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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

65,239 results
RankScoreComponentDescriptionEvidenceLast commitInstall
350122.557nutrition-dbmcp · otherGenerates personalized 7-day meal plans based on user profile and goals, and provides daily calorie catch-up suggestions when intake falls short.1 starNo one-command install · Source
350222.557talkbridge-mcpmcp · commsEnables real-time language translation for chat conversations, automatically detecting and translating messages between multiple languages while…1 starNo one-command install · Source
350322.557timermcpmcp · back-endA millisecond-precision MCP timer server that lets you start, stop, and split timers via natural language, with a live dashboard, personal bests, and…1 starNo one-command install · Source
350422.557social-media-manager-mcpmcp · observabilityEnables social media account management including content calendars, posting cadence, captions, hashtags, engagement strategies, metrics…1 starNo one-command install · Source
350522.557moodle-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
350622.557quotormcp · ai-agentsEnables AI agents to get real home & auto insurance quotes and start binding through a network of licensed independent agencies.1 starNo one-command install · Source
350722.557mcp-binance-futuresmcp · back-endA Model Context Protocol (MCP) server that enables any compatible AI model to autonomously trade Binance USDT-margined perpetual futures. Includes a…1 starNo one-command install · Source
350822.557univercitymcp · otherEight-dimension business diagnosis with Revenue Leak Score and triple-option recommendations.1 starNo one-command install · Source
350922.557cia-diagnosemcp · otherExpert business diagnosis engine that analyzes companies across 11 dimensions and returns a Revenue Leak Score with prioritized, triple-option…1 starNo one-command install · Source
351022.557ai-news-aggregatormcp · github-vcsMCP server that aggregates AI news, academic papers from ArXiv, and trending GitHub repositories from multiple sources, enabling users to fetch…1 starNo one-command install · Source
351122.557ai-mind-mapmcp · ai-agentsAn MCP server that reduces AI coding agent token usage by 80-99% through a queryable knowledge graph of code, change tracking, and persistent memory…1 starNo one-command install · Source
351222.557thinairtelematics-thinair-datamcp · databaseConnect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and…1 starNo one-command install · Source
351322.557graphifymcp · ai-agentsPersistent memory MCP server for Claude Code that stores decisions and summaries locally, enabling Claude to recall past context across chats.1 starNo one-command install · Source
351422.557racehooks-mcpmcp · back-endMCP server that gives AI assistants direct access to RaceHooks motorsport analytics and data, enabling management of webhooks, live sessions…1 starNo one-command install · Source
351522.557karea-mcpmcp · ai-agentsMCP server for Karea task management, enabling creation, editing, closing, and linking tasks with 44 tools from Claude Code and other MCP clients.1 starNo one-command install · Source
351622.557scanner-mcpmcp · ai-agentsEnables scanning documents via network (eSCL) or USB (WIA/SANE) scanners, returning inline images, OCR text, or saved PDFs for Claude to read.1 starNo one-command install · Source
351722.557aidatanordic-food-recipesmcp · searchSemantic search across 50,000+ food recipes with hybrid retrieval and reranking, hosted by AIDataNordic.1 starNo one-command install · Source
351822.557mcp-libreoffice-calcmcp · back-endAn MCP server that enables spreadsheet operations on LibreOffice Calc workbooks through UNO, including reading, writing, formatting, and hyperlink…1 starNo one-command install · Source
351922.557catmcpmcp · ai-agentsA lightweight MCP server that serves a curated collection of cat jokes to LLM clients, supporting tools for random jokes by category, search, and…1 starNo one-command install · Source
352022.557mcp-server-for-segger-rtt-via-j-linkmcp · back-endEnables LLMs to interact with embedded devices by reading and writing Segger RTT data through a J-Link debugger.1 starNo one-command install · Source
352122.557boarderless-mcp-servermcp · back-endEnables AI agents to inspect and edit the live browser-resident canvas of the Boarderless app via a structured spatial ledger.1 starNo one-command install · Source
352222.557aider-repomapper-mcp-servermcp · front-endGenerates optimized repository maps and enables identifier search with graph-ranking, designed for efficient LLM context caching and codebase…1 starNo one-command install · Source
352322.557erabi-mcpmcp · authOpen intent exchange that gives any AI agent a portable, verifiable track record: one-command Ed25519 identity, reputation-ranked discovery, signed…1 stararmory install erabi-mcp --cli claude
352422.557mcfunction-debug-toolkit-mcp-servermcp · back-endEnables AI clients to validate and run Minecraft commands, read chat and tellraw messages, control player movement and GUI, and capture screenshots…1 starNo one-command install · Source
352522.557codelore-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
352622.557uniqmcp · commsUniq generates personalized emails, HTML pitch pages, and hosted proposal pages in the prospect's branding from seller and prospect URLs. It provides…1 starNo one-command install · Source
352722.557moe-mcpmcp · observabilityEnables querying a team of domain experts with automatic routing and traceable citations for accurate answers.1 starNo one-command install · Source
352822.557yougile-secure-mcpmcp · back-endProvides read-only access to YouGile project management data including tasks, boards, columns, and users via the YouGile API v2.1 starNo one-command install · Source
352922.557civic-superagentsmcp · otherEnables querying a comprehensive data lake of Italian civic open data, returning cited facts about Italian municipalities across domains like…1 starNo one-command install · Source
353022.557feode-capability-servermcp · back-endOffshore oilfield services: query FEODE's well plug & abandonment, subsea wellhead (BV+CCS classed), continuous circulation drilling, and a NOV Grant…1 starNo one-command install · Source
353122.557memobot-mcpmcp · back-endUnofficial MCP server for Memobot, enabling access to user profile, recordings, transcripts, summaries, and account usage through reverse-engineered…1 starNo one-command install · Source
353222.557secapi-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
353322.557adobe-mcpmcp · ai-agentsDrives After Effects, Photoshop, Illustrator, Premiere Pro (and Character Animator puppet authoring) from Claude.1 starNo one-command install · Source
353422.557agenthookmcp · ai-agentsAgenthook lets AI agents make character-consistent UGC videos, images, and captions from any MCP client. Create a reusable AI influencer once, then…1 starNo one-command install · Source
353522.557food-core-mcpmcp · back-endIndependent MCP server for tracking food inventory, estimating best-before dates, managing consumption, and returning expiry reminders to MCP clients.1 starNo one-command install · Source
353622.557weid-ai-mcp-servermcp · back-endProvides AI agents with persistent identities (Weid numbers) and a friend-based messaging system, enabling cross-platform AI-to-AI communication…1 starNo one-command install · Source
353722.557lawstronaut-mcpmcp · ai-agentsConnects AI agents to 50+ million laws and court cases across 150+ jurisdictions via the Model Context Protocol.1 starNo one-command install · Source
353822.557database-assistant-mcp-servermcp · databaseEnables read-only exploration and querying of PostgreSQL or MySQL databases via MCP, with schema discovery, safe SQL validation, natural language to…1 starNo one-command install · Source
353922.557kiro-ibmi-mcp-bridgemcp · databaseBridges AI with IBM i systems for source code management, SQL queries, and schema inspection via MCP.1 starNo one-command install · Source
354022.557coss-ui-mcpmcp · front-endMCP server for the coss ui design system, enabling AI agents to fetch components, props, and design tokens on demand for accurate, low-cost code…1 starNo one-command install · Source
354122.557learn-climcp · ai-agentsAn MCP server and CLI for step-by-step learning, enabling humans and agents to learn subjects like language tutoring through a structured prompt…1 starNo one-command install · Source
354222.557mailbuttons-mcp-servermcp · back-endEnables AI agents to send and receive email with enforced security policies, scoped mailboxes, and human approval for external sending.1 starNo one-command install · Source
354322.557agent-vitalsmcp · observabilityLocal-first observability for AI agent stacks. Provides MCP tools for agents to check health, shadow configs, and burnout metrics proactively.1 starNo one-command install · Source
354422.557bhyve-mcpmcp · ai-agentsQuery and control Orbit B-Hyve irrigation systems from MCP-compatible clients like Claude Code and Cursor.1 starNo one-command install · Source
354522.557yudao-pilot-mcpmcp · front-endWorkspace-aware MCP server for the yudao/ruoyi-vue-pro ecosystem that helps AI coding tools identify backend, frontend, and database configurations so…1 starNo one-command install · Source
354622.557annotation-mcpmcp · back-endMCP server for image annotation, supporting bounding boxes, arrows, highlights, callouts, text, and circles, plus barcode and text detection with OCR.1 starNo one-command install · Source
354722.557unpaywall-mcpmcp · back-endEnables looking up free-to-read versions of scholarly papers by DOI and searching article titles for Open Access matches via the Unpaywall API.1 starNo one-command install · Source
354822.557llmstudio-mcpmcp · ai-agentsMCP server that connects LLM agents to a local LM Studio instance, enabling model management, OpenAI-compatible chat completions, text completions…1 starNo one-command install · Source
354922.557pubmed-mcpmcp · back-endMCP server for accessing NCBI PubMed/PMC databases, enabling search, retrieval of summaries and full records, citation export, and ID conversion…1 starNo one-command install · Source
355022.557nomacms-mcp-servermcp · ai-agentsMCP server for NomaCMS. Manage collections, fields, content, and assets via AI agents.1 starNo one-command install · Source
355122.557async-claude-agentsdk-mcpmcp · ai-agentsAn MCP server that enables coding agents to run Claude Agent SDK sessions as asynchronous sub-agents, with tools for starting, continuing, and…1 starNo one-command install · Source
355222.557contactapimcp · authEnables AI clients to manage contacts through CRUD operations (list, get, create/upsert by email, update, delete) with OAuth 2.1 authentication.1 starNo one-command install · Source
355322.557vane-mcp-servermcp · github-vcsA production-ready Model Context Protocol (MCP) server that extends GitHub Copilot with GitHub repository management capabilities. Enables AI-driven…1 starNo one-command install · Source
355422.557oura-ring-mcp-servermcp · back-endMCP server for the Oura Ring API v2, enabling natural language queries about sleep, readiness, activity, heart rate, and more.1 starNo one-command install · Source
355522.557gigahost-mcpmcp · back-endExposes the Gigahost REST API (DNS, domains, servers, web hosting, etc.) to MCP clients via a single passthrough tool, enabling natural language…1 starNo one-command install · Source
355622.557dingdawg-governancemcp · ai-agentsUniversal governance layer for AI agents with audit proofs and rollback.1 starNo one-command install · Source
355722.557fotmocpmcp · otherEnables MCP clients to access live football data from FotMob, including match stats, team form, injuries, and player workload, without making…1 starNo one-command install · Source
355822.557dsk-mcpmcp · front-endAn MCP server that gives AI assistants structured access to a design system's tokens, components, guidelines, and patterns, enabling them to read…1 starNo one-command install · Source
355922.557korea-life-mcpmcp · back-endA Korean life utility MCP server providing 15 tools for Hangul decomposition, romanization, number-to-Korean conversion, business number validation…1 starNo one-command install · Source
356022.557ctrl-memorymcp · ai-agentsA lightweight, local-first MCP memory server for LLM agents that enables storing, searching, and retrieving agent memories with zero external…1 starNo one-command install · Source
356122.557vouchspec-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
356222.557mcp-yandex-wikimcp · back-endMinimal MCP server for Yandex Wiki that enables reading, writing, searching, and managing wiki pages and attachments.1 starNo one-command install · Source
356322.557deepseek-pdf-readermcp · back-endMCP server for comprehensive PDF processing including text extraction with OCR, keyword search with regex, table extraction, and page preview as…1 starNo one-command install · Source
356422.557magic-mousemcp · ai-agentsAn MCP server that allows Cursor Agent to control your desktop via a desktop pet, enabling actions like mouse movement, clicks, typing, and app…1 starNo one-command install · Source
356522.557everway-mcp-servermcp · back-endEverway turns forwarded confirmation emails into one day-by-day itinerary. This MCP server is a hosted bridge between your Everway account and…1 starNo one-command install · Source
356622.557claude-ops-investigatormcp · devopsEnables read-only Kubernetes incident investigation through MCP tools for listing pods, describing resources, fetching logs, and searching runbooks.1 starNo one-command install · Source
356722.557gorkedmcp · commsComputer-use agent framework that uses Grok CLI and MCP to control the desktop via screen OCR, mouse/keyboard actions, and a chat HUD.1 starNo one-command install · Source
356822.557pinelabs-mcpmcp · back-endMCP server for Pine Labs payment gateway that connects AI assistants to Pine Labs payment APIs using client credentials.1 starNo one-command install · Source
356922.557pine-labs-pluralmcp · paymentsCreate payment orders, subscriptions, and UPI payments via Pine Labs' Plural payment gateway.1 starNo one-command install · Source
357022.557grok-membership-media-mcpmcp · ai-agentsTurns paid ChatGPT and Grok memberships into a website media tool for Claude and Codex agents.1 starNo one-command install · Source
357122.557giskard09-oasismcp · paymentsContextual guidance for AI agents in fog states, backed by Lightning micropayments.1 starNo one-command install · Source
357222.557ecobrowser-mcp-servermcp · back-endEnables AI agents to control a browser via MCP with structured perception, verified actions, and self-healing capabilities.1 starNo one-command install · Source
357322.557mantis-mcpmcp · searchEnables natural language interaction with MantisBT issues and notes via CRUD operations and semantic search.1 starNo one-command install · Source
357422.557penpot-headlessmcp · back-endA portable MCP server for headless Penpot project/file/content management, using Penpot's RPC API directly. No browser, no Penpot plugin session.1 starNo one-command install · Source
357522.557rmv-mcp-servermcp · back-endEnables querying nearby stations and departure boards using the RMV public transport API.1 starNo one-command install · Source
357622.557firecrawl-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
357722.557google-analytics-mcp-server-on-cloudflare-workersmcp · devopsEnables MCP clients to read Google Analytics 4 data, deployed as a Cloudflare Worker with service account authentication.1 starNo one-command install · Source
357822.557flowmcp-servermcp · back-endProvides LocalServer and RemoteServer implementations for running MCP servers locally via stdio or remotely via HTTP/SSE, with simple and advanced…1 starNo one-command install · Source
357922.557kimi-k3-mcpmcp · back-endA read-only MCP server that gives Codex and other clients a Kimi K3 second opinion through OpenRouter, enabling algorithm review, code review, and…1 starNo one-command install · Source
358022.557hushvertmcp · back-endFile conversion for AI agents: office docs to PDF, PDF to Word, document interchange (Markdown/HTML/EPUB/LaTeX), and audio/video transcodes via the…1 starNo one-command install · Source
358122.557pi-code-mode-mcpmcp · back-endComposes arbitrary MCP tools using JavaScript, enabling discovery, composition, and execution of other MCP servers through a single 'exec' tool.1 starNo one-command install · Source
358222.557code-mode-mcpmcp · ai-agentsCompose arbitrary MCP tools with JavaScript through one agent-agnostic stdio MCP server. It exposes an exec tool that enables dynamic tool discovery…1 starNo one-command install · Source
358322.557ainpcenginemcp · ai-agentsMCP server for creating, managing, and interacting with AI-powered NPCs with persistent memory, supporting dialogue, game events, and persona…1 starNo one-command install · Source
358422.557animus-document-enginemcp · back-endMCP server for rendering, parsing, converting, and editing Office documents (Excel, PowerPoint, Word) from a structured JSON spec, using LibreOffice…1 starNo one-command install · Source
358522.557coartmcp · otherEnables an infinite canvas for Codex using tldraw, with tools for canvas state, assets, images, HTML, and slide containers, all saved locally.1 starNo one-command install · Source
358622.557pccheck-mcp-servermcp · back-endProvides Claude with read-only access to PC diagnostics including hardware specs, live performance metrics, disk usage, network checks, and more…1 starNo one-command install · Source
358722.557symbolic-math-mcpmcp · back-endA standalone FastMCP server that validates symbolic math proof files in YAML format using the symbolic-math-verify library.1 starNo one-command install · Source
358822.557community-toolkitmcp · otherProvides tools for event countdown, generating meetup announcements, and drafting contributor appreciation notes, enabling community builders to…1 starNo one-command install · Source
358922.557stockup-mcpmcp · ai-agentsConnects AI agents to StockUp Quan's financial reasoning models with real-time stock data from Yahoo Finance, enabling grounded financial analysis and…1 starNo one-command install · Source
359022.557sanjoy1234-gauntlexmcp · back-endMCP Server for Adversarial Co-Generation Engine Generates code and adversarial attacks from the same specification, at the same time — before a commit…1 starNo one-command install · Source
359122.557rubinmcp · back-endA minimal MCP server that composes MIDI, loads Logic Pro factory patches (including Alchemy), and drives transport, turning Logic Pro into an…1 starNo one-command install · Source
359222.557xploit47mcp · back-endAI-powered penetration testing reasoning engine (MCP server) for attack path planning, step scoring, and tool recommendations using Beam Search and…1 starNo one-command install · Source
359322.557plugin-health-auditor-mcp-servermcp · back-endProvides audit_plugin_health and prepare_semantic_review tools for deterministic inspection of Codex plugins and Agent Skills, generating…1 starNo one-command install · Source
359422.557artcraft-mcpmcp · back-endEnables Hermes Agent (or other MCP clients) to interact with ArtCraft's subscription API for model discovery, cost estimation, reference ingestion…1 starNo one-command install · Source
359522.557etoro-mcpmcp · back-endMCP server for the eToro public API, providing read and write tools for market data, account management, trading, watchlists, alerts, and social…1 starNo one-command install · Source
359622.557etracker-mcp-servermcp · back-endEnables querying etracker analytics reports via natural language. Provides tools to list reports, get metadata, and retrieve report data with…1 starNo one-command install · Source
359722.557local-mcp-server-expense-trackermcp · databaseA lightweight local MCP server that enables users to add, list, edit, and delete expenses via SQLite database through natural language in…1 starNo one-command install · Source
359822.557clyanmcp · ai-agentsEnables AI agents to clean disk space by scanning and removing temporary files, caches, and duplicates through natural language commands via MCP…1 starNo one-command install · Source
359922.557agentic-browsermcp · browserEnables agents to control a real Chromium browser with semantic tools, providing compact observations and outcome-verified actions for web interaction…1 starNo one-command install · Source
360022.557raindrop-mcp-servermcp · back-endAn MCP server that exposes Raindrop.io's bookmark management API as tools for AI assistants, enabling collection, bookmark, and tag operations.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