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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
20122.557godot-docs-mcp-2mcp · searchQuery Godot Engine documentation with full-text search across classes, methods, properties, and inheritance.1 starNo one-command install · Source
20222.557mcp-writingmcp · searchAn MCP service for AI-assisted reasoning and editing on long-form fiction projects. It builds a structured index from scene files for targeted context…1 starNo one-command install · Source
20322.557hannasdev-writingmcp · searchStructured manuscript management for fiction writers with scene indexing, prose editing with staged diffs, continuity analysis, and git-based…1 starNo one-command install · Source
20422.557leekwars-mcp-encyclopediamcp · searchA standalone MCP server for read-only encyclopedia search and retrieval of Leekwars game knowledge, providing domain-aware tools to search and…1 starNo one-command install · Source
20522.557japan-transit-mcpmcp · searchEnables route planning and transit information retrieval for Japan using the public Transit API. Supports searching stations, planning routes, and…1 starNo one-command install · Source
20622.557consulting-mcp-servermcp · searchExposes RAG and document intelligence pipelines as 8 composable tools for MCP-compatible clients, enabling querying, indexing, classifying…1 starNo one-command install · Source
20722.557bluex-mcpmcp · searchMCP server for live X/Twitter and web search, driven by your locally logged-in Grok CLI and leveraging your X Premium or SuperGrok subscription quota.1 starNo one-command install · Source
20822.557sanbanmcp · searchEnables AI agents to manage kanban boards with tasks, including creating boards, items, moving between columns, and searching.1 starNo one-command install · Source
20922.557repo-interrogatormcp · searchA local-first MCP server that enables AI tools to safely inspect and search code repositories, providing indexing, deterministic BM25 search, code…1 starNo one-command install · Source
21022.557eric-mcp-servermcp · searchAn MCP server for searching the ERIC education research database, enabling keyword search, record retrieval, thesaurus lookup, author search, and…1 starNo one-command install · Source
21122.557pasal-idmcp · searchEnables AI assistants to search, retrieve, and verify Indonesian laws (UU, PP, Perpres, etc.) and Constitutional Court decisions from authoritative…1 starNo one-command install · Source
21222.557tooldirectory-mcpmcp · searchSearch the AI Tool Directory catalog of 2,000+ AI tools — compare tools, find curated alternatives, and check whether a tool is still active, defunct…1 starNo one-command install · Source
21322.557sonic-pi-mcpmcp · searchEnables control of a local Sonic Pi runtime to run code, stop jobs, read events, and search docs/samples/synthdefs via OSC messages.1 starNo one-command install · Source
21422.557askcyborg-mcpmcp · searchSearch and retrieve AI company research, analyst-debate audio briefings, and proprietary Cyborg Score (1-10) from AskCyborg directly through MCP…1 starNo one-command install · Source
21522.557lithuanian-law-mcpmcp · searchProvides search, retrieval, and validation of Lithuanian statutes and provisions, including EU law cross-references, enabling legal research and…1 starNo one-command install · Source
21622.557saga-2mcp · searchEnables AI agents to perform fused hybrid search and reorganize documents, folders, and metadata in the SAGA document archive via MCP tools.1 starNo one-command install · Source
21722.557download-books-mcpmcp · searchEnables agents to search and download books from LibGen and Z-Library via MCP tools, abstracting provider details behind neutral labels.1 starNo one-command install · Source
21822.557atlasforge-webproxymcp · searchEnables AI agents to search the web, fetch pages, and download images through a self-hosted proxy with Brave search, caching, and SSRF protection.1 starNo one-command install · Source
21922.557telegram-public-mcp-cloudflaremcp · searchReads public Telegram channel pages and exposes them as MCP tools over Streamable HTTP/JSON-RPC, enabling retrieval of channel info, latest posts, and…1 starNo one-command install · Source
22022.557mcpediamcp · searchLocal codebase RAG and MCP server that indexes repository source code and documentation into a searchable LanceDB store, enabling AI assistants to…1 starNo one-command install · Source
22122.557civic-awareness-mcpmcp · searchProvides tools to search and retrieve US federal and state legislative data, including bills, votes, campaign contributions, and legislator…1 starNo one-command install · Source
22222.557llamaindex-documentation-mcp-servermcp · searchEnables searching and fetching LlamaIndex documentation for integration with VS Code Copilot and other MCP clients.1 starNo one-command install · Source
22322.557codebase-wikimcp · searchEnables AI agents to index, search, and retrieve architectural documentation and store self-learning notes from codebases.1 starNo one-command install · Source
22422.557brainstemmcp · searchLocal-first knowledge backend for AI agents that connects MCP hosts to an Obsidian-compatible vault with indexed retrieval, token-budgeted memory…1 starNo one-command install · Source
22522.557some-vault-some-mcpmcp · searchMCP server that gives AI models read/write access to Obsidian vaults with semantic search, link graph analysis, canvas manipulation, and incremental…1 starNo one-command install · Source
22622.557io-github-sseshachala-agent-boostermcp · searchReduces token costs for AI coding agents by indexing code symbols and returning only relevant functions/classes for a given task.1 starNo one-command install · Source
22722.557curatormcp · searchEnables natural language search and exploration of over 1.15 million museum records from Museums Victoria, including specimens, items, articles, and…1 starNo one-command install · Source
22822.557web-explorermcp · searchMCP server providing free, IP-direct tools for web search, crawling, anti-detect browsing, and structured data from Wikipedia, Wikidata, GitHub, and…1 starNo one-command install · Source
22922.557growth-mcpmcp · searchOpen-source MCP server that audits websites for AI search readiness, providing deterministic scoring (0-100) and prioritized fix lists for metrics…1 starNo one-command install · Source
23022.557ragionex-memory-mcpmcp · searchDynamic semantic memory for AI assistants that persists across sessions and clients, enabling natural language recall and project-scoped isolation.1 starNo one-command install · Source
23122.557jungho-dev-fs-mcpmcp · searchProvides batch file operations, search, and essential git workflows via stdio MCP.1 starNo one-command install · Source
23222.557gequbaomcp · searchEnables searching for songs and retrieving direct MP3 play URLs from gequbao.net. Supports both simple keyword search and enriched result lookup.1 starNo one-command install · Source
23322.557mailportmcp · searchConnects multiple IMAP and SMTP mailboxes to MCP clients like ChatGPT without exposing credentials, enabling email search and thread retrieval via…1 starNo one-command install · Source
23422.557moodle-study-mcpmcp · searchEnables AI assistants to read your Moodle courses, list materials, quizzes, and search content to plan exam preparation through natural language.1 starNo one-command install · Source
23522.557aidatanordic-food-recipesmcp · searchSemantic search across 50,000+ food recipes with hybrid retrieval and reranking, hosted by AIDataNordic.1 starNo one-command install · Source
23622.557codelore-mcpmcp · searchTurn any code repository into a searchable Obsidian vault — then let Claude Code navigate it as a set of MCP tools.1 starNo one-command install · Source
23722.557secapi-mcpmcp · searchEnables AI clients to search and analyze SEC filings, financial statements, insider trades, and institutional holdings through natural language tools.1 starNo one-command install · Source
23822.557vouchspec-catalog-mcpmcp · searchEnables querying and verifying signed receipts of static inspections of public agent skills via read-only tools such as search_receipts, get_receipt…1 starNo one-command install · Source
23922.557mantis-mcpmcp · searchEnables natural language interaction with MantisBT issues and notes via CRUD operations and semantic search.1 starNo one-command install · Source
24022.557firecrawl-pool-proxymcp · searchMulti-key proxy for Firecrawl API that rotates API keys on credit exhaustion and falls back to keyless free tier for search/scrape.1 starNo one-command install · Source
24122.557knowledge-fabricmcp · searchAn MCP-native evidence retrieval platform that ingests source material, builds lexical and vector indexes, performs hybrid retrieval, and returns…1 starNo one-command install · Source
24222.557oceanum-mcpmcp · searchEnables AI assistants to search, query, and manage ocean/environmental datasets from the Oceanum platform, and to read, write, and delete files in…1 starNo one-command install · Source
24322.557fearnation-mcpmcp · searchAn MCP server that searches the fearnation.club news archive at item-level granularity, supporting full-text search, post retrieval, recent listing…1 starNo one-command install · Source
24422.557holosophy-mcpmcp · searchEnables AI agents to query a cross-disciplinary knowledge graph covering metaphysics, quantum physics, astronomy, and historical geography, with…1 starNo one-command install · Source
24522.557cloudmusic-desktop-mcpmcp · searchControls the official NetEase Cloud Music desktop client on Windows, enabling AI to search, play, manage queues, and adjust playback settings via a…1 starNo one-command install · Source
24622.557corpus-kbmcp · searchLocal end-to-end RAG system for agentic code editors, exposing retrieval-augmented generation via MCP to any compatible client.1 starNo one-command install · Source
24722.557home-memo-mcpmcp · searchEnables searching personal knowledge notes stored in markdown files via MCP, using Cloudflare AI Search for RAG and secured with Cloudflare Access.1 starNo one-command install · Source
24822.557codebase-analysermcp · searchEnables AI agents and IDEs to ingest and search code repositories using hybrid retrieval (dense + sparse) with exact line-level citations for precise…1 starNo one-command install · Source
24922.557minecraft-wiki-mcp-servermcp · searchEnables searching and retrieving Minecraft Wiki content in multiple formats (wikitext, HTML, markdown) through MCP tools, with batch retrieval and…1 starNo one-command install · Source
25022.557firecrawl-mcp-server-2mcp · searchIntegrates with Firecrawl for web scraping, enabling capabilities like scraping, crawling, searching, extracting, deep research, and batch scraping…1 starNo one-command install · Source
25122.557voice-memo-hubmcp · searchEnables read-first interaction with Apple Voice Memos: search transcripts, review action candidates, mark reviewed, prepare tasks for Codex, and…1 starNo one-command install · Source
25222.557h4sht-bookstack-mcpmcp · searchEnables AI assistants to manage BookStack wikis with tools for CRUD operations on books, chapters, pages, shelves, and search, using Markdown input.1 starNo one-command install · Source
25322.557open-mindmcp · searchMCP server that builds a deterministic, source-traceable knowledge index of any codebase, enabling glossary lookup, code graphs, and exact-token…1 starNo one-command install · Source
25422.557hn-developer-sentiment-mcpmcp · searchA deterministic read on Hacker News developer sentiment for any brand, tool, or library, exposing four MCP tools for sentiment summary, mention…1 starNo one-command install · Source
25522.557second-brain-mcp-2mcp · searchEnables AI assistants to capture, search, update, and delete notes in a local Markdown vault with automatic categorization and tagging, making…1 starNo one-command install · Source
25622.557paper-search-arxiv-semantic-scholar-openalexmcp · searchUnified academic paper search for AI agents. search_all queries arXiv, Semantic Scholar and OpenAlex at once, de-duplicates the same work across…1 starNo one-command install · Source
25722.557eugenelabonarsky-votura-toursmcp · searchSearches and retrieves AI-powered audio tours, stops, and landmarks for walking, cycling, and driving routes by city.1 starNo one-command install · Source
25822.557canonical-company-searchmcp · searchVerified, long-tail company search: describe what you want, get an LLM-verified company shortlist.1 starNo one-command install · Source
25922.557openfox-ragmcp · searchMCP server for OpenFox that provides a rag_search tool for hybrid retrieval from local knowledge bases (Obsidian vaults, docs) using BM25, vector…1 starNo one-command install · Source
26022.557amkisko-statusmcp · searchProvides access to over 1,700 status page links with fuzzy search, detailed service information retrieval, and intelligent status page fetching that…1 starNo one-command install · Source
26122.557johnisanerd-google-scholarmcp · searchSearch Google Scholar for academic papers, citations, author profiles, and abstracts.1 starNo one-command install · Source
26222.557quaidmcp · searchCapture, index, and search your Claude Code conversation history. Provides an MCP server for Claude Code to query its own past conversations.1 starNo one-command install · Source
26322.557sf-docs-mcpmcp · searchEnables LLM agents to search, read, and query Salesforce documentation across 129 domains. Uses a pre-compiled knowledge graph with 53,000 nodes and…1 starNo one-command install · Source
26422.557lsdyna-r13-keyword-mcpmcp · searchProvides structured access to LS-DYNA R13 keyword manuals via MCP, enabling AI agents to retrieve card syntax, field info, and search within sections…1 starNo one-command install · Source
26522.557xiaojiou176-open-agent-exportermcp · searchLocal archive and governance workbench for AI agent transcripts with semantic search and evidence tracking.1 starNo one-command install · Source
26622.557flight-deals-mcpmcp · searchEnables AI clients to search for domestic low-cost flight routes in China and verify flight options before purchase.1 starNo one-command install · Source
26722.557icml-paper-search-mcpmcp · searchMCP server for searching ICML 2026 papers with hybrid retrieval (dense + BM25), session management to avoid duplicates, and persistent state.1 starNo one-command install · Source
26822.557apollo-mcpmcp · searchProvides 45 MCP tools to search, enrich, and manage Apollo.io B2B data (people, companies, CRM, deals, tasks, sequences, etc.) via stdio or HTTP…1 starNo one-command install · Source
26922.557google-ads-mcp-plusmcp · searchExtends the official Google Ads MCP with a safe write layer for creating paused-by-default Search campaigns and an account auditor, all running…1 starNo one-command install · Source
27022.557ver-andimcp · searchContext compiler for AI coding agents that indexes TypeScript codebases to extract and serve only the relevant symbols and files for a task, reducing…1 starNo one-command install · Source
27122.557kokkai-mcpmcp · searchEnables search, retrieval, and summarization of Japanese National Diet meeting minutes via MCP tools.1 starNo one-command install · Source
27222.557gallica-mcpmcp · searchEnables searching and accessing OCR text from millions of digitized documents in Gallica, the digital library of the Bibliothèque nationale de France…1 starNo one-command install · Source
27322.557vibeship-skillsmcp · searchProvides access to 462+ production-grade skills for AI-powered product building, enabling search, retrieval, and validation of skills across…1 starNo one-command install · Source
27422.557giauphan-codeatlasmcp · searchExposes CodeAtlas code analysis data — project structure, dependencies, insights, and entity search — to AI assistants.1 starNo one-command install · Source
27522.557ai-material-cabinet-mcpmcp · searchEnables AI assistants like Cursor and Claude Desktop to access a local AI Material Cabinet for searching, reading/writing content, creating documents…1 starNo one-command install · Source
27622.557cenogrammcp · searchSearch and analyze 7M+ verified real estate transactions from Poland's official RCN registry.1 starNo one-command install · Source
27722.557rebuildingamerica-atlasmcp · searchSearches a civic directory of people and organizations doing meaningful community work across America via natural language queries.1 starNo one-command install · Source
27822.557swagger-docs-mcpmcp · searchConnects AI agents with Swagger/Knife4j API documentation, enabling real-time retrieval, search, and structured understanding of API interfaces…1 starNo one-command install · Source
27922.557mailokf-mcpmcp · searchA local-first Python MCP server that turns Gmail, Outlook/Microsoft 365, iCloud Mail, and generic IMAP/SMTP mailboxes into a synchronized, searchable…1 starNo one-command install · Source
28022.557vzt-video-intelmcp · searchSelf-hosted video intelligence pipeline that turns video into structured, citable, queryable JSON scene graphs, enabling AI assistants to analyze and…1 starNo one-command install · Source
28122.557curlymolelabs-supericonsmcp · searchSemantic SVG icon search and recommendations for AI coding agents.1 starNo one-command install · Source
28222.557gh-nerdyaustin-memory-mcpmcp · searchPersistent memory and conversation search across multiple AI coding assistants.1 starNo one-command install · Source
28322.557retrieval-lab-mcpmcp · searchExposes hybrid document retrieval and evaluation tools from retrieval-lab via MCP, including search_documents, corpus_info, run_evaluation, and…1 starNo one-command install · Source
28422.557learning-mcpmcp · searchAn MCP server that enforces a pedagogical workflow to teach topics step by step, using research, decomposition, and spaced retrieval practice.1 starNo one-command install · Source
28522.557uodo-mcpmcp · searchEnables searching and analyzing decisions from the Polish Data Protection Authority (UODO) directly within AI clients, allowing full-text search…1 starNo one-command install · Source
28622.557turkiye-veri-mcpmcp · searchProvides unified access to Turkish official data from TÜİK (statistics via SDMX) and TCMB EVDS (financial series), enabling search, query, and tidy…1 starNo one-command install · Source
28722.557insurance-wiki-mcp-servermcp · searchA read-only MCP server providing tools to search and retrieve insurance product information, coverage details, and compare policies from a pre-built…1 starNo one-command install · Source
28822.557ai-journalmcp · searchA local MCP server for journaling, organizing, and recalling your work. It captures entries as plain markdown files, indexes them for full-text and…1 starNo one-command install · Source
28922.557celestiamcp · searchA persona-driven AI assistant that reads, searches, and writes an Obsidian Markdown knowledge vault using a typed MCP filesystem core.1 starNo one-command install · Source
29022.557clinical-evidence-alexandriashaimcp · searchAggregates clinical evidence from PubMed, ClinicalTrials.gov, and OpenFDA for biomedical literature search, trial queries, and drug information.1 starNo one-command install · Source
29122.557vault-mcp-bridgemcp · searchRead-only MCP bridge that exposes secure search and fetch tools over an Obsidian-compatible Markdown vault, enabling ChatGPT to query notes without…1 starNo one-command install · Source
29222.557doc-indexmcp · searchA local-first semantic search server for documents, supporting PDFs, Office files, and text/markdown, enabling natural language search via the Model…1 starNo one-command install · Source
29322.557rag-papermcp · searchA local-first paper RAG server that enables searching and managing academic PDFs via MCP tools, supporting metadata enrichment and citation graphs.1 starNo one-command install · Source
29422.557ratary-memorymcp · searchRatary is an AI Brain Platform — infrastructure that gives AI: Persistent memory — durable, owner-scoped, versioned Structured knowledge — metadata…1 starNo one-command install · Source
29522.557joernberkefeld-mcdevmcp · searchWiki search, .mcdevrc configuration help, journey checklists, and metadata types for Salesforce Marketing Cloud.1 starNo one-command install · Source
29622.557doc-mind-searchmcp · searchProvides MCP tools to count, list, and read local documents in formats like PDF, DOCX, Excel, HTML, and TXT, enabling natural language-driven document…1 starNo one-command install · Source
29722.557specir-mcpmcp · searchEnables turning technical documents into a structured intermediate representation (SpecIR) and querying it via five MCP tools: specir_resolve…1 starNo one-command install · Source
29822.557project-explorermcp · searchProvides secure file system exploration and project analysis for TypeScript/JavaScript codebases with tools for project exploration, file search with…1 starNo one-command install · Source
29922.557ai-reviewmcp · searchEnables interactive GitHub pull-request review from Claude Code, with tools to fetch PRs, inspect files and repo structure, post review comments, and…1 starNo one-command install · Source
30022.557medical-evidence-assistantmcp · searchProvides medical evidence tools including PubMed search, citation verification, clinical trial lookup, drug information, drug interaction checking…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