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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
150122.557engram-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
150222.557chrome-debugger-mcpmcp · back-endEnables AI agents to attach to Chrome tabs, set breakpoints, inspect scope variables, evaluate expressions, and step through code using Chrome…1 starNo one-command install · Source
150322.557threejs-mcpmcp · front-endEnables AI assistants to generate and modify Three.js 3D scenes by providing a wide range of tools for scene setup, cameras, geometry, materials…1 starNo one-command install · Source
150422.557n0isy-icon-visualmcp · searchSearches, retrieves, compares, and renders SVG icons visually for AI agents with vision capabilities.1 starNo one-command install · Source
150522.557wezterm-agent-mcpmcp · ai-agentsEnables orchestration of multiple AI coding agents (Claude Code, Gemini CLI, etc.) in isolated Wezterm panes, allowing one agent to spawn, monitor…1 starNo one-command install · Source
150622.557kyonis-compliancemcp · back-endPerform KYC verification, AML sanctions screening, and due diligence checks via the Kyonis API.1 starNo one-command install · Source
150722.557abis-mcp-servermcp · back-endEnables real-time AI behavioral drift monitoring and detection for Claude Code, tracking shifts in model behavior across 11 major models with tools…1 starNo one-command install · Source
150822.557striderlabs-mcp-lyftmcp · back-endMCP server connector for Lyft ride-sharing — request rides, get fare estimates, and track trips via browser automation.1 starNo one-command install · Source
150922.557cloud-commandmcp · devopsEnables LLMs to create, destroy, and manage AWS EC2 instances, including running commands via interactive shells.1 starNo one-command install · Source
151022.557douyin-mcp-servermcp · ai-agentsAn MCP server that enables LLMs to automatically upload videos to the Douyin (TikTok China) creator platform with features like automated login, smart…1 starNo one-command install · Source
151122.557ghl-mcpmcp · back-endMCP server for GoHighLevel API v2 that provides 50+ tools for CRM, billing, marketing, and operations workflows, enabling natural language interaction…1 starNo one-command install · Source
151222.557mbta-mcp-servermcp · back-endEnables AI clients to access Boston's MBTA public transit data, including real-time predictions, schedules, route planning, and service alerts.1 starNo one-command install · Source
151322.557namecheap-mcpmcp · otherEnables checking domain availability across 600+ TLDs on Namecheap with purchase links.1 starNo one-command install · Source
151422.557thefunnyman120-roblox-datastoremcp · back-endProvides AI agents direct access to Roblox game datastores via the Open Cloud API v2 with 18 tools.1 starNo one-command install · Source
151522.557mcp-snapshot-filtermcp · browserA proxy server that intercepts and filters content-heavy responses from chrome-devtools-mcp, reducing token consumption by 40-60% for browser…1 starNo one-command install · Source
151622.557safetyops-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
151722.557pratapsfdc22-dev-salesforce-ai-agentmcp · ai-agentsIntegrates Claude with Jira, Salesforce, and n8n through 12 tools for story management, metadata deployment, and workflow orchestration.1 starNo one-command install · Source
151822.557zrn6640-cursor-snapmcp · back-endInteractive feedback server for Cursor IDE with one-click agent interrupt, screenshot capture, system tray integration, and hook-based workflow…1 starNo one-command install · Source
151922.557zebpay-mcp-servermcp · back-endEnables AI assistants to securely access Zebpay's spot and futures APIs for market data, trading, and account management through the Model Context…1 starNo one-command install · Source
152022.557zebpaymcp · back-endAccess Zebpay crypto exchange spot and futures APIs for market data, trading, and account management.1 starNo one-command install · Source
152122.557emotional-de-escalation-mcp-servermcp · back-endProvides strategic dialogue management and emotional de-escalation for customer support bots, detecting problem patterns and recommending actions like…1 starNo one-command install · Source
152222.557zoclimcp · back-endCLI and MCP server for Zoho Mail, Calendar, and WorkDrive with HTTP transport and embedded dashboard.1 starNo one-command install · Source
152322.557mcp-server-wechat-mpmcp · back-endEnables AI agents to publish articles to WeChat Official Account (微信公众号). Supports image upload, draft creation, and publishing via standardized MCP…1 starNo one-command install · Source
152422.557xxo47oxx-spa-readermcp · ai-agentsRenders JavaScript single-page application pages via headless Chromium and extracts clean, LLM-ready Markdown content.1 starNo one-command install · Source
152522.557usecortex-mcp-servermcp · ai-agentsProvides persistent memory for AI coding agents, enabling them to read and write structured knowledge through MCP-compatible tools.1 starNo one-command install · Source
152622.557darktw-usecortex-mcpmcp · ai-agentsPersistent knowledge memory for AI agents. Two-way flow: read context into projects and write discoveries back. Structured by topic with AES-256…1 starNo one-command install · Source
152722.557darktw-chatpipe-mcpmcp · commsPublish HTML as live, shareable web pages from your AI coding agent. Instant URLs with access control (public, password-protected, email-restricted).1 starNo one-command install · Source
152822.557juanisidoro-securecode-mcpmcp · observabilitySecrets vault for Claude Code with audit logs, MCP access rules, and AES-256 encryption. Secrets are injected to local files so the AI never sees raw…1 starNo one-command install · Source
152922.557cellar-wrappermcp · back-endA community-maintained MCP server that simplifies access to EU legal and legislative data from the CELLAR service, supporting lookups, metadata…1 starNo one-command install · Source
153022.557johnfire-notesnookmcp · otherBidirectional note sync with the Notesnook note-taking app via filesystem-based export and import.1 starNo one-command install · Source
153122.557claude-cursor-mcpmcp · ai-agentsEnables Claude.ai to interact with the Cursor editor to read files, write code, get selections, and more.1 starNo one-command install · Source
153222.557claude-dialogue-mcpmcp · ai-agentsEnables peer-to-peer asynchronous conversation between Claude.ai and Claude Code instances via a shared file-based notebook, allowing them to leave…1 starNo one-command install · Source
153322.557modular-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
153422.557manansiingh-figma-react-mcp-servermcp · front-endConverts Figma designs into production-ready React components with design token extraction, widget registry integration, and micro-frontend module…1 starNo one-command install · Source
153522.557jenkins-mcp-server-2mcp · back-endProvides Jenkins CI/CD integration for AI assistants through the Model Context Protocol, enabling job management, build control, and system…1 starNo one-command install · Source
153622.557mcp-sshmcp · back-endMCP server for remote Linux/Unix server management via SSH, enabling command execution, system monitoring, file operations, and diagnostics through…1 starNo one-command install · Source
153722.557carrierone-verilexdata-mcpmcp · back-end20 structured datasets (NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents, economic indicators) via x402…1 starNo one-command install · Source
153822.557davidsimoes-digisign-mcpmcp · back-endMCP server for DigiSign.cz digital signature API — create, send, and manage digital signature envelopes.1 starNo one-command install · Source
153922.557markmircea-selenixmcp · browserBridges Claude Desktop to Selenix for browser automation test creation, execution, debugging, and management.1 starNo one-command install · Source
154022.557newsapi-mcpmcp · back-endA Model Context Protocol (MCP) server that provides real-time news intelligence using NewsAPI.ai. This server enables LLMs to search articles, track…1 starNo one-command install · Source
154122.557ai-canvas-mcp-servermcp · front-endEnables AI assistants to inspect, modify, export, and validate design documents with 47 tools covering design, code generation, branding, and…1 starNo one-command install · Source
154222.557io-github-arpe-io-fasttransfer-mcpmcp · back-endMCP server wrapping FastTransfer for efficient data transfer between databases with safety previews.1 starNo one-command install · Source
154322.557arpe-io-fasttransfermcp · databaseHigh-performance parallel data transfer between heterogeneous database systems with safety-first command preview.1 starNo one-command install · Source
154422.557lakexpress-mcp-servermcp · back-endA Model Context Protocol (MCP) server for LakeXpress — a database to Parquet export tool with sync management and data lake publishing.1 starNo one-command install · Source
154522.557arpe-io-lakexpressmcp · databaseAutomated database-to-cloud data pipeline exporting to Parquet with sync management and data lake publishing.1 starNo one-command install · Source
154622.557run-iq-mcp-servermcp · back-endMCP server exposing a parametric policy engine for evaluating, simulating, and managing rules, with dynamic plugin support for domain-specific…1 starNo one-command install · Source
154722.557vibescan-mcp-servermcp · back-endEnables scanning projects for leaked secrets and security issues directly from Claude Code, detecting secret categories, dangerous code patterns, and…1 starNo one-command install · Source
154822.557gh-aguantar-vibescanmcp · github-vcsSecurity scanner for leaked secrets, dangerous code patterns, and git hygiene issues.1 starNo one-command install · Source
154922.557purpleflea-casinomcp · ai-agentsProvably fair AI agent casino with 21 games, Kelly criterion bankroll protection, and 0.5% house edge.1 starNo one-command install · Source
155022.557jira-service-desk-mcpmcp · otherConnects AI assistants to Jira Service Management instances, providing 40 tools for managing service desks, requests, comments, customers…1 starNo one-command install · Source
155122.557feedoracle-macromcp · ai-agentsReal-time macroeconomic signals for AI trading agents with 86 FRED series and deterministic regime classification.1 starNo one-command install · Source
155222.557serverscommcp · back-endIntegrates with Servers.com dedicated server hosting to manage hardware configurations, power operations, SSH keys, networks, storage, and OS…1 starNo one-command install · Source
155322.557loinc-mcpmcp · back-endEnables searching LOINC codes and retrieving detailed information including panel members and answer options via the LOINC Search API.1 starNo one-command install · Source
155422.557io-github-alexalexalex222-frontend-design-loop-mcpmcp · front-endFrontend Design Loop MCP enables coding agents to improve web page designs through screenshot-grounded iteration and proof artifacts, making pages…1 starNo one-command install · Source
155522.557alexalexalex222-frontend-design-loopmcp · front-endScreenshot-grounded design iteration for frontend development.1 starNo one-command install · Source
155622.557telekash-oraclemcp · otherAggregates prediction market probabilities from Kalshi, Polymarket, and Metaculus across 500+ markets.1 starNo one-command install · Source
155722.557fantasy-world-mcp-simulatormcp · otherGenerates and evolves fantasy worlds procedurally, simulating centuries of history, geography, and culture from a simple starting event.1 starNo one-command install · Source
155822.557local-development-mcp-servermcp · ai-agentsA local MCP server for Claude Desktop with persistent task management, file operations, document generation, and PDF indexing.1 starNo one-command install · Source
155922.557ontario-data-mcpmcp · back-endAn MCP server for discovering, downloading, querying, and analyzing datasets from Ontario's open data portals, allowing natural language questions and…1 starNo one-command install · Source
156022.557amazon-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
156122.557mikusnuz-npmmcp · searchProvides npm package management capabilities including publishing, versioning, dependency management, security audits, registry searches, and…1 starNo one-command install · Source
156222.557krx-climcp · ai-agentsEnables AI agents to query real-time and historical Korean stock market data from KRX (Korea Exchange) including indices, stocks, ETFs, bonds…1 starNo one-command install · Source
156322.557debug-mcpmcp · ai-agentsA smart debugging agent that remembers errors, automatically diagnoses issues, and accumulates solutions for faster resolution.1 starNo one-command install · Source
156422.557nasa-images-mcp-servermcp · back-endEnables searching NASA's image library and navigating results with an interactive UI, supporting both stdio and HTTP transports.1 starNo one-command install · Source
156522.557kaitoy-nasa-imagesmcp · front-endSearch and browse NASA's image library with an interactive UI for exploring space photographs from missions, satellites, and astronomical…1 starNo one-command install · Source
156622.557mcp-network-analyzermcp · back-endCaptures browser network traffic, analyzes API patterns, and exposes analysis tools through an MCP server for AI-assisted workflows.1 starNo one-command install · Source
156722.557datagovma-mcpmcp · back-endMCP server for the Moroccan Open Data portal (data.gov.ma) enabling search and retrieval of datasets, resources, organizations, and groups via CKAN…1 starNo one-command install · Source
156822.557jorgenclaw-nostr-mcp-servermcp · back-endLightning-paid Nostr signing MCP server. AI agents pay sats per call to sign and publish Nostr events — no API keys, just Lightning. Live at…1 starNo one-command install · Source
156922.557cardogmcp · otherAccess vehicle listings, market analysis, VIN decoding, safety recalls, and EV charging station data across Canada.1 starNo one-command install · Source
157022.557linktest-mcp-servermcp · back-endAutomate Google Play closed testing with AI - skip the hassle of finding testers and waiting 14+ days by telling your AI to handle it.1 starNo one-command install · Source
157122.557python-xero-mcp-server-for-bybmcp · back-endEnables interaction with Xero accounting API for financial reporting, sales analysis, grant tracking, and bill management using natural language.1 starNo one-command install · Source
157222.557youtube-gemini-mcpmcp · otherEnables conversational analysis of YouTube videos using Gemini 2.5 Pro, supporting multi-turn sessions, direct URL processing, and local video…1 starNo one-command install · Source
157322.557gmod-mcpmcp · back-endMCP server for Garry's Mod enabling RCON command execution, Lua scripting, window control, screenshots, and SFTP file management.1 starNo one-command install · Source
157422.557unsplashxmcp · back-endAn MCP server for the Unsplash API that enables searching, downloading, and inserting high-quality images with automatic photographer attribution into…1 starNo one-command install · Source
157522.557panitw-jira-project-managementmcp · back-endWraps Jira Cloud REST API for AI-driven agile project management with sprint health monitoring, velocity tracking, and automated audits.1 starNo one-command install · Source
157622.557jira-pm-mcpmcp · back-endWraps JIRA Cloud REST API for AI-driven agile project management, enabling sprint health monitoring, label syncing, risk flagging, and audit receipt…1 starNo one-command install · Source
157722.557rog0x-seo-toolsmcp · otherSEO analysis suite for meta tags, heading hierarchy, broken links, keyword density, page speed, and sitemap validation.1 starNo one-command install · Source
157822.557mcp-seo-toolsmcp · back-endAn MCP server that provides a suite of SEO analysis tools for auditing meta tags, headings, links, keyword density, page speed, and sitemaps without…1 starNo one-command install · Source
157922.557mcp-network-tools-2mcp · ai-agentsNetwork diagnostics tool for AI agents that provides DNS lookup, IP geolocation, SSL certificate inspection, WHOIS queries, and HTTP latency testing.1 starNo one-command install · Source
158022.557rog0x-mcp-log-toolsmcp · observabilityA set of MCP tools for parsing, filtering, analyzing, formatting, and computing stats on logs in common formats (JSON, Apache/Nginx, syslog…1 starNo one-command install · Source
158122.557mcp-docker-toolsmcp · devopsProvides Docker management tools for AI agents, including inspecting containers, images, Dockerfiles, and Compose configurations.1 starNo one-command install · Source
158222.557timergy-app-timergymcp · authCreate scheduling polls (like Doodle/When2Meet) from AI agents. No auth required. Tools: `create_poll`, `get_poll`, `vote_on_poll`, `get_results`…1 starNo one-command install · Source
158322.557unixlamadev-spec-aiprox-mcpmcp · paymentsOpen agent registry — discover and hire autonomous AI agents by capability. 16 agents live. Supports Bitcoin Lightning, Solana USDC, and Base x402…1 starNo one-command install · Source
158422.557phoenixd-mcp-servermcp · back-endEnables LLMs to manage a phoenixd Bitcoin Lightning wallet, including creating and paying invoices, managing channels, and querying balances and node…1 starNo one-command install · Source
158522.557cua-macmcp · ai-agentsmacOS MCP server that enables AI agents to directly control the host OS, including mouse, keyboard, windows, files, and accessibility automation for…1 starNo one-command install · Source
158622.557elevenlabs-sound-effect-servermcp · back-endGenerates sound effects from text descriptions using ElevenLabs API and saves them as MP3 files.1 starNo one-command install · Source
158722.557sharozdawa-robotstxt-aimcp · ai-agentsAnalyze and generate robots.txt files with AI crawler detection for 20+ bots including GPTBot and ClaudeBot.1 starNo one-command install · Source
158822.557stealthpay-mcpmcp · authEnables AI agents to make contextual, private crypto payments using ENS identity and stealth addresses, with stealth-address privacy and agent spend…1 starNo one-command install · Source
158922.557dns-mcp-servermcp · back-endA comprehensive DNS query server that enables querying all types of DNS records, including A, AAAA, MX, TXT, NS, CNAME, SOA, PTR, SRV, CAA, and DNSSEC…1 starNo one-command install · Source
159022.557youtube-researchmcp · searchEnables YouTube integration with Claude Code, including video search, metadata retrieval, transcript fetching, channel exploration, and trending…1 starNo one-command install · Source
159122.557fastf1-mcpmcp · ai-agentsA local MCP server that gives Claude (or any MCP-compatible AI client) access to Formula 1 race data. Load any session from 2018 onwards, ask…1 starNo one-command install · Source
159222.557lido-mcp-servermcp · back-endEnables AI agents to perform Lido staking operations (stake, unstake, wrap, unwrap, check balances/rewards) via natural language.1 starNo one-command install · Source
159322.557eyloni-pythia-oraclemcp · paymentsCreative problem-solving oracle that returns lateral-thinking readings via streamable HTTP with x402 micropayment support.1 starNo one-command install · Source
159422.557telegram-mcpmcp · commsEnables AI agents to read, send, and organize Telegram messages and chats. Supports tools for listing chats, fetching messages, sending/reply…1 starNo one-command install · Source
159522.557oabolade-figmamcp · front-endApify Actor providing API-based access to Figma design files, components, assets, and project management through 15+ specialized tools1 starNo one-command install · Source
159622.557zimbra-mcpmcp · front-endMCP server for reading and sending emails via IMAP and SMTP, designed for Zimbra and any standard mail host.1 starNo one-command install · Source
159722.557corpo-mcp-servermcp · back-endEnables AI agents to explore and prototype Wyoming DAO LLC formation workflows in a sandbox environment.1 starNo one-command install · Source
159822.557paper-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
159922.557gh-k4cper-g-transeumcp · searchFreight exchange integration for Trans.eu platform with offer search, load management, and XMPP messaging.1 starNo one-command install · Source
160022.557qq418716640-botbell-mcpmcp · commsSend push notifications to iPhone, iPad, and Mac from AI assistants. Two-way messaging — users reply in the BotBell app, AI reads and continues…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