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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
30122.557gen-ai-lyrics-search-agentmcp · searchA generative AI agent that searches song lyrics across the web and returns results formatted for mobile apps, built with MCP.1 starNo one-command install · Source
30222.557serverless-web-mcp-servermcp · devopsAn MCP server that enables LLM coding agents to deploy web applications to AWS serverless infrastructure, supporting backend, frontend, and fullstack…1 starNo one-command install · Source
30322.557gaplydev-coingeckomcp · back-endIntegrates with CoinGecko's cryptocurrency API to provide real-time market data, pricing information, and detailed coin analytics through both REST…1 starNo one-command install · Source
30422.557mcp-experimentsmcp · ai-agentsProvides tools for executing Bash and AppleScript commands from LLMs on macOS, with safety modes.1 starNo one-command install · Source
30522.557a2a-demoworkflow · ai-agentsA2A Demo implementation1 starNo one-command install · Source
30622.557a2a-samplemcp · back-endNode.js sample code for A2A protocol1 starNo one-command install · Source
30722.557instagram-mcp-servermcp · back-endA backend server that interacts with the Instagram Graph API to fetch post engagement metrics and insights for Business/Creator accounts, enabling…1 starNo one-command install · Source
30822.557maitreyam-technical-documentation-searchmcp · searchProvides AI assistants with access to technical documentation from LangChain, LlamaIndex, and OpenAI libraries through a specialized search tool that…1 starNo one-command install · Source
30922.557tusharshahi-jiramcp · searchProvides a bridge between Jira and conversational interfaces, enabling updating Jira dashboards, ticket creation, project information retrieval, and…1 starNo one-command install · Source
31022.557mcp-ortoolsmcp · otherEnables Large Language Models to submit and solve constraint satisfaction and optimization problems using Google OR-Tools through JSON model…1 starNo one-command install · Source
31122.557ddnet-mcp-servermcp · back-endManages DDNet game processes and key bindings, enabling start/stop/status checks and configuration edits.1 starNo one-command install · Source
31222.557rayyokoyama-qasemcp · back-endProvides a bridge to Qase test management platform for automated test case management and reporting through the Qase API1 starNo one-command install · Source
31322.557google-adk-a2a-mcpmcp · ai-agentsIntegration of Google ADK with A2A and MCP1 starNo one-command install · Source
31422.557mcp-cobot-servermcp · back-endControls a MyCobot280 robot arm through MCP tools, allowing joint angle manipulation, home position, LED color, and dance routines.1 starNo one-command install · Source
31522.557raghu6798-browser-scrapemcp · searchEnables web scraping, internet searching, and local file interactions through Playwright, Firecrawl, and Tavily integrations for comprehensive content…1 starNo one-command install · Source
31622.557u3588064-entity-resolutionmcp · otherCompares entities using syntactic and semantic methods to determine if differently formatted records refer to the same real-world entity, ideal for…1 starNo one-command install · Source
31722.557zarif007-linkedin-job-searchmcp · searchProvides a bridge between LinkedIn job listings and search capabilities through web scraping, enabling job discovery by title, location, and recency…1 starNo one-command install · Source
31822.557wubbyweb-whatsapp-messengermcp · commsEnables sending formatted WhatsApp messages to specified recipients through Twilio's API for automated notifications and customer service workflows.1 starNo one-command install · Source
31922.557meetup-mcp-servermcp · back-endA Model Context Protocol implementation for managing context, prompts, and model interactions in Meetup applications.1 starNo one-command install · Source
32022.557remote-mcp-server-authless-gif-searchmcp · devopsA remote MCP server deployed on Cloudflare Workers that returns gifs based on input queries without authentication.1 starNo one-command install · Source
32122.557serverless-mcp-frameworkmcp · back-endA framework to deploy MCP servers on AWS using serverless services like Lambda, API Gateway, and EventBridge, with dynamic tools, prompts, and…1 starNo one-command install · Source
32222.557mcp-giga-checkermcp · back-endChecks text for AI generation using GigaChat API, enabling integration into AI assistants.1 starNo one-command install · Source
32322.557kachaka-mcp-servermcp · back-endEnables AI models to monitor and control Kachaka robots via MCP, including navigation, shelf operations, and sensor data access.1 starNo one-command install · Source
32422.557anish-1101-lab-sticky-notesmcp · otherEnables creation, reading, and management of personal notes directly within conversations through a lightweight text-based storage system1 starNo one-command install · Source
32522.557jess321995-kubernetes-natural-language-commandermcp · devopsConverts natural language requests into valid kubectl commands for Kubernetes cluster management, enabling administrators to interact with their…1 starNo one-command install · Source
32622.557hacker-news-mcp-servermcp · back-endEnables AI assistants to fetch top, new, best, Ask HN, Show HN, and job stories, as well as specific posts, comments, and user information from Hacker…1 starNo one-command install · Source
32722.557pingaifun-solana-blockchainmcp · devopsEnables interaction with the Solana blockchain for deploying tokens, fetching asset information, checking balances, transferring funds, minting NFTs…1 starNo one-command install · Source
32822.557proofly-deepfake-detectionmcp · back-endEnables deepfake detection in images through Proofly API integration, providing detailed analysis results including real/fake probability scores and…1 starNo one-command install · Source
32922.557jar285-discordmcp · back-endProvides a bridge between Discord and AI assistants, enabling comprehensive server management, channel operations, message handling, and community…1 starNo one-command install · Source
33022.557mcp-filesystemmcp · ai-agentsEnables natural language filesystem operations (create, list, delete directories/files) via Ollama local LLM and MCP protocol within allowed…1 starNo one-command install · Source
33122.557stylelint-mcpmcp · front-endEnables AI models to run Stylelint on CSS files and fix linting warnings directly through the Model Context Protocol.1 starNo one-command install · Source
33222.557logseqmcp · back-endIntegrates with local Logseq instances through the Logseq API to read, create, and modify pages and blocks in your personal knowledge graph…1 starNo one-command install · Source
33322.557openvisionmcp · ai-agentsIntegrates with OpenRouter's vision models to analyze images from file paths, URLs, or base64 data using configurable queries and system prompts…1 starNo one-command install · Source
33422.557taiwan-weathermcp · back-endProvides real-time weather data and forecasts for Taiwan through the Central Weather Administration API with Node.js and Docker deployment options.1 starNo one-command install · Source
33522.557fluxlora-mcpmcp · ai-agentsAn MCP server that lets users and autonomous agents generate high-quality images in a chosen artistic style by automatically discovering and applying…1 starNo one-command install · Source
33622.557mcp-ux-visionmcp · front-endEnables AI-powered visual analysis of webpages for UI/UX assessment, including screenshot capture, element detection, accessibility auditing, and…1 starNo one-command install · Source
33722.557sofiamcp · searchS.O.F.I.A. - Search-Optimized Flow-based Intelligence Agent1 starNo one-command install · Source
33822.557playwright-accessibility-mcp-servermcp · back-endEnables accessibility testing using Playwright and Axe, allowing users to scan URLs, HTML content, and batches for violations, and summarize results.1 starNo one-command install · Source
33922.557dcamonier1980-terraform-registrymcp · devopsIntegrates with Terraform Registry APIs to enable automated discovery, extraction, and exploration of Terraform providers, resources, data sources…1 starNo one-command install · Source
34022.557zerodha-kitemcp · otherEnables natural language interaction with Zerodha Kite trading platform for executing stock orders, retrieving portfolio information, and managing…1 starNo one-command install · Source
34122.557qifarer-mongodbmcp · back-endFastAPI-based server that connects MongoDB databases to AI assistants, enabling data access with comprehensive trace management and logging…1 starNo one-command install · Source
34222.557bitbucket-server-mcp-2mcp · github-vcsA professional MCP server for Bitbucket Server that enables automation of pull request management, code review, and repository operations.1 starNo one-command install · Source
34322.557earth616-vocabulary-servicemcp · back-endMCP server providing access to the Earth616 Defense Supply Chain and Documentation Ontology with tools for ontology lookup and testing.1 starNo one-command install · Source
34422.557contact-authoritiesmcp · databaseEnables AI systems to log emergency contact events with rate limiting and persistent storage using Supabase for reporting suspicious activities…1 starNo one-command install · Source
34522.557lpf-github-iomcp · ai-agentsGitHub pages blog1 starNo one-command install · Source
34622.557openai-image-mcp-servermcp · ai-agentsEnables conversational image generation, editing, and refinement through OpenAI models with session memory for iterative creative workflows.1 starNo one-command install · Source
34722.557azure-java-sdk-assistmcp · back-endFetches Azure Java SDK documentation and code examples from Maven Central repositories, automatically retrieving the latest version metadata and…1 starNo one-command install · Source
34822.557emr-mcp-servermcp · back-endProvides intelligent guidance for EMR cluster management, configuration recommendations, and monitoring capabilities1 starNo one-command install · Source
34922.557sociallayer-solamcp · back-endIntegrates with the Social Layer (Sola) platform API to retrieve event details, search events by date ranges and keywords, fetch group information…1 starNo one-command install · Source
35022.557rainhan99-cloud-infrastructure-managermcp · devopsProvides unified cloud infrastructure management across AWS, DigitalOcean, Vultr, and Alibaba Cloud for creating virtual machines, configuring…1 starNo one-command install · Source
35122.557chakotay-lee-source-codemcp · otherManage source code and files on your machine1 starNo one-command install · Source
35222.557flux-schnellmcp · back-endLightweight Python server using httpx for fast HTTP requests, providing a minimal configuration framework for developers seeking a quick and efficient…1 starNo one-command install · Source
35322.557stata-mcp-servermcp · ai-agentsAn MCP server for managing, editing, and running Stata .do files, integrating with Claude Desktop to enable natural language control of Stata analysis…1 starNo one-command install · Source
35422.557example-next-js-mcp-servermcp · front-endProvides a template to run an MCP server in a Next.js project using the Vercel MCP Adapter, with SSE transport supported via Redis.1 starNo one-command install · Source
35522.557league-of-legendsmcp · otherProvides real-time access to League of Legends esports data including live matches, schedules, leagues, event details, and VODs through a standardized…1 starNo one-command install · Source
35622.557scratchpad-toolmcp · back-endA Model Context Protocol server that provides a scratchpad tool for LLMs to organize thoughts, take notes, and plan approaches to complex problems.1 starNo one-command install · Source
35722.557g2dgaming-spotifymcp · back-endIntegrates with Spotify API to enable music playback control, search functionality, and queue management through natural language conversation.1 starNo one-command install · Source
35822.557chapel-supportmcp · otherEnables AI assistants to work with Chapel code, including compiling, linting, and accessing educational primers.1 starNo one-command install · Source
35922.557adsb-lol-mcp-servermcp · back-endProvides AI assistants with real-time aircraft tracking, FAA registration, and OpenSky flight data through the Model Context Protocol.1 starNo one-command install · Source
36022.557omeka-s-mcp-samplemcp · back-endIntegrates Omeka S API with Claude Desktop via MCP, enabling listing, creating items, and uploading media.1 starNo one-command install · Source
36122.557mcp-mssql-servermcp · databaseEnables Claude Code and other MCP clients to interact with Microsoft SQL Server databases through standardized tools for query execution, schema…1 starNo one-command install · Source
36222.557cronlytic-mcp-servermcp · back-endA comprehensive Model Context Protocol (MCP) server that integrates with the Cronlytic API to provide seamless cron job management through LLM…1 starNo one-command install · Source
36322.557youtube-mcp-server-6mcp · back-endProvides AI assistants with comprehensive YouTube analytics and channel management capabilities, including channel performance, video analytics…1 starNo one-command install · Source
36422.557logscribe-mcpmcp · observabilityHandles log file management and analysis with tools to list, read, search, filter, and generate analytics on log files.1 starNo one-command install · Source
36522.557modal-mcp-stock-analysis-servermcp · back-endProvides real-time stock analysis tools including price lookup, comprehensive investment scoring, and company-to-ticker conversion through a MCP…1 starNo one-command install · Source
36622.557ht-mcp-servermcp · back-endEnables AI assistants to programmatically control interactive terminal applications through HT sessions, supporting session management, key sending…1 starNo one-command install · Source
36722.557llm-file-operations-agentmcp · ai-agentsEnables natural language file operations and intelligent file analysis via MCP, supporting CRUD actions and multi-step reasoning for directory…1 starNo one-command install · Source
36822.557tesla-mcp-servermcp · back-endConnects Claude with the Tesla Owner API, enabling authentication and data retrieval for Tesla vehicles and solar systems.1 starNo one-command install · Source
36922.557memory-bank-mcp-mongodbmcp · ai-agentsMCP server for MongoDB-powered memory bank management with multi-project isolation, version control, and real-time statistics.1 starNo one-command install · Source
37022.557testmcpservermcp · front-endProvides a wide range of tools including math, image processing, filesystem, git, text utilities, network, date/time, security, and browser console…1 starNo one-command install · Source
37122.557intelliglow-smart-lightingmcp · otherProvides intelligent smart lighting control through UDP network communication, enabling discovery, connection, and control of physical smart bulbs on…1 starNo one-command install · Source
37222.557jpbullalayao-pokepastemcp · otherConverts Pokemon team compositions into shareable Pokepaste URLs by accepting detailed Pokemon configurations including stats, moves, abilities…1 starNo one-command install · Source
37322.557radiateb2b-linkedin-adsmcp · otherAnalyse your LinkedIn Ads performance. Compare to benchmarks and get optimisation recommendations.1 starNo one-command install · Source
37422.557kukapay-ensmcp · otherResolves ENS domains to Ethereum addresses and retrieves comprehensive domain information including ownership, registration history, and resolver…1 starNo one-command install · Source
37522.557vultr-dns-mcpmcp · otherEnables management of Vultr DNS records through natural language with AI assistants or direct Python integration.1 starNo one-command install · Source
37622.557megacloud-mcp-servermcp · back-endEnables middleware management, information checking, backups, and node-level operations for the MegaCloud API.1 starNo one-command install · Source
37722.557n8nmcp · authIntegrates with n8n workflow automation platform to enable natural language management of workflows, executions, credentials, users, and projects with…1 starNo one-command install · Source
37822.557mcp-getblock-servermcp · back-endEnables querying blockchain data from Ethereum and Solana via GetBlock.io API, including wallet balances, transactions, gas prices, and account…1 starNo one-command install · Source
37922.557kov-fetch-urlmcp · back-endRust-based server that provides a fetch tool for retrieving content from URLs, enabling access to web documentation, online resources, and specific…1 starNo one-command install · Source
38022.557contentful-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with Contentful's tools and services through a unified API. Enables content management and site…1 starNo one-command install · Source
38122.557twitter-universal-mcp-servermcp · back-endProvides a standardized MCP interface for interacting with Twitter's tools and services, compatible with MCP-compliant applications.1 starNo one-command install · Source
38222.557pipedrive-universal-mcp-servermcp · back-endUniversal MCP server for Pipedrive, enabling interaction with Pipedrive's tools and services through a standardized API.1 starNo one-command install · Source
38322.557miro-universal-mcp-servermcp · back-endThis repository contains an implementation of an Miro Universal MCP (Model Context Protocol) server. It provides a standardized interface for…1 starNo one-command install · Source
38422.557shopify-universal-mcp-servermcp · back-endProvides a standardized MCP interface for interacting with Shopify tools and services, enabling unified API access and compatibility with…1 starNo one-command install · Source
38522.557clickup-universal-mcp-servermcp · back-endEnables interaction with Clickup's project management tools through the MCP protocol, allowing task and project operations via natural language.1 starNo one-command install · Source
38622.557mailchimp-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with Mailchimp's tools and services through the Model Context Protocol, enabling easy management of…1 starNo one-command install · Source
38722.557notion-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with Notion's tools and services through a unified API, enabling content management and site…1 starNo one-command install · Source
38822.557perplexity-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with Perplexity's tools and services through a unified API, following the MCP specification.1 starNo one-command install · Source
38922.557jira-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with Jira's tools and services through a unified API.1 starNo one-command install · Source
39022.557apollo-universal-mcp-servermcp · back-endEnables access to Apollo's tools and services through a standardized MCP interface, compatible with MCP-compliant clients.1 starNo one-command install · Source
39122.557confluence-universal-mcp-servermcp · back-endEnables interaction with Confluence through a unified API using the Model Context Protocol, providing tools for managing Confluence content and…1 starNo one-command install · Source
39222.557sharepoint-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with SharePoint tools and services through the Model Context Protocol, enabling management of…1 starNo one-command install · Source
39322.557rocketlane-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with Rocketlane's tools and services through the Model Context Protocol, enabling unified API…1 starNo one-command install · Source
39422.557gong-universal-mcp-servermcp · back-endEnables integration with Gong's sales platform through MCP, providing access to tools and services for sales engagement tracking and analytics.1 starNo one-command install · Source
39522.557retell-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with Retell's tools and services through a unified API.1 starNo one-command install · Source
39622.557philips-hue-mcp-servicemcp · otherEnables control of Philips Hue lights through the Model Context Protocol, providing tools for turning lights on/off, setting brightness and color, and…1 starNo one-command install · Source
39722.557mcp-chinookdb-servermcp · databaseMCP server providing LLMs with safe, read-only access to the Chinook SQLite sample database, including schema exploration and SQL query execution.1 starNo one-command install · Source
39822.557switcher-mcp-servermcp · back-endEnables discovery and control of Switcher KIS devices locally via MCP, including turning on/off and retrieving device state without cloud dependency.1 starNo one-command install · Source
39922.557hashnode-universal-mcp-servermcp · back-endEnables interaction with Hashnode's tools and services through a unified API using the Model Context Protocol.1 starNo one-command install · Source
40022.557ytmcpmcp · otherEnables AI assistants to fetch YouTube video transcripts with precise timestamps, multi-language support, and time-range filtering.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