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 | obsidianki-mcp-servermcp · back-end | Generates flashcards from Obsidian notes using obsidianki, with support for note patterns, card count, and deck selection. | No signals yet | No one-command install · Source | |
| 502 | Unranked | mcp-uji-academic-servermcp · back-end | Enables querying academic data from Universitat Jaume I, including subjects, degrees, locations, and schedules, via MCP-compatible clients. | No signals yet | No one-command install · Source | |
| 503 | Unranked | perplexity-web-search-mcpmcp · search | Enables AI assistants to perform real-time web and academic searches using Perplexity's Sonar API. | No signals yet | No one-command install · Source | |
| 504 | Unranked | openarchives-gr-mcp-servermcp · back-end | MCP server for searching and retrieving Greek academic documents, theses, articles, and scholarly content from OpenArchives.gr. | No signals yet | No one-command install · Source | |
| 505 | 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 | |
| 506 | 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 | |
| 507 | 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 | |
| 508 | 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 | |
| 509 | 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 | |
| 510 | Unranked | agentic-ragmcp · ai-agents | AGENTIC RAG with OpenAI Agent SDK, Qdrant DB, and Chainlit | No signals yet | No one-command install · Source | |
| 511 | Unranked | tutor-agentmcp · ai-agents | Agent for tutoring using A2A | No signals yet | No one-command install · Source | |
| 512 | Unranked | a2a-tutormcp · ai-agents | Tutoring system using A2A protocol | No signals yet | No one-command install · Source | |
| 513 | 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 | |
| 514 | 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 | |
| 515 | Unranked | academic-cv-builderskill · other | Format CVs for academic positions, including publications, grants, teaching, and research experience. Use when the user mentions academic CV, faculty… | No signals yet | No commit datelisted | armory install academic-cv-builder --cli claude |
| 516 | 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 |
| 517 | Unranked | academic-research-synthesizersubagent · ai-agents | Academic research synthesis specialist. Use PROACTIVELY for comprehensive research on academic topics, literature reviews, technical investigations… | No signals yet | No commit datelisted | armory install academic-research-synthesizer --cli claude |
| 518 | Unranked | academic-researchersubagent · ai-agents | Academic research specialist for scholarly sources, peer-reviewed papers, and academic literature. Use PROACTIVELY for research paper analysis… | No signals yet | No commit datelisted | armory install academic-researcher --cli claude |
| 519 | Unranked | agentsworkflow · ai-agents | Agents. A minimal educational implementation of LLM agents using the Claude API. | No signals yet | No commit datelisted | armory install agents --cli claude |
| 520 | 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 |
| 521 | 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 |
| 522 | 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 |
| 523 | Unranked | citation-managementskill · search | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations… | No signals yet | No commit datelisted | armory install citation-management --cli claude |
| 524 | 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 |
| 525 | Unranked | code-documentation-tutorial-engineersubagent · ai-agents | Creates step-by-step tutorials and educational content from code. Transforms complex concepts into progressive learning experiences with hands-on… | No signals yet | No commit datelisted | armory install code-documentation-tutorial-engineer --cli claude |
| 526 | Unranked | documentation-generation-tutorial-engineersubagent · ai-agents | Creates step-by-step tutorials and educational content from code. Transforms complex concepts into progressive learning experiences with hands-on… | No signals yet | No commit datelisted | armory install documentation-generation-tutorial-engineer --cli claude |
| 527 | 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 |
| 528 | 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 |
| 529 | 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 |
| 530 | 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 |
| 531 | 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 |
| 532 | 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 |
| 533 | Unranked | gws-classroomworkflow · other | Google Classroom: Manage classes, rosters, and coursework. | No signals yet | No commit datelisted | armory install gws-classroom --cli claude |
| 534 | 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 |
| 535 | 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 |
| 536 | 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 |
| 537 | 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 |
| 538 | Unranked | kegg-databaseskill · back-end | Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For… | No signals yet | No commit datelisted | armory install kegg-database --cli claude |
| 539 | Unranked | latex-postersskill · front-end | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and… | No signals yet | No commit datelisted | armory install latex-posters --cli claude |
| 540 | Unranked | latex-posters-2skill · front-end | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and… | No signals yet | No commit datelisted | armory install latex-posters-2 --cli claude |
| 541 | Unranked | machine-learning-engineersubagent · devops | Use this agent when you need to deploy, optimize, or serve machine learning models at scale in production environments. | No signals yet | No commit datelisted | armory install machine-learning-engineer --cli claude |
| 542 | Unranked | manimskill · front-end | Comprehensive guide for Manim Community - Python framework for creating mathematical animations and educational videos with programmatic control | No signals yet | No commit datelisted | armory install manim --cli claude |
| 543 | 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 |
| 544 | Unranked | mle-workflowskill · devops | Production machine-learning engineering workflow for data contracts, reproducible training, model evaluation, deployment, monitoring, and rollback… | No signals yet | No commit datelisted | armory install mle-workflow --cli claude |
| 545 | Unranked | nanogptskill · ai-agents | Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By Andrej… | No signals yet | No commit datelisted | armory install nanogpt --cli claude |
| 546 | 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 |
| 547 | 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 |
| 548 | 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 |
| 549 | 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 |
| 550 | Unranked | openalex-databaseskill · database | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research… | No signals yet | No commit datelisted | armory install openalex-database --cli claude |
| 551 | 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 |
| 552 | Unranked | paper-2-webskill · other | This skill should be used when converting academic papers into promotional and presentation formats including interactive websites (Paper2Web)… | No signals yet | No commit datelisted | armory install paper-2-web --cli claude |
| 553 | 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 |
| 554 | 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 |
| 555 | 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 |
| 556 | 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 |
| 557 | 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 |
| 558 | Unranked | recipe-create-classroom-courseworkflow · other | Create a Google Classroom course and invite students. | No signals yet | No commit datelisted | armory install recipe-create-classroom-course --cli claude |
| 559 | Unranked | research-engineerskill · other | An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical… | No signals yet | No commit datelisted | armory install research-engineer --cli claude |
| 560 | Unranked | research-lookupskill · search | Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the… | No signals yet | No commit datelisted | armory install research-lookup --cli claude |
| 561 | Unranked | resume-section-builderskill · other | Create targeted resume sections optimized for different experience levels and roles. Use when the user wants to build or rewrite specific sections… | No signals yet | No commit datelisted | armory install resume-section-builder --cli claude |
| 562 | 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 |
| 563 | Unranked | se-technical-writersubagent · ai-agents | Technical writing specialist for creating developer documentation, technical blogs, tutorials, and educational content | No signals yet | No commit datelisted | armory install se-technical-writer --cli claude |
| 564 | Unranked | ship-learn-nextskill · other | Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework… | No signals yet | No commit datelisted | armory install ship-learn-next --cli claude |
| 565 | 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 |
| 566 | Unranked | statistical-analysisskill · other | Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption… | No signals yet | No commit datelisted | armory install statistical-analysis --cli claude |
| 567 | 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 |
| 568 | 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 |
| 569 | Unranked | technical-content-evaluatorsubagent · ai-agents | Elite technical content editor and curriculum architect for evaluating technical training materials, documentation, and educational content. Reviews… | No signals yet | No commit datelisted | armory install technical-content-evaluator --cli claude |
| 570 | 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 |
| 571 | Unranked | venue-templatesskill · other | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science… | No signals yet | No commit datelisted | armory install venue-templates --cli claude |
| 572 | 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 |
| 573 | 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 |
| 574 | 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.