Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | Unranked | anki-flashcard-mcpmcp · ai-agents | Enables large language models like Claude to automatically generate flashcards and sync them with Anki decks via a Dockerized MCP server using the… | No signals yet | No one-command install · Source | |
| 502 | 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 | |
| 503 | Unranked | semesters-mcp-servermcp · front-end | Enables AI assistants to build trauma-informed, dyslexia-friendly educational software with specialized tools for accessible UI generation, content… | No signals yet | No one-command install · Source | |
| 504 | Unranked | arxiv-research-mcp-servermcp · back-end | Enables natural language search and analysis of arXiv academic papers with AI-powered relevance ranking, full-text extraction, and support for… | No signals yet | No one-command install · Source | |
| 505 | Unranked | izzanzahrial-arxivmcp · search | Integrates with arXiv to enable searching and retrieving academic papers with structured data about scientific publications | No signals yet | No one-command install · Source | |
| 506 | Unranked | agentic-ragmcp · ai-agents | AGENTIC RAG with OpenAI Agent SDK, Qdrant DB, and Chainlit | No signals yet | No one-command install · Source | |
| 507 | Unranked | tutor-agentmcp · ai-agents | Agent for tutoring using A2A | No signals yet | No one-command install · Source | |
| 508 | Unranked | a2a-tutormcp · ai-agents | Tutoring system using A2A protocol | No signals yet | No one-command install · Source | |
| 509 | Unranked | model-context-protocol-mcp-servermcp · back-end | A basic Python implementation of a Model Context Protocol server for educational purposes, using FastAPI and WebSockets. | No signals yet | No one-command install · Source | |
| 510 | Unranked | ray0907-arxivmcp · search | Enables search and retrieval of academic papers from arXiv, providing access to cleaned titles, abstracts, and full content for research workflows and… | No signals yet | No one-command install · Source | |
| 511 | Unranked | academic-research-mcpmcp · search | Unified scholarly search across 60+ academic sources with citation formatting (CMOS 18, SBL 2, APA 7, Turabian 9) and AI-powered research tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 512 | Unranked | arxiv-semantic-scholar-mcp-servermcp · back-end | Enables searching academic papers, exploring citation graphs, and discovering related research via ArXiv and Semantic Scholar APIs. | No signals yet | No commit datelisted | No one-command install · Source |
| 513 | Unranked | aspire-learningmcp · other | Browse courses, chapters, lessons, and import LaTeX quizzes via remote MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 514 | Unranked | axial-coachmcp · back-end | MCP server that exposes a student's cognitive profile as read-only tools for Sauna, enabling proactive coaching with gamified quests and holistic… | No signals yet | No commit datelisted | No one-command install · Source |
| 515 | Unranked | classcraftmcpmcp · back-end | An MCP server for creating and validating lesson plans based on the 2022 revised Korean middle school math curriculum, providing context, validation… | No signals yet | No commit datelisted | No one-command install · Source |
| 516 | Unranked | education-mcpmcp · other | Generates educational content like quizzes, lesson plans, flashcards, and grading rubrics from any topic via the Model Context Protocol. | No signals yet | No commit datelisted | No one-command install · Source |
| 517 | Unranked | edumints-scorm-mcpmcp · other | Builds SCORM 2004 compliant e-learning courses locally with automated packaging and data privacy. | No signals yet | No commit datelisted | No one-command install · Source |
| 518 | Unranked | embassy-of-the-free-mind-sourcelibrary-v2mcp · search | Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source… | No signals yet | No commit datelisted | No one-command install · Source |
| 519 | Unranked | flashcard-mcpmcp · database | A lightweight MCP server that adds spaced-repetition flashcards (SM-2) to AI assistants, storing data locally in SQLite and enabling card creation… | No signals yet | No commit datelisted | No one-command install · Source |
| 520 | Unranked | flashcards-mcpmcp · ai-agents | An MCP server for making flashcards with your agents and being quizzed on them using SM-2 spaced repetition. | No signals yet | No commit datelisted | No one-command install · Source |
| 521 | Unranked | fuxam-student-mcpmcp · other | Enables local MCP clients to explore a student's Fuxam modules, learning units, progress, schedule, and semester options, and to plan, compare, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 522 | Unranked | hitesh34745-eduaimcp · back-end | Educational AI platform MCP server with dual-model LLM routing and FastAPI HTTP/SSE transport. | No signals yet | No commit datelisted | No one-command install · Source |
| 523 | Unranked | iit-roorkee-academics-mcpmcp · back-end | Enables interaction with the IIT Roorkee Academics portal through MCP tools for authentication, academic data retrieval (fee, grades, transcripts)… | No signals yet | No commit datelisted | No one-command install · Source |
| 524 | Unranked | interactive-edtech-mcpmcp · ai-agents | MCP server suite that lets coding agents generate deep instructional content from external sources and operate classroom-interactive EdTech platforms… | No signals yet | No commit datelisted | No one-command install · Source |
| 525 | Unranked | investor-lens-mcpmcp · other | Provides educational US market analysis by combining exchange rates, stock snapshots, and five famous investor perspectives (Buffett, Graham, Lynch… | No signals yet | No commit datelisted | No one-command install · Source |
| 526 | Unranked | mcp-based-academic-paper-retrieval-rag-systemmcp · search | Enables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline… | No signals yet | No commit datelisted | No one-command install · Source |
| 527 | Unranked | nexgendata-academic-researchmcp · back-end | Search academic papers and scholarly literature through Apify's web scraping infrastructure. | No signals yet | No commit datelisted | No one-command install · Source |
| 528 | Unranked | nseap-mcpmcp · comms | Enables local deliverable checks and a submission-review-notification workflow for the NSEAP education platform via stdio MCP, integrating with… | No signals yet | No commit datelisted | No one-command install · Source |
| 529 | Unranked | olyport-college-scorecardmcp · other | U.S. higher education data: tuition, graduation rates, and post-graduation earnings. | No signals yet | No commit datelisted | No one-command install · Source |
| 530 | Unranked | olyport-onetmcp · other | Job descriptions, skills, education requirements, and wage data from O*NET. | No signals yet | No commit datelisted | No one-command install · Source |
| 531 | Unranked | openalgernon-openalgernonmcp · search | AI-powered study platform with FSRS spaced repetition, flashcard generation, and knowledge retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 532 | Unranked | pdf-to-png-converter-mcpmcp · ai-agents | Enables Claude Code to convert PDF files to high-quality PNG images, download academic papers, and batch process PDFs with automatic folder… | No signals yet | No commit datelisted | No one-command install · Source |
| 533 | Unranked | polyu-estudent-mcpmcp · ai-agents | A local MCP server that lets Claude Code operate the PolyU eStudent portal to check grades, timetable, exams, search subjects, and manage course… | No signals yet | No commit datelisted | No one-command install · Source |
| 534 | Unranked | prelude-instrumentsmcp · search | Search and rent musical instruments in New Zealand, with pricing, teachers, and FAQs. | No signals yet | No commit datelisted | No one-command install · Source |
| 535 | Unranked | quiz-videomcp · back-end | Creates and manages AI-generated quizzes, flashcard decks, and educational videos through a hosted MCP endpoint. | No signals yet | No commit datelisted | No one-command install · Source |
| 536 | 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 |
| 537 | Unranked | reviewerzeromcp · back-end | An MCP server for auditing LaTeX citations and numeric claims in academic papers, verifying numerical values against resolved full-text sources. | No signals yet | No commit datelisted | No one-command install · Source |
| 538 | Unranked | skolverket-mcpmcp · other | Enables easy access to open data from the Swedish National Agency for Education, allowing querying and integration of educational statistics and facts… | No signals yet | No commit datelisted | No one-command install · Source |
| 539 | Unranked | studentmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 540 | Unranked | studentmanagementmcp-servermcp · back-end | MCP server for student management with CRUD operations, supporting user authentication and student record management. | No signals yet | No commit datelisted | No one-command install · Source |
| 541 | Unranked | thenextgennexus-academic-researchmcp · search | Search ArXiv preprints and Google Scholar papers with citation counts in one query. | No signals yet | No commit datelisted | No one-command install · Source |
| 542 | Unranked | wealthi-coach-mcp-servermcp · database | Read-only MCP server providing Wealthi's AI Coach with scoped access to student progress data from Firestore and Supabase, enabling AI to retrieve… | No signals yet | No commit datelisted | No one-command install · Source |
| 543 | Unranked | weekly-arxiv-ml-ai-research-reviewmcp · ai-agents | Weekly collection of arXiv paper reviews in machine learning and AI | No signals yet | No commit datelisted | No one-command install · Source |
| 544 | Unranked | xmcp-coremcp · search | A generic X/bookmark intelligence MCP core for ingesting, enriching, and retrieving bookmarks with semantic search, brief generation, and academic… | 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.