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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
250123.374trello-mcp-server-optimizedmcp · back-endA high-performance MCP server for Trello integration with 97% token reduction through intelligent response optimization, enabling efficient board…1 forkNo one-command install · Source
250223.374undoom-sketch-mcpmcp · back-endMCP server for converting images into sketch styles (classic, detailed, soft) with batch processing and customizable parameters.1 forkNo one-command install · Source
250323.374mcp-server-yapimcp · back-endMCP server for YApi that enables LLMs to manage API interfaces, projects, and categories through natural language, supporting multiple projects and…1 forkNo one-command install · Source
250423.374ios-emoji-mcpmcp · back-endA Model Context Protocol (MCP) server that provides access to iOS emoji images with URLs for both 160x160px and 320x320px versions.1 forkNo one-command install · Source
250523.374railway-mcp-servermcp · back-endMCP server with Streamable HTTP transport, deployed on Railway, offering tools like weather, BMI calculator, greetings, and question generation.1 forkNo one-command install · Source
250623.374malaysia-prayer-timemcp · back-endProvides accurate Islamic prayer times for Malaysia by integrating with the waktusolat.app API, offering tools to retrieve prayer schedules, list…1 forkNo one-command install · Source
250723.374trackjs-mcp-servermcp · back-endA Model Context Protocol server for TrackJS error monitoring that allows you to query and analyze your JavaScript errors.1 forkNo one-command install · Source
250823.374mercado-pago-mcp-servermcp · back-endEnables AI to process payments, manage subscriptions, detect fraud, and generate analytics through Mercado Pago API.1 forkNo one-command install · Source
250923.374trello-mcp-server-3mcp · back-endIntegrates Trello with Claude Code for advanced project planning and task management, featuring intelligent task analysis, automatic board setup, and…1 forkNo one-command install · Source
251023.374chess-com-mcp-servermcp · back-endEnables querying Chess.com player profiles and stats using the Chess.com API.1 forkNo one-command install · Source
251123.374thales-cdsp-csm-mcp-servermcp · back-endMCP server for Thales CipherTrust Secrets Management (powered by Akeyless) enabling secrets, DFC keys, authentication methods, roles, targets…1 forkNo one-command install · Source
251223.374docfsmcp · back-endRead-only filesystem MCP server with .gitignore filtering, multi-root support, and cache for efficient file exploration.1 forkNo one-command install · Source
251323.374alolite-ssh-mcp-servermcp · back-endEnables SSH remote command execution on remote machines with persistent connections, supporting automatic key discovery and connection pooling.1 forkNo one-command install · Source
251423.374leiga-mcp-servermcp · back-endEnables interaction with Leiga issue tracking system through MCP, allowing searching, creating, updating issues, and managing projects.1 forkNo one-command install · Source
251523.374hello-world-mcpmcp · back-endA simple Model Context Protocol server that provides a hello world greeting tool, serving as a boilerplate template for quickly creating new MCP…1 forkNo one-command install · Source
251623.374veryfi-mcp-servermcp · back-endIntegrates Veryfi for document processing, enabling data extraction from documents via the Model Context Protocol.1 forkNo one-command install · Source
251723.374google-analytics-mcpmcp · back-endA powerful Model Context Protocol (MCP) server that provides comprehensive Google Analytics 4 (GA4), Google Search Console (GSC), and Google Merchant…1 forkNo one-command install · Source
251823.374fast-mcpmcp · back-endA minimal MCP server starter template with a simple hello-world tool and Docker support for building AI assistant tools.1 forkNo one-command install · Source
251923.374kalendismcp · back-endKalendis is a scheduling backend API that provides an MCP server for generating TypeScript clients and framework-specific API route handlers (Next.js…1 forkNo one-command install · Source
252023.374futurevuls-mcpmcp · back-endMCP server for FutureVuls vulnerability management service, enabling AI assistants to search CVEs, manage tasks, and generate reports.1 forkNo one-command install · Source
252123.374coupang-mcp-servermcp · back-endEnables searching and retrieving product information from Coupang (Korean e-commerce) via affiliate API, including product search, details, category…1 forkNo one-command install · Source
252223.374ason-mcp-servermcp · back-endEnables compression and decompression of JSON data using the token-optimized ASON format, reducing token usage by 20-60% for LLM applications.1 forkNo one-command install · Source
252323.374youtube-search-mcp-servermcp · back-endEnables YouTube video search and audio download via web scraping, requiring no API key.1 forkNo one-command install · Source
252423.374vonage-documentation-mcp-servermcp · back-endAn MCP server that provides AI assistants with access to Vonage API documentation, code snippets, tutorials, and troubleshooting resources.1 forkNo one-command install · Source
252523.374vonage-documentationmcp · back-endAccess Vonage API documentation, code snippets, tutorials, and troubleshooting resources.1 forkNo one-command install · Source
252623.374mvn-mcp-servermcp · back-endMaven MCP Server enables AI assistants to manage Maven dependencies through natural language, including version checking, security scanning, and…1 forkNo one-command install · Source
252723.374obs-showrunner-mcpmcp · back-endMCP server enabling LLMs to control OBS Studio through high-level show and effect APIs.1 forkNo one-command install · Source
252823.374hcdp-mcp-servermcp · back-endA Model Context Protocol server providing seamless access to the Hawaii Climate Data Portal API for querying climate and weather data for Hawaii and…1 forkNo one-command install · Source
252923.374standardbeagle-mcp-debugmcp · back-endDebug and develop MCP servers with hot-swapping, session recording, and playback testing.1 forkNo one-command install · Source
253023.374runn-mcp-servermcp · back-endMCP server for the Runn API, enabling resource management and reporting through natural language.1 forkNo one-command install · Source
253123.374brave-search-mcpmcp · back-endEnables web and local search capabilities using the Brave Search API, allowing users to perform general web searches and find local businesses with…1 forkNo one-command install · Source
253223.374discord-mcp-3mcp · back-endEnables Claude to manage Discord servers through the Discord API, supporting server info, messaging, channel management, webhooks, and user…1 forkNo one-command install · Source
253323.374mcp-clickhousemcp · back-endAn MCP server for ClickHouse with enhanced filtering for database and table discovery, supporting LIKE/NOT LIKE patterns and both ClickHouse and chDB…1 forkNo one-command install · Source
253423.374baseql-mcp-servermcp · back-endProvides GraphQL access to Airtable and Google Sheets data, enabling natural language queries for data exploration, schema introspection, and record…1 forkNo one-command install · Source
253523.374pdf-redaction-mcp-servermcp · back-endA Model Context Protocol (MCP) server that provides comprehensive PDF redaction capabilities, including text and image redaction, search, and…1 forkNo one-command install · Source
253623.374mcp-make-com-servermcp · back-endProvides full access to the Make.com API, enabling creation, modification, deletion, and execution of scenarios, as well as management of connections…1 forkNo one-command install · Source
253723.374knapcode-samplemcpservermcp · back-endA sample MCP server built with C# that demonstrates creating and packaging MCP servers, providing a random number generation tool.1 forkNo one-command install · Source
253823.374web-fetch-mcp-servermcp · back-endProvides tools to fetch web content in HTML, JSON, text, or Markdown formats via MCP. Supports custom headers, length limits, and start index.1 forkNo one-command install · Source
253923.374pangeamcp · back-endIntegrates with Pangea's cybersecurity APIs to provide threat intelligence, data protection, and security analysis capabilities including reputation…1 forkNo one-command install · Source
254023.374parallel-works-mcp-servermcp · back-endEnables AI assistants to manage Parallel Works ACTIVATE resources including clusters, workflows, storage, sessions, and more via the REST API.1 forkNo one-command install · Source
254123.374codedoc-mcp-servermcp · back-endEnforces code quality, security, and architectural integrity by auditing, refactoring, and documenting codebases within Cursor and Claude.1 forkNo one-command install · Source
254223.374morinokami-hackernewsmcp · back-endProvides access to Hacker News data through the Firebase API, enabling retrieval of top stories and detailed story information with structured JSON…1 forkNo one-command install · Source
254323.374zyla-labs-api-hubmcp · back-endProvides a gateway through the Zyla API Hub that enables REST API requests with configurable methods, headers, parameters, and request bodies for…1 forkNo one-command install · Source
254423.374quanta-route-geocodermcp · back-endProvides geocoding, reverse geocoding, location lookup, and DigiPin processing capabilities using the QuantaRoute API, enabling AI assistants to…1 forkNo one-command install · Source
254523.374node2flow-binance-mcpmcp · back-endProvides 23 tools for interacting with Binance exchange, including market data, trading, order management, and account queries via the Model Context…1 forkNo one-command install · Source
254623.374binancemcp · back-endMCP server for Binance Global — the world's largest cryptocurrency exchange. 23 tools for market data, trading, orders, and account management…1 forkNo one-command install · Source
254723.374staruml-controller-dfd-mcpmcp · back-endAn MCP server specialized for Data Flow Diagrams, enabling AI assistants to programmatically create and manage DFD elements like external entities…1 forkNo one-command install · Source
254823.374staruml-controller-mcp-server-use-case-diagrammcp · back-endAn MCP server that enables AI assistants to programmatically create and manage use case diagrams (actors, use cases, subjects, relationships) in…1 forkNo one-command install · Source
254923.374verbart-tradernetmcp · back-endPortfolio management, orders, and quotes via the Tradernet/Freedom24 trading API.1 forkNo one-command install · Source
255023.374tradernet-mcpmcp · back-endMCP server for Tradernet/Freedom24 trading platform API, enabling portfolio management, order placement, quotes, ticker search, and price alerts via…1 forkNo one-command install · Source
255123.374minimal-gdocsmcp · back-endA minimal MCP server for creating and updating Google Docs from markdown.1 forkNo one-command install · Source
255223.374google-cloud-natural-language-mcp-servermcp · back-endEnables Claude to analyze sentiment, extract entities, classify content, and analyze syntax via Google Cloud Natural Language API.1 forkNo one-command install · Source
255323.374retell-ai-mcp-servermcp · back-endProvides complete programmatic access to the Retell AI platform, enabling autonomous management of voice and text agents, telephony, and monitoring.1 forkNo one-command install · Source
255423.374mattjoyce-senechal-healthmcp · back-endIntegrates with the Senechal health data API to enable access and analysis of personal health information for use cases like personalized wellness…1 forkNo one-command install · Source
255523.374tolgee-mcpmcp · back-endAn MCP server that wraps the Tolgee localization platform API, enabling LLMs to manage translation projects, keys, translations, languages, and…1 forkNo one-command install · Source
255623.374fb-ads-automationmcp · back-endEnables full read/write management of Facebook ad campaigns, ad sets, ads, and creatives via the Meta Marketing API through natural language, with AI…1 forkNo one-command install · Source
255723.374yonote-mcpmcp · back-endMCP server for managing Yonote workspace, providing 56 tools for documents, collections, users, groups, comments, sharing, favorites, revisions…1 forkNo one-command install · Source
255823.374copywriting-mcp-servermcp · back-endProvides 10 validation tools for direct response copywriting, including blind critique, emotional stress test, semantic memory search, and more.1 forkNo one-command install · Source
255923.374mcp-xray-cloudmcp · back-endAn MCP server that connects AI assistants to Xray Cloud for Jira test management, enabling natural language interaction with tests, test plans…1 forkNo one-command install · Source
256023.374myfitnesspal-mcpmcp · back-endA Model Context Protocol (MCP) server that connects AI assistants to your MyFitnessPal data, enabling reading food diaries, nutrition goals, weight…1 forkNo one-command install · Source
256123.374striderlabs-mcp-spotifymcp · back-endMCP server for Spotify that lets AI agents search music, control playback, and manage playlists via the Spotify Web API.1 forkNo one-command install · Source
256223.374zoho-projects-mcp-servermcp · back-endAn enhanced MCP server for Zoho Projects API integration, enabling AI assistants to manage projects, tasks, issues, milestones, comments, attachments…1 forkNo one-command install · Source
256323.374aws-pricing-calculator-mcp-servermcp · back-endMCP server that provides tools for automating AWS Pricing Calculator estimate generation.1 forkNo one-command install · Source
256423.374stepik-mcpmcp · back-endMCP server for managing Stepik courses, sections, lessons, units, and steps from any MCP-compatible client.1 forkNo one-command install · Source
256523.374mcp-xray-2mcp · back-endEnables interaction with Xray Cloud and Data Center for test management, including authentication, GraphQL queries, test execution/plan management…1 forkNo one-command install · Source
256623.374escap-data-explorer-mcp-servermcp · back-endAn MCP server that provides official statistical data for development indicators in Asia-Pacific. It wraps the ESCAP Data Explorer API, letting any…1 forkNo one-command install · Source
256723.374trunk-io-mcp-servermcp · back-endConnects AI applications to Trunk Flaky Tests for root cause analysis of flaky tests and setup of test result uploads.1 forkNo one-command install · Source
256823.374eufylife-mcpmcp · back-endAn MCP server for EufyLife smart scale body composition data, exposing weight, BMI, body fat, muscle mass, and 20+ other measurements as tools for AI…1 forkNo one-command install · Source
256923.374stacks-mcp-servermcp · back-endEnables AI assistants to interact with the Stacks blockchain, including account generation, balance checks, network status, block/transaction info…1 forkNo one-command install · Source
257023.374hospitable-mcp-servermcp · back-endConnects Claude to the Hospitable API v2 for managing vacation rental properties, reservations, guest messages, and reviews.1 forkNo one-command install · Source
257123.374mcp-fredmcp · back-endA comprehensive MCP server providing access to all FRED API endpoints with intelligent large data handling, project-based storage, and async job…1 forkNo one-command install · Source
257223.374ga4-mcpmcp · back-endAn MCP server integrating Google Analytics 4, Search Console, and Indexing API, enabling AI agents to run reports, inspect URLs, manage properties…1 forkNo one-command install · Source
257323.374rog0x-web-toolsmcp · back-endWeb content extraction, DuckDuckGo search, site monitoring, and HTML-to-markdown conversion with no API keys required.1 forkNo one-command install · Source
257423.374kibo-commerce-mcp-servermcp · back-endDeprecated MCP server integrating with Kibo Commerce for product, order, customer, and inventory management via its TypeScript SDK.1 forkNo one-command install · Source
257523.374mural-mcpmcp · back-endMCP server for interacting with Mural's public API, enabling browsing and management of workspaces, rooms, murals, and widgets within Mural.1 forkNo one-command install · Source
257623.374snapchat-ads-mcp-servermcp · back-endConnects Claude AI to Snapchat Ads accounts for live campaign analysis and real actions like pausing campaigns and updating budgets.1 forkNo one-command install · Source
257723.374linkedin-mcp-server-4mcp · back-endEnables posting content, sharing articles, and managing your LinkedIn profile through Claude using the official LinkedIn API with OAuth 2.0.1 forkNo one-command install · Source
257823.374nocturna-mcpmcp · back-endMCP server for Nocturna astrology APIs, providing 20 tools for natal charts, transits, synastry, progressions, returns, and chart image rendering.1 forkNo one-command install · Source
257923.374junct-bot-aavemcp · back-endHosted proxy for Aave lending protocol APIs with 6 auto-generated tools for DeFi analytics.1 forkNo one-command install · Source
258023.374aave-mcp-servermcp · back-endFree, no-auth MCP server for Aave, enabling AI agents to interact with Aave's DeFi protocol via a deterministic mapping of API endpoints to tools.1 forkNo one-command install · Source
258123.374omega-mcp-servermcp · back-endMCP server that exposes 108+ omega-cli OSINT tools for reconnaissance, web analysis, threat intelligence, and reporting, enabling AI assistants to…1 forkNo one-command install · Source
258223.374theyahia-kaspimcp · back-endIntegrates with Kaspi.kz Marketplace API for order management and product catalog access.1 forkNo one-command install · Source
258323.374namecheap-mcp-servermcp · back-endAn MCP server for managing DNS records and domains via the Namecheap API. Works with Claude.ai and other MCP clients.1 forkNo one-command install · Source
258423.374vinted-mcp-servermcp · back-endEnables AI assistants to search, browse, and discover second-hand items on Vinted via a Model Context Protocol server.1 forkNo one-command install · Source
258523.374pension-pro-mcpmcp · back-endA local, open-source MCP server that provides AI assistants with tools to interact with the PensionPro REST API.1 forkNo one-command install · Source
258623.374douglaslinsmeyer-pension-promcp · back-endConnects to the PensionPro pension administration REST API.1 forkNo one-command install · Source
258723.374theyahia-travelpayouts-mcpmcp · back-endMCP server for the Travelpayouts (Aviasales) API. It provides 13 tools for flight search, price calendars, hotel search, and airport/airline/city…1 forkNo one-command install · Source
258823.374theyahia-travelpayoutsmcp · back-endIntegrates with Travelpayouts API for flight search, popular routes, and price calendar data.1 forkNo one-command install · Source
258923.374flighthunter-mcpmcp · back-endA Model Context Protocol (MCP) server that gives Claude the ability to search for cheap flights — including Russian airlines — and present direct…1 forkNo one-command install · Source
259023.374google-forms-mcpmcp · back-endMCP server for reading, editing, and publishing Google Forms with the official Google Forms API. Enables AI agents to programmatically create, modify…1 forkNo one-command install · Source
259123.374navifare-mcp-servermcp · back-endEnables AI assistants to help users find better prices for flights they have already discovered, by comparing prices across multiple booking sources.1 forkNo one-command install · Source
259223.374stockscope-mcpmcp · back-endFree MCP server for stock and financial intelligence from SEC EDGAR, supporting financials, filings, comparisons, insider trades, historical prices…1 forkNo one-command install · Source
259323.374bigdatacloudmcp · back-endProvides IP geolocation, reverse geocoding, network intelligence, timezone, and phone/email validation via BigDataCloud APIs.1 forkNo one-command install · Source
259423.374local-brain-mcpmcp · back-endA local MCP server for AI assistants to store and retrieve personal memories on disk, with optional semantic search using embeddings.1 forkNo one-command install · Source
259523.374decimermcpservermcp · back-endMCP server that exposes DECIMER image-to-SMILES functionality as tool calls.1 forkNo one-command install · Source
259623.374linkforty-mcp-servermcp · back-endConnects AI assistants like Claude and Cursor to LinkForty deep links and analytics, enabling natural language management of links, analytics…1 forkNo one-command install · Source
259723.374zulip-mcpmcp · back-endMCP server that exposes Zulip REST API tools via SSE, enabling message retrieval, stream/topic listing, draft management, and notifications.1 forkNo one-command install · Source
259823.374rockfish-mcp-servermcp · back-endEnables interaction with the Rockfish AI platform for synthetic data generation, dataset management, and ML workflow orchestration through tools like…1 forkNo one-command install · Source
259923.374b2b-saas-inc-olli-mcp-servermcp · back-endLets LLMs manage social media presence via olli.social API, with tools for campaigns, drafts, analytics, and more.1 forkNo one-command install · Source
260023.374mcp-gpu-servermcp · back-endExposes NVIDIA GPU metrics (info, utilization, VRAM, temperature) via MCP tools for real-time querying from AI assistants.1 forkNo 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