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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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4,535 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
3901Unrankedhoutini-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
3902Unrankedgetexperiencemcp · searchSearch and book tours and travel experiences across 40+ countries with real-time availability and pricing.No signals yetNo one-command install · Source
3903Unrankedmcp-claudecodemcp · searchImplements 41 tools from Claude Code, including bash, file operations, web search, task management, and more, all accessible via MCP protocol.No signals yetNo one-command install · Source
3904Unrankedjeanpetity-scholarly-research-toolsmcp · searchIntegrates with Crossref, ORCID, and Semantic Scholar to look up publications by DOI, retrieve researcher work titles, and search academic papers.No signals yetNo one-command install · Source
3905Unrankednyxtools-calendlymcp · searchNatural-language scheduling management connecting Calendly with tools for viewing, searching, and managing events.No signals yetNo one-command install · Source
3906Unrankednitingramesh-dynatrace-supportmcp · searchAssists Dynatrace support engineers with documentation search, case triage, escalation drafting, and investigation planning.No signals yetNo one-command install · Source
3907Unrankedtechmatic-indiamartmcp · searchFetch, search, sync, and manage IndiaMART buyer leads and pipeline using natural language.No signals yetNo one-command install · Source
3908Unrankedminimal-mcp-web-searchmcp · searchProvides local LLMs with web search and page fetching capabilities via MCP, with a focus on OWASP security best practices.No signals yetNo one-command install · Source
3909Unrankedmarten-docs-mcp-servermcp · searchLocal MCP server for focused Marten documentation retrieval with caching, search, and progressive narrowing tools.No signals yetNo one-command install · Source
3910Unrankedbankruptcy-observermcp · searchAccess US business bankruptcy data including case search, EIN lookup, and docket entries.No signals yetNo one-command install · Source
3911Unrankedmirror-memorymcp · searchPersonal knowledge base with semantic search, auto-categorization, and metadata extraction.No signals yetNo one-command install · Source
3912Unrankedkame6493-del-kabu-stock-marketmcp · searchProvides real-time stock quotes, search, and historical data for Japanese JPX/TSE, US, and crypto markets.No signals yetNo one-command install · Source
3913Unrankedgh-q2a3z4w-moviepilotmcp · searchManage subscriptions, downloads, and media search in MoviePilot.No signals yetNo one-command install · Source
3914Unrankedmoviepilot-mcp-adminmcp · searchEnables AI agents to control MoviePilot through the MCP protocol for managing subscriptions, downloads, media searches, and system status.No signals yetNo one-command install · Source
3915Unrankedlocal-code-intel-mcpmcp · searchProvides code intelligence by indexing source code into SQLite and offering MCP tools for symbol search, flow tracing, and context retrieval to assist…No signals yetNo one-command install · Source
3916Unrankedreidbryant-str-investment-analysismcp · searchAnalyzes short-term rental investment opportunities with property search, return calculation, and cap rate tools.No signals yetNo one-command install · Source
3917Unrankedrepochatmcpmcp · searchA zero-dependency MCP server that enables searching and reading local Claude Code and Codex chat sessions, supporting full-text search, grep, and…No signals yetNo one-command install · Source
3918Unrankedprompt-library-mcp-servermcp · searchCommunity-driven library of tested prompts for AI agents, enabling search, retrieval, sharing, and rating of prompts.No signals yetNo one-command install · Source
3919Unrankedl4b4r4b4b4-sciencemcp · searchEnables research workflows with paper ingestion, semantic search, citation graph traversal, and knowledge synthesis.No signals yetNo one-command install · Source
3920Unrankedmickae1-homeboxmcp · searchEnables interaction with Homebox home inventory management for searching items and listing storage locations.No signals yetNo one-command install · Source
3921Unrankedjosephtandle-apollomcp · searchSales intelligence tools for prospect search, contact enrichment, and lead scoring.No signals yetNo one-command install · Source
3922Unrankedhts-metatrader5-trading-mcpmcp · searchEnables Claude AI to perform forex trading operations and market data analysis through MetaTrader 5, including order placement, position management…No signals yetNo one-command install · Source
3923Unrankedrip-ie-mcpmcp · searchSearch and browse Irish death notices from RIP.ie with tools for searching death notices, getting full details, and listing counties.No signals yetNo one-command install · Source
3924Unrankeddeeploremcp · searchSelf-hosted RAG-powered knowledge base that surfaces context from structured notes and transcripts, exposing each project as an MCP tool.No signals yetNo one-command install · Source
3925Unrankedmigas-mcpmcp · searchEnables AI assistants to query local Migas meeting transcripts, including searching, listing meetings, and retrieving speaker contributions, all…No signals yetNo one-command install · Source
3926Unrankedspicyricecakes-nelly-elephantmcp · searchSearch and resume past Claude Code conversations from your local session history.No signals yetNo one-command install · Source
3927Unrankedkevindarstnbb-board-and-stablemcp · searchSearch horse boarding facilities and trainers across 44 US states.No signals yetNo one-command install · Source
3928Unrankedgh-10iii-airmcp · searchAI-optimized tool output compression for read, grep, diff, bash, test, web, search, and command outputs.No signals yetNo one-command install · Source
3929Unrankedtrove-mcpmcp · searchEnables users to search and analyze academic papers from multiple sources, fetch metadata and full text, and build structured outputs like literature…No signals yetNo one-command install · Source
3930Unrankedintunerosetta-mcpmcp · searchTranslates raw OMA-URI/CSP path strings into structured, human-readable Intune policy metadata, and enables search and resolution of policy names to…No signals yetNo one-command install · Source
3931Unrankedfsq-codebasemcp · searchEnables fast semantic code search using FSQ embeddings, with zero-config indexing and support for multiple programming languages via the Model Context…No signals yetNo one-command install · Source
3932Unrankedmcp-jamamcp · searchEnables Claude to interact with JAMA Cloud (Jama Connect) for project management, including creating, updating, and searching items, managing test…No signals yetNo one-command install · Source
3933Unrankedmcp-indian-stocksmcp · searchEnables real-time and historical Indian stock market data retrieval, including prices, news, recommendations, and top gainers/losers.No signals yetNo one-command install · Source
3934Unrankedopen-contextmcp · searchAI context management for codebases – enables Claude Code to read, search, and update project documentation via MCP.No signals yetNo one-command install · Source
3935Unrankedlocal-file-readermcp · searchEnables safe reading, listing, and text searching of local files within a specified base directory.No signals yetNo one-command install · Source
3936Unrankedbig-technology-podcast-mcpmcp · searchSearch and retrieve transcripts from 488 episodes of the Big Technology Podcast, enabling queries on tech topics and full episode access via Claude.No signals yetNo one-command install · Source
3937Unrankedgitwhymcp · searchAI context engine for git that saves, searches, and shares the reasoning behind code changes.No signals yetNo one-command install · Source
3938Unrankedeu-filingsmcp · searchAccess European company data and financial filings from multiple sources including GLEIF, ESEF, UK Companies House, and curated index lists. Supports…No signals yetNo one-command install · Source
3939Unrankedchaprola-mcp-servermcp · searchProvides AI agents with 40 tools for structured data storage, querying, web search, URL fetching, scheduled jobs, and execution through the Model…No signals yetNo one-command install · Source
3940Unrankedjob-lead-converter-mcpmcp · searchTransforms job postings into qualified sales leads by searching for active jobs, enriching company data, and identifying decision-maker contact…No signals yetNo one-command install · Source
3941Unrankedrag-retrieval-mcpmcp · searchEnables retrieval-augmented generation by embedding queries with a chosen provider (e.g., OpenAI) and searching supported vector stores (Pinecone…No signals yetNo one-command install · Source
3942Unrankedmcp-xiv-clientstructsmcp · searchAn MCP server that indexes the FFXIVClientStructs C# library and exposes it as searchable tools for any MCP-compatible AI assistant, useful when…No signals yetNo one-command install · Source
3943Unrankedgh-vortiago-teknamcp · searchSearches Tekna's event catalog and news articles with filters for region, topic, format, and audience, and retrieves member benefits.No signals yetNo one-command install · Source
3944Unrankedmcp-teknamcp · searchEnables searching and retrieving Tekna events, news, and member benefits.No signals yetNo one-command install · Source
3945Unrankedmcp-document-task-servermcp · searchProvides a document database with search, retrieval, and creation tools, and a task tracker with search and status filtering, enabling AI agents to…No signals yetNo one-command install · Source
3946Unrankedconfluence-mini-mcpmcp · searchLightweight MCP server that crawls Confluence subtrees and serves cached Markdown, enabling search and retrieval of Confluence pages via MCP tools.No signals yetNo one-command install · Source
3947Unrankedrag-legacymcp · searchEnables Claude Code to semantically search a legacy codebase using natural language queries, returning relevant code chunks via vector search.No signals yetNo one-command install · Source
3948Unrankedkcofoni-pmwikimcp · searchSearch and read PmWiki pages with text queries and group filteringNo signals yetNo one-command install · Source
3949Unrankedgh-ansh-bitontree-icd10-cm-medical-codingmcp · searchProvides ICD-10-CM medical coding tools with a RAG pipeline for clinical note analysis.No signals yetNo one-command install · Source
3950Unrankedcode-intelmcp · searchProvides semantic code search and code insights via a knowledge graph, enabling AI to understand, navigate, and modify complex projects with deep…No signals yetNo one-command install · Source
3951Unrankedvisa-dispute-advisormcp · searchHelps merchants resolve credit card disputes by searching VISA guidelines and checking dispute history to generate structured recommendations.No signals yetNo one-command install · Source
3952Unrankedinfoclimat-mcpmcp · searchEnables querying French weather data from Infoclimat via MCP, including station search, observations, and precipitation summaries.No signals yetNo one-command install · Source
3953Unrankeddevids77-mcp-market-russiamcp · searchSearches Russian construction and real estate companies, house projects, and pricing across major cities.No signals yetNo one-command install · Source
3954Unrankedmcp-knowledge-vizmcp · searchEnables storage and semantic search of facts, and interactive 3D visualization of embeddings via MCP tools.No signals yetNo one-command install · Source
3955Unrankedlegal-rag-toolkitmcp · searchEnables semantic search over Turkish legal contracts and emails via an MCP server integrated with Claude Desktop and Claude Code, providing tools for…No signals yetNo one-command install · Source
3956Unrankedio-github-bhuvnsh-mcp-mapmyindiamcp · searchEnables geocoding, reverse geocoding, place search, nearby discovery, routing, and distance calculations using Mappls/MapMyIndia location data for…No signals yetNo one-command install · Source
3957Unrankedcontent-research-mcpmcp · searchCombines Naver DataLab trends, blog/news search, translation, and Unsplash images into a single research pipeline for content creators. Generates…No signals yetNo one-command install · Source
3958Unrankedpipecat-docs-mcpmcp · searchEnables searching Pipecat documentation and GitHub issues for grounded answers about APIs, configuration, code examples, and provider comparisons.No signals yetNo one-command install · Source
3959Unrankedminecraft-document-mcpmcp · searchEnables AI assistants to search and retrieve content from the Chinese Minecraft Wiki, including article introductions, full content, and category…No signals yetNo one-command install · Source
3960Unrankedlexsocket-tendersmcp · searchAccess European public procurement tenders from TED and 18 national platforms with hybrid search, filtering by CPV codes, NUTS regions, buyer, and…No signals yetNo one-command install · Source
3961Unrankedbhaveshsathawara-atolls-cashbackmcp · searchSearch cashback offers from Atolls' network of merchants across fashion, electronics, travel, and retail categories.No signals yetNo one-command install · Source
3962Unrankedsecond-brain-mcpmcp · searchBridges a personal knowledge vault with AI for bidirectional knowledge retrieval and capture.No signals yetNo one-command install · Source
3963Unrankedmcp-contextmcp · searchA plugin that intercepts large MCP tool outputs, indexes them into a local FTS5 knowledge base, and replaces them with summaries, enabling searchable…No signals yetNo one-command install · Source
3964Unrankedexcelmcpadvancedmcp · searchFast, multi-sheet Excel retrieval and writing via MCP, supporting efficient data access with patch-based navigation and formula support.No signals yetNo one-command install · Source
3965Unrankedsoniqmcp · searchIntegrates with SONIQ phone systems for calls, contacts, call memory search, user management, and number provisioning.No signals yetNo one-command install · Source
3966Unrankedmega-mcp-servermcp · searchMCP server for MEGA encrypted cloud storage providing file management, uploads, downloads, sharing, folder sync, and search.No signals yetNo one-command install · Source
3967Unrankedapolo-mcp-servermcp · searchRAG server using Qdrant vector database for knowledge retrieval and semantic search.No signals yetNo one-command install · Source
3968Unrankedinnocache-web-searchmcp · searchSearches the web and extracts page content using Electron browser rendering with Readability-based quality scoring.No signals yetNo one-command install · Source
3969Unrankedhdu-ics-mcp-servermcp · searchEnables querying of Hangzhou Dianzi University course schedules, exams, and campus events by accessing the HDUHelp ICS calendar subscription. Supports…No signals yetNo one-command install · Source
3970Unrankedwinning-cv-mcpmcp · searchAI-powered job matching and CV generation tool that searches jobs on LinkedIn and Seek, analyzes CV fit, and generates tailored CVs.No signals yetNo one-command install · Source
3971Unrankedmcp-apartmentsmcp · searchEnables AI agents to search, compare, and interact with Apartments.com rental listings, including scheduling tours and contacting property managers.No signals yetNo one-command install · Source
3972Unrankedynishi-newsapimcp · searchSearches news articles, retrieves top headlines, and lists sources from NewsAPI.org.No signals yetNo one-command install · Source
3973Unrankedlegal-document-rag-mcp-servermcp · searchEnables semantic and keyword search over legal documents, conflict detection, and document overview, supporting Indonesian and English texts.No signals yetNo one-command install · Source
3974Unrankedzcag-npm-searchmcp · searchSearches npm packages and returns live registry data including versions, downloads, and comparisons.No signals yetNo one-command install · Source
3975Unrankedconstitutional-court-decision-mcpmcp · searchEnables searching and retrieving Korean Constitutional Court decisions using the official Open API, with search filters and full-text retrieval.No signals yetNo one-command install · Source
3976Unrankedmcp-streamable-http-examplemcp · searchDemonstrates building an MCP server with Python, exposing tools like web search (Tavily) and basic utilities over streamable HTTP for AI assistants…No signals yetNo one-command install · Source
3977Unrankedleaddeltamcp · searchManage LinkedIn connections and CRM data with search, filtering, and contact retrieval.No signals yetNo one-command install · Source
3978Unrankedecl-mcpmcp · searchProvides AI agents with access to the European Commission's Component Library documentation and code examples, enabling full-text search and recipe…No signals yetNo one-command install · Source
3979Unrankedulu-voi-mcpmcp · searchProvides curated, meaningful information about Voi ecosystem protocols, applications, assets, and names, enabling identification and search through…No signals yetNo one-command install · Source
3980Unrankedlore-db-mcp-servermcp · searchProvides tools for semantic search, CRUD, verification, and reindexing of documents in a local vector-based knowledge base, usable via HTTP or stdio.No signals yetNo one-command install · Source
3981Unrankedunofficial-biorxiv-mcp-servermcp · searchProvides access to bioRxiv and medRxiv preprints via a unified tool with seven methods, including keyword search, metadata retrieval, and statistics.No signals yetNo one-command install · Source
3982Unrankedmcp-taro-docsmcp · searchAn MCP server that enables querying and fetching Taro official documentation pages via a two-step retrieval workflow using sitemap-based candidate…No signals yetNo one-command install · Source
3983Unrankedofershap-npm-searchmcp · searchSearch npm packages, view details, compare packages, and check download statistics.No signals yetNo one-command install · Source
3984Unrankedshackle-memorymcp · searchPersistent memory system for AI coding tools with knowledge graph storage and retrieval.No signals yetNo one-command install · Source
3985Unrankedlitcoin-mcpmcp · searchEnables querying the LitCoin knowledge graph for nodes, edges, and relationships, with support for semantic similarity search over nodes and edges via…No signals yetNo one-command install · Source
3986Unrankedwagglemcp · searchDiscover, search, invoke, and rate A2A protocol agents through Waggle's agent marketplace.No signals yetNo one-command install · Source
3987Unrankedmemoryiqmcp · searchEnables AI tools to access and contribute to shared semantic memory, supporting search, capture, and curation of knowledge across multiple brains via…No signals yetNo one-command install · Source
3988Unrankedstompymcp · searchPersistent memory system with semantic search, conflict detection, and ticketing.No signals yetNo one-command install · Source
3989Unrankedresearch-assistantmcp · searchEnables searching arXiv papers, extracting paper information, listing paper topics, and generating structured research prompts through MCP tools…No signals yetNo one-command install · Source
3990Unrankedexa-websets-mcpmcp · searchUnified gateway to Exa, Websets, and Deep Search for code search, deep research, and structured citations via any MCP client.No signals yetNo one-command install · Source
3991Unrankedunreal-source-mcpmcp · searchIndexes Unreal Engine source code into a local database, providing AI coding assistants with deep structural queries like class hierarchies, call…No signals yetNo one-command install · Source
3992Unrankedragoramcp · searchSearch knowledge bases from any AI assistant using hybrid RAG retrieval.No signals yetNo one-command install · Source
3993Unrankedalayamcp · searchEnables Claude Code to serve as the primary interface for a personal knowledge vault (zk or Obsidian), allowing full read, write, search, and…No signals yetNo one-command install · Source
3994Unrankedgh-ahmaddioxide-image-resolvermcp · searchContext-aware royalty-free image search from Pexels and Unsplash stock photo libraries.No signals yetNo one-command install · Source
3995Unrankedkg-memory-mcpmcp · searchAn in-memory knowledge graph MCP server that gives coding agents structural and semantic recall over codebases by indexing Python source, ADR…No signals yetNo one-command install · Source
3996Unrankedamoghreddy45-kiwiclawmcp · searchSearch vetted OpenClaw skills and browse the ClawBoard forum.No signals yetNo one-command install · Source
3997Unrankedjw-org-mcp-toolmcp · searchProvides controlled, verifiable access to jw.org content for AI applications, enabling search, article retrieval, and scripture lookup while…No signals yetNo one-command install · Source
3998Unrankedmy-obsidian-mcpmcp · searchEnables AI assistants to read, search, create, and modify Obsidian notes via the Model Context Protocol, supporting tasks like daily notes, backlinks…No signals yetNo one-command install · Source
3999Unrankedbigjai-tokennukemcp · searchCode indexing with tree-sitter AST extraction, hybrid search, call graphs, and O(1) symbol retrieval.No signals yetNo one-command install · Source
4000Unrankedbigjai-opendirectories-business-datamcp · searchSearch 12M+ verified businesses across 10 countries via government registers with competitor analysis and market density tools.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