Armory
Source

Leaderboard

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
Sort
ScoreUsageTestedMentionsStarsName
Highest FirstRows50100250Export

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

4,535 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
230122.557ssdavidai-mem0mcp · searchIntegrates with Mem0's cloud platform to provide persistent memory storage and retrieval, enabling long-term context retention across conversations…1 starNo one-command install · Source
230122.557strands-mcpmcp · searchScrapes and indexes Strands Agents documentation into Elasticsearch, providing a searchable MCP server for Amazon Q and other AI assistants.1 starNo one-command install · Source
230122.557shopify-changelog-mcpmcp · searchProvides access to Shopify Developer and Platform changelogs via RSS feeds, enabling search, category filtering, and retrieval of recent updates.1 starNo one-command install · Source
230122.557saasus-platform-docsmcp · searchIntegrates with SaaSus Platform documentation to provide search, content retrieval, and sitemap navigation with Japanese language support and…1 starNo one-command install · Source
230122.557hot-content-mcpmcp · searchProvides Baidu hot search and Bilibili trending video data for Claude and Cherry Studio, supporting retrieval, search, and cache management.1 starNo one-command install · Source
230122.557exa-aimcp · searchIntegrates with Exa AI's search engine to provide real-time web searching, company research, LinkedIn profile discovery, URL content extraction, and…1 starNo one-command install · Source
230122.557doubao-searchmcp · searchIntegrates with Search1API to enable web searches, website crawling, and content extraction with configurable parameters, featuring specialized tools…1 starNo one-command install · Source
230122.557omidsrezai-cv-toolsmcp · searchProvides computer vision capabilities including image generation, OCR text extraction, and object detection through containerized Docker services with…1 starNo one-command install · Source
230122.557jameskanyiri-tavilymcp · searchIntegrates with Tavily's web intelligence platform to provide real-time web search, URL content extraction, structured website crawling, and site…1 starNo one-command install · Source
230122.557mcpcentral-io-langchain-hubmcp · searchProvides access to LangChain Hub's prompt repository for fetching, searching, and managing community-contributed prompts without manual browsing.1 starNo one-command install · Source
230122.557slicequeue-seoul-tago-subwaymcp · searchIntegrates with Seoul's TAGO public transportation API to provide real-time subway station search, timetable retrieval with directional filtering, and…1 starNo one-command install · Source
230122.557jihadkhawaja-filesystemmcp · searchProvides secure file system operations including reading, writing, copying, moving, and deleting files plus directory management and advanced search…1 starNo one-command install · Source
230122.557ezynda3-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
230122.557confluence-rag-mcp-servermcp · searchEnables retrieval of relevant context from Confluence pages using RAG and ChromaDB, integrating with code assistants like GitHub Copilot to enhance…1 starNo one-command install · Source
230122.557py-chroma-mcpmcp · searchA simple Model Context Protocol (MCP) server with ChromaDB integration, allowing AI assistants to interact with ChromaDB for vector storage and…1 starNo one-command install · Source
230122.557sofiamcp · searchS.O.F.I.A. - Search-Optimized Flow-based Intelligence Agent1 starNo one-command install · Source
230122.557zarif007-linkedin-job-searchmcp · searchProvides a bridge between LinkedIn job listings and search capabilities through web scraping, enabling job discovery by title, location, and recency…1 starNo one-command install · Source
230122.557raghu6798-browser-scrapemcp · searchEnables web scraping, internet searching, and local file interactions through Playwright, Firecrawl, and Tavily integrations for comprehensive content…1 starNo one-command install · Source
230122.557tusharshahi-jiramcp · searchProvides a bridge between Jira and conversational interfaces, enabling updating Jira dashboards, ticket creation, project information retrieval, and…1 starNo one-command install · Source
230122.557maitreyam-technical-documentation-searchmcp · searchProvides AI assistants with access to technical documentation from LangChain, LlamaIndex, and OpenAI libraries through a specialized search tool that…1 starNo one-command install · Source
230122.557gen-ai-lyrics-search-agentmcp · searchA generative AI agent that searches song lyrics across the web and returns results formatted for mobile apps, built with MCP.1 starNo one-command install · Source
230122.557felixwu1110-pubmed-medical-literaturemcp · searchEnables search, retrieval, and analysis of academic medical literature through the NCBI PubMed database with formatted citations and researcher…1 starNo one-command install · Source
230122.557search-docs-mcpmcp · searchEnables semantic search across multiple AI library documentations to keep coding assistants up-to-date.1 starNo one-command install · Source
230122.557sadiuysal-mem0mcp · searchIntegrates with Mem0's memory storage to provide persistent memory streams with semantic search capabilities, enabling recall of user preferences and…1 starNo one-command install · Source
230122.557chew-z-perplexity-researchmcp · searchEnables internet research capabilities through Perplexity AI's API, retrieving up-to-date information with source citations while maintaining…1 starNo one-command install · Source
230122.557sreedeep-documentation-retrievalmcp · searchRetrieves up-to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content…1 starNo one-command install · Source
230122.557nzenitram-jiramcp · searchIntegrates with Atlassian JIRA to enable direct issue management, including searching, creating, updating, and transitioning tickets without leaving…1 starNo one-command install · Source
230122.557mathieugal-technical-documentation-searchmcp · searchConnects AI assistants to technical documentation for popular libraries including LangChain, LlamaIndex, and OpenAI through targeted Google searches…1 starNo one-command install · Source
230122.557bmorphism-krepmcp · searchProvides a high-performance string search utility that automatically selects optimal algorithms and leverages hardware acceleration for significantly…1 starNo one-command install · Source
230122.557brian-knows-blockchain-transactionsmcp · searchRetrieves blockchain transaction data from specified addresses using natural language prompts, translating user queries into structured data retrieval…1 starNo one-command install · Source
230122.557gh-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
230122.557mcp-prediction-marketsmcp · searchProvides search, trending, odds, arbitrage, and category browsing for prediction markets (Polymarket & Kalshi) via the Model Context Protocol…1 starNo commit datelisted No one-command install · Source
230122.557polovnjak-mcpmcp · searchEnables agents to search and analyze used-vehicle listings across multiple Serbian marketplaces, including price statistics, history, and per-user…1 starNo commit datelisted No one-command install · Source
230122.557scribemcp · searchEnables AI assistants to securely manage Google Calendar events using natural language, including scheduling, rescheduling, deleting, and searching…1 starNo commit datelisted No one-command install · Source
230122.557styx-searchmcp · searchEnables MCP clients such as Claude to search over 450,000+ open-access papers, standards, and legal documents, download PDFs, retrieve citations, and…1 starNo commit datelisted No one-command install · Source
230122.557yaxin9luo-openai-agents-sdkmcp · searchProvides access to OpenAI Agents SDK documentation and GitHub repository through search tools, content retrieval, and code examples with…1 starNo commit datelisted No one-command install · Source
233719.591kyrgyz-newsmcp · searchAccess the latest news and trending stories from Kyrgyzstan. Search for specific topics using natural language and follow developing stories across…1,064 installsNo commit datelisted No one-command install · Source
233819.047sidearmmcp · searchProtect media using watermarking, content disruption, and adversarial hardening algorithms. Verify provenance, detect synthetic content, and perform…416 installsNo commit datelisted No one-command install · Source
233917.415skill-historymcp · searchTrack download history for 70,000+ agent skills across ClawHub and skills.sh. Like star-history.com, but for agent skills. **Tools:**…935 installsNo commit datelisted No one-command install · Source
234015.782name-whispermcp · search34 MCP tools to search, register, manage, value, and trade ENS names. AI-powered intelligence layer for the ENS ecosystem.830 installsNo commit datelisted No one-command install · Source
234110.793islamic-books-quran-reference-librarymcp · searchSearch a curated library of 1,900+ Islamic books including English translations of the Holy Quran with detailed verse-by-verse commentary…303 installsNo commit datelisted No one-command install · Source
23428.707xkcdforthatmcp · searchFind the obligatory xkcd for whatever you're working on. Article, slide deck, memo, PDF, blog post. Plug it into your AI tool. Your model searches our…514 installsNo commit datelisted No one-command install · Source
23434.081sceneview-3d-armcp · searchCross-platform 3D & AR for Android (Compose + Filament), iOS / macOS / visionOS (SwiftUI + RealityKit), and Web (Filament.js + WebXR). 63 tools across…399 installsNo commit datelisted No one-command install · Source
23442.449peekmcp · searchActivity and experience booking platform. Search tours, check availability, and discover things to do worldwide.366 installsNo commit datelisted No one-command install · Source
2345Unrankedfoundrole-mcpmcp · searchEnables AI assistants to search live jobs, view full details, save and track applications in a Kanban board, set follow-up reminders, and subscribe to…No signals yetNo one-command install · Source
2346Unrankedgrammar-kb-mcpmcp · searchEnables querying a structured knowledge base of grammar points extracted from PDF textbooks, with full-text search, lecture and knowledge point…No signals yetNo one-command install · Source
2347Unrankedmcp-frinkiacmcp · searchSearch and caption Simpsons screencaps from Frinkiac and Morbotron.No signals yetNo one-command install · Source
2348Unrankedorbitmcp · searchEnables agents to capture and manage notes, tasks, events, and links in a private, file-first workspace, with tools for viewing today's agenda and…No signals yetNo one-command install · Source
2349Unrankedeverquest-legends-mcpmcp · searchRead-only Model Context Protocol server for EverQuest Legends public sources, enabling wiki search, news retrieval, and media access without…No signals yetNo one-command install · Source
2350Unrankedrightcard-mcpmcp · searchEnables agents to recommend the best credit card for a given store or category, look up merchant coding, search cards, and inspect rotating bonus…No signals yetNo one-command install · Source
2351Unrankedmcp-alignment-forum-servermcp · searchEnables semantic search and retrieval of AI alignment articles from Alignment Forum and LessWrong, allowing users to explore research and discover…No signals yetNo one-command install · Source
2352Unrankedpipeworx-io-epo-opsmcp · searchEuropean Patent Office worldwide patent register — search, bibliographic data, families, abstracts, and claims via Pipeworx.No signals yetNo one-command install · Source
2353Unrankedmcp-eolmcp · searchEnables searching and retrieving taxonomic information from the Encyclopedia of Life, including taxon pages, scientific names, and hierarchical…No signals yetNo one-command install · Source
2354Unrankedpipeworx-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
2355Unrankedmcp-datacitemcp · searchProvides access to DataCite DOIs for research datasets, enabling searching and retrieval of dataset metadata.No signals yetNo one-command install · Source
2356Unrankedpipeworx-io-datacitemcp · searchDataCite DOI search and metadata for research datasets, software, and other non-paper scholarly outputs via Pipeworx.No signals yetNo one-command install · Source
2357Unrankeddata-winnipegmcp · searchEnables searching and querying Winnipeg Open Data datasets through natural language or SoQL, with tools for datasets, metadata, and row-level data.No signals yetNo one-command install · Source
2358Unrankedmcp-data-texasmcp · searchEnables searching and querying Texas open data from data.texas.gov via the Socrata SoQL API, supporting dataset discovery, filtering, and metadata…No signals yetNo one-command install · Source
2359Unrankedmcp-data-providencemcp · searchEnables querying and searching the Providence Open Data catalog via Socrata SoQL, including dataset search, data querying, and metadata retrieval.No signals yetNo one-command install · Source
2360Unrankeddata-odremcp · searchProvides tools to search, inspect, and query energy open data from ODRE (electricity & gas production, consumption, grid load, renewables) using…No signals yetNo one-command install · Source
2361Unrankeddata-brusselsmcp · searchEnables querying Brussels Open Data datasets through natural language or direct tool calls, including search, metadata retrieval, and SQL-like…No signals yetNo one-command install · Source
2362Unrankeddata-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
2363Unrankedmcp-dailymedmcp · searchSearch and retrieve FDA Structured Product Labels from DailyMed via NLM, supporting queries by drug name, NDC, RXCUI, and more.No signals yetNo one-command install · Source
2364Unrankedmcp-bundlephobiamcp · searchEnables npm bundle-size analysis including minified+gzipped size, tree-shakeability, dependencies, similar packages, version history, and recent…No signals yetNo one-command install · Source
2365Unrankedmcp-brave-searchmcp · searchEnables AI agents to perform web searches using the Brave Search engine, providing an independent alternative to Google/Bing.No signals yetNo one-command install · Source
2366Unrankedmcp-arcgis-yakimamcp · searchEnables searching and querying City of Yakima GIS open geospatial datasets, such as parcels and zoning, through ArcGIS Feature Services.No signals yetNo one-command install · Source
2367Unrankedmcp-arcgis-tulsamcp · searchEnables searching and querying City of Tulsa GIS open geospatial datasets (parcels, zoning, public works) via ArcGIS Feature Services through natural…No signals yetNo one-command install · Source
2368Unrankedmcp-arcgis-toledomcp · searchEnables searching and querying City of Toledo open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services, with tools for dataset…No signals yetNo one-command install · Source
2369Unrankedmcp-arcgis-tampamcp · searchSearch and query City of Tampa open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services, with tools to discover datasets and…No signals yetNo one-command install · Source
2370Unrankedmcp-arcgis-sarasotamcp · searchEnables searching and querying City of Sarasota open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services.No signals yetNo one-command install · Source
2371Unrankedmcp-arcgis-roundrockmcp · searchEnables searching and querying open geospatial datasets from the City of Round Rock, Texas (ArcGIS), including parcels, zoning, and public works data.No signals yetNo one-command install · Source
2372Unrankedmcp-arcgis-normanmcp · searchProvides access to City of Norman, Oklahoma open geospatial data through ArcGIS feature services, with tools for searching datasets, querying layers…No signals yetNo one-command install · Source
2373Unrankedmcp-arcgis-mobilemcp · searchEnables searching and querying City of Mobile GIS open geospatial datasets, including parcels, zoning, and public works, via ArcGIS Feature Services.No signals yetNo one-command install · Source
2374Unrankedmcp-arcgis-maricopamcp · searchEnables search and query of Maricopa County (Phoenix, Arizona) open geospatial datasets via ArcGIS services, including parcels, elections, and public…No signals yetNo one-command install · Source
2375Unrankedmcp-arcgis-johnsoncitymcp · searchAccess and query City of Johnson City GIS open geospatial datasets (parcels, zoning, public works) via natural language, with tools to search, query…No signals yetNo one-command install · Source
2376Unrankedarcgis-honolulumcp · searchEnables searching, querying, and inspecting Honolulu GIS open geospatial datasets (parcels, addresses, zoning, etc.) through ArcGIS Feature Services.No signals yetNo one-command install · Source
2377Unrankedmcp-arcgis-dukescountymcp · searchAccess Dukes County, Massachusetts open geospatial data (parcels, addresses, zoning, public works) via ArcGIS Feature Services, enabling search…No signals yetNo one-command install · Source
2378Unrankedmcp-arcgis-cumberlandmcp · searchEnables searching and querying Cumberland County, NC open geospatial data (parcels, addresses, zoning, etc.) through ArcGIS Feature Services.No signals yetNo one-command install · Source
2379Unrankedmcp-arcgis-cranstonmcp · searchEnables querying and searching Cranston, Rhode Island open geospatial datasets (parcels, zoning, city services) via ArcGIS Feature Services.No signals yetNo one-command install · Source
2380Unrankedmcp-arcgis-castateparksmcp · searchSearch and query California State Parks open geospatial datasets (parks, trails, recreational layers) via ArcGIS Feature Services using natural…No signals yetNo one-command install · Source
2381Unrankedmcp-adzunamcp · searchProvides access to Adzuna's global job-board aggregation, enabling job search, salary analysis, and regional stats via natural language queries.No signals yetNo one-command install · Source
2382Unrankedpipeworx-io-adzunamcp · searchSearch global job listings from Adzuna's aggregated job board spanning dozens of countries and categories.No signals yetNo one-command install · Source
2383Unrankedvantage-mcpmcp · searchChecks whether ChatGPT, Perplexity, and Gemini cite your brand for a given keyword, and who's winning the citation battle for it instead.No signals yetNo one-command install · Source
2384Unrankedcode-indexing-mcpmcp · searchA local-only codebase indexer that extracts syntax-aware chunks, creates embeddings locally, and enables semantic code search and symbol lookup via…No signals yetNo one-command install · Source
2385Unrankedmcp-seo-serpmcp · searchEnables AI agents to retrieve Google organic search results via DataForSEO for SEO and SERP analysis.No signals yetNo one-command install · Source
2386Unrankedmcp-seo-keywords-adsmcp · searchEnables fetching exact Google Ads search volume for SEO keywords via the Pipeworx gateway.No signals yetNo one-command install · Source
2387Unrankedmcp-seo-keywordsmcp · searchProvides search volume and keyword difficulty data via DataForSEO Labs, enabling AI agents to perform SEO keyword research through natural language…No signals yetNo one-command install · Source
2388Unrankedmcp-repologymcp · searchEnables querying cross-distribution package versions and maintenance information via Repology, with tools for projects, problems, repositories…No signals yetNo one-command install · Source
2389Unrankedpodcast-index-mcpmcp · searchWraps the Podcast Index API (podcastindex.org) to enable AI agents to search and retrieve podcast episodes and metadata.No signals yetNo one-command install · Source
2390Unrankedmcp-pangaeamcp · searchConnects AI agents to the PANGAEA earth and environmental science data repository, enabling full-text dataset search and facet aggregation via MCP…No signals yetNo one-command install · Source
2391Unrankedmcp-opentargetsmcp · searchEnables querying disease/target/drug knowledge graph from Open Targets, supporting searches, profiles, and associations via natural language through…No signals yetNo one-command install · Source
2392Unrankedmcp-librivoxmcp · searchEnables searching and retrieving audiobooks, authors, and tracks from LibriVox through an MCP interface.No signals yetNo one-command install · Source
2393Unrankedpipeworx-librivoxmcp · searchSearches approximately 17,000 LibriVox public-domain audiobooks in dozens of languages.No signals yetNo one-command install · Source
2394Unrankedmcp-hal-frmcp · searchEnables searching and retrieving documents from the French national open research archive HAL, including author and research structure lookups.No signals yetNo one-command install · Source
2395Unrankedmcp-gov-uk-contentmcp · searchEnables querying and searching GOV.UK content through the Pipeworx MCP gateway, integrating with 673+ data sources for AI agent access.No signals yetNo one-command install · Source
2396Unrankedcodesteer-atlasmcp · searchLocal MCP server for semantic code search using Tree-sitter AST parsing, local embeddings, and hybrid search; enables indexing and querying codebases…No signals yetNo one-command install · Source
2397Unrankedlitvm-tcg-oraclemcp · searchOn-chain TCG price oracle for the LitecoinVM ecosystem. 6 tools: search 433K+ trading cards, 60-day price history, Merkle proof verification on…No signals yetNo one-command install · Source
2398Unrankedcloudinary-asset-managementmcp · searchProvides asset management capabilities for uploading, searching, transforming, and organizing media assets in Cloudinary.No signals yetNo one-command install · Source
2399Unrankedca-eli-mcpmcp · searchEnables retrieval of Canadian federal legislation (Acts and regulations) from the Justice Laws Website by code, providing metadata and full…No signals yetNo one-command install · Source
2400Unrankedmeetmyagent-mcpmcp · searchEnables AI assistants to search, browse, and list businesses, services, and products on the MeetMyAgent marketplace.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