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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
50122.557smart-cities-mcp-servermcp · back-endEnables AI agents to interact with IoT device data from a smart city, including public lighting, water, and gas meters. Supports querying and…1 starNo one-command install · Source
50222.557rajeshrah22-nmstatemcp · otherIntegrates with Linux NetworkManager through libnmstate library to query current network interface configurations and apply declarative YAML-based…1 starNo one-command install · Source
50322.557richarda23-edinburgh-festivalmcp · back-endIntegrates with the Edinburgh Festival API to provide searchable access to festival events and venue data with filtering by date, genre, venue…1 starNo one-command install · Source
50422.557alexandrukovacs-sticky-notesmcp · back-endFile-based sticky notes server that provides tools for adding, clearing, and reading notes with resource access to the most recent note and prompt…1 starNo one-command install · Source
50522.557mcp-demo-projectmcp · back-endA collection of MCP servers demonstrating math operations, weather data, and LangGraph workflows.1 starNo one-command install · Source
50622.557slicequeue-seoul-tago-subwaymcp · searchIntegrates with Seoul's TAGO public transportation API to provide real-time subway station search, timetable retrieval with directional filtering, and…1 starNo one-command install · Source
50722.557mcpcentral-io-langchain-hubmcp · searchProvides access to LangChain Hub's prompt repository for fetching, searching, and managing community-contributed prompts without manual browsing.1 starNo one-command install · Source
50822.557boryszielonka-php-clockmcp · authProvides current timestamp and date/time information with timezone support through a lightweight PHP-based server built with Symfony components…1 starNo one-command install · Source
50922.557ccfolia-mcp-workersmcp · back-endA Cloudflare Workers MCP server for the TRPG online session tool ccfolia, enabling character generation, NPC batch generation, session analysis…1 starNo one-command install · Source
51022.557eds-block-analyser-mcp-servermcp · front-endProvides UI architecture analysis for converting Figma designs or web pages into reusable UI code blocks with effort estimation in CSV format.1 starNo one-command install · Source
51122.557screenshot-mcp-servermcp · back-endA modern Model Context Protocol (MCP) Server for Windows Screenshots built with .NET 10. It simulates Print Screen functionality and enables AI…1 starNo one-command install · Source
51222.557subbu3012-kognamcp · ai-agentsBridges multi-agent AI avatar room engine to enable conversations with specialized avatars, room switching, message history retrieval, and…1 starNo one-command install · Source
51322.557computer-control-mcp-landsmcp · otherProvides comprehensive computer control capabilities including mouse and keyboard automation, screen capture, OCR text recognition, and window…1 starNo one-command install · Source
51422.557hkilimci-ezanvaktimcp · back-endIntegrates with Turkey's official EzanVakti API to provide accurate Islamic prayer times across multiple countries with hierarchical location browsing…1 starNo one-command install · Source
51522.557annotationmcp · otherProvides persistent note-taking and task management through JSON file storage, enabling creation and management of pages with checkable annotations…1 starNo one-command install · Source
51622.557linux-shell-command-executor-mcpmcp · back-endEnables AI models to safely execute pre-defined Linux shell commands with a whitelist mechanism, restricting execution to allowed commands only.1 starNo one-command install · Source
51722.557jameskanyiri-tavilymcp · searchIntegrates with Tavily's web intelligence platform to provide real-time web search, URL content extraction, structured website crawling, and site…1 starNo one-command install · Source
51822.557codex-cli-architect-mcpmcp · ai-agentsAn MCP server that provides technical consultation, code review, and code explanation by integrating with OpenAI's Codex CLI, enabling AI-powered…1 starNo one-command install · Source
51922.557uber-apk-signer-mcp-servermcp · back-endAn MCP server that enables signing, verifying, and managing APK files and keystores through a chat interface using the Uber APK Signer tool.1 starNo one-command install · Source
52022.557autogen-documentation-mcp-servermcp · back-endEnables AI assistants to search and retrieve Microsoft AutoGen documentation across versions with smart search and fallback.1 starNo one-command install · Source
52122.557insitemcp · browserA comprehensive browser automation MCP server using Playwright, offering 50+ tools for page control, element interaction, content extraction, and more…1 starNo one-command install · Source
52222.557chrome-feedbackmcp · back-endMCP server for interactive feedback collection via Chrome extension, enabling users to submit text, images, and page elements.1 starNo one-command install · Source
52322.557whatsapp-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with WhatsApp's tools and services through a unified API.1 starNo one-command install · Source
52422.557puch-interactive-mind-mapsmcp · otherGenerates interactive mind maps through conversational refinement using Google Gemini and DSPy, asking clarifying questions to gather context before…1 starNo one-command install · Source
52522.557openai-multi-model-mcp-servermcp · ai-agentsA Model Context Protocol (MCP) server that enables Claude Code to interact with OpenAI's GPT-5 and GPT-5-mini models.1 starNo one-command install · Source
52622.557eunsang284-epicsmcp · observabilityProvides direct access to EPICS Process Variables for monitoring and controlling scientific facilities, industrial automation, and laboratory…1 starNo one-command install · Source
52722.557cli-executor-mcpmcp · devopsEnables LLMs to execute CLI commands and scripts for system deployment and management tasks, with support for directory listing, system info, and…1 starNo one-command install · Source
52822.557mcp-debug-servermcp · ai-agentsAn MCP server that provides Claude with direct debugging capabilities via the Debug Adapter Protocol, currently supporting Go debugging with dlv dap.1 starNo one-command install · Source
52922.557omidsrezai-cv-toolsmcp · searchProvides computer vision capabilities including image generation, OCR text extraction, and object detection through containerized Docker services with…1 starNo one-command install · Source
53022.557serpapi-universal-mcp-servermcp · back-endProvides a standardized interface to interact with Serpapi's search engine results API, enabling users to perform web searches and retrieve structured…1 starNo one-command install · Source
53122.557http-client-mcpmcp · back-endAn MCP server that provides HTTP client capabilities with support for full HTTP methods, custom headers, query parameters, request bodies, and…1 starNo one-command install · Source
53222.557doubao-searchmcp · searchIntegrates with Search1API to enable web searches, website crawling, and content extraction with configurable parameters, featuring specialized tools…1 starNo one-command install · Source
53322.557libvirt-mcp-servermcp · back-endEnables AI models to securely query and manage virtual machines and virtualized resources via the libvirt API through the Model Context Protocol.1 starNo one-command install · Source
53422.557android-device-mcpmcp · observabilityProvides comprehensive Android device management capabilities through ADB, including device management, app management, file operations, and system…1 starNo one-command install · Source
53522.557ghana-post-gps-mcp-servermcp · back-endConverts Ghana Post GPS addresses into detailed location information including coordinates.1 starNo one-command install · Source
53622.557mcp-artisanmcp · ai-agentsA secure MCP server with a workspace sandbox for AI agents to manage prompts, save HTML, and render HTML to images.1 starNo one-command install · Source
53722.557claude-browsermcp · browserBrowser automation server built with Playwright that provides web interaction capabilities for navigation, content extraction, form filling…1 starNo one-command install · Source
53822.557mcp-ttsmcp · ai-agentsAdds text-to-speech capabilities to Cursor IDE, allowing your AI assistant to speak responses, summaries, and explanations out loud using OpenAI or…1 starNo one-command install · Source
53922.557wilsonllucena-sqlite-databasemcp · databaseProvides database connectivity through SQLite integration with pre-seeded sample data, enabling query execution and structured data interaction for…1 starNo one-command install · Source
54022.557spider-web-scrapermcp · browserProvides web scraping capabilities using Puppeteer and Cheerio to search Bing, extract webpage content, and convert pages to Markdown format with…1 starNo one-command install · Source
54122.557baseline-mcp-servermcp · back-endAn MCP server that queries the baseline status of web platform features using data from webstatus.dev. It provides tools to get feature baseline…1 starNo one-command install · Source
54222.557ubereats-mcp-server-enhancedmcp · authA production-ready MCP server for UberEats automation, featuring Redis-backed sessions, n8n integration, and enterprise-grade security, enabling…1 starNo one-command install · Source
54322.557exa-aimcp · searchIntegrates with Exa AI's search engine to provide real-time web searching, company research, LinkedIn profile discovery, URL content extraction, and…1 starNo one-command install · Source
54422.557brightdata-herokumcp · browserIntegrates with Bright Data's web scraping platform to provide bot detection bypass, browser automation via Playwright, and access to 40+ pre-built…1 starNo one-command install · Source
54522.557env-mcpmcp · ai-agentsSecure environment variable and configuration management MCP server with Claude Code integration for storing, managing, and retrieving environment…1 starNo one-command install · Source
54622.557gleif-mcp-servermcp · back-endA Model Context Protocol server that provides access to the GLEIF REST API for querying legal entity information, LEI records, issuer details, and…1 starNo one-command install · Source
54722.557medical-mcp-servermcp · databaseA comprehensive Model Context Protocol (MCP) server for medical document processing with advanced AI capabilities, including OCR, medical NER, local…1 starNo one-command install · Source
54822.557mcpdeepresearchmcp · back-endAn MCP server that enables academic research by searching Google Scholar, fetching paper content, and converting web pages to clean Markdown.1 starNo one-command install · Source
54922.557comprehensive-earthquake-monitoring-mcp-servermcp · back-endIntegrates multiple earthquake data sources (IRIS, USGS, GNSS) for comprehensive seismic monitoring, analysis, and risk assessment via natural…1 starNo one-command install · Source
55022.557mi-kmaq-dictionary-mcp-servermcp · back-endEnables bidirectional lookup of Mi'kmaq and English words with definitions and examples, and provides tools for learning and dictionary statistics…1 starNo one-command install · Source
55122.557kontext-mcp-servermcp · ai-agentsPortable, provider-agnostic memory for AI agents using Azure Data Explorer (Kusto) with temporal and semantic scoring.1 starNo one-command install · Source
55222.557hot-content-mcpmcp · searchProvides Baidu hot search and Bilibili trending video data for Claude and Cherry Studio, supporting retrieval, search, and cache management.1 starNo one-command install · Source
55322.557aezizhu-macos-shortcutsmcp · ai-agentsIntegrates with macOS Shortcuts to execute existing automation workflows and create custom text-based prompt shortcuts for streamlined task automation…1 starNo one-command install · Source
55422.557vepmcpmcp · back-endEnables variant annotation and effect prediction using the Ensembl VEP API, with support for batch and single queries.1 starNo one-command install · Source
55522.557broker-buddy-mcp-servermcp · back-endFastMCP server exposing brokerage and market tools (Angel One, Coinbase, News) via the Model Context Protocol, enabling portfolio queries and trade…1 starNo one-command install · Source
55622.557onceagainarise-weather-forecastermcp · back-endIntegrates with the National Weather Service API to provide real-time weather alerts by US state code with both command-line and web interface options…1 starNo one-command install · Source
55722.557saasus-platform-docsmcp · searchIntegrates with SaaSus Platform documentation to provide search, content retrieval, and sitemap navigation with Japanese language support and…1 starNo one-command install · Source
55822.557almogqwinz-amadeusmcp · back-endIntegrates with Amadeus travel API to search flight offers with comprehensive filtering by airports, dates, passengers, travel class, airlines, and…1 starNo one-command install · Source
55922.557versionator-mcpmcp · back-endAn MCP server that queries 19 package registries (npm, PyPI, crates.io, etc.) to retrieve the latest version of packages and their metadata.1 starNo one-command install · Source
56022.557kubernetes-mcp-servermcp · back-endEnables secure Kubernetes operations with configurable security modes, supporting core Kubernetes resources, Istio service mesh, and Helm chart…1 starNo one-command install · Source
56122.557liyue1000-kali-security-toolsmcp · authProvides secure access to Kali Linux penetration testing tools like nmap, nikto, dirb, gobuster, sqlmap, and wpscan with JWT authentication…1 starNo one-command install · Source
56222.557mcpcreatioservermcp · ai-agentsA Node.js MCP server that enables LLM tools to list and read local guide and prompt files for Creatio development, facilitating seamless communication…1 starNo one-command install · Source
56322.557terminal-toolkit-mcpmcp · ai-agentsEnables LLM clients to execute shell commands safely through the MCP protocol, with features like session management, safe mode, and process control.1 starNo one-command install · Source
56422.557mcp-greeting-servermcp · back-endProvides time-aware greetings in multiple languages and timezones, with personalization support.1 starNo one-command install · Source
56522.557hubspot-universal-mcp-servermcp · back-endEnables interacting with Hubspot tools and services through a unified API and the Model Context Protocol.1 starNo one-command install · Source
56622.557niuzaishu-querynestmcp · databaseTransforms MongoDB databases into conversational interfaces by automatically discovering collection schemas and generating optimized queries from…1 starNo one-command install · Source
56722.557ms-teamsmcp · otherProvides a standardized interface for interacting with Microsoft Teams tools and services through the Model Context Protocol.1 starNo one-command install · Source
56822.557whh4git-code-runnermcp · devopsExecutes Python and bash code in isolated Docker containers with configurable timeouts, environment variables, and pre-installed security tools for…1 starNo one-command install · Source
56922.557emicklei-protobuf-formattermcp · otherFormats Protocol Buffer (.proto) files with consistent indentation and standardized conventions for cleaner, more maintainable code1 starNo one-command install · Source
57022.557umutckem-isparta-uni-obsmcp · otherIntegrates with Isparta University's student information system using web scraping to retrieve course schedules, grades, transcripts, and academic…1 starNo one-command install · Source
57122.557isparta-uni-obs-mcp-servermcp · back-endEnables students to securely access and manage their academic data from Isparta University's OBS system, including grades, transcripts, announcements…1 starNo one-command install · Source
57222.557freeqrcode-mcp-servermcp · back-endEnables AI assistants to generate QR codes for URLs, text, vCard, WiFi, email, and phone numbers with customizable size, colors, and error correction.1 starNo one-command install · Source
57322.557mcp-graphql-sales-servermcp · back-endProvides AI assistants with access to sales data from a Northwind-style database through GraphQL queries, enabling natural language requests for…1 starNo one-command install · Source
57422.557mcp-google-sheets-servermcp · back-endEnables professional Google Sheets management with 40+ tools for sheet operations, formatting, charts, and enterprise features.1 starNo one-command install · Source
57522.557virustotal-mcp-servermcp · back-endMCP server for security analysis using VirusTotal API, enabling AI assistants to analyze URLs, files, IP addresses, and domains with automatic…1 starNo one-command install · Source
57622.557github-universal-mcp-servermcp · back-endProvides a standardized interface for interacting with GitHub's tools and services through the Model Context Protocol, enabling unified API access and…1 starNo one-command install · Source
57722.557logesh-001-postgresmcp · databaseConnects to PostgreSQL databases with direct query execution for SELECT operations and write operations with automatic transaction management.1 starNo one-command install · Source
57822.557devdocs-mcp-servermcp · back-endEnables AI assistants like Claude to search and retrieve technical documentation from a local DevDocs instance for hundreds of programming languages…1 starNo one-command install · Source
57922.557aparavi-mcp-servermcp · back-endIntegrates with Aparavi's document processing API to allow LLMs to process documents, extract clean text, and perform OCR on diagrams.1 starNo one-command install · Source
58022.557vincenthanxiaodu-figmamcp · front-endIntegrates with Figma's REST API using MongoDB-backed caching and Azure OpenAI embeddings to enable hybrid search across design elements, URL parsing…1 starNo one-command install · Source
58122.557kimi-aimcp · back-endIntegrates with KIMI AI services through OpenAI-compatible API endpoints, providing text generation using Qwen2.5-72B-Instruct and vision capabilities…1 starNo one-command install · Source
58222.557zhaokang555-guozaokemcp · otherIntegrates with GuoZaoKe (果早客) Chinese technology news platform using web scraping to provide access to news feeds, topic discussions, and community…1 starNo one-command install · Source
58322.557ai-pr-review-mcpmcp · ai-agentsAn MCP server that automates pull request reviews using multiple LLM providers (OpenAI, Claude, Gemini, Groq, Perplexity) and supports GitHub and…1 starNo one-command install · Source
58422.557dwf-analyzer-mcpmcp · back-endAn MCP server for analyzing DWF files using Amazon Bedrock's Nova Pro model, enabling visual analysis, metadata extraction, and image extraction from…1 starNo one-command install · Source
58522.557conversation-save-loadmcp · otherProvides persistent conversation storage through local file system operations with save and load tools for maintaining dialogue context across…1 starNo one-command install · Source
58622.557mcp-ethers-servermcp · back-endA complete ethers.js v6 wrapper for Claude with 40+ tools for Ethereum blockchain interactions, enabling wallet operations, token transfers, and smart…1 starNo one-command install · Source
58722.557shopify-changelog-mcpmcp · searchProvides access to Shopify Developer and Platform changelogs via RSS feeds, enabling search, category filtering, and retrieval of recent updates.1 starNo one-command install · Source
58822.557snowflake-cortexmcp · databaseIntegrates with Snowflake's Cortex AI services to convert natural language queries into SQL using semantic models, search PDF documents stored in…1 starNo one-command install · Source
58922.557xzg0919-apifox-documentationmcp · back-endGenerates Swagger JSON documentation from code and uploads it directly to ApiFox API management platform for automated documentation workflows1 starNo one-command install · Source
59022.557mcp-selenium-pythonmcp · browserEnables LLMs to automate browser tasks (navigation, clicks, text input) via Selenium through the Model Context Protocol.1 starNo one-command install · Source
59122.557web-auth-mcp-servermcp · authEnables executing HTTP requests with automatic browser-based authentication, supporting OAuth, form login, and cookie/session management.1 starNo one-command install · Source
59222.557merge-request-summarizermcp · github-vcsAutomates git merge request analysis by categorizing commits, estimating review time, and generating structured markdown or JSON summaries of changes…1 starNo one-command install · Source
59322.557laurensanp-pandas-data-toolsmcp · commsProvides data processing capabilities for CSV and Parquet files through pandas-based tools with file reading, data summarization, sample generation…1 starNo one-command install · Source
59422.557strands-mcpmcp · searchScrapes and indexes Strands Agents documentation into Elasticsearch, providing a searchable MCP server for Amazon Q and other AI assistants.1 starNo one-command install · Source
59522.557document-converter-mcp-servermcp · back-endConverts between Markdown and Word documents using pandoc, with support for conversion options, pandoc installation check, and listing supported…1 starNo one-command install · Source
59622.557taibai-mcp-servermcp · back-endEnables access to Dedao learning platform courses, transcripts, and comments, with Obsidian integration.1 starNo one-command install · Source
59722.557preangelleo-postgresql-credentialsmcp · authProvides secure PostgreSQL database access through GitHub OAuth authentication with role-based permissions, direct database tools for authenticated…1 starNo one-command install · Source
59822.557fitness-mcp-servermcp · ai-agentsProvides MCP servers for Claude to access fitness data from Strava and intervals.icu, enabling natural language queries for activity analysis…1 starNo one-command install · Source
59922.557korea-weather-mcpmcp · otherProvides real-time weather information for South Korea, including temperature, sky condition, precipitation type, humidity, and precipitation amount…1 starNo one-command install · Source
60022.557soap-api-gatewaymcp · back-endConverts SOAP WSDL services into a REST interface and provides MCP tools to describe, invoke, and manage SOAP operations with caching and WS-Security…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