Armory
Source

Leaderboard

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
Sort
ScoreUsageTestedMentionsStarsName
Lowest FirstRows50100250Export

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
10122.557teadata-mcpmcp · searchMCP server for exploring Texas public school data through conversational interfaces, enabling campus search, district details, geospatial lookup…1 starNo one-command install · Source
10222.557openaire-mcp-servermcp · searchEnables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer citation index, discovering citation relationships and retrieving…1 starNo one-command install · Source
10322.557mcp-sessionsmcp · searchSearch and browse Claude Code conversation history across all your projects.1 starNo one-command install · Source
10422.557echomindrmcp · searchSearch real founder decisions, lessons, and signals from 100+ startup podcasts.1 starNo one-command install · Source
10522.557homosaurus-mcpmcp · searchAn experimental MCP server connecting Claude to the Homosaurus V4 LGBTQ+ linked data vocabulary, enabling search and retrieval of authority data for…1 starNo one-command install · Source
10622.557engram-context-continuummcp · searchUniversal AI session memory substrate providing persistent context across sessions, with MCP tools for recall, search, recent events, and knowledge…1 starNo one-command install · Source
10722.557n0isy-icon-visualmcp · searchSearches, retrieves, compares, and renders SVG icons visually for AI agents with vision capabilities.1 starNo one-command install · Source
10822.557safetyops-mcp-servermcp · searchEnables AI assistants to query workplace incident data using RAG, providing search, analysis, and corrective action plans.1 starNo one-command install · Source
10922.557modular-rag-mcp-server-2mcp · searchA fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI…1 starNo one-command install · Source
11022.557amazon-mcp-appmcp · searchLets Claude search Amazon products via multiple keyword queries and present curated results in an interactive carousel widget with add-to-cart…1 starNo one-command install · Source
11122.557mikusnuz-npmmcp · searchProvides npm package management capabilities including publishing, versioning, dependency management, security audits, registry searches, and…1 starNo one-command install · Source
11222.557youtube-researchmcp · searchEnables YouTube integration with Claude Code, including video search, metadata retrieval, transcript fetching, channel exploration, and trending…1 starNo one-command install · Source
11322.557paper-search-mcpmcp · searchEnables agents to search papers across Semantic Scholar and arXiv, read and extract text from arXiv PDFs, align records across sources, and produce…1 starNo one-command install · Source
11422.557gh-k4cper-g-transeumcp · searchFreight exchange integration for Trans.eu platform with offer search, load management, and XMPP messaging.1 starNo one-command install · Source
11522.557scholarfetchmcp · searchEnables MCP agents to search academic literature across multiple scholarly engines, explore papers, authors, and references, inspect abstracts and…1 starNo one-command install · Source
11622.557ashwinvis-scb-opendatamcp · searchProvides access to Statistics Sweden's PxWebApi v2 for browsing, searching, and retrieving Swedish statistical data.1 starNo one-command install · Source
11722.557obsidian-pdf-evidencemcp · searchEnables AI agents to extract PDF text, search with PDF++ citations, access vault files, manage tags, and run Dataview queries in Obsidian via MCP.1 starNo one-command install · Source
11822.557crawl-parity-mcpmcp · searchAn MCP server for analyzing Googlebot vs AI crawler parity from Nginx access logs and Google Search Console data.1 starNo one-command install · Source
11922.557codebase-indexmcp · searchAST-aware codebase indexing with semantic search, exposed as an MCP server. Enables semantic search and file context retrieval across your codebase…1 starNo one-command install · Source
12022.557tome-mcpmcp · searchManages a research paper library, providing PDF ingestion, bibliography management, semantic search, figure tracking, and integration with Semantic…1 starNo one-command install · Source
12122.557khjohns-kofamcp · searchNorwegian public procurement decisions from KOFA with full-text search, semantic search, and case filtering.1 starNo one-command install · Source
12222.557starsingermcp · searchAI music catalog with natural language search, MP3 streaming, artist browsing, and trending track discovery.1 starNo one-command install · Source
12322.557pytorch-mcpmcp · searchA full-featured MCP server for PyTorch documentation workflows, providing tools for search, symbol lookup, code examples, troubleshooting, and…1 starNo one-command install · Source
12422.557commercial-registrymcp · searchEnables searching and retrieving Korean commercial registration precedents (617 cases) from the Supreme Court's portal for legal practice.1 starNo one-command install · Source
12522.557vicampuzano-jamie-aimcp · searchIntegrates with Jamie AI meeting assistant to access meeting summaries, transcripts, action items, and semantic search.1 starNo one-command install · Source
12622.557dayi-search-mcpmcp · searchEnables querying Chinese medical information (drugs, diseases, doctors, symptoms) from the Dayi platform with structured output and auto-type…1 starNo one-command install · Source
12722.557ksp-mods-mcpmcp · searchMCP server for searching Kerbal Space Program mods from the CKAN index, with tools for mod search, recommendations, parts listing, and CKAN download…1 starNo one-command install · Source
12822.557financial-intelligence-mcp-servermcp · searchA production-grade MCP server that provides financial ML tools including RAG search, anomaly detection, contract summarization, vendor graph analysis…1 starNo one-command install · Source
12922.557gavelinmcp · searchSearch bills and speaker-attributed hearing transcripts across all 50 US state legislatures.1 starNo one-command install · Source
13022.557mixpeekmcp · searchProvides AI-powered video and multimodal search capabilities through the Mixpeek platform.1 starNo one-command install · Source
13122.557pocketcasts-mcpmcp · searchEnables AI assistants to search, browse, and manage your Pocket Casts podcast library.1 starNo one-command install · Source
13222.557valyay-nanostoresmcp · searchNanostores state management analysis and documentation search for AI assistants.1 starNo one-command install · Source
13322.557youmind-mcpmcp · searchBridges YouMind content to AI assistants via MCP, enabling retrieval of craft content by ID.1 starNo one-command install · Source
13422.557moncky-uk-scouts-pormcp · searchProvides automated access to the UK Scouts Policy, Organisation and Rules document through PDF processing and text search.1 starNo one-command install · Source
13522.557barracuda-mcpmcp · searchEnables searching OpenAleph entities and documents using natural language queries through the MCP protocol.1 starNo one-command install · Source
13622.557gh-nelsonra-mixcloud-mcpmcp · searchSearch mixes, look up artists, and browse user uploads on the Mixcloud platform.1 starNo one-command install · Source
13722.557top-gun-geo-lensmcp · searchMeasures brand visibility in AI-powered search sources and provides actionable GEO recommendations.1 starNo one-command install · Source
13822.557spacemandomains-top-gun-geo-lensmcp · searchAudits brand visibility across AI-powered search engines and LLM-indexed sources for Generative Engine Optimization.1 starNo one-command install · Source
13922.557emretheus-claude-remindmcp · searchSearches and retrieves past Claude Code conversation history using BM25 full-text indexing.1 starNo one-command install · Source
14022.557claude-remind-mcpmcp · searchSearches your local Claude Code conversation history to recall and resume past solutions.1 starNo one-command install · Source
14122.557archivarix-tube-searchmcp · searchYouTube archive search MCP providing access to 1.5B+ indexed videos including deleted content and transcripts.1 starNo one-command install · Source
14222.557reka-visionmcp · searchUpload, index, search, and analyze videos via the Reka Vision API.1 starNo one-command install · Source
14322.557lumetra-engram-memorymcp · searchProvides persistent memory capabilities through explainable retrieval mechanisms that transparently surface stored information with clear reasoning…1 starNo one-command install · Source
14422.557code-rag-mcpmcp · searchEnables semantic search over codebases using natural language queries, returning relevant code snippets with source locations. Integrates with Claude…1 starNo one-command install · Source
14522.557docs-navigator-mcp-suse-editionmcp · searchAn AI-powered documentation navigator that enables intelligent search, summarization, and exploration of SUSE, Rancher, and related open-source…1 starNo one-command install · Source
14622.557rlm-mcpmcp · searchImplements the Recursive Language Model pattern, enabling LLMs to process arbitrarily long contexts through session-based document management…1 starNo one-command install · Source
14722.557mister-franklin-gdpr-decisionsmcp · searchSemantic search across EU GDPR enforcement decisions, DPA rulings, and EDPB guidelines.1 starNo one-command install · Source
14822.557postaldatapi-postaldatapi-mcpmcp · searchGlobal postal code lookups, validation, and city search for 240+ countries with timezone, admin region, and elevation metadata. Sub-10ms responses at…1 starNo one-command install · Source
14922.557mcp-arr-suitemcp · searchEnables interaction with the *arr media management suite (Sonarr, Radarr, Lidarr, Prowlarr, SABnzbd) and TRaSH Guides through MCP tools, allowing…1 starNo one-command install · Source
15022.557legalsearchmcp · searchGrounds external agents in public Indian judgments and statutes through MCP, enabling legal search and bounded document packets without requiring the…1 starNo one-command install · Source
15122.557globalfishingwatch-gfw-mcp-jsmcp · searchAccess Global Fishing Watch data from any MCP-compatible AI assistant or terminal: search vessels, retrieve fishing activity and port events, look up…1 starNo one-command install · Source
15222.557magnifica-humanitas-mcpmcp · searchEnables exploration of Pope Leo XIV's encyclical on AI and human dignity, providing tools to fetch chapters, sections, paragraphs, and search the full…1 starNo one-command install · Source
15322.557agent-architects-mcpmcp · searchEnables searching and retrieving lessons, posts, comments, and member profiles from the Agent Architects community knowledge base for use with AI…1 starNo one-command install · Source
15422.557index9mcp · searchUp-to-date model data for AI coding assistants1 starNo one-command install · Source
15522.557bartonguestier1725-collab-scout-mcpmcp · searchMulti-source search across code registries (GitHub, npm, PyPI), academic indexes (arXiv, Semantic Scholar), social platforms (HN, Reddit, X), and…1 starNo one-command install · Source
15622.557recruiter-roles-job-board-and-salary-reportsmcp · searchSearch Recruiter Roles: live recruiter jobs, companies, sectors, locations, and market stats.1 starNo one-command install · Source
15722.557eyupcanakman-gsc-rsmcp · searchFast single-binary Google Search Console integration with 21 tools for analytics, inspection, sitemaps, and indexing.1 starNo one-command install · Source
15822.557tbird-mcpmcp · searchReads and searches Thunderbird mail from local mbox files and sends mail via SMTP using auto-discovered identities, filing copies in Thunderbird's…1 starNo one-command install · Source
15922.557wealthsimple-help-center-mcpmcp · searchEnables AI agents to search, browse, and retrieve articles from the Wealthsimple Help Center via 7 typed tools (search, taxonomy, article retrieval)…1 starNo one-command install · Source
16022.557semhoodmcp · searchAST-aware semantic code search engine for AI agents, enabling code retrieval by intent with call-graph context and optional LLM enrichment.1 starNo one-command install · Source
16122.557search-docsmcp · searchEnables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.1 starNo one-command install · Source
16222.557influship-mcpmcp · searchEnables AI-native creator discovery for influencer marketing, including creator search, lookalikes, profile lookup, and Instagram post transcript…1 starNo one-command install · Source
16322.557flashlightmcp · searchEnables whole-codebase code search using natural language queries by leveraging DeepSeek's 1M context window. Automatically shards large projects and…1 starNo one-command install · Source
16422.557zimagentmcp · searchEnables offline CRUD and semantic search on Wikipedia ZIM archives via MCP tools for reading, writing, editing, deleting, and searching articles.1 starNo one-command install · Source
16522.557pdf-content-search-mcpmcp · searchMCP bridge for PDF Content Search — full-text PDF search with Apple Vision OCR across thousands of documents in under a second from Claude, Cursor, or…1 starNo one-command install · Source
16622.557danggn-mcpmcp · searchEnables searching Daangn listings, viewing details, and summarizing market prices via the Model Context Protocol.1 starNo one-command install · Source
16722.557symapsemcp · searchProvides code analysis tools for AI coding agents to understand project architecture, search for symbols, and plan changes with token reduction.1 starNo one-command install · Source
16822.557unblockingapi-mcpmcp · searchEnables AI agents to fetch bot-protected web pages, run structured Google searches, and check domain authority through UnblockingAPI's anti-detection…1 starNo one-command install · Source
16922.557sostenutomcp · searchProvides a selective persistent memory layer for AI companions, enabling structured recall, reinforcement, and time-decayed retrieval through an MCP…1 starNo one-command install · Source
17022.557mcp-roo-memorymcp · searchPersistent, graph-based memory for Roo Code via the Model Context Protocol, enabling structured knowledge management with semantic search and context…1 starNo one-command install · Source
17122.557pawndex-mcp-servermcp · searchMCP server for the Pawn package index, enabling AI assistants to search and inspect Pawn packages, retrieve repository details, and view ecosystem…1 starNo one-command install · Source
17222.557simply-feed-mcpmcp · searchAn MCP server for managing and querying RSS/news feeds, enabling real-time fetching, searching, and retrieval of feed items.1 starNo one-command install · Source
17322.557engram-2mcp · searchProvides persistent, local-first AI memory across sessions via MCP tools for storing, searching, and retrieving context from past interactions.1 starNo one-command install · Source
17422.557spreshapp-mcpmcp · searchConnects Claude to SpreshApp's Facebook ad intelligence platform, enabling competitor research, ad angle analysis, brand ad tracking, and library…1 starNo one-command install · Source
17522.557mcp-vl-msa-rsmcp · searchA searchable long-term memory server for AI agents using BM25 indexing over document chunks, enabling durable recall across sessions without cloud…1 starNo one-command install · Source
17622.557file-search-mcpmcp · searchSearch local file contents recursively with keyword matching1 starNo one-command install · Source
17722.557dep-scoutmcp · searchDep-scout prevents AI coding agents from reinventing the wheel by searching package registries for mature, safe packages and scoring them on reuse…1 starNo one-command install · Source
17822.557pdd-shopping-mcpmcp · searchEnables searching, normalizing, and signal-analyzing products on Pinduoduo, with built-in fraud signals to help Claude reason about product…1 starNo one-command install · Source
17922.557multimodal-rag-mcp-servermcp · searchConnects Claude to a personal knowledge base with hybrid search over code, documents, and images. Allows the AI assistant to retrieve and answer from…1 starNo one-command install · Source
18022.557groundroutemcp · searchWeb search for AI agents across 6 engines (Serper, Brave, Exa, Tavily, Firecrawl, Perplexity) through one search tool. Routes each query to the…1 starNo one-command install · Source
18122.557sakenowa-mcpmcp · searchEnables LLMs to search, profile, and compare Japanese sake using a flavor-space engine, including similarity recommendations and side-by-side…1 starNo one-command install · Source
18222.557apple-reminders-mcpmcp · searchEnables Claude to read and search Apple Reminders tasks on macOS, including lists, incomplete/completed items, and keyword search, all locally without…1 starNo one-command install · Source
18322.557sip-news-mcpmcp · searchEnables AI assistants to search and read official news from the Luxembourg government press service (SIP) with tools for keyword search, semantic…1 starNo one-command install · Source
18422.557zoho-mail-mcpmcp · searchEnables AI assistants to read, search, send, and reply to Zoho Mail via IMAP/SMTP using an application-specific password.1 starNo one-command install · Source
18522.557arxiv-scoutmcp · searchSearch and retrieve academic papers directly from arXiv with advanced query capabilities. Extract full text from PDFs to generate summaries…1 starNo one-command install · Source
18622.557tavily-firecrawl-mcpmcp · searchA Model Context Protocol server for web scraping and searching, with automatic fallback from Tavily to Firecrawl for fetching web content.1 starNo one-command install · Source
18722.557web-search-climcp · searchEnables web search using Bing and DuckDuckGo combined, and fetching readable content from web pages, with no API key required.1 starNo one-command install · Source
18822.557newsagent-data-mcp-servermcp · searchEnables querying scored and classified Russian and English news via MCP clients, offering filtered feeds, keyword search, breaking news, and coverage…1 starNo one-command install · Source
18922.557justetf-mcpmcp · searchProvides read-only access to justETF data including ETF search, profiles, charts, comparisons, and live quotes via MCP tools.1 starNo one-command install · Source
19022.557hugof1234-gilbertmcp · searchAccess Gilbert meeting transcripts, summaries, and search through MCP.1 starNo one-command install · Source
19122.557gilbert-mcpmcp · searchRead-only access to your Gilbert meetings, transcripts and summaries over MCP — list, search, and fetch transcripts and summaries.1 starNo one-command install · Source
19222.557voz-knowledge-mcpmcp · searchCrawl and archive VOZ threads, with search and summarization capabilities for AI agents.1 starNo one-command install · Source
19322.557sentimatixmcp · searchReal-time Indian stock market sentiment analysis delivering NSE/BSE news NLP scores, technical indicators, and RAG-based news search for AI agents.1 starNo one-command install · Source
19422.557longbook-verifiermcp · searchAn MCP server that evaluates whether retrieval methods and AI outputs are grounded in long narrative manuscripts by retrieving evidence and scoring…1 starNo one-command install · Source
19522.557obsidian-local-mcpmcp · searchEnables Claude to create, read, update, and search notes in a local Obsidian vault, with automatic YAML frontmatter and folder management.1 starNo one-command install · Source
19622.557shantycrawl-mcpmcp · searchA lean MCP server for Firecrawl with lazy-loading tool architecture, reducing context consumption by exposing only 5 base tools by default and…1 starNo one-command install · Source
19722.557docpack-mcp-servermcp · searchEnables querying and exploring a bundled knowledge base through tools for manifest, table of contents, node retrieval, and full-text search.1 starNo one-command install · Source
19822.557cite-rag-mcpmcp · searchA local MCP server for evidence-safe academic citation workflows, including verified-reference retrieval, Zotero duplicate detection and import, and…1 starNo one-command install · Source
19922.557juno-mcpmcp · searchEnables LLMs to interact with MGMU Juno ERP, providing tools to fetch student profile, attendance, fees, schedule, results, and search students.1 starNo one-command install · Source
20022.557claude-contextmcp · searchEnables Claude to index and retrieve context from codebases using self-hosted Milvus for semantic search, with hardened reliability and security for…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