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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
4301Unrankedlinkedin-prospecting-csv-managermcp · searchManages LinkedIn prospecting CSV files with deduplication and search, reducing LLM token usage by offloading file operations.No signals yetNo commit datelisted No one-command install · Source
4302Unrankedlitheon-seizn-authormcp · searchMemory, timeline, and search tools for fiction writers using the Seizn platform.No signals yetNo commit datelisted No one-command install · Source
4303Unrankedllmsemcp · searchClassify websites, analyze SEO and E-E-A-T quality, match advertisers, and discover competitor sites using an LLM-powered search engine.No signals yetNo commit datelisted No one-command install · Source
4304Unrankedllmtxtmcp · searchProvides standardized documentation retrieval for LLMs by accessing llms.txt files directly from source websites or a central repository, delivering…No signals yetNo commit datelisted No one-command install · Source
4305Unrankedlocalragmcp · searchProvides a search_docs tool for MCP clients to perform local semantic search over indexed files using embeddings, enabling grounded answers from…No signals yetNo commit datelisted No one-command install · Source
4306Unrankedlocalsynapsemcp · searchOffline AI-powered local file search. BM25 + semantic hybrid search across all documents.No signals yetNo commit datelisted No one-command install · Source
4307Unrankedlucidsoftwaremcp · searchCreates diagrams, searches documents, shares content, and retrieves docs from Lucidchart and Lucidspark.No signals yetNo commit datelisted No one-command install · Source
4308Unrankedluna-system-adamcp · searchSelf-hosted personal AI assistant with RAG memory, specialist plugins, and multi-modal capabilities for privacy-first conversational AI.No signals yetNo commit datelisted No one-command install · Source
4309Unrankedmanim-mcp-ragmcp · searchEnables creating Manim animations via natural language commands using DeepSeek API, with a RAG system for Manim documentation retrieval.No signals yetNo commit datelisted No one-command install · Source
4310Unrankedmatsumoto-buss-mcpmcp · searchProvides Matsumoto city community bus information via GTFS data, enabling stop search, departure times, nearby stops, and route details.No signals yetNo commit datelisted No one-command install · Source
4311Unrankedmcp-anac-crawlermcp · searchEnables searching, inspecting, and downloading Italian public tender notices from the ANAC Pubblicità Legale platform, supporting offset and cursor…No signals yetNo commit datelisted No one-command install · Source
4312Unrankedmcp-based-academic-paper-retrieval-rag-systemmcp · searchEnables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline…No signals yetNo commit datelisted No one-command install · Source
4313Unrankedmcp-edge-searchmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4314Unrankedmcp-flight-searchmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4315Unrankedmcp-gemini-searchmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4316Unrankedmcp-godot-ragmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4317Unrankedmcp-lab2devmcp · searchProvides read-only MCP tools to find, list, and retrieve sales case studies with hybrid search, returning complete cases and prepared presentations.No signals yetNo commit datelisted No one-command install · Source
4318Unrankedmcp-local-ragmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4319Unrankedmcp-ragdocsmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4320Unrankedmcp-vertexai-searchmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4321Unrankedmcp-web-search-toolmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4322Unrankedmediar-ai-screenpipemcp · searchEnable searching and retrieving screen recordings and associated data for productivity tracking, user behavior analysis, and workflow documentation.No signals yetNo commit datelisted No one-command install · Source
4323Unrankedmedrecpro-drug-labelmcp · searchSearch and export FDA drug labels by brand name, generic ingredient, or UNII code.No signals yetNo commit datelisted No one-command install · Source
4324Unrankedmem-contextmcp · searchMulti-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB…No signals yetNo commit datelisted No one-command install · Source
4325Unrankedmember-berries-applemcp · searchIntegrates with Apple's native productivity apps (Notes, Reminders, Calendar) on macOS to create, search, and manage personal information while…No signals yetNo commit datelisted No one-command install · Source
4326Unrankedmemestackmcp · searchSearch and browse a curated gallery of memes, infographics, and visual content.No signals yetNo commit datelisted No one-command install · Source
4327Unrankedmemhippomcp · searchProvides persistent, shared memory for AI agents by capturing conversations verbatim, distilling facts and summaries, and enabling retrieval through…No signals yetNo commit datelisted No one-command install · Source
4328Unrankedmemvaultmcp · searchA local knowledge engine for AI agents that captures, retrieves, and serves agent sessions via hybrid search and MCP.No signals yetNo commit datelisted No one-command install · Source
4329Unrankedmercadolibre-documentationmcp · searchIntegrates with Mercado Libre's API documentation to provide real-time search and retrieval of technical specifications, code examples, and…No signals yetNo commit datelisted No one-command install · Source
4330Unrankedmertatesmen-tavilymcp · searchIntegrates with Tavily API to provide web search, content extraction, website crawling, and URL mapping capabilities with customizable parameters for…No signals yetNo commit datelisted No one-command install · Source
4331Unrankedmeshpop-airtune-radiomcp · searchInternet radio search and playback across 55,000+ stations from 200+ countries with multilingual support.No signals yetNo commit datelisted No one-command install · Source
4332Unrankedmevzuat-mcpmcp · searchEnables programmatic access to Turkish legislation from mevzuat.gov.tr, allowing search, full-text retrieval, and Boolean search within articles.No signals yetNo commit datelisted No one-command install · Source
4333Unrankedmfds-mcpmcp · searchEnables searching and retrieving current Korean Food and Drug Administration (MFDS) legal notices and guidelines with version grouping, currency…No signals yetNo commit datelisted No one-command install · Source
4334Unrankedmukundakatta-citecitemcp · searchInject, parse, and strip citation markers in RAG outputs for reliable source attribution.No signals yetNo commit datelisted No one-command install · Source
4335Unrankedmymemmcp · searchExposes a private social memory archive to AI assistants via MCP, enabling read-only queries about the user's posts, people, and preferences with…No signals yetNo commit datelisted No one-command install · Source
4336Unrankednamewhisper-ensmcp · searchAI-powered ENS name intelligence with search, valuation, and trading tools across 3.6M+ Ethereum Name Service domains.No signals yetNo commit datelisted No one-command install · Source
4337Unrankednanogenomic-pymolmcp · searchEnables bidirectional communication with PyMOL for visualizing and manipulating molecular structures, supporting structural biology workflows through…No signals yetNo commit datelisted No one-command install · Source
4338Unrankednara-bid-mcpmcp · searchEnables searching Korean procurement notices from the public data portal, with support for integrated search across categories, flexible date ranges…No signals yetNo commit datelisted No one-command install · Source
4339Unrankednearby-search-mcpmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4340Unrankedntc-cdmx-mcpmcp · searchMCP server for querying Mexico City building regulations (NTC CDMX 2004/2017/2023) with RAG-powered answers, hybrid search, and precise section…No signals yetNo commit datelisted No one-command install · Source
4341Unrankednymbo-toolsmcp · searchGeneral-purpose tools including web fetch, search, code interpreter, and media generationNo signals yetNo commit datelisted No one-command install · Source
4342Unrankedobsidian-mcp-promcp · searchProvides AI agents with comprehensive access to Obsidian vaults, enabling reading, writing, searching, tagging, linking, canvas manipulation, and…No signals yetNo commit datelisted No one-command install · Source
4343Unrankedokf-wikimcp · searchA local OKF-compatible knowledge engine for AI agents. Enables capturing agent conversations, hybrid semantic+keyword search, MCP serving to agents…No signals yetNo commit datelisted No one-command install · Source
4344Unrankedolivierco-usehooksmcp · searchProvides access to React hooks from the usehooks.io repository with tools for browsing, searching, and retrieving detailed hook implementations…No signals yetNo commit datelisted No one-command install · Source
4345Unrankedolyport-blsmcp · searchUnemployment rates, labor force statistics, and Consumer Price Index from the Bureau of Labor Statistics.No signals yetNo commit datelisted No one-command install · Source
4346Unrankedolyport-cdc-svimcp · searchCDC Social Vulnerability Index data for community resilience assessment.No signals yetNo commit datelisted No one-command install · Source
4347Unrankedolyport-pubmedmcp · searchSearch biomedical literature, article details, and MeSH terms from PubMed/MEDLINE.No signals yetNo commit datelisted No one-command install · Source
4348Unrankedomnidocs-rag-cnmcp · searchEnables AI agents to index and search local files, websites, GitHub repos, and packages with hybrid AI-powered retrieval, all locally through IDE…No signals yetNo commit datelisted No one-command install · Source
4349Unrankedone-search-mcpmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4350Unrankedonecontextmcp · searchShip enterprise-grade RAG pipelines to millions of users.No signals yetNo commit datelisted No one-command install · Source
4351Unrankedopenai-websearch-mcpmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4352Unrankedopenalgernon-openalgernonmcp · searchAI-powered study platform with FSRS spaced repetition, flashcard generation, and knowledge retrieval.No signals yetNo commit datelisted No one-command install · Source
4353Unrankedoral-heritage-indexmcp · searchAuthoritative cited answers about preserving family stories, oral history, and intergenerational memory.No signals yetNo commit datelisted No one-command install · Source
4354Unrankedoratilo-mcpmcp · searchEnables agents to check and retrieve concept-structured YouTube video summaries from the oratilo library via lookup and full-text search tools…No signals yetNo commit datelisted No one-command install · Source
4355Unrankedoverseerr-mcpmcp · searchEnables searching Overseerr media, retrieving TMDB-backed details, and submitting movie or TV requests through MCP tools.No signals yetNo commit datelisted No one-command install · Source
4356Unrankedpandomcp · searchEnables Claude to search, read, write, and manage a local markdown vault through 8 tools, turning your notes into an AI-accessible knowledge base.No signals yetNo commit datelisted No one-command install · Source
4357Unrankedpaparats-mcpmcp · searchSemantic code search for AI coding assistants.No signals yetNo commit datelisted No one-command install · Source
4358Unrankedpapermc-docs-mcpmcp · searchProvides local cached access to PaperMC documentation with full-text search, category browsing, and update detection.No signals yetNo commit datelisted No one-command install · Source
4359Unrankedperplexity-mcpmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4360Unrankedperplexity-mcp-2mcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4361Unrankedperplexity-mcp-alcova-aimcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4362Unrankedperplexity-mcp-dainfernalcodermcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4363Unrankedperplexity-mcp-zervermcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4364Unrankedphloem-mcp-servermcp · searchExposes knowledge base retrieval tools for AI agents via the Model Context Protocol, enabling hybrid search across datasets and dataset listing.No signals yetNo commit datelisted No one-command install · Source
4365Unrankedpimeamcp · searchAI-powered knowledge extraction and contextual search platform for querying and retrieving insights from connected data sources.No signals yetNo commit datelisted No one-command install · Source
4366Unrankedpocket-mcpmcp · searchTurns PocketBase into a persistent knowledge base, enabling Claude Code to capture and retrieve project knowledge, tasks, decisions, and workflows via…No signals yetNo commit datelisted No one-command install · Source
4367Unrankedprelude-instrumentsmcp · searchSearch and rent musical instruments in New Zealand, with pricing, teachers, and FAQs.No signals yetNo commit datelisted No one-command install · Source
4368Unrankedprofikid-soulseekmcp · searchSearches and downloads files from the Soulseek peer-to-peer music sharing network.No signals yetNo commit datelisted No one-command install · Source
4369Unrankedprometheus-knowledge-networkmcp · searchKnowledge network for searching, rating, and reviewing programming guides.No signals yetNo commit datelisted No one-command install · Source
4370Unrankedproperty-inventorymcp · searchProvides a local-first, evidence-backed ledger for physical property, enabling agents to search inventory, prepare capture reviews, and inspect…No signals yetNo commit datelisted No one-command install · Source
4371Unrankedproton-calendar-mcpmcp · searchEnables reading Proton Calendar events via a secret ICS share link, with tools to list, search, and get event details.No signals yetNo commit datelisted No one-command install · Source
4372Unrankedpsychiatry-for-childrenmcp · searchProvides searchable access to clinician-reviewed articles on pediatric psychiatry for parents and caregivers.No signals yetNo commit datelisted No one-command install · Source
4373Unrankedpsychiatry-for-kidsmcp · searchProvides searchable access to clinician-reviewed articles on child psychiatry for parents and caregivers.No signals yetNo commit datelisted No one-command install · Source
4374Unrankedpsychiatry-for-teensmcp · searchProvides searchable access to clinician-reviewed articles on adolescent psychiatry, medications, and mental health evaluations.No signals yetNo commit datelisted No one-command install · Source
4375Unrankedpulse-mcp-servermcp · searchAn MCP server that exposes Moody's Pulse (Cortera) trade-credit data with grounded knowledge-base context, enabling search, report retrieval, and…No signals yetNo commit datelisted No one-command install · Source
4376Unrankedpush-realmmcp · searchCollaborative knowledge base where AI agents search, submit, and vote on solutions to problems.No signals yetNo commit datelisted No one-command install · Source
4377Unrankedqdrant-rag-mcp-servermcp · searchProvides RAG search and ask capabilities over markdown and text files using Qdrant vector database, with tools for ingestion, retrieval, and source…No signals yetNo commit datelisted No one-command install · Source
4378Unrankedquartz-sharepoint-mcpmcp · searchMirrors a SharePoint document library to disk and enables AI assistants to search it via natural language queries using opencode.No signals yetNo commit datelisted No one-command install · Source
4379Unrankedqubitsokmcp · searchQuantum computing job search, arXiv paper discovery, and researcher profiles from qubitsok.com.No signals yetNo commit datelisted No one-command install · Source
4380Unrankedradiomcpmcp · searchInternet radio for Claude and your terminal with ~25,000 verified live stations from 197 countries. Control playback, search, and get recommendations…No signals yetNo commit datelisted No one-command install · Source
4381Unrankedragflow-mcpmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4382Unrankedragjson-zvec-2mcp · searchMCP server for semantic search over local knowledge bases, powered by zvec vector database. It consumes change files (.mushroom) and provides a…No signals yetNo commit datelisted No one-command install · Source
4383Unrankedrecipe-clippermcp · searchConnects to your Recipe Clipper library to search, retrieve, and organize your saved recipes.No signals yetNo commit datelisted No one-command install · Source
4384Unrankedrecordomcp · searchBrain dump, routines, task planning, focus, and instant thought retrieval.No signals yetNo commit datelisted No one-command install · Source
4385Unrankedredbook-search-comment-mcpmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4386Unrankedrefetchmcp · searchFetch pages as markdown, search the web and news, and extract structured data from any URL.No signals yetNo commit datelisted No one-command install · Source
4387Unrankedrenewable-grid-intelligence-atlas-mcpmcp · searchEnables AI agents to search and retrieve cited evidence packs for renewable energy assets, analyze locations, and access regional energy context, all…No signals yetNo commit datelisted No one-command install · Source
4388Unrankedrepository-runtimemcp · searchEnables AI agents to search, read, and traverse a local knowledge base of Markdown files using full-text search and relationship graph, reducing token…No signals yetNo commit datelisted No one-command install · Source
4389Unrankedresearch-mentor-ragmcp · searchMCP server that integrates a 1200-paper RAG database with six tools to support research workflows across stages like hypothesis, experiment…No signals yetNo commit datelisted No one-command install · Source
4390Unrankedresearchsyncmcp · searchEnables retrieval of arXiv paper metadata and storage in a Notion database, allowing querying via MCP hosts like Claude Desktop.No signals yetNo commit datelisted No one-command install · Source
4391Unrankedrev-eng-cursor-regex-mcpmcp · searchEnables fast literal and regex search over local workspaces using a sparse n-gram index for candidate pruning, with deterministic verification against…No signals yetNo commit datelisted No one-command install · Source
4392Unrankedrfq-siemens-teamcenter-mcpmcp · searchEnables Phase 1 upload-to-Teamcenter-draft workflow with file validation, extraction, similarity search, BQ drafting, document generation, approval…No signals yetNo commit datelisted No one-command install · Source
4393Unrankedrichgo-finance-mcpmcp · searchEnables searching and analyzing Korean stocks using Richgo Finance data, including stock details, rankings, undervaluation, AI rankings, and curation…No signals yetNo commit datelisted No one-command install · Source
4394Unrankedrotundamcp · searchSearch, Fetch and Clip Congressional Transcripts from all congressional hearingsNo signals yetNo commit datelisted No one-command install · Source
4395Unrankedsalesforce-sobject-allmcp · searchProvides full CRUD access to Salesforce objects for creating, reading, updating, deleting, querying, and searching CRM data.No signals yetNo commit datelisted No one-command install · Source
4396Unrankedsalesforce-sobject-readsmcp · searchProvides read-only access to Salesforce objects for querying, searching, and retrieving CRM data.No signals yetNo commit datelisted No one-command install · Source
4397Unrankedsaos-mcpmcp · searchProvides access to Polish court judgments from the SAOS database. Enables search and retrieval of judgments with full-text search, filtering, and…No signals yetNo commit datelisted No one-command install · Source
4398Unrankedsascharo-gxtractmcp · searchGXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX…No signals yetNo commit datelisted No one-command install · Source
4399Unrankedscitemcp · searchSearch and evaluate scientific literature with Smart Citations across 280M+ full-text articles.No signals yetNo commit datelisted No one-command install · Source
4400Unrankedscrumdo-mcpmcp · searchConnects MCP-compatible AI tools to ScrumDo boards, enabling card, task, comment, and search operations without manual copy-pasting.No signals yetNo commit datelisted No 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