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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

28 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
184.060eclipse-cj-paper-distillmcp · databaseAutomated academic paper discovery and curation across nine research databases with AI-powered filtering, Zotero and Obsidian integration, and…67 stars · 4 forksNo one-command install · Source
275.782alperenkocyigit-semantic-scholarmcp · databaseIntegrates with Semantic Scholar's academic database to search research papers, retrieve author information, analyze citation networks, and discover…16 stars · 7 forksNo one-command install · Source
373.154smaniches-semantic-scholarmcp · databaseIntegrates with Semantic Scholar's database of 200+ million academic papers to enable searching with filters, retrieving detailed paper information…22 stars · 2 forksNo one-command install · Source
472.112korean-elementary-learning-map-mcpmcp · databaseProvides access to the Korean elementary 2022 revised curriculum learning graph, enabling users to search and retrieve curriculum standards, learning…13 stars · 5 forksNo one-command install · Source
570.328aytzey-paper-pilotmcp · databaseAcademic research assistant searching 6 databases, downloading PDFs, extracting evidence, and integrating with Zotero.12 stars · 4 forksNo one-command install · Source
669.750scipenai-aminermcp · databaseIntegrates with AMiner's academic database to provide paper search by keyword, venue, author, or advanced multi-criteria queries with configurable…13 stars · 3 forksNo one-command install · Source
768.021elliotpadfield-unpaywallmcp · databaseIntegrates with Unpaywall's database to find open access versions of academic papers and retrieve publication metadata including DOIs, author details…11 stars · 3 forksNo one-command install · Source
866.172thinktraveller-uniarticlesmcp · databaseUnified academic literature retrieval across Scopus, ArXiv, and Semantic Scholar databases.11 stars · 2 forksNo one-command install · Source
866.172pamelafox-postgres-db-demomcp · databaseEducational MCP server demonstrating four FastMCP abstraction levels for safe PostgreSQL tool design.11 stars · 2 forksNo one-command install · Source
1062.111h-lu-paper-findmcp · databaseIntegrates with 9+ scholarly databases to search academic papers, download PDFs, extract full-text content as markdown, and retrieve metadata for…7 stars · 3 forksNo one-command install · Source
1155.168mcp-ndl-searchmcp · databaseEnables natural language search of Japan's National Diet Library bibliographic database via Claude Desktop, allowing users to find books and academic…6 stars · 1 forkNo one-command install · Source
1249.118gh-asterixix-polish-academicmcp · databaseProvides access to Polish academic databases, research repositories, government data, and weather services.4 stars · 1 forkNo one-command install · Source
1346.654study-mcpmcp · databaseConverts study materials like PDFs, slides, and DOCX into a searchable vector database with semantic search, summarization, and flashcard generation…5 starsNo one-command install · Source
1346.654luskb-geoschlormcp · databaseSearch geoscience literature across CNKI, SPE, EAGE, AAPG, SPWLA, and other academic databases with unified metadata enrichment.5 starsNo one-command install · Source
1544.256gh-andri-setiawan-scopusmcp · databaseSearch academic papers from Scopus database with citation analysis and author profiles.3 stars · 1 forkNo one-command install · Source
1638.412lecigarevolant-arxivmcp · databaseIntegrates with arXiv's academic paper database to search publications by title, author, or keywords, retrieve metadata and PDF URLs, download papers…3 starsNo one-command install · Source
1738.066gauravfs-14-litmcp · databaseAcademic literature search across arXiv and DBLP databases2 stars · 1 forkNo one-command install · Source
1832.223cinii-mcpmcp · databaseEnables querying Japan's national academic database, CiNii Research, for articles, books, dissertations, KAKEN projects, and researcher profiles via…2 starsNo one-command install · Source
1922.557kalistudent-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
20Unrankededu-db-readonly-mcpmcp · databaseEnables LLM agents to safely query educational administration databases through read-only MCP tools, enforcing SQL whitelisting, automatic LIMIT caps…No signals yetNo one-command install · Source
21Unrankedcollege-tools-mcpmcp · databaseProvides structured MCP tools for querying college database records, including student profiles, course details, enrollments, faculty teaching…No signals yetNo one-command install · Source
22Unrankedteacherassist-mcpmcp · databaseAI-powered Teacher Assistance MCP Server for managing student records with PostgreSQL, enabling create and read operations via MCP tools.No signals yetNo one-command install · Source
23Unrankedscopus-mcpmcp · databaseEnables AI agents to search and retrieve academic papers, author profiles, and citation data from the Scopus database via MCP tools.No signals yetNo one-command install · Source
24Unrankedidms-identity-sql-mcpmcp · databaseEnables SQL-based identity lookups for IDMS systems, supporting search by account, employee ID, name, department, and manager, plus active students…No signals yetNo one-command install · Source
25Unrankedq1-crafter-mcpmcp · databaseAutomates academic research from multi-source discovery across 18 databases to APA 7-formatted .docx output, with analysis and visualization tools.No signals yetNo one-command install · Source
26Unrankedflashcard-mcpmcp · databaseA lightweight MCP server that adds spaced-repetition flashcards (SM-2) to AI assistants, storing data locally in SQLite and enabling card creation…No signals yetNo commit datelisted No one-command install · Source
27Unrankedopenalex-databaseskill · databaseQuery and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research…No signals yetNo commit datelisted armory install openalex-database --cli claude
28Unrankedwealthi-coach-mcp-servermcp · databaseRead-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 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