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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

544 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
20132.223sauravroy34-research-papermcp · back-endSearches academic databases including Semantic Scholar and OpenAlex, resolves paper identifiers, and discovers related research via a FastMCP server…2 starsNo one-command install · Source
20132.223scipdf-mcpmcp · back-endMCP server for downloading academic papers from DOI or title, resolving references, and generating citations. Supports batch downloads, multiple…2 starsNo one-command install · Source
20132.223hust-cnki-research-mcpmcp · searchEnables AI agents to search, read, and cite Chinese academic papers from CNKI using HUST single sign-on, with support for full-text retrieval, BibTeX…2 starsNo one-command install · Source
20132.223searchforgemcp · 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
20132.223lyra-s-expanded-research-mcpmcp · back-endA unified MCP server providing programmatic access to three major academic research APIs: Semantic Scholar, OpenAlex, and PubMed.2 starsNo one-command install · Source
20132.223tixuz-openemis-promcp · otherQuery and modify OpenEMIS v5 education management data via natural language with read and write tools.2 starsNo one-command install · Source
20132.223academic-mcpmcp · back-endUnified academic search MCP server that searches open literature (arXiv, bioRxiv, medRxiv, PMC), CNKI, and Web of Science, with browser-backed…2 starsNo one-command install · Source
20132.223learners-mcpmcp · otherTurns any source material into a guided learning experience with learning maps, notes, four-phase study loop, spaced repetition flashcards, and…2 starsNo one-command install · Source
20132.223paper-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
20132.223paulofroes-memberkitmcp · back-endWraps the Memberkit API as semantic tools for managing users, courses, classrooms, memberships, comments, webhooks, rankings, and quizzes on the…2 starsNo one-command install · Source
20132.223sallvainian-ngssmcp · searchProvides access to Next Generation Science Standards for middle school education with 3D framework filtering, full-text search, and configurable…2 starsNo one-command install · Source
20132.223open-personality-mcp-servermcp · back-endCreates and manages personality profiles using a 12-facet model based on 33 academic frameworks, stores them as OpenClaw-compatible…2 starsNo one-command install · Source
20132.223coopermayne-lifeloggermcp · otherPersonal knowledge system that captures information entries, automatically generates flashcards, and schedules spaced repetition reviews using the…2 starsNo one-command install · Source
20132.223h-lu-crossref-citemcp · back-endResolves academic paper citations via the Crossref API.2 starsNo one-command install · Source
20132.223papermcpmcp · searchEnables searching and accessing academic papers from 23+ sources (including arXiv, PubMed, Google Scholar) through the Model Context Protocol, with…2 starsNo one-command install · Source
20132.223ipmentormcp · otherProvides verified IPv4 subnet calculations, IP analysis, and network diagram generation for AI tutoring systems via MCP.2 starsNo one-command install · Source
20132.223plyght-studentvuemcp · back-endIntegrates with StudentVue information systems to provide access to grades, attendance, schedules, messages, and documents through SOAP protocol…2 starsNo one-command install · Source
21829.013global-education-mcpmcp · back-endProvides AI assistants access to international education data from UNESCO UIS (4,000+ indicators) and OECD Education at a Glance via SDMX, with no API…1 star · 1 forkNo one-command install · Source
21829.013korean-vocational-learning-map-mcpmcp · back-endMCP server providing a local learning graph for the Korean vocational high school curriculum (2022 revised), including 8,425 achievement standards…1 star · 1 forkNo one-command install · Source
21829.013atlaspi-mcpmcp · back-endHistorical geography for AI agents: 1,000+ polities with real GeoJSON borders, dynastic succession chains, events, cities and trade routes from 4500…1 star · 1 forkNo one-command install · Source
21829.013pddiktimcp · 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
21829.013scholar-relaymcp · otherAn AI-powered research assistant that enables students to discover papers, generate summaries, and build bibliographies with cross-device session…1 star · 1 forkNo one-command install · Source
21829.013xiaoya-teacher-mcp-servermcp · back-end专为教师设计的小雅智能教学平台教育管理MCP服务器，集成课程资源管理、题目创建、试卷配置、班级查询、签到统计、任务测验与批阅等功能。1 star · 1 forkNo one-command install · Source
21829.013research-mcp-servermcp · back-endEnables searching and managing academic papers from arXiv with tools, resources, and prompt templates for literature review.1 star · 1 forkNo one-command install · Source
21829.013tool4lmmcp · back-endProvides local research toolkit with web search, document processing, academic databases, and mathematical computation without requiring external API…1 star · 1 forkNo one-command install · Source
21829.013pubmed-enhanced-search-mcp-servermcp · back-endA Model Content Protocol server that provides enhanced tools to search and retrieve academic papers from PubMed, with features including MeSH term…1 star · 1 forkNo one-command install · Source
21829.013huoshui-pdf-translatormcp · otherAn intelligent PDF translation assistant specializing in academic papers with mathematical formulas, enabling context-aware translation with layout…1 star · 1 forkNo one-command install · Source
21829.013mcp-academic-editormcp · front-endA sophisticated academic manuscript revision system that provides surgical, line-anchored editing tools through MCP, designed for precise manuscript…1 star · 1 forkNo one-command install · Source
21829.013ethangillani-ankimcp · back-endEnables AI models to interact directly with Anki flashcard software through the AnkiConnect API, providing tools to create, search, and manage decks…1 star · 1 forkNo one-command install · Source
21829.013birdsmith-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
23123.374xverum-mcpmcp · searchFind and enrich the right people from 750M professional profiles. Search by role, seniority, skills, industry, and location in plain English. Pull…1 forkNo one-command install · Source
23123.374cvc-storyboard-mcpmcp · back-endA deterministic MCP server for creating and managing educational storyboards, video scripts, and slide decks. It provides tools for content planning…1 forkNo one-command install · Source
23123.374studybuddymcp · back-endAn educational MCP server demonstrating the MCP protocol with simple tools like rolling dice and returning vocabulary words.1 forkNo one-command install · Source
23123.374korea-academic-mcpmcp · back-endAn MCP server that searches Korean academic databases (KCI, DBpia, RISS) via their official Open APIs, enabling Claude and other MCP clients to…1 forkNo one-command install · Source
23123.374mlintangmz2765-scholarmcp · observabilityProvides structured access to Scopus, OpenAlex, and Unpaywall for AI-driven academic paper discovery, citation tracking, author analytics, and PDF…1 forkNo one-command install · Source
23123.374igorpdev-databrmcp · otherBrazilian open data from IBGE, BCB, and INEP for demographics, economics, and education statistics.1 forkNo one-command install · Source
23123.374saidiibrahim-search-papersmcp · searchSearch and analyze academic papers from arXiv1 forkNo one-command install · Source
23123.374search-papersmcp · searchEnables agents to search, analyze, and explore arXiv academic papers with advanced multi-field search, author lookup, category browsing, citation…1 forkNo one-command install · Source
23922.557edithatogo-sourcerightmcp · devopsRust-based reference verification infrastructure for academic writing, agent workflows, and citation processing.1 starNo one-command install · Source
23922.557kicksite-mcpmcp · back-endMCP server for the Kicksite martial-arts school management API, enabling natural language read and write operations on students, prospects…1 starNo one-command install · Source
23922.557diamond-mcpmcp · searchProvides diamond education tools for AI assistants, including grading report verification, face-up size estimation, and market price index, all backed…1 starNo one-command install · Source
23922.557braude-mcpmcp · back-endA serverless MCP server for Ort Braude College that enables AI assistants to query academic calendar dates, search for courses, and retrieve course…1 starNo one-command install · Source
23922.557jeffaf-kivvmcp · otherAutomates academic paper discovery from arXiv with daily collection, relevance scoring, and summarization, providing personalized research feeds and…1 starNo one-command install · Source
23922.557langlearn-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
23922.557doigetmcp · front-endConverts DOIs and arXiv IDs into local PDFs via official open-access APIs, designed as an agent-facing companion for academic paper retrieval.1 starNo one-command install · Source
23922.557swiss-academic-libraries-mcpmcp · back-endEnables AI models to search and retrieve bibliographic and digitized records from Swiss academic libraries (swisscovery, e-rara, e-periodica…1 starNo one-command install · Source
23922.557canvas-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
23922.557canvas-teacher-mcpmcp · back-endAn MCP server for Canvas LMS that enables assistants to read course content, create assignments and pages, set due dates, and post announcements via…1 starNo one-command install · Source
23922.557book-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
23922.557studenthub-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
23922.557siu-guarani-mcpmcp · back-endMCP server for querying SIU Guaraní Autogestión from the Docente profile, providing read-only access to teaching periods, courses, exam boards, and…1 starNo one-command install · Source
23922.557comci-agentmcp · back-endMCP server that reads Korean school class and teacher timetables from Comci's public schedules, detects schedule changes, and exposes structured data…1 starNo one-command install · Source
23922.557rag-papermcp · searchA local-first paper RAG server that enables searching and managing academic PDFs via MCP tools, supporting metadata enrichment and citation graphs.1 starNo one-command install · Source
23922.557research-intelligence-mcpmcp · back-endA unified MCP server for academic paper discovery, citation exploration, and research intelligence workflows over multiple scientific knowledge…1 starNo one-command install · Source
23922.557mcp-student-assistantmcp · back-endAn MCP server that provides student-focused tools such as attendance lookup, marks calculation, notes search, college rules access, and a math…1 starNo one-command install · Source
23922.557semanticscholar-mcp-servermcp · back-endAn MCP server that provides access to Semantic Scholar's academic graph, recommendations, and datasets APIs, enabling paper search, citation analysis…1 starNo one-command install · Source
23922.557mcp-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
23922.557openpapermcp · ai-agentsGenerate academic papers with AI agents and verified citations.1 starNo one-command install · Source
23922.557johnisanerd-google-scholarmcp · searchSearch Google Scholar for academic papers, citations, author profiles, and abstracts.1 starNo one-command install · Source
23922.557paper-search-arxiv-semantic-scholar-openalexmcp · searchUnified academic paper search for AI agents. search_all queries arXiv, Semantic Scholar and OpenAlex at once, de-duplicates the same work across…1 starNo one-command install · Source
23922.557annuma-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
23922.557learn-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
23922.557ai-news-aggregatormcp · github-vcsMCP server that aggregates AI news, academic papers from ArXiv, and trending GitHub repositories from multiple sources, enabling users to fetch…1 starNo one-command install · Source
23922.557utol-mcpmcp · commsEnables users to interact with the University of Tokyo's UTOL learning management system through natural language, providing access to courses…1 starNo one-command install · Source
23922.557eric-mcp-servermcp · searchAn MCP server for searching the ERIC education research database, enabling keyword search, record retrieval, thesaurus lookup, author search, and…1 starNo one-command install · Source
23922.557studytube-mcpmcp · back-endAn MCP server that transforms YouTube educational videos into learning resources by extracting transcripts and generating summaries, notes, quizzes…1 starNo one-command install · Source
23922.557juno-mcpmcp · searchEnables LLMs to interact with MGMU Juno ERP, providing tools to fetch student profile, attendance, fees, schedule, results, and search students.1 starNo one-command install · Source
23922.557cite-rag-mcpmcp · searchA local MCP server for evidence-safe academic citation workflows, including verified-reference retrieval, Zotero duplicate detection and import, and…1 starNo one-command install · Source
23922.557packet-tracer-visual-mcpmcp · observabilityEnables automation of Cisco Packet Tracer simulations by placing devices, connecting links, and generating IOS configurations via MCP, ideal for…1 starNo one-command install · Source
23922.557arxiv-scoutmcp · searchSearch and retrieve academic papers directly from arXiv with advanced query capabilities. Extract full text from PDFs to generate summaries…1 starNo one-command install · Source
23922.557academic-paper-explorer-mcp-servermcp · back-endEnables rigorous, zero-hallucination analysis of local PDF papers, generating editable domain maps, mindmaps, research gaps, and future directions…1 starNo one-command install · Source
23922.557claude-code-masterymcp · observabilityMonitors 7+ sources for Claude Code updates, analyzes curriculum gaps, and auto-applies changes to keep the curriculum current.1 starNo one-command install · Source
23922.557linguamcpmcp · otherServes daily language lessons from a structured curriculum, enabling natural practice through conversation with AI tutors that track progress.1 starNo one-command install · Source
23922.557edupage-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
23922.557bartonguestier1725-collab-scout-mcpmcp · searchMulti-source search across code registries (GitHub, npm, PyPI), academic indexes (arXiv, Semantic Scholar), social platforms (HN, Reddit, X), and…1 starNo one-command install · Source
23922.557scholar-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
23922.557selfpy-science-aimcp · otherAcademic peer-review, research gap analysis, journal recommendations, and article writing tools.1 starNo one-command install · Source
23922.557qldt-hanu-mcpmcp · back-endMCP server for the QLDT HANU student management system, enabling AI assistants to authenticate and interact with the Hanoi University portal.1 starNo one-command install · Source
23922.557shuck-convertmcp · back-endAn MCP server for converting between document formats (DOCX/PDF to Markdown and Markdown to DOCX) with academic styling support.1 starNo one-command install · Source
23922.557cyntrica-gov-datamcp · back-endalso listed as gov-data-mcpProvides access to 114 government data APIs with 562 tools covering federal, state, and international data across economics, health, education…1 starNo one-command install · Source
23922.557hi-jin-obsidian-pdf-evidencemcp · otherObsidian plugin exposing PDF evidence and vault context through an MCP bridge, enabling text extraction, fuzzy matching for precise citation…1 starNo one-command install · Source
23922.557handshake-mcp-servermcp · back-endEnables AI assistants to connect to Handshake to search jobs, browse employers, explore events, and pull student or employer profiles.1 starNo one-command install · Source
23922.557scholarfetchmcp · searchEnables MCP agents to search academic literature across multiple scholarly engines, explore papers, authors, and references, inspect abstracts and…1 starNo one-command install · Source
23922.557citenexus-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
23922.557paper-mcpmcp · searchEnables retrieval of academic paper metadata, PDFs, full text, citations, and references by title via Semantic Scholar, arXiv, and other sources.1 starNo one-command install · Source
23922.557knowledge-graph-mcp-servermcp · back-endalso listed as zcsabbagh-knowledge-graphAn MCP server for tracking student learning via a knowledge graph, with spaced repetition scheduling and intelligent queries to identify gaps…1 starNo one-command install · Source
23922.557norvalbv-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
23922.557kalistudent-enterprise-printer-databasemcp · databaseProvides enterprise printer information and tools for sales teams conducting product research, service technicians performing diagnostics, and IT…1 starNo one-command install · Source
23922.557meducate-mcpmcp · back-endA self-aware, AI-powered MCP server that acts as a personal medical education assistant for African students, understanding natural language and…1 starNo one-command install · Source
23922.557frityet-teal-mcpmcp · devopsProvides sandboxed Lua code execution environments with session management, package installation via LuaRocks, and filesystem operations using Teal's…1 starNo one-command install · Source
23922.557navmcpmcp · back-endA browser automation MCP server that enables web page interaction, content extraction, and academic search via Selenium and FastMCP.1 starNo one-command install · Source
23922.557mochi-mcpmcp · otherEnables creating, managing, and reviewing Mochi flashcards via the Model Context Protocol, supporting card CRUD, deck organization, and spaced…1 starNo one-command install · Source
23922.557avanishd-3-mathmcp · otherProvides basic arithmetic operations and matrix multiplication with 64-bit floating point precision, handling edge cases like division by zero and…1 starNo one-command install · Source
23922.557isparta-uni-obs-mcp-servermcp · back-endalso listed as umutckem-isparta-uni-obsEnables students to securely access and manage their academic data from Isparta University's OBS system, including grades, transcripts, announcements…1 starNo one-command install · Source
23922.557mcpdeepresearchmcp · back-endAn MCP server that enables academic research by searching Google Scholar, fetching paper content, and converting web pages to clean Markdown.1 starNo one-command install · Source
23922.557ezynda3-ankimcp · searchIntegrates with Anki flashcard management through AnkiConnect addon to create, search, and organize flashcards and decks with media attachment support…1 starNo one-command install · Source
23922.557chapel-supportmcp · otherEnables AI assistants to work with Chapel code, including compiling, linting, and accessing educational primers.1 starNo 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