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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
190123.374y7ut-tavily-searchmcp · searchIntegrates with Tavily to provide fine-grained news search capabilities for up-to-date information retrieval and analysis.1 forkNo one-command install · Source
190123.374tecton-mcpmcp · searchEnables interaction with Tecton clusters through MCP, allowing management of feature stores, execution of Tecton CLI commands, and retrieval of…1 forkNo one-command install · Source
190123.374westernconcrete-jfk-assassination-documentsmcp · searchProvides access to declassified JFK assassination documents through search tools for text, vector, metadata filtering, and document retrieval of…1 forkNo one-command install · Source
190123.374codebywagas-gitlab-mr-confluence-linkermcp · searchBridges GitLab merge requests with Confluence documentation, enabling automatic retrieval, analysis, and structured documentation of code changes…1 forkNo one-command install · Source
190123.374anarcher-raindrop-iomcp · searchIntegrates with the Raindrop.io API to enable bookmark creation, searching, tagging, and collection management for automated bookmark organization and…1 forkNo one-command install · Source
190123.374solidus-atlassianmcp · searchIntegrates with Atlassian's collaboration ecosystem, enabling developers to search, create, update, and manage Jira, Confluence, and Bitbucket issues…1 forkNo one-command install · Source
190123.374vanshika-rana-paymanmcp · searchProvides a documentation retrieval and problem-solving system for developers integrating the Payman payment platform, enabling technical guidance and…1 forkNo one-command install · Source
190123.374okdshin-duckduckgo-web-searchmcp · searchIntegrates with DuckDuckGo to provide web search capabilities, enabling quick and easy text searches with customizable result limits for applications.1 forkNo one-command install · Source
190123.374stepancooleague-file-findermcp · searchEnables quick file location through natural language queries by searching filesystems based on path fragments and returning detailed metadata…1 forkNo one-command install · Source
190123.374rami-0-file-searchmcp · searchProvides a robust file search service, enabling efficient querying of local directories with detailed results including file metadata and content…1 forkNo one-command install · Source
190123.374roshan-rowikmcp · searchIntegrates with a personal MediaWiki instance to enable searching, retrieving, and manipulating wiki content for enhanced knowledge management and…1 forkNo one-command install · Source
190123.374exa-searchmcp · searchIntegrates with the Exa Search API to provide web search capabilities, returning structured results and maintaining a cache of recent searches for…1 forkNo one-command install · Source
190123.374mattbarlow-sg-bun-s3mcp · searchIntegrates with S3 to provide efficient code snippet management and retrieval.1 forkNo one-command install · Source
191422.857tweet-searchmcp · searchSearch Twitter using advanced operators to find relevant tweets, media, and links. Filter by users, hashtags, dates, sentiment, and more, then…482 installsNo commit datelisted No one-command install · Source
191522.557symbolsmcp · searchDocumentation search and DOMQL framework reference for Symbols.app.1 starNo one-command install · Source
191522.557mcp-arcgis-charlottemcp · searchEnables AI agents to search and query City of Charlotte GIS datasets (parcels, zoning, public works) via ArcGIS Feature Services.1 starNo one-command install · Source
191522.557pipeworx-io-pubmedmcp · searchSearches and retrieves biomedical literature from PubMed.1 starNo one-command install · Source
191522.557setlist-mcpmcp · searchSearch concert setlists, artists, venues, tours, and cities from setlist.fm via natural language. Provides 16 read-only tools for exploring live music…1 starNo one-command install · Source
191522.557mcp-nyplmcp · searchSearch and retrieve items from the NYPL Digital Collections by keyword or ID.1 starNo one-command install · Source
191522.557ph-compliance-mcpmcp · searchProvides retrieval-grounded, citation-verified access to Philippine law and compliance, including statutes, jurisprudence, and government issuances…1 starNo one-command install · Source
191522.557burakaydinofficial-searxng-deepdivemcp · searchSearches SearXNG with engine targeting, multi-page fanout, and HTML-to-Markdown URL reading.1 starNo one-command install · Source
191522.557mcp-gtags-servermcp · searchProvides fast, indexed code navigation (definitions, references, callers, etc.) for AI coding agents by leveraging GNU Global (gtags), dramatically…1 starNo one-command install · Source
191522.557obsidian-dev-memorymcp · searchProvides AI coding assistants persistent engineering memory stored as Markdown files in an Obsidian vault, enabling project context retrieval, session…1 starNo one-command install · Source
191522.557donjguido-phenomenai-dictionarymcp · searchLooks up, searches, cites, rates, and discusses AI phenomenology terms from the Phenomenai dictionary.1 starNo one-command install · Source
191522.557knownfixmcp · searchProvides verified fixes for real developer errors to AI agents via MCP, with free sample fixes and paid per-lookup transactions on Base mainnet…1 starNo one-command install · Source
191522.557brunosrz-vectoramcp · searchProvides RAG-powered sub-agent capabilities for codebase and documentation retrieval within MCP-compatible orchestrators.1 starNo one-command install · Source
191522.557url-shortener-mcpmcp · searchEnables URL shortening and management through MCP, allowing creation of short links with optional tags and expiry, search, and stats.1 starNo one-command install · Source
191522.557revolutionarybukhari-opportunitymcp · searchSearch youth opportunities including scholarships, fellowships, and internships from any AI assistant.1 starNo one-command install · Source
191522.557uis-mcp-servermcp · searchMCP server for UNESCO UIS statistics enabling search of indicators, listing of geographical units, and data retrieval with provenance and license…1 starNo one-command install · Source
191522.557onehome-mcpmcp · searchEnables searching curated OneHome property listings, fetching property details and photos, comparing homes, and running mortgage calculations from…1 starNo one-command install · Source
191522.557corpusgatemcp · searchEnables AI tools to securely search and retrieve relevant, source-attributed chunks from private local documents via MCP, without sending document…1 starNo one-command install · Source
191522.557slookisen-lokalmcp · searchFind local food producers in Norway — search 1000+ farms and shops by location.1 starNo one-command install · Source
191522.557bykaranteli-mcpmcp · searchProvides live crypto derivatives data including funding rates, cross-exchange arbitrage, open interest pressure, Fear & Greed index, BTC dominance…1 starNo one-command install · Source
191522.557diamond-mcpmcp · searchProvides diamond education tools for AI assistants, including grading report verification, face-up size estimation, and market price index, all backed…1 starNo one-command install · Source
191522.557djai-tools-mcpmcp · searchProvides AI agents with local file-processing capabilities for token counting, RAG chunking, CSV/JSON conversion, QR generation, and more, while…1 starNo one-command install · Source
191522.557velixar-memorymcp · searchPersistent memory for AI assistants with store, search, and recall across sessions.1 starNo one-command install · Source
191522.557ai-product-indexmcp · searchMachine-readable directory of AI products that register themselves, plus an agent-readability grader for any URL.1 starNo one-command install · Source
191522.557mcp-z-google-drivemcp · searchIntegrates with Google Drive for file operations, folder navigation, search, and sharing.1 starNo one-command install · Source
191522.557travel-assistant-mcpmcp · searchEnables travel search workflows including airport lookup, route comparison, travel timing guidance, and external booking links with…1 starNo one-command install · Source
191522.557personalknowhowmcp · searchProvides semantic search and listing over a unified personal knowledge graph aggregating LinkedIn, GitHub, course completions, and more, enabling MCP…1 starNo one-command install · Source
191522.557evidence-mcpmcp · searchProvides an evidence-oriented MCP interface for Evidence RAG Pilot, enabling retrieval of evidence packages, chunks, and evidence images from…1 starNo one-command install · Source
191522.557mikesusz-obsidianmcp · searchProvides read-only access to Obsidian vaults with tools for searching notes by content or title, retrieving full note content and metadata, and…1 starNo one-command install · Source
191522.557cert-atlasmcp · searchMCP server over the open index of 1,562 certification exam blueprints across 217 certifying bodies. Search exams, pull full blueprints (domains &…1 starNo one-command install · Source
191522.557blackbook-mcpmcp · searchA source-grounded cybersecurity knowledge & research MCP server that provides read-only search, exact citations, and a knowledge graph, designed to…1 starNo one-command install · Source
191522.557allnewsapi-mcpmcp · searchEnables LLMs to search for news articles, get top headlines, and access comprehensive news data with advanced filtering options through AllNewsAPI.1 starNo one-command install · Source
191522.557agentops-evalbench-mcpmcp · searchEnables LLM evaluation and observability by uploading documents, building test sets, running RAG pipelines, and automatically scoring answers for…1 starNo one-command install · Source
191522.557enterprise-knowledge-mcpmcp · searchEnables natural-language retrieval from enterprise policy documents via RAG, exposing search_enterprise_knowledge and get_document_sources tools.1 starNo one-command install · Source
191522.557roam-semantic-searchmcp · searchEnables fully local semantic search over a Roam Research graph via MCP, providing tools for hybrid retrieval, index refresh, and stats while keeping…1 starNo one-command install · Source
191522.557rotifer-protocolmcp · searchSearches, compares, and ranks AI Genes in the Rotifer Protocol ecosystem for autonomous agent capability evolution.1 starNo one-command install · Source
191522.557paperless-mcpmcp · searchEnables searching, tagging, uploading, and reading documents in Paperless-NGX, with management of tags, correspondents, document types, and custom…1 starNo one-command install · Source
191522.557finelagusaz-ukagaka-docsmcp · searchSearches offline snapshots of Ukagaka desktop mascot documentation including UKADOC, YAYA Wiki, and Satori Wiki.1 starNo one-command install · Source
191522.557marketplacemcp · searchSearch products and stores in nearby physical stores near you.1 starNo one-command install · Source
191522.557trm-mcpmcp · searchA local, offline-first MCP server for searching, grepping, reading, rendering, and comparing long datasheet/TRM PDFs, using hybrid retrieval with…1 starNo one-command install · Source
191522.557openpapers-mcpmcp · searchEnables searching for scientific papers across OpenAlex, CrossRef, and Unpaywall, and downloading open-access PDFs directly through Claude Desktop.1 starNo one-command install · Source
191522.557chilon-recallmcp · searchLocal-first knowledge retrieval MCP server that turns private text documents into a source-backed knowledge base, enabling retrieval, comparison…1 starNo one-command install · Source
191522.557startup-law-mcpmcp · searchIntegrates Korean startup laws (19 curated laws) and K-Startup support programs, enabling legal article search, citation verification, reference…1 starNo one-command install · Source
191522.557mal-mcp-workermcp · searchEnables querying MyAnimeList data (anime search, rankings, seasonal anime, user lists) via natural language through the Model Context Protocol.1 starNo one-command install · Source
191522.557atlasrepo-mcpmcp · searchEnables read-only access to the AtlasRepo decision catalog, allowing users to search for evidence-backed projects, tools, and repository decision…1 starNo one-command install · Source
191522.557tokenlightenmcp · searchLocal-first MCP toolkit that provides coding agents focused repository context via read_file, search_files, and edit_file tools, reducing token usage…1 starNo one-command install · Source
191522.557mosaic-mcp-servermcp · searchProvides 11 MCP tools for deterministic, local semantic search over your documents, including indexing, retrieval, exact-match facets, temporal truth…1 starNo one-command install · Source
191522.557north7-market-intelligencemcp · searchAI-powered financial intelligence for autonomous trading agents. 9 MCP tools for real-time trading signals, risk index, market regime detection, stock…1 starNo one-command install · Source
191522.557treevu-cli-marketmcp · searchSearch, compare prices, and purchase products across 3,760 retailers in 67 countries.1 starNo one-command install · Source
191522.557iso20022-mcpmcp · searchUnified gateway for ISO 20022 message families, providing meta-tools to search, describe, validate, generate, and parse financial messages.1 starNo one-command install · Source
191522.557xfeatures-athenaeum-mcpmcp · searchA Model Context Protocol server providing secure, authenticated access to an organization's knowledge layer—exact facts, documents, and semantic…1 starNo one-command install · Source
191522.557shopbot-ai-mcp-servermcp · searchAI customer support MCP server with order status lookup and RAG-powered knowledge base search for e-commerce stores.1 starNo one-command install · Source
191522.557booklore-mcpmcp · searchEnables AI assistants to interact with BookLore self-hosted libraries, allowing natural language queries to search books, manage reading status…1 starNo one-command install · Source
191522.557koko-financemcp · searchAI-powered credit card advisor for searching, comparing, and optimizing rewards across 100+ US cards.1 starNo one-command install · Source
191522.557google-search-trends-mcpmcp · searchProvides Google Search trend data as an MCP tool, with historical series, growth percentages, and live trending searches, no scraping or rate limits.1 starNo one-command install · Source
191522.557socialdatax-douyin-mcpmcp · searchRead-only Douyin / 抖音 MCP by SocialDataX for hot search, work search/details, comments and replies, creator profiles, creator works, and creator…1 starNo one-command install · Source
191522.557research-report-mcp-servermcp · searchEnables search and retrieval of industry research reports, including company research, macro strategy, and thematic reports, with filtering and detail…1 starNo one-command install · Source
191522.557c2bmcp · searchEnables Claude to recall context from a merged knowledge graph of your Obsidian vault and code projects, providing tools to search, find neighbors…1 starNo one-command install · Source
191522.557ace-mcpmcp · searchEnables AI clients to perform local code search, indexing, and analysis across Java, JavaScript/TypeScript, .NET/C#, and Python projects through the…1 starNo one-command install · Source
191522.557whimsicality-dbmcp · searchEnables persistent, full-text-searchable context for AI agents, including session tracking, event logging, todo management, and tagged context…1 starNo one-command install · Source
191522.557io-github-brightdotdev-darwin-ragmcp · searchA local-first RAG engine that ingests documents (PDF, Markdown, images, etc.) and provides hybrid search, reranking, and LLM answer synthesis via MCP…1 starNo one-command install · Source
191522.557mcp-lens-orgmcp · searchalso listed as pipeworx-lens-orgEnables patent and scholarly works search on Lens.org. Supports natural language queries and direct tool calls.1 starNo one-command install · Source
191522.557mcp-kitsumcp · searchEnables searching and retrieving anime and manga data from Kitsu's catalogue, including top lists and categories, through natural language queries via…1 starNo one-command install · Source
191522.557pipeworx-io-iconifymcp · searchSearch and retrieve SVG icons from over 200 open-source icon sets via Iconify.1 starNo one-command install · Source
191522.557mcp-harvard-artmcp · searchEnables searching and retrieving details from the Harvard Art Museums collection.1 starNo one-command install · Source
191522.557mcp-firecrawlmcp · searchWeb scraping and search MCP server that wraps Firecrawl API for URL discovery and web search with optional content retrieval.1 starNo one-command install · Source
191522.557pipeworx-eu-funding-tendersmcp · searchEnables searching and retrieving detailed information on EU grant calls and tenders from the EU Funding & Tenders Portal, including deadlines…1 starNo one-command install · Source
191522.557mcp-dataverse-harvardmcp · searchalso listed as pipeworx-dataverse-harvardEnables searching and retrieving metadata from Harvard Dataverse, including datasets, files, and dataverses via an MCP gateway.1 starNo one-command install · Source
191522.557pipeworx-io-clevelandartmcp · searchSearch and retrieve artwork records from the Cleveland Museum of Art's Open Access collection of approximately 63,000 works, many available under…1 starNo one-command install · Source
191522.557maxaeo-ai-visibility-mcpmcp · searchEnables AI agents to check whether a public website is crawlable, understandable, and ready for AI search workflows through local-only audits of…1 starNo one-command install · Source
191522.557mcp-google-gscmcp · searchEnables querying Google Search Console search analytics (clicks, impressions, CTR, position) with flexible dimensions, inspecting URL indexing and…1 starNo one-command install · Source
191522.557aiweather-anurag-ottasia-mcp-servermcp · searchWhere to watch any movie or TV show across 30 Asian and Middle Eastern streaming markets (Netflix, Disney+ Hotstar, Wavve, Shahid, Hoichoi, ZEE5…1 stararmory install aiweather-anurag-ottasia-mcp-server --cli claude
191522.557crawlora-mcpmcp · searchHosted MCP server for structured public web data — 319 tools across search, maps, commerce, social & finance, returning clean JSON.1 starNo one-command install · Source
191522.557gloria-aimcp · searchReal-time curated crypto news with sentiment analysis, recaps, and search.1 starNo one-command install · Source
191522.557dcc-mcp-fptmcp · searchBridges AI assistants to Autodesk ShotGrid (Flow Production Tracking) data, enabling CRUD, search, batch operations, and schema exploration via typed…1 starNo one-command install · Source
191522.557papermoon-mkdocs-mcpmcp · searchEnables searching, reading, and navigating MkDocs documentation sites through MCP tools for keyword, semantic, or hybrid search, document browsing…1 starNo one-command install · Source
191522.557job-mcpmcp · searchEnables multi-source tech job search and application with CV-based skill extraction, deduplication, and scoring across HireMeTech, Comeet, and…1 starNo one-command install · Source
191522.557cyanheads-earthquakemcp · searchSearch USGS and EMSC seismic data — real-time earthquake feeds, event queries, and counts.1 starNo one-command install · Source
191522.557cyanheads-gbifmcp · searchSearch GBIF species taxonomy, biodiversity occurrence records, datasets, and publishers.1 starNo one-command install · Source
191522.557brainhub-mcpmcp · searchReads top-level sessions from Claude Code, Codex CLI, and Grok Build, filters and anonymizes them, then writes snapshots to Google Drive for mixed…1 starNo one-command install · Source
191522.557cyanheads-reliefwebmcp · searchSearch humanitarian reports, disasters, jobs, training, and country profiles from ReliefWeb.1 starNo one-command install · Source
191522.557mcp-adsmcp · searchEnables running marketing platforms like Google Ads, Meta Ads, GA4, Search Console, Tag Manager, and WordPress from any MCP client to read…1 starNo one-command install · Source
191522.557prawo-pl-mcpmcp · searchUnified MCP server for Polish legal data, enabling search and retrieval across case law, legislation, company register, tax rulings, public…1 starNo one-command install · Source
191522.557verychic-mcpmcp · searchSearch VeryChic hotel deals from any MCP client; browse flash-sale offers, filter by destination or price, and read availability and prices by date…1 starNo one-command install · Source
191522.557dev-diary-mcpmcp · searchTurns a folder of Markdown files into a searchable work journal that any LLM can read and write.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