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 | 72.046 | faizan45640-google-classroommcp · auth | Integrates with Google Classroom to retrieve courses, announcements, and assignments using OAuth2 authentication, enabling students and educators to… | 6 stars · 8 forks | No one-command install · Source | |
| 2 | 68.715 | library-access-mcpmcp · auth | Enables AI assistants to access authenticated academic databases via browser sessions, eliminating re-login and password exposure. | 14 stars · 2 forks | No one-command install · Source | |
| 3 | 61.362 | nlobbymcp · auth | Integrates with N Lobby school portal through browser-based authentication to provide secure access to academic data including news, announcements… | 6 stars · 4 forks | No one-command install · Source | |
| 4 | 55.168 | ahtishamdilawar-nuces-flexmcp · auth | Automates access to NUCES FLEX Student Portal using Selenium authentication and session management to retrieve academic data including attendance… | 6 stars · 1 fork | No one-command install · Source | |
| 5 | 44.256 | cantpr09ram-tku-academic-systemsmcp · auth | Connects Blender to TKU's learning management and student information systems, enabling automated interactions with university platforms through… | 3 stars · 1 fork | No one-command install · Source | |
| 6 | 32.223 | swiss-statistics-mcpmcp · auth | Provides AI-native access to Swiss Federal Statistical Office datasets through 9 tools for querying education, population, and cross-cantonal… | 2 stars | No one-command install · Source | |
| 7 | Unranked | canvas-parent-mcpmcp · auth | MCP server for Canvas LMS enabling parent observers and students to access courses, assignments, grades, and more. Supports multiple authentication… | No signals yet | No one-command install · Source | |
| 8 | Unranked | mcp-deadbugz-simulatormcp · auth | Simulates the Deadbugz MCP supply-chain attack for educational and research purposes, demonstrating a 3-call gate evasion where tool descriptions… | No signals yet | No one-command install · Source | |
| 9 | Unranked | wos-cnki-mcp-servermcp · auth | Enables AI agents to search and retrieve academic literature from Web of Science and CNKI, with support for institutional login/SSO. Can be deployed… | No signals yet | No one-command install · Source | |
| 10 | Unranked | classroom-browser-mcpmcp · auth | A read-only MCP server that automates Google Classroom web pages for accounts without OAuth access, enabling search and reading of courses, classwork… | No signals yet | No one-command install · Source | |
| 11 | Unranked | mymlh-mcp-servermcp · auth | Enables AI assistants to securely access and manage MyMLH user data, including profiles, education, and employment history, through… | No signals yet | No one-command install · Source | |
| 12 | Unranked | vozclaramcp · auth | Generate Knowledge Packs — summary, flashcards, quiz, transcript — from any YouTube video. Plus OAuth-gated library search, Q\&A, and Anki export. | No signals yet | No one-command install · Source | |
| 13 | Unranked | linkedit-mcpmcp · auth | Enables AI assistants to read and edit LinkedIn profiles including headline, about section, work experience, education, and skills through OAuth 2.0… | 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.