diff, add, commit, push), and creating GitHub issues through natural… | No signals yet | No one-command install · Source | |
| 599 | Unranked | pr-guardian-mcpmcp · github-vcs | Analyzes GitHub Pull Request diffs for security vulnerabilities and data leaks, using a deterministic filter to skip trivial changes and an AI-powered… | No signals yet | No one-command install · Source | |
| 600 | Unranked | github-repo-statsmcp · github-vcs | A Model Context Protocol server that fetches public GitHub repository statistics. | No signals yet | 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.