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 | 22.557 | mcp-appmcp · github-vcs | Fetches public GitHub repositories and uses an LLM to generate a json-render UI specification. | 1 star | No one-command install · Source | |
| 2 | 22.557 | github-repo-findermcp · github-vcs | A production-grade GitHub repository finder that helps LLMs discover best repositories with advanced search, ranking, and token optimization. | 1 star | No one-command install · Source | |
| 3 | 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 | |
| 4 | 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 | |
| 5 | 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 | |
| 6 | Unranked | github-devhub-mcpmcp · github-vcs | An MCP server that brings GitHub workflow tools (repo, PR, issue, CI) and cost-free LLM-powered engineering tools (PR review, issue triage, commit… | No signals yet | No one-command install · Source | |
| 7 | Unranked | codetourmcp · github-vcs | Enables LLMs to create animated, narrated tours of GitHub pull requests, with a local browser viewer showing diffs and code highlights while speaking… | No signals yet | No one-command install · Source | |
| 8 | 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 | |
| 9 | 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 | |
| 10 | 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 | |
| 11 | 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 | |
| 12 | 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 | |
| 13 | 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 | |
| 14 | 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 | |
| 15 | Unranked | mcp-gitmcp · github-vcs | Enables Git repository interaction and automation via LLMs, providing tools to read, search, and manipulate Git repositories. | No signals yet | No one-command install · Source | |
| 16 | Unranked | dev-ai-ecosystem-mcpmcp · github-vcs | Provides AI agents with 6 tools for searching Hugging Face models, GitHub trending repos, analyzing GitHub repositories, fetching dev.to articles… | No signals yet | No commit datelisted | 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.