Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | Unranked | code-dna-trackermcp · github-vcs | Tracks the complete lineage and DNA of every line of code, enabling impact analysis, bug risk prediction, and code archaeology through deterministic… | No signals yet | No one-command install · Source | |
| 602 | Unranked | bijon-portfolio-mcp-servermcp · github-vcs | Exposes a personal portfolio's resume, projects, skills, certifications, and live GitHub repositories as tools for AI assistants to query via natural… | No signals yet | No one-command install · Source | |
| 603 | Unranked | simple-code-review-assistantmcp · github-vcs | Enables AI models to fetch GitHub repository information, read file contents, and search local documentation. | No signals yet | No one-command install · Source | |
| 604 | Unranked | mcp-github-crunchtoolsmcp · github-vcs | A secure MCP server for interacting with GitHub issues, pull requests, repository files, and search, supporting both github.com and GitHub Enterprise… | No signals yet | No one-command install · Source | |
| 605 | Unranked | devmemory-mcpmcp · github-vcs | Analyzes Git commit history and code diffs to auto-remember development context, providing commit timelines, work sessions, unfinished task detection… | No signals yet | No one-command install · Source | |
| 606 | Unranked | board-spec-mcpmcp · github-vcs | MCP server that serves Qualcomm Yocto board specs from a git repo, enabling retrieval and validation of board specifications. | No signals yet | No one-command install · Source | |
| 607 | Unranked | gpt-github-bridgemcp · github-vcs | Bridges ChatGPT to GitHub with full write access, enabling repository management, file operations, and pull request creation. | No signals yet | No one-command install · Source | |
| 608 | Unranked | mcp-proxy-bridgemcp · github-vcs | Enables AI coding assistants to access hosts (e.g., GitHub) behind a local proxy by automatically launching the proxy client and configuring tools to… | No signals yet | No one-command install · Source | |
| 609 | Unranked | github-pr-review-mcpmcp · github-vcs | An MCP server that collects Pull Request comments from private GitHub repositories, including issue comments, review comments, and review summaries. | No signals yet | No one-command install · Source | |
| 610 | Unranked | swiss-knifemcp · github-vcs | Provides MCP tools for common developer operations like file outlining, git commit context, test summary, process management, and waiting for… | No signals yet | No one-command install · Source | |
| 611 | Unranked | quorum-git-agentmcp · github-vcs | Analyze GitHub repositories with health scores, issue triage, and action items through MCP tools. | No signals yet | No one-command install · Source | |
| 612 | Unranked | github-stars-mcpmcp · github-vcs | Analyzes and compares GitHub repositories, tracks star growth, and offers AI-powered README optimization to help grow open-source projects. | No signals yet | No one-command install · Source | |
| 613 | Unranked | trend-radarmcp · github-vcs | An MCP server that fetches live trends from X, Google News, GitHub, and Hugging Face, and generates a self-contained HTML dashboard displaying top 20… | No signals yet | No one-command install · Source | |
| 614 | Unranked | commitment-tracker-mcpmcp · github-vcs | Tracks commitments (promises made in conversations) and provides tools to add, list, mark as fulfilled, and check overdue items. | No signals yet | No one-command install · Source | |
| 615 | Unranked | kpn-korea-persona-networkmcp · github-vcs | Verifiable Korea-specific judgment for AI agents — Go/Conditional/Hold verdicts cross-checked by a human expert council, per-report audit endpoint… | No signals yet | No one-command install · Source | |
| 616 | Unranked | azure-devops-bug-tracker-for-github-copilot-agent-mcpmcp · github-vcs | Integrates GitHub Copilot Agent with Azure DevOps to fetch, analyze, and report bug data, allowing you to query bugs, generate dashboards, and export… | No signals yet | No one-command install · Source | |
| 617 | Unranked | gitpulse-mcpmcp · github-vcs | Exposes GitHub engineering-analytics tools to LLM clients, enabling queries about code review bottlenecks, stale PRs, and commit hygiene. | No signals yet | No one-command install · Source | |
| 618 | Unranked | github-code-reviewermcp · github-vcs | Enables fetching Pull Request diffs from GitHub and posting inline review comments directly on PRs, either as pending drafts or published immediately. | No signals yet | No one-command install · Source | |
| 619 | Unranked | gigalixir-turso-github-mcp-servermcp · github-vcs | A multi-service MCP server for Cloudflare Workers that enables managing Gigalixir apps, querying Turso databases, and handling GitHub repositories… | No signals yet | No one-command install · Source | |
| 620 | Unranked | io-github-diegobr4nd-godot-gut-mcpmcp · github-vcs | Enables AI assistants to run Godot unit tests using GUT and read results in a structured format | No signals yet | No one-command install · Source | |
| 621 | Unranked | release-notes-mcpmcp · github-vcs | Combines GitHub releases from multiple repositories into a single product release note, with context sources for LLM synthesis. | No signals yet | No one-command install · Source | |
| 622 | Unranked | github-changelog-mcpmcp · github-vcs | Turns raw GitHub commit history into a categorized, human-readable changelog directly inside Claude or any MCP-compatible client. | No signals yet | No one-command install · Source | |
| 623 | Unranked | github-repo-summarizermcp · github-vcs | An MCP server that turns any public GitHub repository into a PDF report containing a codebase summary, the most recent commits, and suggested… | No signals yet | No one-command install · Source | |
| 624 | Unranked | doc-mcpmcp · github-vcs | Enables semantic search and AI-powered Q&A over ingested GitHub documentation repositories via MCP tools. | No signals yet | No one-command install · Source | |
| 625 | Unranked | repohuntmcp · github-vcs | Enables AI agents to discover GitHub repositories by expanding intents into multiple keyword queries, searching GitHub's live Search API, and… | No signals yet | No one-command install · Source | |
| 626 | Unranked | github-pr-reviewermcp · github-vcs | Enables reviewing GitHub pull requests via ChatGPT, including listing PRs, viewing diffs, posting comments, approving, and requesting changes. | No signals yet | No one-command install · Source | |
| 627 | Unranked | codegraph-multi-repo-mcpmcp · github-vcs | Exposes CodeGraph capabilities for multiple local repositories to MCP-compatible AI coding assistants, enabling multi-repo code exploration and… | No signals yet | No one-command install · Source | |
| 628 | Unranked | standupbot-mcpmcp · github-vcs | Connects Claude to GitHub activity to generate standup summaries of commits, PRs, reviews, and issues for individuals or teams. | No signals yet | No one-command install · Source | |
| 629 | Unranked | mcp-tools-servermcp · github-vcs | A small MCP server for course experiments that provides tools to read recent commits from public GitHub repositories. | No signals yet | No one-command install · Source | |
| 630 | Unranked | io-github-csoai-org-tax-calculator-ai-mcpmcp · github-vcs | Calculate income tax (UK/US brackets), EU VAT, UK corporation tax, and capital gains tax. Provides estimates only - not professional tax advice. | No signals yet | No one-command install · Source | |
| 631 | Unranked | wingolf-ai-mcpmcp · github-vcs | MCP server integrating Google Search Console, Google Analytics 4, and GitHub, enabling AI clients to query search analytics, traffic data, and… | No signals yet | No one-command install · Source | |
| 632 | Unranked | github-agent-mcp-servermcp · github-vcs | Enables AI agents to interact with GitHub via natural language, supporting repository management, issue tracking, file commits, and more. | No signals yet | No one-command install · Source | |
| 633 | Unranked | io-github-daedalus-mcp-cryptographymcp · github-vcs | Exposes various cryptographic operations including key generation, symmetric/asymmetric encryption, hashing, and HMAC. Supports Fernet, AES, RSA… | No signals yet | No one-command install · Source | |
| 634 | Unranked | pr-viewer-mcp-servermcp · github-vcs | Enables PR review workflows by launching a diff visualizer against a git repo and returning 'accepted' or 'rejected' based on user decision. | No signals yet | No one-command install · Source | |
| 635 | Unranked | mcp-test-automation-frameworkmcp · github-vcs | Enables AI-powered web test automation with self-healing locators and automatic GitHub checkin. | No signals yet | No one-command install · Source | |
| 636 | Unranked | brandguardmcp · github-vcs | Scans npm, PyPI, and GitHub for typosquatting and brand impersonation, risk-scores findings, and drafts takedown notices. | No signals yet | No one-command install · Source | |
| 637 | Unranked | repo-recapmcp · github-vcs | Enables Claude to query GitHub repositories in plain English, fetching recent activity, release notes, issue triage, and health summaries via the… | No signals yet | No one-command install · Source | |
| 638 | Unranked | statefinance-mcpmcp · github-vcs | Enables querying state-level campaign finance data, including donors, expenditures, committees, and candidates, from multiple state disclosure systems… | No signals yet | No one-command install · Source | |
| 639 | Unranked | github-mcp-connectormcp · github-vcs | Enables browsing GitHub profile, repositories, issues, and pull requests directly in Claude conversation through OAuth authentication. | No signals yet | No one-command install · Source | |
| 640 | Unranked | glasz-mcpmcp · github-vcs | Fetches glasz-style spec files (product.md, tech.md, test-plan.md, and INDEX.md) from GitHub repositories, enabling LLMs to answer questions about… | No signals yet | No one-command install · Source | |
| 641 | Unranked | io-github-kcw2034-toss-invest-mcpmcp · github-vcs | Enables trading and market data access for Toss Securities through natural language, with built-in trading guardrails to prevent errors. | No signals yet | No one-command install · Source | |
| 642 | Unranked | secure-code-review-mcp-servermcp · github-vcs | Local MCP server that scans code for security issues (secrets, dependencies, configurations, risky patterns) and integrates with GitHub Copilot in VS… | No signals yet | No one-command install · Source | |
| 643 | Unranked | jira-github-mcp-servermcp · github-vcs | A modular MCP server integrating Jira and GitHub to automate developer workflows, enabling AI agents to manage issues, branches, commits, and pull… | No signals yet | No one-command install · Source | |
| 644 | Unranked | specforgemcp · github-vcs | SpecForge is a Model Context Protocol (MCP) server that connects an LLM client to a fully autonomous code-fixing pipeline. Point it at a GitHub issue… | No signals yet | No one-command install · Source | |
| 645 | Unranked | github-workflow-mcpmcp · github-vcs | Automates GitHub workflows (branch creation, testing, commit/push, PR) through natural language instructions in Claude Code. | No signals yet | No one-command install · Source | |
| 646 | Unranked | csoai-org-git-helper-ai-mcpmcp · github-vcs | AI tools for Git workflow assistance, branch management, and repository operations. | No signals yet | No one-command install · Source | |
| 647 | Unranked | csoai-org-commit-message-ai-mcpmcp · github-vcs | AI-powered commit message generation and formatting tools. | No signals yet | No one-command install · Source | |
| 648 | Unranked | devbotmcp · github-vcs | A Flask-based chatbot using Gemini 2.5 Flash and MCP tools to manage GitHub repositories and LinkedIn profiles via natural language. | No signals yet | No one-command install · Source | |
| 649 | Unranked | awesome-mcp-learningmcp · github-vcs | A beginner-friendly repository for learning the Model Context Protocol (MCP) using FastMCP and uv, providing step-by-step setup and development… | No signals yet | No one-command install · Source | |
| 650 | Unranked | github-mcp-litemcp · github-vcs | A lightweight MCP server for GitHub with nine essential tools for reading files, managing pull requests, and creating issues, using personal access… | No signals yet | No one-command install · Source | |
| 651 | Unranked | trello-cursor-dev-loopmcp · github-vcs | Enables human-in-the-loop AI development where Trello tickets drive analysis, implementation, commits, and board sync in Cursor. | No signals yet | No one-command install · Source | |
| 652 | Unranked | ship-it-mcpmcp · github-vcs | Enables to interact with GitHub repositories directly from Claude, supporting actions like viewing repos, checking status, committing and pushing… | No signals yet | No one-command install · Source | |
| 653 | Unranked | mas-github-analyzermcp · github-vcs | Provides code auditing tools including repository cloning, AST analysis, security scanning with Semgrep, and LLM-powered code explanations via the… | No signals yet | No one-command install · Source | |
| 654 | Unranked | github-actions-auditmcp · github-vcs | Audits GitHub Actions workflow files for supply-chain risks like script injection, leaked tokens, unpinned actions, and broad permissions. | No signals yet | No one-command install · Source | |
| 655 | Unranked | io-github-huangzesen-xhelio-spicemcp · github-vcs | Auto-managed SPICE kernels for heliophysics missions. Enables querying spacecraft positions, trajectories, and coordinate transforms via natural… | No signals yet | No one-command install · Source | |
| 656 | Unranked | prpilot-mcp-agentmcp · github-vcs | Analyzes GitHub Pull Requests (PRs) by querying status, CI checks, reviews, comments, and local git state, and provides next-step suggestions in… | No signals yet | No one-command install · Source | |
| 657 | Unranked | pr-reviewer-mcp-servermcp · github-vcs | Connects Claude to GitHub, enabling listing repositories, browsing open pull requests, and inspecting PR diffs for code review. | No signals yet | No one-command install · Source | |
| 658 | Unranked | websiteops-mcp-servermcp · github-vcs | Bridges AI coding assistants with website codebases, local git repositories, and shared hosting via FTP/SFTP, enabling code discovery, file… | No signals yet | No one-command install · Source | |
| 659 | Unranked | gitlumen-mcpmcp · github-vcs | Enables AI agents to screen GitHub repositories and pull requests for risk analysis, generating risk scores, findings, and merge-readiness signals. | No signals yet | No one-command install · Source | |
| 660 | Unranked | gh-mcpmcp · github-vcs | A thin MCP server wrapping GitHub CLI body operations to avoid shell escaping issues, enabling creation and editing of issues and pull requests. | No signals yet | No one-command install · Source | |
| 661 | Unranked | ghe-mcp-gatewaymcp · github-vcs | Enables natural language admin tasks for GitHub Enterprise Cloud, like listing private repos, access reviews, and secret scanning, with read-only… | No signals yet | No one-command install · Source | |
| 662 | Unranked | assemblymcpmcp · github-vcs | Enables LLM clients to search and analyze bills, members, committees, meetings, votes, and reports from the South Korean National Assembly OpenAPI… | No signals yet | No one-command install · Source | |
| 663 | Unranked | mcp-codexreviewmcp · github-vcs | Provides MCP tools to review git changes using OpenAI Codex CLI, enabling code review of unstaged, staged, or last-commit changes. | No signals yet | No one-command install · Source | |
| 664 | Unranked | copilot-cloud-agent-mcpmcp · github-vcs | Enables Claude or any MCP client to drive the GitHub Copilot cloud agent via its REST API, allowing it to research, edit, and open pull requests on… | No signals yet | No one-command install · Source | |
| 665 | Unranked | mcp-repo-mappermcp · github-vcs | Scans a local codebase and exposes file structure, language counts, Python import dependencies, circular dependency detection, framework detection… | No signals yet | No one-command install · Source | |
| 666 | Unranked | buiduclong0511-cogovermcp · github-vcs | Integrates with the Cogover enterprise CRM and process automation platform to retrieve task details and extract Git branch information from… | No signals yet | No one-command install · Source | |
| 667 | Unranked | io-github-choreoatlas-over-reach-detectormcp · github-vcs | Detects and reports when AI coding agents modify files outside their declared task scope, comparing declared globs and categories with actual changes. | No signals yet | No one-command install · Source | |
| 668 | Unranked | github-repo-intel-mcpmcp · github-vcs | Provides AI coding agents with structured intelligence about any GitHub repository including overview, PRs, contributors, hot files, CI status, and… | No signals yet | No one-command install · Source | |
| 669 | Unranked | heisencodex-jpg-github-repo-intelmcp · github-vcs | GitHub repository intelligence for AI coding agents: overview, PRs, contributors, hot files, CI status, and dependencies. | No signals yet | No one-command install · Source | |
| 670 | Unranked | clauxel-codegraph-contextmcp · github-vcs | Code graph analysis for AI coding assistants with repo graph queries, symbol impact paths, and dependency hotspot reports. | No signals yet | No one-command install · Source | |
| 671 | Unranked | io-github-neogeweb3-code-health-suitemcp · github-vcs | Provides 28 MCP tools across 16 analysis engines for comprehensive Python code quality assessment, including complexity scoring, security scanning… | No signals yet | No one-command install · Source | |
| 672 | Unranked | seayniclabs-mooringmcp · github-vcs | Structured access to local Git repositories and the GitHub API for AI assistants. | No signals yet | No one-command install · Source | |
| 673 | Unranked | pr-review-mcpmcp · github-vcs | Unified MCP control plane for AI pull request reviews on GitHub. | No signals yet | No one-command install · Source | |
| 674 | Unranked | nadine302324-commits-lexiconmcp · github-vcs | Comparison intelligence tool with live evidence from 20 sources using PESTLE, VS, and Deep Research frameworks. | No signals yet | No one-command install · Source | |
| 675 | Unranked | skill-loader-mcp-servermcp · github-vcs | Enables discovering, fetching, validating, and converting Claude skills from the skills.sh marketplace and GitHub repositories. | No signals yet | No one-command install · Source | |
| 676 | Unranked | prodbeam-mcp-servermcp · github-vcs | Generates engineering intelligence reports (standups, weekly summaries, sprint retrospectives) from GitHub and Jira data, accessible via MCP clients… | No signals yet | No one-command install · Source | |
| 677 | Unranked | vineethwilson15-semamergemcp · github-vcs | Detects semantic merge conflicts between Git branches using AST-level code analysis. | No signals yet | No one-command install · Source | |
| 678 | Unranked | io-github-daedalus-mcp-pcapy-ngmcp · github-vcs | Enables network packet capture and analysis by listing interfaces, opening live or offline captures, reading packets, and managing BPF filters. | No signals yet | No one-command install · Source | |
| 679 | Unranked | davidweb3-ctrl-githubmcp · github-vcs | GitHub repository integration with tools for pull requests, issues, code search, and repository metadata via a GitHub token. | No signals yet | No one-command install · Source | |
| 680 | Unranked | io-github-onetrueclaude-creator-mcp-knowledge-gapsmcp · github-vcs | Scans markdown vaults to identify concepts mentioned but not defined, ranks gaps by priority, and generates research questions or random long-tail… | No signals yet | No one-command install · Source | |
| 681 | Unranked | maxronner-tea-mcpmcp · github-vcs | Enables AI assistants to manage Gitea repositories, issues, and pull requests via the tea CLI, including full PR review workflows. | No signals yet | No one-command install · Source | |
| 682 | Unranked | git-summary-mcpmcp · github-vcs | An MCP server that gives AI assistants deep understanding of your local Git repositories, providing instant repo overviews, change summaries, blame… | No signals yet | No one-command install · Source | |
| 683 | Unranked | yifanyifan897645-git-summarymcp · github-vcs | Provides deep Git repository intelligence including commit summaries, blame analysis, changelogs, and branch health checks. | No signals yet | No one-command install · Source | |
| 684 | Unranked | vcenter-mcpmcp · github-vcs | Enables plain English queries about VMware vCenter environments including clusters, VMs, datastores, and more, directly from VS Code via GitHub… | No signals yet | No one-command install · Source | |
| 685 | Unranked | aitree-mcp-servermcp · github-vcs | Enables AI assistants to generate annotated file trees, retrieve file statistics, list git-changed files, and read file contents from local… | No signals yet | No one-command install · Source | |
| 686 | Unranked | az-devops-cli-mcpmcp · github-vcs | Azure DevOps MCP tools for Claude Code and Codex CLI, enabling interaction with boards, work items, repos, and pull requests via natural language. | No signals yet | No one-command install · Source | |
| 687 | Unranked | praisesinkamba-azure-devops-climcp · github-vcs | Exposes 13 Azure DevOps tools for managing work items, pull requests, and repositories. | No signals yet | No one-command install · Source | |
| 688 | Unranked | jan-mcpmcp · github-vcs | Converts raw GitHub notes into polished Polish release notes, PR descriptions, and changelogs using predefined workflows. | No signals yet | No one-command install · Source | |
| 689 | Unranked | azure-devops-mcp-servermcp · github-vcs | An MCP server that exposes 41 Azure DevOps tools to AI assistants, enabling management of pipelines, repositories, pull requests, releases, work… | No signals yet | No one-command install · Source | |
| 690 | Unranked | felip3s-git-securitymcp · github-vcs | Analyzes GitHub repositories for security risks including exposed secrets, vulnerable dependencies, and high-churn hotspot files. | No signals yet | No one-command install · Source | |
| 691 | Unranked | io-github-koyoyeager-pystubmcp · github-vcs | Automatically detects packages that can be stubbed during Python exe building and generates minimal stub code to reduce executable size. | No signals yet | No one-command install · Source | |
| 692 | Unranked | finishkitmcp · github-vcs | Scan GitHub repositories for security vulnerabilities, deployment blockers, and code quality issues. | No signals yet | No one-command install · Source | |
| 693 | Unranked | github-trending-mcp-servermcp · github-vcs | Fetches and filters GitHub trending repositories by keywords, language, and time period. | No signals yet | No one-command install · Source | |
| 694 | Unranked | cyberlensmcp · github-vcs | Security scanning for websites, public repositories, and Open CLAW skills. | No signals yet | No one-command install · Source | |
| 695 | Unranked | github-analyzer-mcpmcp · github-vcs | Enables Claude to analyze GitHub repositories with tools for health scoring, contributor analysis, issue tracking, code search, and more. | No signals yet | No one-command install · Source | |
| 696 | Unranked | github-channelsmcp · github-vcs | Streams GitHub webhook events (push, PR, issues, CI) into Claude Code session in real-time, enabling live awareness of repository activity. | No signals yet | No one-command install · Source | |
| 697 | Unranked | dotfiles-mcp-servermcp · github-vcs | Enables LLMs to access and execute custom automation scripts from a dotfiles repository, including tools for JIRA, GitHub, Jenkins, and code review. | No signals yet | No one-command install · Source | |
| 698 | Unranked | copilot-usage-mcpmcp · github-vcs | Exposes GitHub Copilot premium request usage as an MCP tool, providing a breakdown by model and cost. | No signals yet | No one-command install · Source | |
| 699 | Unranked | github-repo-explainer-mcpmcp · github-vcs | Enables AI assistants to access live GitHub repository data without cloning, supporting repo summarization, file explanation, recent changes, and… | No signals yet | No one-command install · Source | |
| 700 | Unranked | mcp-git-commit-generatormcp · github-vcs | Analyzes Git repository changes and generates conventional, context-aware commit messages using the Model Context Protocol. | No signals yet | No one-command install · Source |
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.