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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
220122.557gh-nelsonra-mixcloud-mcpmcp · searchSearch mixes, look up artists, and browse user uploads on the Mixcloud platform.1 starNo one-command install · Source
220122.557barracuda-mcpmcp · searchEnables searching OpenAleph entities and documents using natural language queries through the MCP protocol.1 starNo one-command install · Source
220122.557moncky-uk-scouts-pormcp · searchProvides automated access to the UK Scouts Policy, Organisation and Rules document through PDF processing and text search.1 starNo one-command install · Source
220122.557youmind-mcpmcp · searchBridges YouMind content to AI assistants via MCP, enabling retrieval of craft content by ID.1 starNo one-command install · Source
220122.557valyay-nanostoresmcp · searchNanostores state management analysis and documentation search for AI assistants.1 starNo one-command install · Source
220122.557pocketcasts-mcpmcp · searchEnables AI assistants to search, browse, and manage your Pocket Casts podcast library.1 starNo one-command install · Source
220122.557mixpeekmcp · searchProvides AI-powered video and multimodal search capabilities through the Mixpeek platform.1 starNo one-command install · Source
220122.557gavelinmcp · searchSearch bills and speaker-attributed hearing transcripts across all 50 US state legislatures.1 starNo one-command install · Source
220122.557financial-intelligence-mcp-servermcp · searchA production-grade MCP server that provides financial ML tools including RAG search, anomaly detection, contract summarization, vendor graph analysis…1 starNo one-command install · Source
220122.557ksp-mods-mcpmcp · searchMCP server for searching Kerbal Space Program mods from the CKAN index, with tools for mod search, recommendations, parts listing, and CKAN download…1 starNo one-command install · Source
220122.557dayi-search-mcpmcp · searchEnables querying Chinese medical information (drugs, diseases, doctors, symptoms) from the Dayi platform with structured output and auto-type…1 starNo one-command install · Source
220122.557vicampuzano-jamie-aimcp · searchIntegrates with Jamie AI meeting assistant to access meeting summaries, transcripts, action items, and semantic search.1 starNo one-command install · Source
220122.557commercial-registrymcp · searchEnables searching and retrieving Korean commercial registration precedents (617 cases) from the Supreme Court's portal for legal practice.1 starNo one-command install · Source
220122.557pytorch-mcpmcp · searchA full-featured MCP server for PyTorch documentation workflows, providing tools for search, symbol lookup, code examples, troubleshooting, and…1 starNo one-command install · Source
220122.557starsingermcp · searchAI music catalog with natural language search, MP3 streaming, artist browsing, and trending track discovery.1 starNo one-command install · Source
220122.557khjohns-kofamcp · searchNorwegian public procurement decisions from KOFA with full-text search, semantic search, and case filtering.1 starNo one-command install · Source
220122.557tome-mcpmcp · searchManages a research paper library, providing PDF ingestion, bibliography management, semantic search, figure tracking, and integration with Semantic…1 starNo one-command install · Source
220122.557codebase-indexmcp · searchAST-aware codebase indexing with semantic search, exposed as an MCP server. Enables semantic search and file context retrieval across your codebase…1 starNo one-command install · Source
220122.557crawl-parity-mcpmcp · searchAn MCP server for analyzing Googlebot vs AI crawler parity from Nginx access logs and Google Search Console data.1 starNo one-command install · Source
220122.557obsidian-pdf-evidencemcp · searchEnables AI agents to extract PDF text, search with PDF++ citations, access vault files, manage tags, and run Dataview queries in Obsidian via MCP.1 starNo one-command install · Source
220122.557ashwinvis-scb-opendatamcp · searchProvides access to Statistics Sweden's PxWebApi v2 for browsing, searching, and retrieving Swedish statistical data.1 starNo one-command install · Source
220122.557scholarfetchmcp · 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
220122.557gh-k4cper-g-transeumcp · searchFreight exchange integration for Trans.eu platform with offer search, load management, and XMPP messaging.1 starNo one-command install · Source
220122.557paper-search-mcpmcp · searchEnables agents to search papers across Semantic Scholar and arXiv, read and extract text from arXiv PDFs, align records across sources, and produce…1 starNo one-command install · Source
220122.557youtube-researchmcp · searchEnables YouTube integration with Claude Code, including video search, metadata retrieval, transcript fetching, channel exploration, and trending…1 starNo one-command install · Source
220122.557mikusnuz-npmmcp · searchProvides npm package management capabilities including publishing, versioning, dependency management, security audits, registry searches, and…1 starNo one-command install · Source
220122.557amazon-mcp-appmcp · searchLets Claude search Amazon products via multiple keyword queries and present curated results in an interactive carousel widget with add-to-cart…1 starNo one-command install · Source
220122.557modular-rag-mcp-server-2mcp · searchA fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI…1 starNo one-command install · Source
220122.557safetyops-mcp-servermcp · searchEnables AI assistants to query workplace incident data using RAG, providing search, analysis, and corrective action plans.1 starNo one-command install · Source
220122.557n0isy-icon-visualmcp · searchSearches, retrieves, compares, and renders SVG icons visually for AI agents with vision capabilities.1 starNo one-command install · Source
220122.557engram-context-continuummcp · searchUniversal AI session memory substrate providing persistent context across sessions, with MCP tools for recall, search, recent events, and knowledge…1 starNo one-command install · Source
220122.557homosaurus-mcpmcp · searchAn experimental MCP server connecting Claude to the Homosaurus V4 LGBTQ+ linked data vocabulary, enabling search and retrieval of authority data for…1 starNo one-command install · Source
220122.557echomindrmcp · searchSearch real founder decisions, lessons, and signals from 100+ startup podcasts.1 starNo one-command install · Source
220122.557mcp-sessionsmcp · searchSearch and browse Claude Code conversation history across all your projects.1 starNo one-command install · Source
220122.557openaire-mcp-servermcp · searchEnables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer citation index, discovering citation relationships and retrieving…1 starNo one-command install · Source
220122.557teadata-mcpmcp · searchMCP server for exploring Texas public school data through conversational interfaces, enabling campus search, district details, geospatial lookup…1 starNo one-command install · Source
220122.557naver-land-mcpmcp · searchEnables querying and searching for real estate listings, complexes, prices, and school information from Naver Land (Korean real estate platform)…1 starNo one-command install · Source
220122.557hifriendbot-ailistmcp · searchSearch, discover, and submit AI projects to a curated directory from within AI coding assistants.1 starNo one-command install · Source
220122.557diamondmcp · searchEnables AI assistants to search and read offline documentation from synced libraries via MCP tools, providing hybrid keyword and semantic search…1 starNo one-command install · Source
220122.557io-github-r09722akabennett-nano-pdf-mcpmcp · searchEnables AI-powered PDF editing and generation via natural language prompts using Google Gemini, with local storage and OCR for searchable text.1 starNo one-command install · Source
220122.557gh-cesco345-capital-equipmentmcp · searchSearch, book, and manage scientific research equipment across STEM core facilities.1 starNo one-command install · Source
220122.557forensic-rag-mcpmcp · searchMCP server providing semantic search over incident response knowledge from 23 authoritative security sources.1 starNo one-command install · Source
220122.557jkang8-obsidianmcp · searchProvides direct vault access for file operations, full-text search, frontmatter manipulation, wikilink analysis, tag management, and daily note…1 starNo one-command install · Source
220122.557paper-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
220122.557mcp-crawl4ai-ragmcp · searchA database-agnostic MCP server that integrates web crawling with Retrieval Augmented Generation, supporting multiple AI providers and vector database…1 starNo one-command install · Source
220122.557docs-to-aimcp · searchEnables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and…1 starNo one-command install · Source
220122.557deepmap-mcpmcp · searchEnables LLMs to directly access and analyze cancer dependency data from the DepMap, including gene search, dependency summaries, and top cell line…1 starNo one-command install · Source
220122.557saurabhsing21-europe-pmcmcp · searchProvides structured evidence retrieval from Europe PMC biomedical literature database with citation-weighted ranking for therapeutic target discovery…1 starNo one-command install · Source
220122.557sethwebster-rockmcp · searchDocumentation crawler that indexes websites into SQLite with full-text search, enabling AI agents to search, read, and expand on crawled content on…1 starNo one-command install · Source
220122.557martinfrasch-researchtwinmcp · searchFederated research discovery with S-Index metrics.1 starNo one-command install · Source
220122.557nocodeboy-youtubemcp · searchIntegrates with YouTube API to enable video search, channel discovery, and trending content retrieval for content research and analysis workflows.1 starNo one-command install · Source
220122.557quotewisemcp · searchSemantic quote search across 600K+ quotes with attribution verification and source transparency.1 starNo one-command install · Source
220122.557envector-mcp-servermcp · searchEnables AI applications to perform homomorphic encryption-based vector search via enVector, allowing secure data retrieval in private networks.1 starNo one-command install · Source
220122.557reposit-bot-reposit-mcpmcp · searchEnables AI agents to search, share, and vote on community knowledge solutions via the Reposit platform.1 starNo one-command install · Source
220122.557semantica-search-mcpmcp · searchSemantic code search for Claude Code, enabling natural language codebase indexing and search using AI embeddings.1 starNo one-command install · Source
220122.557tambo-docsmcp · searchProvides access to Tambo documentation through web scraping and search capabilities, enabling quick reference lookups and contextual help during…1 starNo one-command install · Source
220122.557clawsfund-mcpmcp · searchEnables AI assistants to search campaigns, view agent profiles, and build funding transactions on the Clawsfund Solana crowdfunding platform.1 starNo one-command install · Source
220122.557cory-memmcp · searchProvides persistent memory for AI assistants, enabling context retention across sessions through hybrid search and memory management tools.1 starNo one-command install · Source
220122.557mcpragmcp · searchEnables answering Formula 1 FAQ questions via vector search and web search using Bright Data.1 starNo one-command install · Source
220122.557flight-finder-mcpmcp · searchEnables Claude to search and compare flights across multiple providers (Skyscanner, Google Flights, Kiwi.com) with smart caching, parallel queries…1 starNo one-command install · Source
220122.557gsalami-swiss-ai-labor-marketmcp · searchTracks AI's impact on the Swiss labor market through automated data collection from BFS statistics, news sources, and research publications, providing…1 starNo one-command install · Source
220122.557tasks-mcpmcp · searchEnables AI assistants to manage Notion tasks, projects, and courses through MCP, allowing creation, retrieval, and filtering of tasks.1 starNo one-command install · Source
220122.557mcp-server-splunkmcp · searchEnables AI assistants to search, manage, and analyze data in Splunk instances through the Model Context Protocol. Supports SPL queries, index…1 starNo one-command install · Source
220122.557mriiot-sysml-xmi-parsermcp · searchParses SysML XMI exports to enable querying of model structures, class relationships, inheritance hierarchies, and documentation through searchable…1 starNo one-command install · Source
220122.557mcp-powered-agentic-ragmcp · searchAn agentic Retrieval-Augmented Generation (RAG) system that combines a small curated machine learning knowledge base with real-time web search…1 starNo one-command install · Source
220122.557graphrag-mcp-servermcp · searchEnables graph-powered semantic search over the Grand Débat National dataset, providing fast, transparent answers with provenance tracing back to…1 starNo one-command install · Source
220122.557mcp-semantic-searchmcp · searchIndexes codebases using semantic embeddings for natural language search, enabling developers to find code with queries like 'how does authentication…1 starNo one-command install · Source
220122.557richdavidmu-hexo-blog-ragmcp · searchIndexes Hexo blog content using vector embeddings for semantic search, content discovery, and AI-powered writing assistance.1 starNo one-command install · Source
220122.557rejestr-io-mcp-servermcp · searchProvides access to Poland's largest business registry database, enabling company search, beneficiary checks, and financial document retrieval via…1 starNo one-command install · Source
220122.557gaiborjosue-niivuemcp · searchProvides fast lexical and semantic search access to Niivue neuroimaging documentation and API reference through cached BM25 indexing and optional…1 starNo one-command install · Source
220122.557yahoo-finance-mcpmcp · searchProvides access to Yahoo Finance data including real-time stock quotes, historical prices, financial statements, company info, symbol search, and…1 starNo one-command install · Source
220122.557cursor-search-mcpmcp · searchExposes Cursor's semantic code search through MCP, enabling tools like codebase_search to query indexed repos.1 starNo one-command install · Source
220122.557sirius-cc-wu-markdown-specmcp · searchRead-only access to local markdown documentation with semantic search1 starNo one-command install · Source
220122.557mcp-gemini-web-searchmcp · searchProvides grounded web search and research capabilities using Google's Gemini models and Google Search, with features like normal and research modes…1 starNo one-command install · Source
220122.557krutarthchovatiya-indian-stock-marketmcp · searchProvides NSE and BSE stock data including price lookups, company search, and batch queries1 starNo one-command install · Source
220122.557cardea-web-searchmcp · searchProvides web search capabilities through the Tavily API, returning structured results with titles, URLs, content snippets, and relevance scores for…1 starNo one-command install · Source
220122.557skald-labs-knowledge-basemcp · searchIntegrates with Skald Labs' knowledge base platform to enable AI-generated responses with inline citations, semantic search for memos, and automated…1 starNo one-command install · Source
220122.557croakingtoad-jina-supabase-ragmcp · searchCrawls and indexes documentation websites using Jina AI Reader API and Crawl4AI for intelligent content extraction, automatically discovering URLs…1 starNo one-command install · Source
220122.557mcp-ai-assistant-irismcp · searchProvides web search and code execution capabilities using OpenAI models, with optional code interpreter and conversation continuity via response IDs.1 starNo one-command install · Source
220122.557expenselmmcp · searchAI-powered expense management with receipt extraction and semantic search1 starNo one-command install · Source
220122.557search-contextmcp · searchEnables semantic search across documentation stored in Gemini FileSearchStores, returning AI-generated answers with source citations.1 starNo one-command install · Source
220122.557naveenveeramreddy-multi-servermcp · searchProvides weather alerts, stock portfolio data via Kite Connect, MongoDB operations for customer and conversation management, and Elasticsearch…1 starNo one-command install · Source
220122.557aihub-mcpmcp · searchEnables searching and querying AI Hub datasets, including listing datasets, getting details, searching by keyword, and retrieving download…1 starNo one-command install · Source
220122.557jottinger-jekyll-blogmcp · searchIndexes Jekyll blog posts and drafts with keyword search, category filtering, and content retrieval to enable content analysis, duplicate detection…1 starNo one-command install · Source
220122.557vedantparmar12-airbnbmcp · searchProvides direct access to Airbnb's search and listing data through web scraping, enabling property research, price analysis, budget calculations, and…1 starNo one-command install · Source
220122.557judicature-mcpmcp · searchEnables searching the ak-vrana.cz website for articles by keywords and extracting webpage content to Markdown format.1 starNo one-command install · Source
220122.557halans-mcp-servermcp · searchEnables querying halans.com content via search, section retrieval, full content, and summaries.1 starNo one-command install · Source
220122.557markdown-rag-mcpmcp · searchProvides semantic search over markdown documentation using RAG, allowing natural language queries and integration with MCP clients.1 starNo one-command install · Source
220122.557ogumarusuisan-excel-read-toolsmcp · searchProvides read-only Excel workbook analysis with tools for extracting metadata, reading sheet content with range specifications, bulk processing with…1 starNo one-command install · Source
220122.557gemini-search-mcpmcp · searchEnables web search using Google Gemini with search grounding and question-answering on local documents, with support for chunked document reading.1 starNo one-command install · Source
220122.557elsrjuez-tinydb-emcipimcp · searchProvides lightweight JSON database management with schema validation, case-insensitive search, and multi-database switching for file-based data…1 starNo one-command install · Source
220122.557localdocs-mcpmcp · searchCreates a local database of indexed technical documentation from web crawls and local files, enabling AI agents to efficiently search and retrieve…1 starNo one-command install · Source
220122.557ssdavidai-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
220122.557strands-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
220122.557shopify-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
220122.557saasus-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
220122.557hot-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
220122.557exa-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
220122.557doubao-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
220122.557omidsrezai-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

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