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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
30122.557grp-kbmcp · searchSemantic search MCP server for an Acumatica knowledge base, indexing markdown notes with multilingual embeddings to enable search across English and…1 starNo one-command install · Source
30222.557provenance-aware-retrieval-mcp-servermcp · searchExposes a provenance-aware knowledge graph to AI agents over MCP, providing tools like get_fact and search_documents that return precise answers with…1 starNo one-command install · Source
30322.557emcd-nbmcp · searchWraps the nb CLI for LLM-friendly note-taking, bookmarking, search, and task management.1 starNo one-command install · Source
30422.557pow-mcp-rag-newmcp · searchA local RAG MCP server that indexes project documentation and code into ChromaDB for semantic search, supporting multiple tech stacks and deployment…1 starNo one-command install · Source
30522.557democracy-without-politicians-mcpmcp · searchEnables users to search and read verbatim passages from Terry Bouricius's book 'Democracy Without Politicians', honoring the author's request to…1 starNo one-command install · Source
30622.557ohada-mcpmcp · searchA public MCP server for OHADA legal research, enabling search of relevant provisions, retrieval of full articles with hierarchical context, and…1 starNo one-command install · Source
30722.557stahldavid-sensegrepmcp · searchSemantic and structural code search for AI-native development.1 starNo one-command install · Source
30822.557design-scopemcp · searchLocal MCP server providing a curated 201-card design reference library with natural-language style search, structured filtering, card retrieval, theme…1 starNo one-command install · Source
30922.557orbit-sentinel-mcpmcp · searchSearch 419,000+ LLM-extracted space regulatory filings from the FCC, ITU, UNOOSA, and FAA. Semantic search, entity dossiers, spectrum-band holdings…1 starNo one-command install · Source
31022.557vibo-mcp-servermcp · searchProvides persistent memory (L1/L2/L3 encrypted), web-search savings, and thread memory for AI agents, enabling token savings and context retention…1 starNo one-command install · Source
31122.557docsgroundmcp · searchEnables AI coding agents to search, index, and manage documentation libraries with hybrid retrieval and live web fallback, all self-hosted and…1 starNo one-command install · Source
31222.557carbsmcp · searchA local MCP server for research that bundles SearXNG meta-search and Crawl4AI web scraping, offering tools for search, scraping, structured…1 starNo one-command install · Source
31322.557nanmeshmcp · searchAI trust network with 29 tools for agent search, voting, registration, and trust score queries.1 starNo one-command install · Source
31422.557nks-osticket-mcpmcp · searchEnables AI agents to manage osTicket support tickets including listing, searching, reading, creating, updating, replying, deleting, managing…1 starNo one-command install · Source
31522.557tavily-mcp-server-for-all-toolsmcp · searchMCP server exposing 8 Tavily tools (web search, fetch, crawl, map, QnA, context, and deep research) via Streamable HTTP for AI assistants to perform…1 starNo one-command install · Source
31622.557literature-search-mcpmcp · searchA standalone MCP server that searches multiple scholarly metadata providers (PubMed, Europe PMC, bioRxiv, Crossref, OpenAlex, Semantic Scholar…1 starNo one-command install · Source
31722.557nautilus-trader-mcp-servermcp · searchProvides LLMs with code and documentation search over nautilus_trader via LSP-based symbol lookup and semantic embedding-based doc retrieval.1 starNo one-command install · Source
31822.557app-intel-mcpmcp · searchProvides live App Store and Google Play data as MCP tools, enabling search, app details, reviews, charts, estimates, and more through natural…1 starNo one-command install · Source
31922.557aws-devops-study-kbmcp · searchSelf-hosted memo knowledge base with MCP, REST, and read-only web interfaces; lets AI agents save and retrieve tagged, searchable study notes for AWS…1 starNo one-command install · Source
32022.557australian-law-mcpmcp · searchMCP server for the Federal Register of Legislation, enabling point-in-time searches, retrieval, and verification of Australian Commonwealth law…1 starNo one-command install · Source
32122.557job-radarmcp · searchSearches LinkedIn for job posts, filters out non-vacancies and out-of-market roles, and provides a local dashboard to triage and rate the remaining…1 starNo one-command install · Source
32222.557medical-knowledge-mcp-servermcp · searchEnables searching and retrieving detailed medical knowledge on diseases, vaccines, medical examinations, and treatments, supporting health-related…1 starNo one-command install · Source
32322.557ptna-enc-mcpmcp · searchEnables normalization of musical piece and composer names by searching the Pitina Piano Piece Encyclopedia, returning official titles, composer names…1 starNo one-command install · Source
32422.557agentdocs-mcpmcp · searchEnables MCP clients to read, search, create, update, and share collaborative documentation pages on the AgentDocs platform.1 starNo one-command install · Source
32522.557mcp-context-windowmcp · searchProvides an external context buffer so a local model can maintain session memory across long tasks and search and page through large documents without…1 starNo one-command install · Source
32622.557leetcode-github-assistantmcp · searchEnables querying a personal GitHub repository of solved LeetCode problems via natural language, including topic-based search and live retrieval of…1 starNo one-command install · Source
32722.557sofa-mcpmcp · searchEnables MCP clients to search, read, and interact with Stack Overflow for Agents posts and Stack Exchange Q&A, including posting, replying, voting…1 starNo one-command install · Source
32822.557ai-search-operations-mcp-for-bing-webmastermcp · searchCombines Bing Webmaster data, GA4 AI-traffic opportunity matching, technical SEO scanning, AI-search content audits, approval-gated WordPress fix…1 starNo one-command install · Source
32922.557tripcreighton-peeky-searchmcp · searchPrivacy-focused web search using local SearXNG with BM25 scoring to extract relevant content snippets from web pages.1 starNo one-command install · Source
33022.557p-l-ta-macos-calendarmcp · searchList, search, and manage calendar events via macOS Calendar.app across all configured accounts.1 starNo one-command install · Source
33122.557elastic-mcpmcp · searchA Model Context Protocol server for Elasticsearch, enabling search, index inspection, and cluster information tools with optional write tools.1 starNo one-command install · Source
33222.557sheetrender-mcpmcp · searchRenders PDFs from HTML templates or saved templates and spreadsheet data, with batch job support and document retrieval.1 starNo one-command install · Source
33322.557tableragmcp · searchTurns Excel/CSV folders into a traceable, read-only AI knowledge layer; provides deterministic data queries, schema discovery, and evidence-backed…1 starNo one-command install · Source
33422.557grok-searchmcp · searchProvides AI-driven web search, page fetching, and site mapping with real xAI citations, enabling LLM clients to access up-to-date external…1 starNo one-command install · Source
33522.557ccrecallmcp · searchEnables Claude Code to query and store memories from past conversations using FTS5 search and topic-based retrieval, with no API costs.1 starNo one-command install · Source
33622.557astrolabe-mcpmcp · searchProvides unified search and navigation across multiple project documentations via the Model Context Protocol (MCP). Any MCP-compatible agent can…1 starNo one-command install · Source
33722.557dev-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
33822.557verychic-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
33922.557prawo-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
34022.557mcp-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
34122.557cyanheads-reliefwebmcp · searchSearch humanitarian reports, disasters, jobs, training, and country profiles from ReliefWeb.1 starNo one-command install · Source
34222.557brainhub-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
34322.557cyanheads-gbifmcp · searchSearch GBIF species taxonomy, biodiversity occurrence records, datasets, and publishers.1 starNo one-command install · Source
34422.557cyanheads-earthquakemcp · searchSearch USGS and EMSC seismic data — real-time earthquake feeds, event queries, and counts.1 starNo one-command install · Source
34522.557job-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
34622.557papermoon-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
34722.557dcc-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
34822.557gloria-aimcp · searchReal-time curated crypto news with sentiment analysis, recaps, and search.1 starNo one-command install · Source
34922.557crawlora-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
35022.557aiweather-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
35122.557mcp-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
35222.557maxaeo-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
35322.557pipeworx-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
35422.557pipeworx-dataverse-harvardmcp · searchSearch and access research datasets from Harvard Dataverse, a major scientific data repository with over 150,000 datasets.1 starNo one-command install · Source
35522.557mcp-dataverse-harvardmcp · searchEnables searching and retrieving metadata from Harvard Dataverse, including datasets, files, and dataverses via an MCP gateway.1 starNo one-command install · Source
35622.557pipeworx-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
35722.557mcp-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
35822.557mcp-harvard-artmcp · searchEnables searching and retrieving details from the Harvard Art Museums collection.1 starNo one-command install · Source
35922.557pipeworx-io-iconifymcp · searchSearch and retrieve SVG icons from over 200 open-source icon sets via Iconify.1 starNo one-command install · Source
36022.557mcp-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
36122.557pipeworx-lens-orgmcp · searchSearch patents and scholarly literature through Lens.org, a free academic knowledge commons.1 starNo one-command install · Source
36222.557mcp-lens-orgmcp · searchEnables patent and scholarly works search on Lens.org. Supports natural language queries and direct tool calls.1 starNo one-command install · Source
36322.557io-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
36422.557whimsicality-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
36522.557ace-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
36622.557c2bmcp · 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
36722.557research-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
36822.557socialdatax-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
36922.557google-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
37022.557koko-financemcp · searchAI-powered credit card advisor for searching, comparing, and optimizing rewards across 100+ US cards.1 starNo one-command install · Source
37122.557booklore-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
37222.557shopbot-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
37322.557xfeatures-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
37422.557iso20022-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
37522.557treevu-cli-marketmcp · searchSearch, compare prices, and purchase products across 3,760 retailers in 67 countries.1 starNo one-command install · Source
37622.557north7-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
37722.557mosaic-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
37822.557tokenlightenmcp · 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
37922.557atlasrepo-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
38022.557mal-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
38122.557startup-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
38222.557chilon-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
38322.557openpapers-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
38422.557trm-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
38522.557marketplacemcp · searchSearch products and stores in nearby physical stores near you.1 starNo one-command install · Source
38622.557finelagusaz-ukagaka-docsmcp · searchSearches offline snapshots of Ukagaka desktop mascot documentation including UKADOC, YAYA Wiki, and Satori Wiki.1 starNo one-command install · Source
38722.557paperless-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
38822.557rotifer-protocolmcp · searchSearches, compares, and ranks AI Genes in the Rotifer Protocol ecosystem for autonomous agent capability evolution.1 starNo one-command install · Source
38922.557roam-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
39022.557enterprise-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
39122.557agentops-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
39222.557allnewsapi-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
39322.557blackbook-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
39422.557cert-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
39522.557mikesusz-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
39622.557evidence-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
39722.557personalknowhowmcp · 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
39822.557travel-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
39922.557mcp-z-google-drivemcp · searchIntegrates with Google Drive for file operations, folder navigation, search, and sharing.1 starNo one-command install · Source
40022.557ai-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

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