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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
3801Unrankednetapp-aide-mcp-servermcp · searchMCP server that exposes NetApp AI Data Engine's RAG search for semantic document retrieval.No signals yetNo one-command install · Source
3802Unrankedbounty-mcpmcp · searchEnables AI agents to find and query real-time GitHub coding bounties with built-in scam filtering, supporting listing, matching, and detailed bounty…No signals yetNo one-command install · Source
3803Unrankedstory-mcpmcp · searchEnables writers and researchers to manage large Markdown documents with AI-powered tools, including version history, semantic search, and context…No signals yetNo one-command install · Source
3804Unrankedwellington-transport-assistantmcp · searchProvides tools to search stops, get next departures, and retrieve service alerts from Metlink's real-time public transport data, enabling natural…No signals yetNo one-command install · Source
3805Unrankedkaitoinfra-twitterapi-iomcp · searchProvides 12 read-only tools for querying Twitter/X data including tweet search, user profiles, follower lists, and trending topics via the…No signals yetNo one-command install · Source
3806Unrankedio-github-mcande21-thealgorithms-mcpmcp · searchAn MCP server for querying the TheAlgorithms organization across all language repos, enabling search and retrieval of algorithm implementations with…No signals yetNo one-command install · Source
3807Unrankedteachermall-mcpmcp · searchEnables natural language search of Teachermall products and provides smart recommendations for classroom kits, lesson materials, and budget-optimized…No signals yetNo one-command install · Source
3808Unrankedcogniahq-mcpmcp · searchEnables AI assistants to query end-to-end encrypted memories from Cognia workspace via MCP. Supports search, retrieval, and action execution against…No signals yetNo one-command install · Source
3809Unrankedmcp-comfyuimcp · searchBridges Claude Desktop to local and remote ComfyUI instances, enabling health checks, model listing, workflow queuing, status polling, and output…No signals yetNo one-command install · Source
3810Unrankedfedreg-mcpmcp · searchAn MCP server that provides AI agents with access to U.S. Federal Register rules and Regulations.gov public comments, enabling searches, rule…No signals yetNo one-command install · Source
3811Unrankedverbatim-mcpmcp · searchSearch academic papers and ask research questions with verbatim, cited answers from document collections like the ACL Anthology.No signals yetNo one-command install · Source
3812Unrankedai-memory-mcpmcp · searchProvides persistent session memory for AI assistants, enabling them to store, search, and retrieve conversation summaries across sessions via the…No signals yetNo one-command install · Source
3813Unrankedagentic-patternsmcp · searchExposes the Agentic Patterns Catalog as MCP resources and tools for AI coding agents to search, retrieve, and recommend patterns, recipes, frameworks…No signals yetNo one-command install · Source
3814Unrankeddocument-organizer-mcpmcp · searchEnables agents to manage and organize local documents by listing, inspecting, extracting text, searching, and renaming files, with optional Google…No signals yetNo one-command install · Source
3815Unrankedmcp-supertoursmcp · searchTour and excursion search on supertours.ru — destinations across Russia and abroad.No signals yetNo one-command install · Source
3816Unrankedhenu-wang-tokrepomcp · searchSearches and installs AI skills, prompts, MCP configs, and workflows from TokRepo.No signals yetNo one-command install · Source
3817Unrankedmcp-chzzkmcp · searchEnables querying the Chzzk live-streaming platform for channels, live broadcasts, search, and VODs using natural language.No signals yetNo one-command install · Source
3818Unrankedenterprise-internal-knowledge-base-rag-mcp-servermcp · searchA production-ready RAG pipeline exposed as an MCP server, enabling querying of VA education manuals with ranked chunks and citations, and integrated…No signals yetNo one-command install · Source
3819Unrankedmcp-diggermcp · searchCode context for AI coding agents. Progressive, on-demand access to your internal .NET / NuGet package source — agents browse, search, and read…No signals yetNo one-command install · Source
3820Unrankedcitaremcp · searchAI search intelligence + Ahrefs-class SEO suite as 59 MCP tools. Track your brand across ChatGPT, Google AI Overview, Gemini, Claude, and Perplexity…No signals yetNo one-command install · Source
3821Unrankedfieldcure-mcp-rag-servermcp · searchA Model Context Protocol server for indexing and searching local document collections with hybrid BM25+vector search, optimized for Korean and…No signals yetNo one-command install · Source
3822Unrankedprimacoda-transaction-coordinatormcp · searchEnables AI assistants to coordinate real estate transactions, extract contract data, track deadlines, search case law, and draft motions via…No signals yetNo one-command install · Source
3823Unrankednetsuite-saved-search-mcpmcp · searchExposes NetSuite saved search exports as a structured query interface for Claude, enabling file discovery, column inspection, filtering, aggregation…No signals yetNo one-command install · Source
3824Unrankedassetcache-mcpmcp · searchEnables Claude to search and retrieve Unity game assets (sprites, sounds) via natural language, with automatic indexing and AI-powered labeling.No signals yetNo one-command install · Source
3825Unrankedpixserpmcp · searchAI-powered search platform enabling semantic content indexing, discovery, and visual search for AI agents.No signals yetNo one-command install · Source
3826Unrankedglivera-accrue-seomcp · searchAudits websites across 15 SEO checks including Core Web Vitals, E-E-A-T signals, structured data, and AI search visibility.No signals yetNo one-command install · Source
3827Unrankedpdfdashboardwithmcpmcp · searchEnables MCP clients to list indexed PDF document collections and perform semantic search queries on them using locally extracted text and embeddings.No signals yetNo one-command install · Source
3828Unrankedjohnisanerd-apple-mapsmcp · searchSearch Apple Maps for businesses with Apple ratings and aggregated Yelp and TripAdvisor reviews.No signals yetNo one-command install · Source
3829Unrankeditalian-data-protection-mcpmcp · searchProvides tools to search and retrieve Italian data protection regulations, decisions, and guidelines from the Garante, for use with AI compliance…No signals yetNo one-command install · Source
3830Unrankedtechies-v1-further-ebook-openlibrarymcp · searchCombines ebook processing with OpenLibrary, Gutenberg, and Standard Ebooks discovery for metadata extraction, chapter conversion, and automated book…No signals yetNo one-command install · Source
3831Unrankedbmlt-meeting-searchmcp · searchSearch Narcotics Anonymous meetings worldwide via the BMLT directory.No signals yetNo one-command install · Source
3832Unrankedautorfpmcp · searchSearch and analyze AutoRFP projects, requirements, and content library for procurement Q&A.No signals yetNo one-command install · Source
3833Unrankedmcp-apple-notesmcp · searchEnables AI agents to search, read, create, and append Apple Notes using MCP tools, supporting bulk folder reads and tag search.No signals yetNo one-command install · Source
3834Unrankediota-mcpmcp · searchEnables IOTA group lookup, island search, DXCC mapping, nearby groups, and programme statistics through any MCP-compatible AI assistant.No signals yetNo one-command install · Source
3835Unrankedqso-graph-iotamcp · searchIOTA group lookup, island search, DXCC mapping, and programme statistics for ham radio.No signals yetNo one-command install · Source
3836Unrankedh2-papersmcp · searchSearch PubMed molecular hydrogen medical literature with delivery-aware safety notes.No signals yetNo one-command install · Source
3837Unrankedbizintel-mcpmcp · searchProvides real-time website audits, lead scoring, tech-stack detection, and local-business search for AI agents doing sales outreach and competitor…No signals yetNo one-command install · Source
3838Unrankedmcp-searxng-2mcp · searchEnables AI assistants to perform web searches and read URL content via a SearXNG instance.No signals yetNo one-command install · Source
3839Unrankedalya-hubmcp · searchBridges AI coding tools to Alya's autonomous agent platform for web search, image generation, and market data.No signals yetNo one-command install · Source
3840Unrankedresearch-dispatcher-mcpmcp · searchEnables AI agents to run research queries across multiple public sources (Hacker News, Reddit, GitHub, Brave Search) in parallel, returning normalized…No signals yetNo one-command install · Source
3841Unrankedherohuntmcp · searchTalent search platform for discovering professionals across LinkedIn, GitHub, and StackOverflow with contact enrichment.No signals yetNo one-command install · Source
3842Unrankedmindkeeper-mcpmcp · searchCaptures ideas from conversations and organizes them into a persistent, hierarchical mindmap. Supports search, deduplication, export, import, and…No signals yetNo one-command install · Source
3843Unrankedarxiv-query-mcpmcp · searchEnables AI assistants to search arXiv papers, retrieve metadata, browse categories, and read paper text.No signals yetNo one-command install · Source
3844Unrankedvectorise-mcpmcp · searchLocal MCP server that indexes folders of documents into a hybrid vector + keyword search index for Claude Desktop, with support for PDFs, Office…No signals yetNo one-command install · Source
3845Unrankedromanshablio-file-findermcp · searchIndexes and searches file systems to provide detailed information about files including name, path, size, and creation date, enabling efficient…No signals yetNo one-command install · Source
3846Unrankedrag-docs-mcp-servermcp · searchAn MCP server that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses…No signals yetNo one-command install · Source
3847Unrankedsolublesmcp · searchFrench solutions journalism podcast providing AI agents access to episode transcripts, search, and junior versions on ecology, climate, and society.No signals yetNo one-command install · Source
3848Unrankedgenai-labmcp · searchExposes tools for semantic search and RAG-based Q\&A from a local knowledge base, along with resources and prompt templates.No signals yetNo one-command install · Source
3849Unrankedrsweeting1-pixelvaultmcp · searchCommunity MCP integration for PixelVault, an AI-native marketplace for searching and licensing pre-cleared media assets.No signals yetNo one-command install · Source
3850Unrankedcompoidmcp · searchSearch, access, and manage AI-curated research papers, images, videos, and datasets in a collaborative shared repository.No signals yetNo one-command install · Source
3851Unrankedcompoid-mcpmcp · searchAI-powered repository management for Compoid - Search records, download artifacts, create entries, and manage communities with natural language.No signals yetNo one-command install · Source
3852Unrankedcompoid-mcp-2mcp · searchAI-powered repository management for Compoid - Search records, download artifacts, create entries, and manage communities with natural language.No signals yetNo one-command install · Source
3853Unrankedsynaptexmcp · searchSyncs CLAUDE.md files across repos, builds a semantic index, and exposes search, list, context, and status tools to Claude via MCP.No signals yetNo one-command install · Source
3854Unrankedjailmcp · searchSearch across a billion+ documents including academic papers, books, code, legal cases, forums, and Wikipedia. Provides search and detail tools for…No signals yetNo one-command install · Source
3855Unrankedweb-search-mcp-servermcp · searchThis MCP server provides tools for AI agents to search the web, fetch page content, and query specific elements from pages using DuckDuckGo.No signals yetNo one-command install · Source
3856Unrankednegimaru1025-hoshymcp · searchSearches Rakuten products, compares prices, and books hotels from within Claude.No signals yetNo one-command install · Source
3857Unrankedimap-mcp-servermcp · searchBridges an MCP-capable agent to an IMAP4 mailbox, enabling folder exploration, message search, retrieval, keyword management, PGP/MIME decryption, and…No signals yetNo one-command install · Source
3858Unrankedknows-mcp-servermcp · searchEnables medical evidence retrieval and analysis via AI-powered search and summarization tools.No signals yetNo one-command install · Source
3859Unrankedsp0oby-zksharemcp · searchPrivacy-preserving context storage with encrypted facts, verifiable proofs, and semantic search via a stdio MCP server.No signals yetNo one-command install · Source
3860Unrankedrag-document-servermcp · searchA deterministic MCP server for document processing and retrieval that enables AI agents to process, chunk, and vector-search documents without an LLM.No signals yetNo one-command install · Source
3861Unrankednetdisk-mcp-servermcp · searchMCP server for cloud storage operations enabling browsing, file transfer, offline download, and multi-platform resource search for Quark and 115…No signals yetNo one-command install · Source
3862Unrankeddentro-mcpmcp · searchProvides structured commerce data for AI agents, enabling real-time product searches and brand discovery across 22,000+ DTC brands without scraping or…No signals yetNo one-command install · Source
3863Unrankedmcp-edgarmcp · searchEnables LLMs to access SEC EDGAR data: search filings, extract sections, pull structured financials, and track insider transactions.No signals yetNo one-command install · Source
3864Unrankedswisstrip-mcpmcp · searchConnects AI assistants to Swiss Federal Railways (SBB/CFF/FFS) data: train schedules, station search, ticket prices, and direct ticket purchase links.No signals yetNo one-command install · Source
3865Unrankedconvergentmethods-arezzomcp · searchDeterministic Google Docs compiler that handles UTF-16 index arithmetic so AI agents stop corrupting documents.No signals yetNo one-command install · Source
3866Unrankedspinesmcp · searchAccesses SPINES book collections, reading lists, and bookshelf data for search, browsing, and list management.No signals yetNo one-command install · Source
3867Unrankedknowledgebasedmcp · searchProvides semantic search and a tag-based knowledge graph for any project, auto-discovering local markdown knowledge bases with YAML frontmatter.No signals yetNo one-command install · Source
3868Unrankednasa-ads-mcpmcp · searchMCP server for the NASA Astrophysics Data System (ADS) enabling searches, paper retrieval, citation tracking, metrics, and interactive literature…No signals yetNo one-command install · Source
3869Unrankedgh-therealfloatdev-agents-best-friendmcp · searchToken-efficient codebase navigation and search tools for AI coding agents.No signals yetNo one-command install · Source
3870Unrankedtavily-fastmcpmcp · searchA typed FastMCP server that wraps Tavily's web research API, providing tools for search, extract, map, crawl, and research workflows via MCP with…No signals yetNo one-command install · Source
3871Unrankeddaedalus-exa-searchmcp · searchExposes Exa web search capabilities including general search, code discovery, URL crawling, and filtered queries.No signals yetNo one-command install · Source
3872Unrankedscout-mcpmcp · searchEnables AI assistants to look up real estate agents, search MLS listings, submit buyer/seller leads, and access proprietary seller-intent signals in…No signals yetNo one-command install · Source
3873Unrankedpaper-lanternmcp · searchSearch 2M+ CS research papers to inform technical decisions during AI-assisted development.No signals yetNo one-command install · Source
3874Unrankednavisworks-mcpmcp · searchEnables Navisworks coordination and clash detection via APS, allowing upload of NWD files, extraction of clashes, report generation, and retrieval of…No signals yetNo one-command install · Source
3875Unrankedripgrep-mcpmcp · searchProvides ripgrep search capabilities to MCP clients like Claude, enabling high-performance text searches across files on your system.No signals yetNo one-command install · Source
3876Unrankedrelation-mcpmcp · searchEnables to interact with Re:lation support tickets via MCP. Allows searching, updating, replying to tickets, and managing customers and internal…No signals yetNo one-command install · Source
3877Unrankedgh-shlok-lgtm-basismcp · searchProvides risk scores for stablecoins, wallet risk profiles, and transaction risk assessment through the Stablecoin Integrity Index.No signals yetNo one-command install · Source
3878Unrankedmcp-taiwan-judgment-searchmcp · searchEnables searching and retrieving Taiwan judicial judgments, including full-text search, document details, PDF download, and legal term lookup via MCP…No signals yetNo one-command install · Source
3879Unrankedlitramcp · searchAI-powered academic paper search with relevance scoring and author lookup via the Litra.ai platform.No signals yetNo one-command install · Source
3880Unrankedlocal-first-mcpmcp · searchExposes locally-built AI tools to Claude, enabling article summarization, promo generation, and semantic search over an Obsidian vault.No signals yetNo one-command install · Source
3881Unrankedomni-rag-mcpmcp · searchEnables token-efficient semantic search and analysis over any directory of files through hybrid search, directory overview, structural analysis, and…No signals yetNo one-command install · Source
3882Unrankedonetrueclaude-hebbian-vaultmcp · searchUsage-adaptive Obsidian vault search combining Hebbian learning, PageRank, and BM25 via Reciprocal Rank Fusion.No signals yetNo one-command install · Source
3883Unrankedestonian-transport-mcpmcp · searchProvides Estonian public transport timetables, trip planning, stop search, and real-time vehicle tracking.No signals yetNo one-command install · Source
3884Unrankedmcp-wikimcp · searchExposes any project wiki to AI assistants with features like fuzzy search, content search, lazy loading, and auto-reload.No signals yetNo one-command install · Source
3885Unrankedhit-the-road-rentalsmcp · searchSearch campervans and motorhomes for rent worldwide across 8 countries.No signals yetNo one-command install · Source
3886Unrankedmcp-atlassianmcp · searchEnables interaction with Atlassian Confluence and Jira through natural language, allowing users to search, create, update, and transition issues and…No signals yetNo one-command install · Source
3887Unrankedjtr-holidaysmcp · searchSearch tours, attraction tickets, and holiday packages across 24 countries.No signals yetNo one-command install · Source
3888Unrankedformestermcp · searchGive AI agents access to form submissions — read, search, update, and process file attachments.No signals yetNo one-command install · Source
3889Unrankedmcp-meeting-roomsmcp · searchEnables AI agents to browse, search, and book meeting rooms across multiple buildings with realistic seed data and conflict detection.No signals yetNo one-command install · Source
3890Unrankedseahorse-rag-mcpmcp · searchA local MCP memory server for edge devices that uses graph-backed retrieval to connect related facts across passages, enabling high-precision, offline…No signals yetNo one-command install · Source
3891Unrankeddarwinphi-ph-schoolsmcp · searchPhilippine school records search and lookup for AI assistants.No signals yetNo one-command install · Source
3892Unrankedcode-memory-rsmcp · searchEnables local semantic code search across repositories using natural language, with AST-aware chunking and hybrid vector/FTS5 retrieval.No signals yetNo one-command install · Source
3893Unrankedapple-reminders-mcp-2mcp · searchEnables management of Apple Reminders on macOS, including creating, listing, searching, editing, completing, moving, and deleting reminders and…No signals yetNo one-command install · Source
3894Unrankedlegalize-kr-mcpmcp · searchEnables searching and browsing Korean legal documents from a local git clone of legalize-kr, with tools for reading files, listing laws, searching…No signals yetNo one-command install · Source
3895Unrankedauto-skill-loadermcp · searchEnables AI agents to auto-load a persistent skill library at session start, and provides proxy tools for MiniMax vision and web search that work…No signals yetNo one-command install · Source
3896Unrankedsocialcrawl-mcpmcp · searchProvides AI agents with unified access to 21 social media platforms and 105 endpoints for retrieving profiles, posts, comments, search results…No signals yetNo one-command install · Source
3897Unrankedgh-lenninibarrragonzalez-lg-webos-tv-docsmcp · searchSearch and retrieve LG webOS TV developer documentation.No signals yetNo one-command install · Source
3898Unrankedtrustrailsmcp · searchSearch UK electronics products across retailers with real-time prices and stock.No signals yetNo one-command install · Source
3899Unrankedhoutini-contentmarketingideasmcp · searchContent Marketing Ideas MCP server: an editorial copilot enabling source monitoring, brief generation, voice-matched article drafting, RAG search, and…No signals yetNo one-command install · Source
3900Unrankedgetexperiencemcp · searchSearch and book tours and travel experiences across 40+ countries with real-time availability and pricing.No signals yetNo 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