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 | ai-news-aggregatormcp · github-vcs | MCP server that aggregates AI news, academic papers from ArXiv, and trending GitHub repositories from multiple sources, enabling users to fetch… | 1 star | No one-command install · Source | |
| 2 | Unranked | pipeworx-arxivmcp · github-vcs | Access academic preprint research papers from arXiv's open-access repository. | No signals yet | No one-command install · Source | |
| 3 | 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 | |
| 4 | Unranked | book-crawler-mcpmcp · github-vcs | A server for automated crawling of academic papers and GitHub repositories, downloading PDFs, extracting content, AI-generating Gumroad product… | No signals yet | No one-command install · Source | |
| 5 | Unranked | mcp-student-leave-copilot-abmcp · github-vcs | Manages student leave requests and approvals, integrated with GitHub Copilot for natural language interaction. | 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.