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 | 43.275 | linductor-alkaid-academic-searchmcp · observability | Searches Semantic Scholar, arXiv, and OpenAlex for academic papers with citation metrics and impact factors. | 4 stars | No one-command install · Source | |
| 1 | 43.275 | be-student-project-industrial-iot-monitoringmcp · observability | Industrial IoT monitoring system combining OPC UA simulation, LSTM autoencoder anomaly detection, and local LLM explanations for real-time equipment… | 4 stars | No one-command install · Source | |
| 3 | 23.374 | mlintangmz2765-scholarmcp · observability | Provides structured access to Scopus, OpenAlex, and Unpaywall for AI-driven academic paper discovery, citation tracking, author analytics, and PDF… | 1 fork | No one-command install · Source | |
| 4 | 22.557 | packet-tracer-visual-mcpmcp · observability | Enables automation of Cisco Packet Tracer simulations by placing devices, connecting links, and generating IOS configurations via MCP, ideal for… | 1 star | No one-command install · Source | |
| 4 | 22.557 | claude-code-masterymcp · observability | Monitors 7+ sources for Claude Code updates, analyzes curriculum gaps, and auto-applies changes to keep the curriculum current. | 1 star | No one-command install · Source | |
| 6 | Unranked | jaipuria-moodle-reports-mcpmcp · observability | Enables faculty to query student performance reports, cohort analytics, and report accuracy from Jaipuria student data using natural language, with… | No signals yet | No one-command install · Source | |
| 7 | Unranked | schoolbridgemcp · observability | Connects Canvas LMS (and other school platforms) to AI agents, enabling them to monitor assignments, grades, announcements, and changes, then rank… | No signals yet | No one-command install · Source | |
| 8 | Unranked | stu-management-mcpmcp · observability | Local stdio MCP server that provides tools for calculating averages, evaluating scores into grades, and retrieving student names by student ID. It… | No signals yet | No one-command install · Source | |
| 9 | Unranked | reading-coachmcp · observability | An AI reading companion that curates next books based on the Chicago Plan curriculum and tracks user reading progress with personal tokens. It offers… | 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.