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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

4,535 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
40122.557velixar-memorymcp · searchPersistent memory for AI assistants with store, search, and recall across sessions.1 starNo one-command install · Source
40222.557djai-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
40322.557diamond-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
40422.557bykaranteli-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
40522.557slookisen-lokalmcp · searchFind local food producers in Norway — search 1000+ farms and shops by location.1 starNo one-command install · Source
40622.557corpusgatemcp · 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
40722.557onehome-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
40822.557uis-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
40922.557revolutionarybukhari-opportunitymcp · searchSearch youth opportunities including scholarships, fellowships, and internships from any AI assistant.1 starNo one-command install · Source
41022.557url-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
41122.557brunosrz-vectoramcp · searchProvides RAG-powered sub-agent capabilities for codebase and documentation retrieval within MCP-compatible orchestrators.1 starNo one-command install · Source
41222.557knownfixmcp · 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
41322.557donjguido-phenomenai-dictionarymcp · searchLooks up, searches, cites, rates, and discusses AI phenomenology terms from the Phenomenai dictionary.1 starNo one-command install · Source
41422.557obsidian-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
41522.557mcp-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
41622.557burakaydinofficial-searxng-deepdivemcp · searchSearches SearXNG with engine targeting, multi-page fanout, and HTML-to-Markdown URL reading.1 starNo one-command install · Source
41722.557ph-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
41822.557mcp-nyplmcp · searchSearch and retrieve items from the NYPL Digital Collections by keyword or ID.1 starNo one-command install · Source
41922.557setlist-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
42022.557pipeworx-io-pubmedmcp · searchSearches and retrieves biomedical literature from PubMed.1 starNo one-command install · Source
42122.557mcp-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
42222.557symbolsmcp · searchDocumentation search and DOMQL framework reference for Symbols.app.1 starNo one-command install · Source
42322.857tweet-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
42423.374mattbarlow-sg-bun-s3mcp · searchIntegrates with S3 to provide efficient code snippet management and retrieval.1 forkNo one-command install · Source
42523.374exa-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
42623.374roshan-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
42723.374rami-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
42823.374stepancooleague-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
42923.374okdshin-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
43023.374vanshika-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
43123.374solidus-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
43223.374anarcher-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
43323.374codebywagas-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
43423.374westernconcrete-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
43523.374tecton-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
43623.374y7ut-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
43723.374lowlyocean-duckduckgo-searchmcp · searchIntegrates with DuckDuckGo to enable web search functionality, returning results as structured data for easy incorporation into AI workflows.1 forkNo one-command install · Source
43823.374yunkee-lee-kakao-localmcp · searchIntegrates with Kakao's mapping APIs to provide location information within South Korea, enabling address geocoding, place searching, and detailed…1 forkNo one-command install · Source
43923.374roadahead1-goweb3mcp · searchProvides access to Web3 events and news from GoWeb3.fyi through a proxy bridge that enables searching events by region and month for discovering Web3…1 forkNo one-command install · Source
44023.374search-papersmcp · searchEnables agents to search, analyze, and explore arXiv academic papers with advanced multi-field search, author lookup, category browsing, citation…1 forkNo one-command install · Source
44123.374saidiibrahim-search-papersmcp · searchSearch and analyze academic papers from arXiv1 forkNo one-command install · Source
44223.374jtucker-untappdmcp · searchIntegrates with the Untappd API to enable beer search, detailed information retrieval, and user check-in access for beer-related data analysis and…1 forkNo one-command install · Source
44323.374searchapimcp · searchAccess real-time search data across Google, Bing, flights, hotels, shopping, and more.1 forkNo one-command install · Source
44423.374rootapp-documentation-mcp-servermcp · searchServes RootApp documentation files with search and retrieval capabilities, enabling users to access specific docs, browse directory structure, and…1 forkNo one-command install · Source
44523.374osrs-companionmcp · searchEnables AI assistants to search the OSRS Wiki, lookup Grand Exchange prices, and access synced player data (bank, skills, quests, etc.) via local…1 forkNo one-command install · Source
44623.374ariadnemcp · searchSemantic code index and gatekeeper that exposes 14 read-only MCP tools for AI agents, enabling symbol search, definition lookup, reference finding…1 forkNo one-command install · Source
44723.374mcp-research-pipelinemcp · searchUnifies YouTube transcripts, YouTube search, and Google NotebookLM into a research pipeline for Claude Desktop and MCP clients.1 forkNo one-command install · Source
44823.374ulucoremcpmcp · searchLow-level blockchain interface MCP server for Algorand and Voi networks, providing account/asset/app inspection, transaction search, block retrieval…1 forkNo one-command install · Source
44923.374shubhamekapure-social-searchmcp · searchSearch across social media platforms using SearXNG, Serper, or Google Custom Search with domain-specific filtering.1 forkNo one-command install · Source
45023.374schwab-mcp-servermcp · searchA read-only Model Context Protocol server that connects your Schwab brokerage account to LLM applications for portfolio monitoring and market data…1 forkNo one-command install · Source
45123.374embgrepmcp · searchProvides local semantic search over files using embeddings, enabling directory indexing and natural language queries without external services.1 forkNo one-command install · Source
45223.374utilify-mcp-servermcp · searchEnables AI agents to search, compare, and sign up for Texas utility plans (electricity, internet, gas, water, trash) across all ZIP codes, returning…1 forkNo one-command install · Source
45323.374plexusmcp · searchPersistent typed knowledge graph for AI agents with full-text search, entity relationships, and temporal history.1 forkNo one-command install · Source
45423.374obsidian-rag-mcpmcp · searchEnables semantic search over an Obsidian vault using natural language, retrieving relevant notes and extracted conclusions.1 forkNo one-command install · Source
45523.374apple-books-mcpmcp · searchEnables AI clients to read and write local Apple Books library, collections, and annotations. Supports searching, exporting, and modifying books and…1 forkNo one-command install · Source
45623.374abhishek2432001-deeprepomcp · searchRAG engine for local codebases with multi-provider AI support and semantic search.1 forkNo one-command install · Source
45723.374sebastienmonnier59-google-search-consolemcp · searchAccess Google Search Console site performance data, keyword opportunities, and indexation status.1 forkNo one-command install · Source
45823.374fieldcure-mcp-essentialsmcp · searchProvides 20 essential tools including HTTP requests, web search, file I/O, shell commands, and persistent memory for any MCP client, with zero…1 forkNo one-command install · Source
45923.374bidsparqmcp · searchSearch U.S. federal, state, and local RFPs, subaward primes, pricing, and vendor data.1 forkNo one-command install · Source
46023.374luckin-mcp-proxymcp · searchA local proxy for Luckin Coffee's official MCP, enabling natural language ordering, reordering, and shop/product search with automatic retry and…1 forkNo one-command install · Source
46123.374hira-disease-mcpmcp · searchEnables searching and retrieving Korean disease information and statistics from the Health Insurance Review and Assessment Service (HIRA) using…1 forkNo one-command install · Source
46223.374pdf-search-mcpmcp · searchMCP server for full-text search across PDF document collections with offline indexing, ranked results, snippets, and page rendering.1 forkNo one-command install · Source
46323.374mcp-lastfmmcp · searchProvides 41 read-only tools to search and browse Last.fm data, including artists, albums, tracks, user scrobble history, and charts.1 forkNo one-command install · Source
46423.374tavily-web-search-mcp-servermcp · searchAn experimental MCP server that provides web search capabilities using the Tavily API. Still in progress, not production-ready.1 forkNo one-command install · Source
46523.374crunchtools-google-search-consolemcp · searchQuery search analytics, manage sitemaps, and inspect URL indexing status via Google Search Console API.1 forkNo one-command install · Source
46623.374cci-black-book-mcpmcp · searchEnables semantic search over the CCI Black Book, a scanned grow manual, retrieving both text and visual content with cited evidence packs for AI…1 forkNo one-command install · Source
46723.374google-seo-mcpmcp · searchProvides AI agents with hands-on control of Google SEO and analytics tools including Search Console, GA4, Tag Manager, Indexing API, and PageSpeed…1 forkNo one-command install · Source
46823.374fulcru-mcpmcp · searchEnables AI assistants to find questions where they name competitors instead of you, write pages to close those gaps, publish them, and measure the…1 forkNo one-command install · Source
46923.374google-flights-policy-recommender-mcpmcp · searchSearches Google Flights, labels results as in-policy or out-of-policy based on a travel policy file, and ranks them by preferences like nonstop…1 forkNo one-command install · Source
47023.374quranpedia-mcpmcp · searchProvides AI clients with fast, hallucination-free access to the Quran through 13 MCP tools, covering search, navigation, morphology, tafsir…1 forkNo one-command install · Source
47123.374government-contracts-mcpmcp · searchEnables AI agents to search and analyze federal government contract opportunities and awards from SAM.gov and USASpending.gov, with tools for contract…1 forkNo one-command install · Source
47223.374expert-factorymcp · searchBuilds a queryable knowledge graph from a pack of repos, papers, and notes, and serves it to agents via MCP, enabling search, source reading, and…1 forkNo one-command install · Source
47323.374tenderapi-mcpmcp · searchExposes French and EU public procurement data (BOAMP + TED) as MCP tools for AI agents, enabling search for tenders, awards, and winner intelligence…1 forkNo one-command install · Source
47423.374erx-egypt-research-commonsmcp · searchEnables searching, retrieving, and analyzing documents from over 30 Egyptian official, legal, academic, and news sources with MCP tools for timeline…1 forkNo one-command install · Source
47523.374osrs-wiki-mcpmcp · searchProvides read-only access to Old School RuneScape Wiki data, returning structured content with source provenance via MCP tools for searching pages…1 forkNo one-command install · Source
47623.374awo-mcp-demomcp · searchEnables querying AWO facility data through natural language, supporting search by city, service, and counting facilities.1 forkNo one-command install · Source
47723.374tender-mcpmcp · searchSearches UK, EU, and US government procurement portals and scores tenders with AI analysis.1 forkNo one-command install · Source
47823.374skills-over-mcp-demomcp · searchServes Agent Skills over MCP using the SEP-2640 Skills Extension, enabling skills discovery, retrieval, and resource reading via MCP.1 forkNo one-command install · Source
47923.374kyan9400-file-findermcp · searchProvides file search functionality within filesystems, returning detailed metadata for discovered files based on path fragments.1 forkNo one-command install · Source
48023.374mcp-dnd5emcp · searchEnables searching and retrieving D&D 5th Edition spells via natural language queries.1 forkNo one-command install · Source
48123.374mcp-elifemcp · searchEnables AI agents to retrieve and search open-access life-sciences and biomedical journal articles from eLife via MCP.1 forkNo one-command install · Source
48223.374wwn-mcpmcp · searchA local-embeddings RAG + Model Context Protocol server that provides retrieval-backed knowledge of the Wawona stack to Cursor models.1 forkNo one-command install · Source
48323.374sirenicmcp · searchProvides official French and European company data (INSEE Sirene, INPI RNE) for AI agents via pay-per-call USDC on Base, including search, profiles…1 forkNo one-command install · Source
48423.374tallyfymcp · searchRun your Tallyfy workflows from any AI assistant in plain English. 107 tools across processes, tasks, templates, form fields, automation rules, users…1 forkNo one-command install · Source
48523.374ceph-issue-kbmcp · searchEnables searching and analyzing Ceph issues from multiple trackers, providing tools to find known issues, workarounds, and fixes.1 forkNo one-command install · Source
48623.374taskwarrior-mcpmcp · searchEnables natural language interaction with Taskwarrior tasks through the MCP. Supports project-scoped task management including adding, searching…1 forkNo one-command install · Source
48723.374xverum-mcpmcp · searchFind and enrich the right people from 750M professional profiles. Search by role, seniority, skills, industry, and location in plain English. Pull…1 forkNo one-command install · Source
48823.374canny-mcp-servermcp · searchEnables customer feedback management by integrating with Canny.io, supporting board listing, post retrieval, search, and creation.1 forkNo one-command install · Source
48923.374mcp-data-fccmcp · searchEnables querying and exploring FCC Open Data datasets via Socrata SoQL, including dataset search, metadata retrieval, and data querying.1 forkNo one-command install · Source
49023.673foul-domainmcp · searchSearch 36,000+ analyzed Phish tracks. Find the best jams, shows, and song versions by year, era, venue, tags, and more.1,282 installsNo commit datelisted No one-command install · Source
49124.217modellix-docsmcp · searchSearch the Modellix knowledge base to quickly find relevant technical information, code examples, and API references. Retrieve implementation details…1,290 installsNo commit datelisted No one-command install · Source
49225.034american-default-researchmcp · searchRead-only MCP for U.S. household financial distress data. Query 96 economic indicators (mortgage delinquency, unemployment claims, savings rate…1,338 installsNo commit datelisted No one-command install · Source
49326.394tripuckmcp · searchTripuck — Flight Meta-Search & Meeting Point..1,421 installsNo commit datelisted No one-command install · Source
49428.843ecomgraphmcp · search**Independent Shopify app discovery for AI agents.** Search, compare, and pull metadata for 8,000+ ecommerce apps from the EcomGraph catalog. ## Tools…1,554 installsNo commit datelisted No one-command install · Source
49529.013spotifymcpmcp · searchEnables creating and searching Spotify playlists through natural language using the Model Context Protocol.1 star · 1 forkNo one-command install · Source
49629.013muka-web-search-serpermcp · searchIntegrates with the Serper API to perform web searches, enabling efficient retrieval and processing of up-to-date web content for applications.1 star · 1 forkNo one-command install · Source
49729.013algonacci-tavily-search58d0mcp · searchIntegrates with the Tavily API to provide web search capabilities, enabling internet searches and fact-checking for up-to-date information retrieval.1 star · 1 forkNo one-command install · Source
49829.013aeon-seraph-searxngmcp · searchEnables language models to perform web searches through SearXNG, a privacy-focused metasearch engine, with customizable parameters like categories…1 star · 1 forkNo one-command install · Source
49929.013cnosuke-meilisearchmcp · searchIntegrates with Meilisearch to enable powerful search operations with filtering and sorting capabilities for structured data retrieval1 star · 1 forkNo one-command install · Source
50029.013packetnomad-apple-notesmcp · searchIntegrates with Apple Notes on macOS, enabling direct searching, reading, and creation of notes without leaving the Cursor editor.1 star · 1 forkNo 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