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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

94 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
122.557gh-c2mv96-letxipu-searchmcp · searchAcademic research engine with 26 sources, PDF analysis, and bilingual Spanish/English support.1 starNo commit datelisted No one-command install · Source
222.557ezynda3-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
322.557paper-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
422.557scholarfetchmcp · 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
522.557bartonguestier1725-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
622.557arxiv-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
722.557cite-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
822.557juno-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
922.557eric-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
1022.557paper-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
1122.557johnisanerd-google-scholarmcp · searchSearch Google Scholar for academic papers, citations, author profiles, and abstracts.1 starNo one-command install · Source
1222.557rag-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
1322.557diamond-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
1423.374search-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
1523.374saidiibrahim-search-papersmcp · searchSearch and analyze academic papers from arXiv1 forkNo one-command install · Source
1623.374xverum-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
1732.223papermcpmcp · 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
1832.223sallvainian-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
1932.223hust-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
2032.223veale-academic-researchmcp · searchSearches and retrieves academic papers across Zotero, Semantic Scholar, OpenAlex, and institutional catalogs with full-text extraction and semantic…2 starsNo one-command install · Source
2132.223academic-research-pluginmcp · searchA stdio MCP server for traceable scholarly retrieval and evidence-grounded literature review, with deterministic provider fusion, conservative ID…2 starsNo one-command install · Source
2238.412scientific-paper-analyzermcp · searchIntegrates with Google's Gemini API to enable searching, analyzing and exploring academic research papers with tools for citation graphs and detailed…3 starsNo one-command install · Source
2338.412cosmostima-muster-moodle-mustmcp · searchAutomates access to Moodle learning management systems and MUST university class schedules through web scraping, enabling retrieval of course…3 starsNo one-command install · Source
2438.412pthahnix-neocortica-scholarmcp · searchAcademic paper searching, fetching, reading, and reference exploration across arXiv, Semantic Scholar, and Unpaywall with full-text markdown…3 starsNo one-command install · Source
2538.412aigroup-paper-mcpmcp · searchAcademic paper search and retrieval MCP server integrating multiple scholarly platforms into a unified interface. Supports search, fetch, trend…3 starsNo one-command install · Source
2643.275hereisswapnil-quorivamcp · searchSearches academic literature across Semantic Scholar, PubMed, and arXiv with citation graph traversal and author lookup.4 starsNo one-command install · Source
2744.256mcp-scopusmcp · searchEnables AI assistants to search and retrieve real academic papers from Scopus, preventing citation hallucination by providing accurate paper metadata…3 stars · 1 forkNo one-command install · Source
2846.654paper-search-mcp-openai-v2mcp · searchFind and download academic papers from leading sources like arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, CrossRef, and IACR. Get…5 starsNo one-command install · Source
2946.654hunter-heidenreich-academic-toolsmcp · searchSearch papers, retrieve metadata, download PDFs, and read full-text sections from OpenAlex, arXiv, bioRxiv, Crossref, and Wikipedia.5 starsNo one-command install · Source
3049.118academic-paper-mcp-http-sse-servermcp · searchA MCP server for academic literature retrieval, aggregating multiple data sources like arXiv, Crossref, OpenAlex, PubMed, and Semantic Scholar to…4 stars · 1 forkNo one-command install · Source
3149.118cnki-enhanced-mcpmcp · searchEnables AI to search, filter, and process CNKI academic literature through natural language, including structured search, metadata retrieval…4 stars · 1 forkNo one-command install · Source
3249.118lune-researchmcp · searchSearch and retrieve academic papers from top-tier research venues including NeurIPS, ICLR, and ICML from any MCP-compatible AI client.4 stars · 1 forkNo one-command install · Source
3349.325isaacwars-search-citationmcp · searchAcademic paper search and citation management with 9 tools spanning OpenAlex, Semantic Scholar, Crossref, arXiv, and Unpaywall.6 starsNo one-command install · Source
3452.498oscillatelabsllc-kiwixmcp · searchProvides access to offline Wikipedia and other ZIM-format educational content from Kiwix HTTP servers with full-text search and article retrieval.5 stars · 1 forkNo one-command install · Source
3557.245ryoureddy-medadapt-contentmcp · searchProvides medical students and educators with curated educational resources from PubMed and NCBI Bookshelf through a FastMCP-powered system that…7 stars · 1 forkNo one-command install · Source
3657.364danimal141-arxiv-searchmcp · searchSearch and retrieve academic papers from arXiv.org by category, providing titles, authors, summaries, and links sorted by date.5 stars · 3 forksNo one-command install · Source
3758.185zen-syllabusmcp · searchProvides structured access to educational curriculum data, enabling subject exploration and detailed information retrieval based on grade level and…6 stars · 2 forksNo one-command install · Source
3859.814cr7258-higress-ai-searchmcp · searchEnhances AI model responses with real-time search results from various engines through Higress ai-search, supporting internet, academic, and internal…5 stars · 4 forksNo one-command install · Source
3965.698papersflowmcp · searchAcademic research platform for literature search, citation verification, related-paper discovery, and citation graph exploration.14 stars · 1 forkNo one-command install · Source
4068.220chrismannina-pubmedmcp · searchIntegrates with NCBI PubMed to provide literature search, article retrieval, author-based searches, citation formatting in multiple styles, and…10 stars · 4 forksNo one-command install · Source
4168.315openversemcp · searchIntegrates with Openverse's Creative Commons image collection to search and retrieve openly-licensed images with detailed filtering options…18 stars · 1 forkNo one-command install · Source
4269.750youtubemcp · searchIntegrates with YouTube to enable video content analysis through transcript extraction, search, comment retrieval, and content summarization for…13 stars · 3 forksNo one-command install · Source
4370.060emi-dm-arxivmcp · searchIntegrates with arXiv academic repository to provide paper search by keywords, authors, or categories, content retrieval, and text analysis with…6 stars · 7 forksNo one-command install · Source
4470.564cyanheads-openalexmcp · searchOpenAlex academic research catalog access for searching 270M+ publications, analyzing research trends, and resolving author and institution…14 stars · 3 forksNo one-command install · Source
4572.644gh-n24q02m-web-extended-toolkitmcp · searchWeb search, content extraction, academic research, and library documentation indexing.17 stars · 3 forksNo one-command install · Source
4674.783paper-searchmcp · searchSearch and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, and IACR. Fetch PDFs and extract full text…14 stars · 8 forksNo one-command install · Source
4774.783adamamer20-paper-searchmcp · searchAggregates academic paper search and retrieval across arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, IACR ePrint Archive, Semantic Scholar, and…14 stars · 8 forksNo one-command install · Source
4876.807anuj0456-arxivmcp · searchIntegrates with arXiv's academic paper repository to enable searching, analyzing, and managing research papers with features like author searches…19 stars · 6 forksNo one-command install · Source
4977.040semantic-scholar-mcpmcp · searchAn MCP server that provides access to Semantic Scholar's academic paper database, enabling paper search, detailed retrieval, author info, and citation…10 stars · 10 forksNo one-command install · Source
5081.946matsjfunke-paperclipmcp · searchIntegrates with ArXiv, OpenAlex, and Open Science Framework to provide unified academic paper search, metadata retrieval, and full-text PDF extraction…29 stars · 9 forksNo one-command install · Source
5185.459wilddatax-supprmcp · searchAI-powered document translation and academic literature search with support for PDF, DOCX, and PPTX across 11 languages255 stars · 2 forksNo one-command install · Source
5288.586scholar-45645678amcp · searchAcademic paper search across nine sources with PDF downloads, AI analysis, and citation graph generation.95 stars · 8 forksNo one-command install · Source
5388.704jackkuo666-semanticscholarmcp · searchProvides a bridge to Semantic Scholar for searching and analyzing academic papers with tools for keyword searches, metadata access, and citation…80 stars · 10 forksNo one-command install · Source
5489.574camdenclark-ankimcp · searchIntegrates with Anki flashcard decks via AnkiConnect to enable automated creation, retrieval, and management of study materials.82 stars · 13 forksNo one-command install · Source
5591.137cameronrye-openzimmcp · searchProvides offline access to ZIM format knowledge bases with search capabilities, content retrieval, and smart fallback mechanisms for accessing…125 stars · 13 forksNo one-command install · Source
5693.752adityak74-scholarly-arxivmcp · searchIntegrates with arXiv to enable keyword-based searching and retrieval of academic articles for research assistance and literature reviews.186 stars · 26 forksNo one-command install · Source
5793.857scorzeth-ankimcp · searchIntegrates with Anki to enable AI-driven flashcard creation, retrieval, and review processes for enhanced spaced repetition learning.184 stars · 28 forksNo one-command install · Source
5894.116readingplus-deep-researchmcp · searchGuides structured research processes through systematic question elaboration, web searching, and data synthesis to produce well-cited, properly…214 stars · 26 forksNo one-command install · Source
5994.933overleafmcp · searchIntegrates with Overleaf LaTeX projects through Git access to read, analyze, and navigate academic papers and documents with file listing, content…261 stars · 33 forksNo one-command install · Source
6094.998nailuogg-ankimcp · searchIntegrates with Anki flashcard software through AnkiConnect to enable deck management, note creation/modification, and search functionality for spaced…251 stars · 37 forksNo one-command install · Source
61Unrankedpipeworx-io-doajmcp · searchSearch the Directory of Open Access Journals for peer-reviewed open-access scholarly journals and articles across all academic disciplines.No signals yetNo one-command install · Source
62Unrankeddata-centrevaldeloiremcp · searchEnables AI agents to search, query, and explore datasets from the Centre-Val de Loire Open Data portal, covering regional services, transport…No signals yetNo one-command install · Source
63Unrankedcollege-ai-assistantmcp · searchProvides MCP tools for searching student profiles, viewing marks/attendance, and finding low-attendance students. Enables AI assistants like Gemini to…No signals yetNo one-command install · Source
64Unrankedacornonaut-mcpmcp · searchAI-powered YouTube playlist to flashcards with spaced repetition (SM-2 algorithm). 18 tools for playlist management, semantic search, and Anki export.No signals yetNo one-command install · Source
65Unrankedmcp-semanticscholarmcp · searchEnables AI agents to query the Semantic Scholar Academic Graph for scholarly paper data, supporting tools for search, retrieval, and analysis.No signals yetNo one-command install · Source
66Unrankedmcp-orcidmcp · searchEnables querying ORCID public records, including profiles, publications, employment, education, and search, through natural language or direct tool…No signals yetNo one-command install · Source
67Unrankedncert-mcpmcp · searchAn MCP server that turns the entire NCERT/CBSE curriculum into queryable infrastructure, enabling semantic search, RAG explanations, question…No signals yetNo one-command install · Source
68Unrankedomnisearch-mcpmcp · searchEnables LLM agents to search academic literature across multiple sources (IEEE, arXiv, ACM, Semantic Scholar, CORE, Scite, Consensus) and index/search…No signals yetNo one-command install · Source
69Unrankedacademic-research-intelligence-mcpmcp · searchEnables AI agents to search academic papers, analyze citations and authors, track trending research, and find semantically related work using free…No signals yetNo one-command install · Source
70Unrankedai-school-mcpmcp · searchEnables MCP clients to search and read the free AI School curriculum, including 550+ tracks on AI engineering, governance, security, and applied AI by…No signals yetNo one-command install · Source
71Unrankedklh-campus-assistantmcp · searchAn MCP server for KLH University Hyderabad that provides tools for CGPA calculation, schedule conflict checking, study group and course search, club…No signals yetNo one-command install · Source
72Unrankedjournal-search-mcpmcp · searchMCP server for searching and verifying academic journal PDFs. It uses Tavily search and Gemini Flash Lite to analyze PDF content and return structured…No signals yetNo one-command install · Source
73Unrankedpaper-research-helpermcp · searchEnables searching, ingesting, and querying academic papers using natural language, with integration to arXiv and Semantic Scholar.No signals yetNo one-command install · Source
74Unrankedmcp-ciniimcp · searchEnables searching CiNii Research for academic articles, books, grants, and research data, and retrieving metadata for individual items.No signals yetNo one-command install · Source
75Unrankedmcp-scholarismcp · searchSearches and retrieves academic papers from open access sources like arXiv, Semantic Scholar, and PubMed, with full text access via arXiv PDFs, PubMed…No signals yetNo one-command install · Source
76Unrankedathenamcp · searchA local academic research assistant that indexes PDFs into a searchable vector library and exposes MCP tools for semantic search, claim extraction…No signals yetNo one-command install · Source
77Unrankedteachermall-mcpmcp · searchEnables natural language search of Teachermall products and provides smart recommendations for classroom kits, lesson materials, and budget-optimized…No signals yetNo one-command install · Source
78Unrankedverbatim-mcpmcp · searchSearch academic papers and ask research questions with verbatim, cited answers from document collections like the ACL Anthology.No signals yetNo one-command install · Source
79Unrankedenterprise-internal-knowledge-base-rag-mcp-servermcp · searchA production-ready RAG pipeline exposed as an MCP server, enabling querying of VA education manuals with ranked chunks and citations, and integrated…No signals yetNo one-command install · Source
80Unrankedlitramcp · searchAI-powered academic paper search with relevance scoring and author lookup via the Litra.ai platform.No signals yetNo one-command install · Source
81Unrankedjeanpetity-scholarly-research-toolsmcp · searchIntegrates with Crossref, ORCID, and Semantic Scholar to look up publications by DOI, retrieve researcher work titles, and search academic papers.No signals yetNo one-command install · Source
82Unrankedtrove-mcpmcp · searchEnables users to search and analyze academic papers from multiple sources, fetch metadata and full text, and build structured outputs like literature…No signals yetNo one-command install · Source
83Unrankedperplexity-web-search-mcpmcp · searchEnables AI assistants to perform real-time web and academic searches using Perplexity's Sonar API.No signals yetNo one-command install · Source
84Unrankedizzanzahrial-arxivmcp · searchIntegrates with arXiv to enable searching and retrieving academic papers with structured data about scientific publicationsNo signals yetNo one-command install · Source
85Unrankedray0907-arxivmcp · searchEnables search and retrieval of academic papers from arXiv, providing access to cleaned titles, abstracts, and full content for research workflows and…No signals yetNo one-command install · Source
86Unrankedacademic-research-mcpmcp · searchUnified scholarly search across 60+ academic sources with citation formatting (CMOS 18, SBL 2, APA 7, Turabian 9) and AI-powered research tools.No signals yetNo commit datelisted No one-command install · Source
87Unrankedcitation-managementskill · searchComprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations…No signals yetNo commit datelisted armory install citation-management --cli claude
88Unrankedembassy-of-the-free-mind-sourcelibrary-v2mcp · searchSearch and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source…No signals yetNo commit datelisted No one-command install · Source
89Unrankedmcp-based-academic-paper-retrieval-rag-systemmcp · searchEnables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline…No signals yetNo commit datelisted No one-command install · Source
90Unrankedopenalgernon-openalgernonmcp · searchAI-powered study platform with FSRS spaced repetition, flashcard generation, and knowledge retrieval.No signals yetNo commit datelisted No one-command install · Source
91Unrankedprelude-instrumentsmcp · searchSearch and rent musical instruments in New Zealand, with pricing, teachers, and FAQs.No signals yetNo commit datelisted No one-command install · Source
92Unrankedresearch-lookupskill · searchLook up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the…No signals yetNo commit datelisted armory install research-lookup --cli claude
93Unrankedthenextgennexus-academic-researchmcp · searchSearch ArXiv preprints and Google Scholar papers with citation counts in one query.No signals yetNo commit datelisted No one-command install · Source
94Unrankedxmcp-coremcp · searchA generic X/bookmark intelligence MCP core for ingesting, enriching, and retrieving bookmarks with semantic search, brief generation, and academic…No 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