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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

68 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
188.883pollinations-chucknorrismcp · ai-agentsEnhances language models by fetching specialized prompts from the L1B3RT4S repository, supporting multiple LLMs including ChatGPT, Claude, and Gemini…67 stars · 15 forksNo one-command install · Source
288.196claude-deep-researchmcp · ai-agentsExtends research capabilities by providing unified access to web and academic information through DuckDuckGo and Semantic Scholar integrations…63 stars · 13 forksNo one-command install · Source
380.970pubmed-search-mcpmcp · ai-agentsAn intelligent research assistant MCP server for AI agents, providing task-oriented literature search and analysis across multiple academic databases.27 stars · 8 forksNo one-command install · Source
479.253secretiveshell-awesome-llms-txtmcp · ai-agentsIntegrates with Awesome-llms-txt to enhance conversations by incorporating relevant documentation snippets for improved technical support, code…25 stars · 6 forksNo one-command install · Source
577.771scholarmcpmcp · ai-agentsAn MCP server that enables coding agents to search academic papers, ingest full-text PDFs, extract structured details, and manage citations in…26 stars · 4 forksNo one-command install · Source
672.112sjtu-sai-agents-research-sandboxmcp · ai-agentsMulti-layered sandbox that combines Google search, web content parsing, and ArXiv paper processing with configurable LLM backends for comprehensive…13 stars · 5 forksNo one-command install · Source
752.135offline-mcp-educational-servermcp · ai-agentsEnables generation of educational content like MCQs, lesson plans, and flashcards without relying on external LLMs, fully offline and compatible with…4 stars · 2 forksNo one-command install · Source
846.654standardgraphmcp · ai-agentsMaps educational standards across 310 curriculum systems in 50+ countries, enabling cross-border curriculum alignment through Claude.5 starsNo one-command install · Source
846.654vidmcpmcp · ai-agentsMCP server for video editing with text-prompt subject segmentation and compositing effects behind subjects. Enables agent-driven video creation and…5 starsNo one-command install · Source
1044.256yuzongmin-literature-memorymcp · ai-agentsIntegrates academic literature management with knowledge graphs to enable efficient source analysis, note-taking, and entity linking across diverse…3 stars · 1 forkNo one-command install · Source
1143.275tixuz-openemismcp · ai-agentsRead-only MCP bridge connecting AI agents to OpenEMIS education management systems with natural language access to 645 education data resources.4 starsNo one-command install · Source
1238.412learn-shellmcp · ai-agentsAn agent-native teaching OS that gives AI assistants a persistent classroom with courses, lessons, flashcards, and graded exercises via MCP tools.3 starsNo one-command install · Source
1338.066mcp-guapmcp · ai-agentsMCP server for ГУАП's student portal enabling AI agents to manage tasks, materials, and reports.2 stars · 1 forkNo one-command install · Source
1432.223pucp-mcpmcp · ai-agentsAn MCP server kit that connects AI assistants to PUCP's Paideia and Campus Virtual portals, allowing students to query courses, materials, grades…2 starsNo one-command install · Source
1432.223searchforgemcp · ai-agentsFree, open-source web search gateway and MCP server for LLMs, AI agents, and RAG. It provides no-key web, code, academic, and community search with…2 starsNo one-command install · Source
1432.223paper-extraction-mcpmcp · ai-agentsEnables structured information extraction from academic PDFs using LLMs, integrating with Claude Desktop for natural language querying and batch…2 starsNo one-command install · Source
1729.013pddiktimcp · ai-agentsEnables AI agents to query structured Indonesia higher-education data, including universities, study programs, lecturers, students, and aggregate…1 star · 1 forkNo one-command install · Source
1729.013birdsmith-gauntlet-inceptmcp · ai-agentsIntegrates with QTI services and LLMs to generate personalized educational content tailored to students' knowledge levels and interests, streamlining…1 star · 1 forkNo one-command install · Source
1922.557langlearn-ttsmcp · ai-agentsEnables Claude to speak in 70+ languages, including pronunciation, audio flashcards, and full language lessons with tutor personas.1 starNo one-command install · Source
1922.557canvas-agentmcp · ai-agentsMCP server that connects AI assistants to Instructure Canvas LMS, enabling teachers and administrators to manage courses, assignments, grades, and…1 starNo one-command install · Source
1922.557book-guide-mcpmcp · ai-agentsAn MCP server that transforms books into agent-callable skill packages, enabling AI agents to use books as guides for evidence, procedures, and…1 starNo one-command install · Source
1922.557studenthub-mcpmcp · ai-agentsRead-only MCP server for the StudentHub recruitment database. Enables BAWES agents to search candidates, retrieve profiles, and query hiring pipeline…1 starNo one-command install · Source
1922.557mcp-student-assistancemcp · ai-agentsMCP server that provides intelligent student assistance tools for academic calculations, attendance tracking, marks analysis, and syllabus reading via…1 starNo one-command install · Source
1922.557openpapermcp · ai-agentsGenerate academic papers with AI agents and verified citations.1 starNo one-command install · Source
1922.557annuma-study-companionmcp · ai-agentsMCP server that exposes a read-only knowledge base of verified math lecture material, enabling AI agents to quiz students using active recall via…1 starNo one-command install · Source
1922.557learn-climcp · ai-agentsAn MCP server and CLI for step-by-step learning, enabling humans and agents to learn subjects like language tutoring through a structured prompt…1 starNo one-command install · Source
1922.557edupage-mcp-servermcp · ai-agentsMCP server that connects Claude to Edupage, a school information system used across Europe. Provides access to timetables, grades, homework, messages…1 starNo one-command install · Source
1922.557scholar-mcpmcp · ai-agentsMulti-source academic paper search, citation graph exploration, and PDF download as an MCP server, designed for LLM agents doing research.1 starNo one-command install · Source
1922.557citenexus-mcpmcp · ai-agentsEnables AI agents to access academic citations, fetch metadata, and generate BibTeX entries directly from Google Scholar via MCP tools.1 starNo one-command install · Source
1922.557norvalbv-deep-researchmcp · ai-agentsOrchestrates comprehensive research workflows by coordinating web search, academic papers, and technical documentation through parallel LLM voting for…1 starNo one-command install · Source
1922.557classroomscribemcp · ai-agentsIntegrates Google Classroom with LLMs and AI agents via MCP. Enables listing courses, assignments, announcements, and generating prioritized TODO…1 starNo commit datelisted No one-command install · Source
32Unrankedknowledgeradarmcp · ai-agentsAn MCP server that gives agents a unified search and perception layer across web search, Bilibili, Xiaohongshu, Zhihu, YouTube, academic metadata…No signals yetNo one-command install · Source
33Unrankedcollegia-mcpmcp · ai-agentsEnables teachers to use AI agents for lesson preparation, grading, and administrative tasks through tools for class averages, school resources, and…No signals yetNo one-command install · Source
34Unrankedstrudelmcpmcp · ai-agentsEducational MCP server that teaches AI agents to compose music using Strudel syntax through structured lessons, curated examples, and guided…No signals yetNo one-command install · Source
35Unrankeddutic-mcpmcp · ai-agentsMCP server for the DUTIC virtual classroom (Moodle) at UNSA. Allows viewing tasks (including hidden ones), courses, resources, and downloading files…No signals yetNo one-command install · Source
36Unrankedcnki-searchmcp · ai-agentsMCP server for searching Chinese academic literature from CNKI Space, returning metadata such as title, authors, year, and links, and retrieving…No signals yetNo one-command install · Source
37Unrankedmemora-mcpmcp · ai-agentsAn interactive flashcard MCP App for Claude Desktop. Claude generates flashcards from your request or the conversation and renders them as an inline…No signals yetNo one-command install · Source
38Unrankedn-vel-socioecon-mico-e-renda-estimadamcp · ai-agentsEnables AI agents to estimate a Brazilian individual's socioeconomic level and income from their CPF, based on income, occupation, and education…No signals yetNo one-command install · Source
39Unrankeduniversity-course-catalog-mcp-server-2mcp · ai-agentsMCP server exposing a university course catalog with tools for searching courses, looking up prerequisites and instructors, and generating…No signals yetNo one-command install · Source
40Unrankedjapanese-learning-memorymcp · ai-agentsA local MCP server that helps you maintain a personal Japanese learning knowledge base, including vocabulary, confusion relations, mistakes, and…No signals yetNo one-command install · Source
41Unrankedkirundi-brain-mcpmcp · ai-agentsA FastMCP server that serves as a local-first Kirundi study coach, with tools to manage lesson files, track learner profiles, and provide grounded…No signals yetNo one-command install · Source
42Unrankednexla-ai-agentmcp · ai-agentsEnables natural language question answering over academic PDFs with grounded answers, exact source attribution, and explicit uncertainty handling.No signals yetNo one-command install · Source
43Unrankedsupost-mcpmcp · ai-agentsRemote MCP server for SUpost, the Stanford student marketplace. Lets AI agents search active listings, fetch listing details, and read verified market…No signals yetNo one-command install · Source
44Unrankedakib-dabgar-mcp-servermcp · ai-agentsA personal knowledge hub MCP server that allows LLMs to query Akib Dabgar's skills, experience, projects, and education using Dynamic Context…No signals yetNo one-command install · Source
45Unrankedvisual-qa-mcpmcp · ai-agentsEnables agents to verify educational, scientific, and engineering visuals by extracting structured evidence and running domain-specific checks against…No signals yetNo one-command install · Source
46Unrankedmap-maraventano-agent-protocolmcp · ai-agentsMAP (Maraventano Agent Protocol). One MCP server with three subtractive parts — Merchant Key (read any product URL into one CleanRead), Atlas (publish…No signals yetNo one-command install · Source
47Unrankedio-github-ravicha2-lit-review-councilmcp · ai-agentsA multi-agent literature review pipeline that uses specialized agents to research, peer-review, and synthesize academic and practitioner perspectives…No signals yetNo one-command install · Source
48Unrankedcanvas-lms-mcpmcp · ai-agentsEnables AI agents to access Canvas LMS academic data such as courses, assignments, grades, and events via MCP tools.No signals yetNo one-command install · Source
49Unrankedmcp-ai-detectionmcp · ai-agentsEnables multi-tier AI-detection screening on academic papers by extracting text from .tex and .docx files, splitting into standard sections, and…No signals yetNo one-command install · Source
50Unrankedazure-functions-mcp-servermcp · ai-agentsAn educational MCP server deployed as an Azure Function, exposing tools like addition, weather simulation, and temperature conversion for AI agents to…No signals yetNo one-command install · Source
51Unrankedscholarmindmcp · ai-agentsA multimodal academic research assistant for LLM Agent papers, enabling paper search, PDF/figure understanding, knowledge graph memory, learning…No signals yetNo one-command install · Source
52Unrankedmy-learning-mcp-servermcp · ai-agentsAn educational MCP server demonstrating tools, resources, and prompts for learning the Model Context Protocol.No signals yetNo one-command install · Source
53Unrankedwlo-mcp-servermcp · ai-agentsMCP server for WirLernenOnline.de that enables searching and retrieving educational materials, collections, topic pages, and metadata through natural…No signals yetNo one-command install · Source
54Unrankedacademic-figures-mcpmcp · ai-agentsA multi-step academic figure agent harness that enables AI agents to plan, generate, evaluate, and iterate publication-grade figures from sources like…No signals yetNo one-command install · Source
55Unrankedadaptive-reasoning-servermcp · ai-agentsAn advanced MCP server that gives AI assistants persistent memory with machine-learning-powered semantic understanding, enabling branching memory…No signals yetNo one-command install · Source
56Unrankedmcp-openalexmcp · ai-agentsMCP server for the OpenAlex scholarly database, providing AI agents with tools to search and retrieve academic works, authors, and institutions via…No signals yetNo one-command install · Source
57Unrankedbiocite-mcpmcp · ai-agentsBioCite-MCP enables LLMs to retrieve verified academic literature metadata, citations, and BibTeX from Europe PMC and Crossref, and audit manuscripts…No signals yetNo one-command install · Source
58Unrankedanki-mcp-2mcp · ai-agentsMCP server for Anki via AnkiConnect, enabling creation, search, and management of flashcards directly from Claude Code or any MCP client.No signals yetNo one-command install · Source
59Unrankedarxiv-mcp-2mcp · ai-agentsAn MCP server that lets LLMs search, verify, and read papers from arXiv, preventing hallucinated academic references.No signals yetNo one-command install · Source
60Unrankedanki-flashcard-mcpmcp · ai-agentsEnables large language models like Claude to automatically generate flashcards and sync them with Anki decks via a Dockerized MCP server using the…No signals yetNo one-command install · Source
61Unrankedagentic-ragmcp · ai-agentsAGENTIC RAG with OpenAI Agent SDK, Qdrant DB, and ChainlitNo signals yetNo one-command install · Source
62Unrankedtutor-agentmcp · ai-agentsAgent for tutoring using A2ANo signals yetNo one-command install · Source
63Unrankeda2a-tutormcp · ai-agentsTutoring system using A2A protocolNo signals yetNo one-command install · Source
64Unrankedflashcards-mcpmcp · ai-agentsAn MCP server for making flashcards with your agents and being quizzed on them using SM-2 spaced repetition.No signals yetNo commit datelisted No one-command install · Source
65Unrankedinteractive-edtech-mcpmcp · ai-agentsMCP server suite that lets coding agents generate deep instructional content from external sources and operate classroom-interactive EdTech platforms…No signals yetNo commit datelisted No one-command install · Source
66Unrankedpdf-to-png-converter-mcpmcp · ai-agentsEnables Claude Code to convert PDF files to high-quality PNG images, download academic papers, and batch process PDFs with automatic folder…No signals yetNo commit datelisted No one-command install · Source
67Unrankedpolyu-estudent-mcpmcp · ai-agentsA local MCP server that lets Claude Code operate the PolyU eStudent portal to check grades, timetable, exams, search subjects, and manage course…No signals yetNo commit datelisted No one-command install · Source
68Unrankedweekly-arxiv-ml-ai-research-reviewmcp · ai-agentsWeekly collection of arXiv paper reviews in machine learning and AINo signals yetNo 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.

Leaderboard · Armory