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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

4,471 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
2501Unrankedkustodyan-mcpmcp · searchEnables AI agents to protect, unprotect, and search sensitive data using Kustodyan's contextual transform engine with role-based access controls.No signals yetNo one-command install · Source
2502Unrankedfriday-ai-codes-mcpmcp · searchProvides MCP tools for Friday AI, enabling code indexing, Graph RAG, coding plans, and PR/MR operations via AI coding assistants like Cursor, Claude…No signals yetNo one-command install · Source
2503Unrankeduniversal-research-mcpmcp · searchAn append-only research operations framework and read-only MCP that tracks research plans, approvals, observations, claims, failures, revisions, and…No signals yetNo one-command install · Source
2504Unrankedtech-glossary-mcpmcp · searchProvides a curated technical glossary with search, lookup, and category listing tools, enabling AI assistants to answer tech concept questions via…No signals yetNo one-command install · Source
2505Unrankedfayna-rag-mcpmcp · searchEnables local knowledge base management with retrieval-augmented generation (RAG), providing semantic search, document reading, listing, and Q&A via…No signals yetNo one-command install · Source
2506Unrankedmcp-hackernewsmcp · searchEnables searching, reading, and watching Hacker News topics, including item retrieval, feed listing, and persistent topic watches with watermarks.No signals yetNo one-command install · Source
2507Unrankedobsidian-gatemcp · searchEnables AI agents to read, search, write, and link notes in an Obsidian vault via MCP tools and resources.No signals yetNo one-command install · Source
2508Unrankedvruum-mcpmcp · searchProvides AI agents with access to Vruum's AI revenue platform, enabling outbound, deals, pipeline, and CRM automation with 155 tools for searching…No signals yetNo one-command install · Source
2509Unrankedcollege-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
2510Unrankedquanticdata-mcp-servermcp · searchProvides AI agents live web access through scraping, multi-engine search, site mapping, crawling, SEO audits, and 31 data collectors via natural…No signals yetNo one-command install · Source
2511Unrankedvision4nx-kb-mcpmcp · searchMCP server that exposes the Vision 4 NX knowledge base to any MCP client, enabling listing, querying, and reading of knowledge base contents via RAG…No signals yetNo one-command install · Source
2512Unrankedpexafy-mcpmcp · searchAn MCP server that enables AI assistants to search royalty-free stock photos using natural language, example images, or similarity, and render results…No signals yetNo one-command install · Source
2513Unrankedpexafy-mcp-servermcp · searchAn MCP server that enables AI assistants to search royalty-free stock photos using natural language, example images, or similarity, and render results…No signals yetNo one-command install · Source
2514Unrankedlawsmcp · searchProvides local, offline semantic search across 24 Russian Federation legal codes using natural-language queries, with tools to retrieve full articles…No signals yetNo one-command install · Source
2515Unrankedkeyless-web-search-mcpmcp · searchEnables keyless web search across multiple engines with fallback and relevance ranking, plus anonymous HTTP(S) page fetching, all without API keys or…No signals yetNo one-command install · Source
2516Unrankedmsp-tools-mcpmcp · searchProvides MSP support tools (ticket search, draft response, KB search, update) with a deterministic security guardrail that refuses to draft responses…No signals yetNo one-command install · Source
2517Unrankedvibeframemcp · searchEnables agentic coding tools to maintain a living, in-repo model of intent, architecture, and code, with deterministic indexing, bidirectional…No signals yetNo one-command install · Source
2518Unrankednovelty-research-mcpmcp · searchEnables source-grounded prior-art and novelty research by searching patents, publications, and the web in one run, verifying evidence levels, and…No signals yetNo one-command install · Source
2519Unrankedthe-librarian-mcp-servermcp · searchEnables retrieval-augmented question answering over a private podcast archive with hybrid search (BM25 + dense embeddings), returning ranked passages…No signals yetNo one-command install · Source
2520Unrankedsource-rag-mcpmcp · searchMCP server for searching, browsing, and analyzing decompiled Minecraft source code locally. Supports symbol lookup, text search, reference lookup, and…No signals yetNo one-command install · Source
2521Unrankeddocs-to-mcpmcp · searchEnables searching and retrieving documentation from crawled documentation sites as an MCP server, allowing coding agents to query real docs instead of…No signals yetNo one-command install · Source
2522Unrankedclaude-code-docsmcp · searchSearches Claude Code documentation via BM25 indexing, returning ranked snippets with category filtering. Enables fast, local search over official docs…No signals yetNo one-command install · Source
2523Unrankedprospero-mcpmcp · searchMCP server for querying PROSPERO registered protocols, enabling search, retrieval, and registration workflow management.No signals yetNo one-command install · Source
2524Unrankedmcp-pub-devmcp · searchEnables searching pub.dev for Dart and Flutter packages by keyword, returning matching package names and pagination URLs.No signals yetNo one-command install · Source
2525Unrankedmcp-jina-readermcp · searchJina AI Reader/Search MCP that turns any URL into clean LLM-ready markdown and provides web search.No signals yetNo one-command install · Source
2526Unrankedclaims-coverage-assessment-assistantmcp · searchMCP server that reviews insurance claims against policy documents, providing coverage decisions, policy clause retrieval, claim history lookup…No signals yetNo one-command install · Source
2527Unrankedrunbooksmcp · searchExposes a folder of Markdown runbooks to an AI assistant via three tools (list_notes, search_notes, read_note) over MCP's streamable-http transport.No signals yetNo one-command install · Source
2528Unrankedacornonaut-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
2529Unrankedlynceus-mcpmcp · searchEnables AI agents to run RU-first web searches through the Yandex index and extract web pages into clean reader-mode Markdown, bypassing anti-bot…No signals yetNo one-command install · Source
2530Unrankedokfshare-mcpmcp · searchEnables AI coding agents to search and retrieve cited line-level context from versioned knowledge bundles, as well as list workspaces and publish or…No signals yetNo one-command install · Source
2531Unrankedmofox-docs-mcpmcp · searchServes Neo-MoFox official documentation to MCP clients, enabling searching, listing, and reading docs via tools and resources.No signals yetNo one-command install · Source
2532Unrankedat-eli-mcpmcp · searchEnables searching and retrieving Austrian federal legislation and case law from the official legal information system RIS, with verifiable ELI and…No signals yetNo one-command install · Source
2533Unrankedragwatchermcp · searchLocal RAG over a directory, served as an MCP tool plus CLI, with incremental indexing, zero-config defaults, and offline CPU-only operation.No signals yetNo one-command install · Source
2534Unrankedyrb-hes-evidence-mcpmcp · searchA read-only MCP server for evidence retrieval in Yellow River Basin human–earth systems reviews, exposing PostgreSQL-backed tools for searching and…No signals yetNo one-command install · Source
2535Unrankedallsearch-mcpmcp · searchA Grok-first multi-source search MCP for AI agents that integrates Grok, Tavily, AnySearch, and Firecrawl to provide unified search results…No signals yetNo one-command install · Source
2536Unrankedindian-markets-mcpmcp · searchAn MCP server exposing Indian market and regulatory data from official sources (NSE, NIFTY, AMFI, SEBI), providing tools for end-of-day quotes, index…No signals yetNo one-command install · Source
2537Unrankednimbus-mcpmcp · searchA launcher that exposes your local Nimbus index and agents to any MCP client by locating and execing the Nimbus CLI binary.No signals yetNo one-command install · Source
2538Unrankedtuma250-mcpmcp · searchEnables AI clients to search products, manage shopping carts, and browse order history on the Tuma 250 grocery site in Kigali, Rwanda.No signals yetNo one-command install · Source
2539Unrankedmcp-fwccmcp · searchEnables semantic search, AST exploration, and relationship graph analysis for the cc-common Slot Framework SDK in Cocos Creator 2.4 via Model Context…No signals yetNo one-command install · Source
2540Unrankedmx-postal-codesmcp · searchEnables AI agents to query Mexican postal codes, validate addresses, and search settlements using natural language from the official SEPOMEX catalog.No signals yetNo one-command install · Source
2541Unrankedpipeworx-clinicaltablesmcp · searchNIH Clinical Tables search: ICD-10/9 codes, RxTerms, LOINC, NPI provider records, and condition names.No signals yetNo one-command install · Source
2542Unrankedrag-mcp-azuremcp · searchA lightweight RAG server deployed on Azure Container Apps that ingests PDFs, creates embeddings, and exposes a search_documents tool over MCP for…No signals yetNo one-command install · Source
2543Unrankedpipeworx-schemastoremcp · searchJSON Schema catalog search and retrieval via the SchemaStore.org API through Pipeworx's managed gateway.No signals yetNo one-command install · Source
2544Unrankedmcp-remotivemcp · searchEnables searching remote jobs by free-text, category, and company, listing job categories, and retrieving company profiles from the Remotive job…No signals yetNo one-command install · Source
2545Unrankedmcp-wordnikmcp · searchEnables access to Wordnik word data, including definitions, random words, and word search, through an MCP gateway.No signals yetNo one-command install · Source
2546Unrankedmcp-wikiquotemcp · searchEnables searching and retrieving sourced quotations from Wikiquote, including page summaries, extracts, and daily featured quotes.No signals yetNo one-command install · Source
2547Unrankedmcp-tatoebamcp · searchMultilingual sentence corpus MCP server. Enables search, retrieval, and translation of sentences across many languages.No signals yetNo one-command install · Source
2548Unrankedmcp-statbank-mdmcp · searchEnables querying tables from Moldova's National Bureau of Statistics via PxWeb, supporting metadata lookup and data retrieval.No signals yetNo one-command install · Source
2549Unrankedmcp-smithsonianmcp · searchEnables searching and retrieving detailed information about items from the Smithsonian Open Access collection, including metadata and images.No signals yetNo one-command install · Source
2550Unrankedmcp-skiddlemcp · searchEnables searching and retrieving Skiddle events by ID and listing event categories. Part of Pipeworx MCP gateway.No signals yetNo one-command install · Source
2551Unrankedmcp-setlist-fmmcp · searchEnables searching artists, venues, and setlists from setlist.fm through natural language.No signals yetNo one-command install · Source
2552Unrankedmcp-serpapimcp · searchWraps SerpApi to enable AI agents to perform web searches via various search engines.No signals yetNo one-command install · Source
2553Unrankedmcp-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
2554Unrankedmcp-rormcp · searchEnables searching and retrieving organization records from the Research Organization Registry, with fuzzy affiliation matching.No signals yetNo one-command install · Source
2555Unrankedmcp-retractionsmcp · searchSearch the retracted literature (Crossref update-type:retraction, ~73k works) by keyword, optionally filtered by subject and publication year range.No signals yetNo one-command install · Source
2556Unrankedpipeworx-io-redditmcp · searchPublic Reddit data access for subreddit posts, search, and comment retrieval without authentication.No signals yetNo one-command install · Source
2557Unrankedpipeworx-io-quotablemcp · searchQuote search and retrieval by keyword via the Quotable API, free with no authentication required.No signals yetNo one-command install · Source
2558Unrankedmcp-arcgis-austinmcp · searchEnables querying and exploring City of Austin open geospatial data (parcels, zoning, transport, parks) via ArcGIS, with tools to search datasets…No signals yetNo one-command install · Source
2559Unrankedmcp-arcgis-abbotsfordmcp · searchEnables querying City of Abbotsford open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services, with tools to search datasets…No signals yetNo one-command install · Source
2560Unrankedmcp-waqimcp · searchProvides real-time Air Quality Index data from the World Air Quality Index service, enabling queries by location, station, or keyword search.No signals yetNo one-command install · Source
2561Unrankedmcp-vimeomcp · searchEnables searching videos, retrieving channel videos, and category videos from Vimeo via MCP.No signals yetNo one-command install · Source
2562Unrankedmcp-plosmcp · searchEnables searching and retrieving articles from PLOS journals via Solr search, including by author, DOI, and recent publications.No signals yetNo one-command install · Source
2563Unrankedpipeworx-plosmcp · searchSearch PLOS open-access journals via Solr full-text indexing.No signals yetNo one-command install · Source
2564Unrankedmcp-usda-fdcmcp · searchProvides tools to search and retrieve USDA Food Data Central information, including food items, nutrients, and food groups, enabling AI agents to…No signals yetNo one-command install · Source
2565Unrankedmcp-usajobsmcp · searchSearch and retrieve US federal job postings from USAJOBS.gov. Includes tools for finding announcements, agencies, pay grades, and occupational series.No signals yetNo one-command install · Source
2566Unrankedmcp-urlscan-iomcp · searchEnables searching past scans and submitting URLs for scanning via urlscan.io, with both keyless and key-based operations.No signals yetNo one-command install · Source
2567Unrankedpipeworx-urlscan-iomcp · searchurlscan.io URL scanner with keyless search and result retrieval, and key-based URL submission via the Pipeworx gateway.No signals yetNo one-command install · Source
2568Unrankedunsplashmcp · searchUnsplash photo library access for search and retrieval via a Pipeworx-hosted MCP endpoint.No signals yetNo one-command install · Source
2569Unrankedmcp-trovemcp · searchEnables searching and retrieving details from the Trove digital archive (National Library of Australia) using natural language queries or direct tool…No signals yetNo one-command install · Source
2570Unrankedmcp-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
2571Unrankedmcp-tldr-pagesmcp · searchFetches and renders tldr pages for commands, lists commands and platforms, and searches across page titles.No signals yetNo one-command install · Source
2572Unrankedmcp-openfigimcp · searchEnables querying financial-instrument symbology via OpenFIGI, supporting mapping, search, and filter operations on FIGIs.No signals yetNo one-command install · Source
2573Unrankedmcp-threatfoxmcp · searchEnables searching for indicators of compromise from ThreatFox by file hash (MD5/SHA1/SHA256) or malware family name.No signals yetNo one-command install · Source
2574Unrankedpipeworx-the-guardianmcp · searchGuardian Open Platform: content search, article retrieval, sections, and tags with a free developer key.No signals yetNo one-command install · Source
2575Unrankedpipeworx-opencitationsmcp · searchQuery the OpenCitations COCI index for open-license citation data by DOI.No signals yetNo one-command install · Source
2576Unrankedmcp-tenormcp · searchEnables GIF and sticker search, autocomplete, and retrieval from Tenor v2 API, part of the Pipeworx MCP gateway.No signals yetNo one-command install · Source
2577Unrankedpipeworx-tenormcp · searchTenor GIF and sticker search, featured content, categories, and trending posts via the Pipeworx gateway.No signals yetNo one-command install · Source
2578Unrankedmcp-opendatasoftmcp · searchEnables searching datasets and fetching records from Opendatasoft public data portals through Pipeworx MCP gateway.No signals yetNo one-command install · Source
2579Unrankedpipeworx-npmmcp · searchSearches and retrieves package information from the npm registry.No signals yetNo one-command install · Source
2580Unrankedpipeworx-io-npi-registrymcp · searchSearch the CMS National Provider Identifier (NPI) Registry for US healthcare providers by name, NPI number, specialty, and location.No signals yetNo one-command install · Source
2581Unrankedmcp-noaa-swpcmcp · searchEnables AI agents to access real-time NOAA space weather data, including alerts, solar wind, K-index, aurora forecast, and GOES X-ray flux, through…No signals yetNo one-command install · Source
2582Unrankedmcp-nist-beaconmcp · searchEnables querying NIST Randomness Beacon pulses by chain and pulse index.No signals yetNo one-command install · Source
2583Unrankedpipeworx-nihrmcp · searchEnables searching and retrieving UK NIHR research and training awards with filters on programme, funding, organization, and award holders.No signals yetNo one-command install · Source
2584Unrankedmcp-newsapimcp · searchEnables fetching top headlines and searching news archives from NewsAPI.org, allowing AI agents to access current and historical news data.No signals yetNo one-command install · Source
2585Unrankedpipeworx-io-musicbrainzmcp · searchSearch and retrieve music metadata from the MusicBrainz open music encyclopedia.No signals yetNo one-command install · Source
2586Unrankedmcp-metabolightsmcp · searchProvides access to EBI's MetaboLights metabolomics study repository via an MCP gateway, enabling querying and retrieval of metabolomics data.No signals yetNo one-command install · Source
2587Unrankedmcp-medlineplusmcp · searchProvides access to MedlinePlus consumer health information from NIH, enabling free-text search across health topics.No signals yetNo one-command install · Source
2588Unrankedmcp-medicare-coveragemcp · searchEnables searching and retrieving Medicare coverage policies including National and Local Coverage Determinations, National Coverage Analyses, and…No signals yetNo one-command install · Source
2589Unrankedmedical-codesmcp · searchSearch medical codes including ICD-10, LOINC, and clinical terms for conditions, procedures, and drugs via natural language queries.No signals yetNo one-command install · Source
2590Unrankedpipeworx-io-maven-centralmcp · searchSearch Maven Central for Java and JVM ecosystem packages by group ID, artifact ID, version, or class name.No signals yetNo one-command install · Source
2591Unrankedmcp-mast-nasamcp · searchEnables querying the NASA MAST archive of space telescopes for astronomical data, including cone searches, mission-specific queries, and target name…No signals yetNo one-command install · Source
2592Unrankedmcp-lobstersmcp · searchFetches trending and latest stories, individual stories with comments, and search by tags from Lobsters.No signals yetNo one-command install · Source
2593Unrankedpipeworx-listen-notesmcp · searchSearch and discover podcasts, episodes, and curated lists via the Listen Notes directory.No signals yetNo one-command install · Source
2594Unrankedmcp-licensesmcp · searchEnables lookup, search, and retrieval of open-source license information using the SPDX license list, with tools for finding licenses by ID or keyword…No signals yetNo one-command install · Source
2595Unrankedmcp-lemmymcp · searchEnables reading public posts, comments, communities, and search from any Lemmy instance via natural language queries.No signals yetNo one-command install · Source
2596Unrankedmcp-itunes-searchmcp · searchEnables searching the Apple iTunes catalog by keyword across music, movies, podcasts, TV shows, apps, ebooks, and more, with support for exact-ID…No signals yetNo one-command install · Source
2597Unrankedmcp-inspire-hepmcp · searchEnables searching and retrieving high-energy physics literature, authors, institutions, and conferences from INSPIRE-HEP.No signals yetNo one-command install · Source
2598Unrankedpipeworx-io-inspire-hepmcp · searchSearches high-energy physics literature via the INSPIRE-HEP information system.No signals yetNo one-command install · Source
2599Unrankedpipeworx-in-bmvmcp · searchEnables retrieval and filtering of Indiana Bureau of Motor Vehicles (BMV) locations, including branches, self-service kiosks, and motorcycle training…No signals yetNo one-command install · Source
2600Unrankedpipeworx-io-ietf-datatrackermcp · searchSearches RFCs, Internet Drafts, and working groups in the IETF Datatracker.No signals yetNo 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