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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
2601Unrankedmcp-huggingfacemcp · searchSearch and retrieve models, datasets, and spaces from Hugging Face Hub. Enables browsing trending items and getting detailed info on repos.No signals yetNo one-command install · Source
2602Unrankedpipeworx-io-huggingfacemcp · searchSearch and explore Hugging Face Hub for machine learning models, datasets, and Spaces by task type, framework, tags, and popularity.No signals yetNo one-command install · Source
2603Unrankedhealth-feedsmcp · searchEnables searching and reading curated health and medicine RSS/Atom feeds, with the ability to fetch any feed URL.No signals yetNo one-command install · Source
2604Unrankedmcp-greenhousemcp · searchEnables AI agents to search candidates, view job postings, and manage applications in Greenhouse ATS via natural language queries.No signals yetNo one-command install · Source
2605Unrankedgrantconnect-aumcp · searchEnables searching and analyzing Australian Commonwealth grant opportunities and awarded grants from grants.gov.au, including recipient lookups and…No signals yetNo one-command install · Source
2606Unrankedmcp-google-search-consolemcp · searchProvides Google Search Console tools for listing sites, querying search analytics, managing sitemaps, and inspecting URL index status via MCP.No signals yetNo one-command install · Source
2607Unrankedpipeworx-io-giphymcp · searchGIF search and retrieval via the Giphy API with a shared public beta key through the Pipeworx gateway.No signals yetNo one-command install · Source
2608Unrankedpipeworx-giant-bombmcp · searchSearch and retrieve video game catalog data from Giant Bomb including characters, franchises, and releases.No signals yetNo one-command install · Source
2609Unrankedmcp-fyydmcp · searchSearch and retrieve podcast metadata, episodes, and categories from the fyyd open podcast directory.No signals yetNo one-command install · Source
2610Unrankedmcp-flickr-publicmcp · searchKeyless access to Flickr public feeds, enabling retrieval of recent public uploads, user photos, and group photos via MCP tools.No signals yetNo one-command install · Source
2611Unrankedmcp-figsharemcp · searchEnables searching Figshare research articles, datasets, papers, and posters through the MCP protocol.No signals yetNo one-command install · Source
2612Unrankedpipeworx-figsharemcp · searchSearch and retrieve research outputs from Figshare including datasets, papers, and posters.No signals yetNo one-command install · Source
2613Unrankedfda-drug-competitionmcp · searchEnables searching and analyzing FDA Orange Book data for drug competition, including products, patents, and exclusivities.No signals yetNo one-command install · Source
2614Unrankedmcp-fasmcp · searchEnables access to USDA Foreign Agricultural Service trade and global production data through MCP, supporting natural language queries and tool-based…No signals yetNo one-command install · Source
2615Unrankedmcp-exoplanet-archivemcp · searchEnables querying NASA Exoplanet Archive data using ADQL TAP, planet search, composite parameters, Kepler candidates, and microlensing events.No signals yetNo one-command install · Source
2616Unrankedmcp-europepmcmcp · searchEnables searching and retrieving biomedical literature from Europe PMC, including articles, abstracts, references, and citations.No signals yetNo one-command install · Source
2617Unrankedpipeworx-io-europepmcmcp · searchSearch Europe PubMed Central (Europe PMC) for biomedical literature including peer-reviewed articles, preprints, and full-text content.No signals yetNo one-command install · Source
2618Unrankedmcp-europeanamcp · searchEnables searching and retrieving records from the Europeana digital collection, including metadata such as titles, creators, dates, and images, via…No signals yetNo one-command install · Source
2619Unrankedmcp-eur-lexmcp · searchEnables searching and quoting EU legislation with verifiable EUR-Lex citations, including GDPR, NIS2, DORA, and the EU AI Act.No signals yetNo one-command install · Source
2620Unrankedmcp-ensemblmcp · searchEnables querying Ensembl genomic data including gene lookup, sequence retrieval, homology, variation, and variant effect prediction via MCP tools.No signals yetNo one-command install · Source
2621Unrankedmcp-ebi-olsmcp · searchEnables querying and browsing ontologies from the EBI Ontology Lookup Service, including searching for terms, retrieving term details, and navigating…No signals yetNo one-command install · Source
2622Unrankedpipeworx-io-ebi-olsmcp · searchSearches 250+ biomedical ontologies via the EBI Ontology Lookup Service.No signals yetNo one-command install · Source
2623Unrankedmcp-digitalnzmcp · searchEnables searching and retrieving records from the DigitalNZ collection, with tools for keyword search and fetching full item details.No signals yetNo one-command install · Source
2624Unrankeddexscreenermcp · searchProvides DEX price, liquidity, and volume data across multiple chains, including pair details, token pairs, search, and trending tokens.No signals yetNo one-command install · Source
2625Unrankedmcp-devdocs-iomcp · searchEnables substring-search of documentation entries from DevDocs.io via a single tool.No signals yetNo one-command install · Source
2626Unrankedpipeworx-devdocsmcp · searchDevDocs.io documentation index and entry search across Angular, MDN, Rust, and hundreds of other libraries.No signals yetNo one-command install · Source
2627Unrankedpipeworx-deno-landmcp · searchBrowse and search the deno.land/x third-party Deno module registry.No signals yetNo one-command install · Source
2628Unrankedpipeworx-io-dblpmcp · searchSearch the DBLP computer science bibliography for authors, publications, and venues across major conferences and journals.No signals yetNo one-command install · Source
2629Unrankedpipeworx-datos-gob-esmcp · searchSearch and retrieve datasets from the Spanish government open-data catalogue datos.gob.es.No signals yetNo one-command install · Source
2630Unrankedmcp-datos-clmcp · searchEnables querying and exploring public data from Chile's datos.gob.cl CKAN portal, including full-text search, faceted search, and listing…No signals yetNo one-command install · Source
2631Unrankedmcp-datagouv-frmcp · searchMCP server for the French open-data catalogue data.gouv.fr, enabling dataset search and retrieval, organization lookup, and reuse discovery via…No signals yetNo one-command install · Source
2632Unrankedmcp-data-wamcp · searchEnables querying and exploring Washington State open data via the Socrata SoQL API, including dataset search, SoQL queries, and metadata retrieval…No signals yetNo one-command install · Source
2633Unrankedmcp-data-vermontmcp · searchEnables searching, querying, and retrieving metadata from Vermont Open Data (data.vermont.gov) datasets using Socrata SoQL, all via natural language.No signals yetNo one-command install · Source
2634Unrankeddata-utahmcp · searchEnables searching and querying Utah Open Data datasets via the Socrata SoQL API, including datasets, metadata, and row-level data retrieval.No signals yetNo one-command install · Source
2635Unrankeddata-sonomamcp · searchEnables searching, querying, and retrieving metadata from Sonoma County Open Data datasets via Socrata SoQL or natural language.No signals yetNo one-command install · Source
2636Unrankeddata-sncfmcp · searchEnables querying SNCF Open Data (train schedules, stations, punctuality, etc.) through natural language or direct tool calls, with dataset search…No signals yetNo one-command install · Source
2637Unrankeddata-reunion-mcp-servermcp · searchEnables searching, querying, and metadata retrieval for Réunion Open Data datasets via ODSQL, allowing AI agents to access regional services…No signals yetNo one-command install · Source
2638Unrankedmcp-data-rennesmcp · searchEnables searching and querying datasets from Rennes Métropole Open Data portal through natural language or structured queries using ODSQL.No signals yetNo one-command install · Source
2639Unrankedmcp-data-parismcp · searchAccess Paris Open Data (opendata.paris.fr) to search, explore, and query datasets about city services, mobility, trees, events, and urban planning…No signals yetNo one-command install · Source
2640Unrankedmcp-data-pamcp · searchEnables searching and querying Pennsylvania Open Data datasets via the Socrata API, including dataset search, SoQL queries, and metadata retrieval.No signals yetNo one-command install · Source
2641Unrankedmcp-data-orlandomcp · searchEnables searching and querying Orlando Open Data datasets via Socrata SoQL, providing access to metadata and data rows through natural language or…No signals yetNo one-command install · Source
2642Unrankedmcp-data-occitaniemcp · searchEnables searching and querying Occitanie Region Open Data (data.laregion.fr) using SQL-like ODSQL, with tools for dataset discovery, metadata…No signals yetNo one-command install · Source
2643Unrankedoakland-open-data-mcpmcp · searchEnables searching the Oakland Open Data catalog and querying datasets with Socrata SoQL. Provides access to metadata and rows from over 1000 live data…No signals yetNo one-command install · Source
2644Unrankeddata-novascotiamcp · searchEnables searching and querying the Nova Scotia Open Data catalog via Socrata SoQL. Provides tools to find datasets, query data, and get metadata by…No signals yetNo one-command install · Source
2645Unrankedmcp-data-norfolkmcp · searchEnables searching and querying Norfolk Open Data datasets through Socrata SoQL, including metadata retrieval.No signals yetNo one-command install · Source
2646Unrankedmcp-data-nlmcp · searchEnables searching, viewing metadata, and querying tabular resources from Netherlands Open Data (data.overheid.nl) via CKAN.No signals yetNo one-command install · Source
2647Unrankedmcp-data-njmcp · searchEnables searching and querying New Jersey Open Data (data.nj.gov) via Socrata, including dataset discovery, SoQL queries, and metadata retrieval.No signals yetNo one-command install · Source
2648Unrankeddata-newcaledoniamcp · searchEnables searching, querying, and retrieving metadata for datasets from New Caledonia Open Data (data.gouv.nc) using ODSQL.No signals yetNo one-command install · Source
2649Unrankedmcp-data-momcp · searchEnables searching and querying Missouri Open Data (data.mo.gov) datasets using Socrata SoQL queries, and retrieving dataset schemas and metadata.No signals yetNo one-command install · Source
2650Unrankeddata-michiganmcp · searchEnables AI agents to search and query the Michigan Open Data catalog, running Socrata SoQL queries against datasets by resource ID, and retrieving…No signals yetNo one-command install · Source
2651Unrankedmcp-data-mesamcp · searchEnables AI agents to search, query, and retrieve metadata from Mesa, Arizona's open data portal (Socrata) using natural language or direct SoQL…No signals yetNo one-command install · Source
2652Unrankedmcp-data-lvmcp · searchEnables AI agents to search, retrieve metadata, and query tabular resources from Latvia's Open Data portal (data.gov.lv) via CKAN.No signals yetNo one-command install · Source
2653Unrankedmcp-data-loireatlantiquemcp · searchSearch, explore, and query open data from Loire-Atlantique (France) via natural language, using ODSQL for filtering, aggregation, and pagination.No signals yetNo one-command install · Source
2654Unrankedmcp-data-kingcountymcp · searchEnables querying and searching King County Open Data datasets via Socrata SoQL, including metadata retrieval and data querying by resource ID.No signals yetNo one-command install · Source
2655Unrankeddata-iledefrancemcp · searchEnables searching and querying Île-de-France open data datasets (transport, environment, economy, etc.) via natural language or direct tool calls.No signals yetNo one-command install · Source
2656Unrankedmcp-data-grandparissudmcp · searchEnables searching and querying Grand Paris Sud open data (urban services, mobility, environment) via ODSQL.No signals yetNo one-command install · Source
2657Unrankedmcp-data-grmcp · searchEnables searching and querying Greek government open data (data.gov.gr) datasets through CKAN API, including full metadata retrieval and tabular data…No signals yetNo one-command install · Source
2658Unrankedmcp-data-fultonmcp · searchEnables searching and querying Fulton County Open Data (Socrata) for datasets, metadata, and rows via tools like datasets, query, and metadata.No signals yetNo one-command install · Source
2659Unrankedmcp-data-fortworthmcp · searchEnables querying Fort Worth Open Data via Socrata SoQL, searching datasets, and retrieving metadata through the Pipeworx gateway.No signals yetNo one-command install · Source
2660Unrankedmcp-data-europamcp · searchEnables searching and accessing EU open datasets from data.europa.eu, including metadata discovery and dataset retrieval.No signals yetNo one-command install · Source
2661Unrankedpipeworx-data-europamcp · searchSearch 1.6 million datasets from the EU's official open data portal.No signals yetNo one-command install · Source
2662Unrankedmcp-data-energystarmcp · searchEnables querying ENERGY STAR Open Data via Socrata MCP tools for searching datasets, running SoQL queries, and retrieving metadata.No signals yetNo one-command install · Source
2663Unrankedmcp-data-delawaremcp · searchQuery and explore Delaware Open Data datasets via Socrata API, including search, filtering, and metadata retrieval.No signals yetNo one-command install · Source
2664Unrankedmcp-data-cook-countymcp · searchEnables AI agents to search, query, and retrieve metadata from the Cook County Open Data catalog using Socrata SoQL queries.No signals yetNo one-command install · Source
2665Unrankedmcp-data-bloomingtonmcp · searchEnables querying and exploring Bloomington Open Data catalog with tools for searching datasets, running Socrata SoQL queries, and retrieving dataset…No signals yetNo one-command install · Source
2666Unrankedmcp-data-batonrougemcp · searchProvides access to Baton Rouge Open Data (data.brla.gov) via Socrata, enabling dataset search, SoQL queries, and metadata retrieval.No signals yetNo one-command install · Source
2667Unrankedmcp-data-angersmcp · searchEnables searching, exploring, and querying Angers Loire Métropole open data datasets (mobility, urban services, environment) using natural language or…No signals yetNo one-command install · Source
2668Unrankedmcp-data-aixmarseillemcp · searchEnables searching and querying datasets from Aix-Marseille-Provence Open Data portal. Supports filtering, aggregation, and pagination via ODSQL.No signals yetNo one-command install · Source
2669Unrankeddane-gov-plmcp · searchProvides access to Poland's national open data portal (Otwarte Dane) through natural language queries, enabling users to search and retrieve datasets…No signals yetNo one-command install · Source
2670Unrankeddadjokesmcp · searchProvides dad jokes from icanhazdadjoke.com with tools for random jokes, keyword search, and retrieval by ID.No signals yetNo one-command install · Source
2671Unrankedpipeworx-congressional-documentsmcp · searchFull-text search and retrieval over official congressional documents (hearings, committee reports, Congressional Record) with citations and…No signals yetNo one-command install · Source
2672Unrankedmcp-commons-wikimediamcp · searchA Wikimedia Commons MCP server enabling search, file metadata retrieval, category browsing, and random image selection through natural language.No signals yetNo one-command install · Source
2673Unrankedpipeworx-wikimedia-commonsmcp · searchSearch and retrieve media files from Wikimedia Commons, the free multimedia repository for images, audio, and video.No signals yetNo one-command install · Source
2674Unrankedmcp-comicvinemcp · searchEnables searching Comic Vine resources via a single search tool, integrated into the Pipeworx MCP gateway.No signals yetNo one-command install · Source
2675Unrankedpipeworx-io-chaos-indexmcp · searchCombines Bitcoin price, ISS location, earthquake data, and lunar phase into a single chaos score via StupidAPIs.No signals yetNo one-command install · Source
2676Unrankedmcp-catalogueoflifemcp · searchEnables queries about global taxonomic data, including scientific name matching, classification chains, common names, and synonyms from the Catalogue…No signals yetNo one-command install · Source
2677Unrankedpipeworx-io-catalogueoflifemcp · searchSearches the global taxonomic index of ~2.2 million accepted species names.No signals yetNo one-command install · Source
2678Unrankedmcp-bundestag-demcp · searchEnables searching and retrieving documents, activities, and plenary protocols from the German Bundestag's DIP system via MCP tools.No signals yetNo one-command install · Source
2679Unrankedbreweriesmcp · searchBrewery search and data from the Open Brewery DB.No signals yetNo one-command install · Source
2680Unrankedmcp-bookbrainzmcp · searchProvides access to BookBrainz open book metadata, enabling search, lookup, and browsing of works, editions, authors, publishers, and series via…No signals yetNo one-command install · Source
2681Unrankedpipeworx-io-biorxivmcp · searchSearch and retrieve preprints from bioRxiv and medRxiv covering biology and health sciences before formal peer review.No signals yetNo one-command install · Source
2682Unrankedmcp-bioregistrymcp · searchProvides tools to query and resolve identifiers from the Bioregistry, including prefix metadata, CURIE resolution, and substring search.No signals yetNo one-command install · Source
2683Unrankedmcp-avoindata-fimcp · searchEnables searching and querying Finland's open data portal (avoindata.fi) via CKAN. Supports dataset search, metadata retrieval, and tabular data…No signals yetNo one-command install · Source
2684Unrankedarcgis-washingtoncomnmcp · searchEnables searching and querying Washington County, Minnesota open geospatial data (parcels, addresses, zoning, public works) via ArcGIS Feature…No signals yetNo one-command install · Source
2685Unrankedmcp-arcgis-vilasmcp · searchEnables querying and searching Vilas County, Wisconsin open geospatial datasets (parcels, addresses, zoning) via ArcGIS services using natural…No signals yetNo one-command install · Source
2686Unrankedarcgis-victoriamcp · searchAccess City of Victoria, BC open geospatial data (parcels, zoning, parks) via ArcGIS Feature Services, enabling AI agents to search datasets and query…No signals yetNo one-command install · Source
2687Unrankedmcp-arcgis-tucsonmcp · searchEnables users to search and query City of Tucson GIS open geospatial datasets (zoning, parcels, public safety, transport, city services) through…No signals yetNo one-command install · Source
2688Unrankedmcp-arcgis-tigardmcp · searchEnables AI agents to search and query City of Tigard GIS open geospatial datasets (parcels, zoning, parks, etc.) via ArcGIS Feature Services.No signals yetNo one-command install · Source
2689Unrankedmcp-arcgis-tempemcp · searchEnables querying and searching City of Tempe open geospatial datasets (parcels, zoning, etc.) through ArcGIS Feature Services. Supports dataset…No signals yetNo one-command install · Source
2690Unrankedarcgis-tallahasseemcp · searchEnables searching and querying open geospatial datasets from Tallahassee-Leon County GIS, including parcels, zoning, and planning data via ArcGIS…No signals yetNo one-command install · Source
2691Unrankedmcp-arcgis-sumtermcp · searchEnables AI agents to search, query, and explore City of Sumter, South Carolina open geospatial data (parcels, zoning, public works) via ArcGIS…No signals yetNo one-command install · Source
2692Unrankedmcp-arcgis-stlouiscountymcp · searchSt. Louis County GIS — St. Louis County, Missouri open geospatial data (ArcGIS). Enables searching and querying datasets like parcels, addresses…No signals yetNo one-command install · Source
2693Unrankedarcgis-stanislausmcp · searchEnables searching and querying Stanislaus County GIS open geospatial datasets (parcels, addresses, zoning, public works) via ArcGIS Feature Services…No signals yetNo one-command install · Source
2694Unrankedmcp-arcgis-southbendmcp · searchEnables querying City of South Bend open geospatial data (parcels, zoning, public works) via ArcGIS, with search, layer query, and schema inspection…No signals yetNo one-command install · Source
2695Unrankedmcp-arcgis-seattlemcp · searchEnables search and query of City of Seattle GIS open geospatial datasets such as parcels, zoning, and public works via ArcGIS Feature Services.No signals yetNo one-command install · Source
2696Unrankedmcp-arcgis-sanjuannmmcp · searchEnables querying and searching San Juan County, New Mexico open geospatial data (parcels, addresses, zoning, public works) via ArcGIS feature…No signals yetNo one-command install · Source
2697Unrankedarcgis-sanjosemcp · searchSearch and query City of San Jose GIS open geospatial datasets (parcels, zoning, public works) via ArcGIS Feature Services, enabling AI agents to…No signals yetNo one-command install · Source
2698Unrankedarcgis-sanjoaquinmcp · searchEnables searching and querying San Joaquin County open geospatial data (parcels, addresses, zoning, public works) through ArcGIS Feature Services…No signals yetNo one-command install · Source
2699Unrankedmcp-arcgis-sanclementemcp · searchProvides access to City of San Clemente GIS open geospatial data (ArcGIS), enabling search and query of datasets like parcels, zoning, and public…No signals yetNo one-command install · Source
2700Unrankedmcp-arcgis-salemmcp · searchProvides access to City of Salem GIS open geospatial data (ArcGIS), enabling search, query, and schema retrieval of datasets such as parcels, zoning…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