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
Lowest 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
12.449peekmcp · searchActivity and experience booking platform. Search tours, check availability, and discover things to do worldwide.366 installsNo commit datelisted No one-command install · Source
24.081sceneview-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
38.707xkcdforthatmcp · 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
410.793islamic-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
515.782name-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
617.415skill-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
719.047sidearmmcp · 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
819.591kyrgyz-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
922.557yaxin9luo-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
1022.557styx-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
1122.557scribemcp · 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
1222.557polovnjak-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
1322.557mcp-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
1422.557gh-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
1522.557brian-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
1622.557bmorphism-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
1722.557mathieugal-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
1822.557nzenitram-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
1922.557sreedeep-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
2022.557chew-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
2122.557sadiuysal-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
2222.557search-docs-mcpmcp · searchEnables semantic search across multiple AI library documentations to keep coding assistants up-to-date.1 starNo one-command install · Source
2322.557felixwu1110-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
2422.557gen-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
2522.557maitreyam-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
2622.557tusharshahi-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
2722.557raghu6798-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
2822.557zarif007-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
2922.557sofiamcp · searchS.O.F.I.A. - Search-Optimized Flow-based Intelligence Agent1 starNo one-command install · Source
3022.557py-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
3122.557confluence-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
3222.557ezynda3-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
3322.557jihadkhawaja-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
3422.557slicequeue-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
3522.557mcpcentral-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
3622.557jameskanyiri-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
3722.557omidsrezai-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
3822.557doubao-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
3922.557exa-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
4022.557hot-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
4122.557saasus-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
4222.557shopify-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
4322.557strands-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
4422.557ssdavidai-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
4522.557localdocs-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
4622.557elsrjuez-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
4722.557gemini-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
4822.557ogumarusuisan-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
4922.557markdown-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
5022.557halans-mcp-servermcp · searchEnables querying halans.com content via search, section retrieval, full content, and summaries.1 starNo one-command install · Source
5122.557judicature-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
5222.557vedantparmar12-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
5322.557jottinger-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
5422.557aihub-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
5522.557naveenveeramreddy-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
5622.557search-contextmcp · searchEnables semantic search across documentation stored in Gemini FileSearchStores, returning AI-generated answers with source citations.1 starNo one-command install · Source
5722.557expenselmmcp · searchAI-powered expense management with receipt extraction and semantic search1 starNo one-command install · Source
5822.557mcp-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
5922.557croakingtoad-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
6022.557skald-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
6122.557cardea-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
6222.557krutarthchovatiya-indian-stock-marketmcp · searchProvides NSE and BSE stock data including price lookups, company search, and batch queries1 starNo one-command install · Source
6322.557mcp-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
6422.557sirius-cc-wu-markdown-specmcp · searchRead-only access to local markdown documentation with semantic search1 starNo one-command install · Source
6522.557cursor-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
6622.557yahoo-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
6722.557gaiborjosue-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
6822.557rejestr-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
6922.557richdavidmu-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
7022.557mcp-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
7122.557graphrag-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
7222.557mcp-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
7322.557mriiot-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
7422.557mcp-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
7522.557tasks-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
7622.557gsalami-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
7722.557flight-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
7822.557mcpragmcp · searchEnables answering Formula 1 FAQ questions via vector search and web search using Bright Data.1 starNo one-command install · Source
7922.557cory-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
8022.557clawsfund-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
8122.557tambo-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
8222.557semantica-search-mcpmcp · searchSemantic code search for Claude Code, enabling natural language codebase indexing and search using AI embeddings.1 starNo one-command install · Source
8322.557reposit-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
8422.557envector-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
8522.557quotewisemcp · searchSemantic quote search across 600K+ quotes with attribution verification and source transparency.1 starNo one-command install · Source
8622.557nocodeboy-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
8722.557martinfrasch-researchtwinmcp · searchFederated research discovery with S-Index metrics.1 starNo one-command install · Source
8822.557sethwebster-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
8922.557saurabhsing21-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
9022.557deepmap-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
9122.557docs-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
9222.557mcp-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
9322.557paper-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
9422.557jkang8-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
9522.557forensic-rag-mcpmcp · searchMCP server providing semantic search over incident response knowledge from 23 authoritative security sources.1 starNo one-command install · Source
9622.557gh-cesco345-capital-equipmentmcp · searchSearch, book, and manage scientific research equipment across STEM core facilities.1 starNo one-command install · Source
9722.557io-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
9822.557diamondmcp · 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
9922.557hifriendbot-ailistmcp · searchSearch, discover, and submit AI projects to a curated directory from within AI coding assistants.1 starNo one-command install · Source
10022.557naver-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

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