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 | io-github-gjeltep-app-store-connect-mcpmcp · github-vcs | Enables management of App Store Connect resources including app reviews, TestFlight crashes, analytics reports, and Xcode Cloud workflows through… | 1 star | No one-command install · Source | |
| 2 | 38.412 | gztchan-ossinsightmcp · github-vcs | Queries OSS Insight's public analytics API with 18 tools for GitHub repository trends, contributor statistics, collection analysis, and open-source… | 3 stars | No one-command install · Source | |
| 3 | 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 | |
| 4 | 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 | |
| 5 | 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 | |
| 6 | 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 | |
| 7 | 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 | |
| 8 | 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 | |
| 9 | 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 | |
| 10 | Unranked | rog0x-github-analyticsmcp · github-vcs | GitHub repository analytics including repo analysis, PR summaries, issue triage, release notes generation, and contributor statistics. | No signals yet | No one-command install · Source | |
| 11 | Unranked | netlify-mcp-servermcp · github-vcs | MCP server for managing Netlify sites, enabling operations such as creating sites from GitHub repositories, listing, viewing details, and deleting… | No signals yet | No commit datelisted | No one-command install · Source |
| 12 | Unranked | nexgendata-github-scrapermcp · github-vcs | Retrieve GitHub repository data and code analytics through Apify's web scraping infrastructure. | No signals yet | No commit datelisted | No one-command install · Source |
| 13 | Unranked | therealmrfunguy-github-insightsmcp · github-vcs | GitHub repository analytics, trending repos, contributor statistics, and language breakdowns. | 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.