Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3101 | 61.941 | google-maps-a2a-server-by-jeantimexmcp · back-end | Enables AI agents to use Google Maps features (geocoding, elevation, search, directions) via the A2A protocol | 17 stars | No one-command install · Source | |
| 3102 | 61.936 | bortlesboat-bitcoinmcp · back-end | Comprehensive Bitcoin network toolkit with fee intelligence, mempool analysis, block exploration, mining stats, and price data. Works instantly with… | 3 stars · 5 forks | No one-command install · Source | |
| 3102 | 61.936 | banktivity-mcpmcp · back-end | MCP server for accessing and managing Banktivity personal finance data, enabling account, transaction, and budget operations through natural language. | 3 stars · 5 forks | No one-command install · Source | |
| 3102 | 61.936 | pix-mcpmcp · back-end | Enables AI agents to generate static Pix QR codes for Brazilian payments using natural language, with EMV 4.0 compliance and no external API required. | 3 stars · 5 forks | No one-command install · Source | |
| 3102 | 61.936 | ipfind-ipfind-mcp-servermcp · back-end | IP Address location service using the [IP Find](https://ipfind.com) API | 3 stars · 5 forks | No one-command install · Source | |
| 3102 | 61.936 | programmeragua-jenkinsmcp · back-end | Make Jenkins REST API calls to provide common operation interfaces for Jenkins jobs. | 3 stars · 5 forks | No one-command install · Source | |
| 3102 | 61.936 | mtane0412-twitch-api-integrationmcp · back-end | Integrates with Twitch API to provide channel info, stream details, game data, user profiles, clips, chat settings, and video comments for building… | 3 stars · 5 forks | No one-command install · Source | |
| 3108 | 61.587 | ai-answer-copiermcp · back-end | AI Answer Copier is a Model Context Protocol (MCP) server that solves the "Final Mile" friction in educational content creation. It enables AI models… | 3,498 installs | No commit datelisted | No one-command install · Source |
| 3109 | 61.496 | fabric-admin-mcp-servermcp · back-end | Provides MCP tools to manage Microsoft Fabric capacities, including listing, creating, updating, and deleting them, using Azure authentication. | 9 forks | No one-command install · Source | |
| 3109 | 61.496 | weights-biases-mcp-servermcp · back-end | Enables querying W\&B Weave traces and creating W\&B Reports with text and visualizations through natural language. | 9 forks | No one-command install · Source | |
| 3109 | 61.496 | mcp-filesystem-pythonmcp · back-end | A secure, read-only MCP server for browsing and searching files in a specified directory with path traversal protection and .gitignore support. | 9 forks | No one-command install · Source | |
| 3112 | 61.407 | eurlex-mcp-servermcp · back-end | Enables searching and retrieving EU legal documents (regulations, directives, court decisions) via the EUR-Lex Cellar API, supporting full-text… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | planetscale-mcp-servermcp · back-end | Provides tools for interacting with PlanetScale databases via the Model Context Protocol, enabling database operations through natural language or API… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | davidmosiah-polarmcp · back-end | Privacy-first unofficial MCP server for Polar AccessLink health, sleep, and training data. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | lazyants-lexware-officemcp · back-endalso listed as lexware-mcp-server | Integrates with the Lexware Office API for managing invoices, contacts, articles, vouchers, and German accounting workflows. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | benwmerritt-shopifymcp · back-endalso listed as shopify-mcp, shopify-mcp-2 | Integrates with Shopify's GraphQL Admin API for complete e-commerce store management including product operations, order processing, customer… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | sevdesk-mcpmcp · back-end | Integrates with the sevdesk German accounting API, providing 76 tools for full CRUD operations across contacts, invoices, vouchers, orders, credit… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | hk-climate-and-weather-mcp-servermcp · back-end | Provides access to Hong Kong climate and weather data from the Hong Kong Observatory, including current conditions, forecasts, warnings, tides, and… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | chrisguidry-ynabmcp · back-end | Integrates with YNAB's official API to provide read-only access to budget data including accounts, categories, and monthly budget information with… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | microsoft-github-advisory-mcp-servermcp · back-end | Enables querying GitHub Security Advisories from a local cloned advisory database using tools like list_advisories and get_advisory. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | aleemhaider-instagrammcp · back-end | Interact with Instagram Business and Creator accounts through the Instagram Graph API. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | 611711dark-sympy-calculatormcp · back-end | Provides symbolic mathematics capabilities through a Python-based server that leverages SymPy for complex calculations, equation solving, and… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | vulners-mcp-servermcp · back-end | Enables AI assistants to query the Vulners vulnerability database for CVEs, security bulletins, and software package audits through natural language. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | api-tester-mcpmcp · back-endalso listed as kirti676-api-tester | Enables QA/SDET engineers to test APIs by ingesting Swagger/OpenAPI specs and Postman collections, generating and executing tests in multiple… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | wise-mcpmcp · back-end | Enables AI assistants to query Wise account balances, exchange rates, transfers, and recipients via the Wise API. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | hoqqun-stooq-mcpmcp · back-end | Fetch real-time stock prices from Stooq without API keys. Supports global markets (US, Japan, UK, Germany). | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | multi-protocol-mcp-servermcp · back-end | A framework that supports stdio, streamable HTTP, and SSE protocols for MCP services, enabling one-time development for multiple platforms. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | akirose-image-recognitionmcp · back-end | Provides image recognition and description capabilities for both local files and remote URLs with configurable security controls including path… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | hlydecker-ucsc-genome-mcpmcp · back-end | MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | avisangle-calculator-servermcp · back-end | A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | k-mfds-fooddb-mcp-servermcp · back-end | Provides tools to search Korean food nutrition data from the Ministry of Food and Drug Safety (MFDS) database, enabling natural language queries for… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | sailfish-dexmcp · back-end | Provides a bridge to the SailFish decentralized exchange on the EDU blockchain, enabling token swaps, liquidity pool queries, and market data analysis… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | alinagy-godspeed-task-managementmcp · back-end | Integrates with Godspeed Task Management API to enable listing, creating, updating, and deleting tasks directly from development environments without… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | hypernym-mcp-servermcp · back-end | MCP server providing semantic text analysis and compression tools via Hypernym AI's API. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | jincai-rootdatamcp · back-end | Provides a bridge to the RootData API for searching and retrieving detailed information about blockchain projects, venture capital organizations, and… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | mcparr-servermcp · back-end | Integrates with Radarr and Sonarr to manage your media library, enabling search, download requests, status checks, and system health monitoring. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | gradusnikov-google-searchmcp · back-end | Integrates with Google Custom Search API to perform web searches and retrieve formatted results with titles, links, and snippets for research tasks… | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | hirokidaichi-tts-saymcp · back-end | Integrates with OpenAI's API and local sound playback to convert text into audible speech, enabling voice output for various applications. | 6 stars · 4 forks | No one-command install · Source | |
| 3112 | 61.407 | expressionsbot-windows-speechmcp · back-end | Integrates with Windows speech services to enable text-to-speech and speech-to-text capabilities using native system features and PowerShell commands. | 6 stars · 4 forks | No one-command install · Source | |
| 3144 | 61.334 | better-mealie-mcpmcp · back-end | Provides complete access to Mealie's API for managing recipes, meal plans, shopping lists, households, and more via natural language from AI… | 16 stars | No one-command install · Source | |
| 3144 | 61.334 | tie-mcp-servermcp · back-end | MCP server for the Tenable Identity Exposure API, providing 131 tools for complete API coverage with multi-tenant support and granular security… | 16 stars | No one-command install · Source | |
| 3144 | 61.334 | chelaile-mcpmcp · back-end | MCP server for Chelaile realtime public transit data in China, including bus and metro arrivals, vehicle positions, nearby stops, timetables, and… | 16 stars | No one-command install · Source | |
| 3144 | 61.334 | suwi-lanji-filamentphpmcp · back-end | MCP server providing AI assistants with real-time access to FilamentPHP v5 documentation via TF-IDF semantic search. | 16 stars | No one-command install · Source | |
| 3144 | 61.334 | wps-mcp-servermcp · back-end | Enables AI agents to natively create and edit WPS Office documents, spreadsheets, and presentations via natural language commands. | 16 stars | No one-command install · Source | |
| 3144 | 61.334 | discordmcp · back-end | Discord API integration providing 80+ tools for complete server automation including channel management, role administration, message handling, voice… | 16 stars | No commit datelisted | No one-command install · Source |
| 3144 | 61.334 | tght1211-http-bridgemcp · back-end | Middleware server that enables secure interaction with HTTP APIs through a configurable bridge, allowing dynamic integration with external web… | 16 stars | No commit datelisted | No one-command install · Source |
| 3151 | 61.224 | nexus-intelligence-apimcp · back-end | 58-endpoint utility hub - DNS lookup, web scraping, CVE scanning, AI translation, PII detection, domain health audit, company intelligence. Pay per… | 4,735 installs | No commit datelisted | No one-command install · Source |
| 3152 | 60.952 | surprise-buddymcp · back-end | ## What is Surprise Buddy? Surprise Buddy is a curated, country-scoped gift database exposed via a public Model Context Protocol (MCP) server… | 4,734 installs | No commit datelisted | No one-command install · Source |
| 3152 | 60.952 | the-stall-2mcp · back-end | 293 AI-callable finance and data tools over MCP. No API keys required. US stocks, crypto, DeFi, macro, prediction markets, sanctions, on-chain… | 3,348 installs | No commit datelisted | No one-command install · Source |
| 3154 | 60.887 | dci-mcp-servermcp · back-end | MCP server for DCI API enabling AI models to extract and analyze DCI jobs, components, and topics, with integrations for Google Drive, Jira, GitHub… | 1 star · 6 forks | No one-command install · Source | |
| 3154 | 60.887 | goldbeanmcp · back-end | x402 Micropaid MCP Server — 120+ paid API endpoints for AI Agents. Pay per call with USDC on Base network. No signup, no API key needed. | 1 star · 6 forks | No one-command install · Source | |
| 3154 | 60.887 | da-admin-mcp-servermcp · back-end | An MCP server that provides tools for interacting with the Document Authoring Admin API to manage content, versions, and configurations in DA… | 1 star · 6 forks | No one-command install · Source | |
| 3154 | 60.887 | dhan-mcp-servermcp · back-end | A production-ready MCP server for algorithmic trading with Dhan broker API, providing market data, order management, portfolio tracking, and real-time… | 1 star · 6 forks | No one-command install · Source | |
| 3154 | 60.887 | opencode-mcp-toolmcp · back-end | This is a Model Context Protocol (MCP) server that allows AI assistants to interact with the OpenCode CLI. It enables AI assistants to leverage… | 1 star · 6 forks | No one-command install · Source | |
| 3154 | 60.887 | devrev-mcp-servermcp · back-end | Enables searching, retrieving, creating, and updating issues and tickets in DevRev using natural language. | 1 star · 6 forks | No one-command install · Source | |
| 3154 | 60.887 | niyonabil-bloggermcp · back-end | Connects to Google's Blogger API for creating, updating, and managing blog posts through TypeScript-based Node.js implementation with Google… | 1 star · 6 forks | No one-command install · Source | |
| 3161 | 60.694 | cities2-mcpmcp · back-end | Local MCP server for Cities: Skylines II that provides a searchable wiki corpus, curated research reports, and in-game encyclopedia for answering… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | kittycad-zoomcp · back-endalso listed as zoo-mcp-server | Provides access to Zoo's API for AI-powered CAD operations and text-to-CAD generation | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | brandfetch-mcp-servermcp · back-end | Enables AI assistants to search and retrieve brand data, logos, design assets, and brand context via the Brandfetch API. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | riskprismmcp · back-end | MCP server for decomposing US equity portfolio risk into factor exposures, with tools for portfolio risk, factor exposures, stress tests, and coverage… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | wecom-data-gateway-mcp-servermcp · back-end | Exposes enterprise WeChat approval, report, and check-in data reading capabilities through the MCP protocol, enabling WorkBuddy and CodeBuddy to read… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | vision-primitives-mcpmcp · back-end | MCP server providing 26 visual tools for text-only LLMs, enabling description, coordinate location, OCR, annotation, cropping/zooming, anomaly… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | xano-developer-mcpmcp · back-end | An MCP server and standalone library that gives AI assistants superpowers for developing on Xano — complete with documentation, code validation, and… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | lodibrahim-logpondmcp · back-end | Terminal log viewer with built-in MCP server for AI-assisted log analysis and hub auto-aggregation. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | mediabox-mcpmcp · back-end | Self-hosted media server with AI-powered management via MCP, providing tools for Jellyfin, Sonarr, Radarr, and download management. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | agent-debuggermcp · back-end | Enables AI agents to investigate backend incidents by executing runbooks that gather evidence from observability and storage systems. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | neuratel-mcp-servermcp · back-end | Control your voice AI platform through natural language from any MCP-compatible assistant. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | selfhosted-sentry-mcpmcp · back-end | MCP server for self-hosted Sentry instances, providing tools to query and triage issues and events, inspect stack frames, manage releases, and access… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | airflow-unfactormcp · back-end | An MCP server that converts Apache Airflow DAGs into Prefect flows. It provides tools to read DAGs, lookup translation knowledge, validate code… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | nazarlysyi-brickognizemcp · back-end | Identifies LEGO parts, sets, and minifigures from images using the Brickognize API. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | kevinswint-xcode-studio-mcpmcp · back-end | Unified MCP server for iOS development — build, run, screenshot, and interact with iOS Simulator. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | mnardit-clipboardmcp · back-end | Provides cross-platform system clipboard read, write, and watch access using native OS APIs. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | metabrain-labs-comfyuimcp · back-end | MCP Server that transforms ComfyUI workflows into AI-callable tools for MCP Host | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | android-docs-mcpmcp · back-end | An MCP server that gives AI agents direct access to developer.android.com — search docs, look up API references, browse packages, and check release… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | prospector-mcpmcp · back-end | Finds and verifies business email addresses using DNS/SMTP verification and web scraping, with no external API costs. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | swagger-mcp-adaptermcp · back-end | A TypeScript-based MCP server that integrates with Swagger/OpenAPI specifications to expose API endpoints as tools for Large Language Models (LLMs)… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | check-module-mcp-servermcp · back-end | Enables managing internal documentation with search and add capabilities, and fetching official documentation from 13+ popular libraries via MCP… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | clasp-enhanced-mcp-servermcp · back-end | Provides comprehensive management of Google Apps Script projects via clasp CLI, enabling AI assistants to create, clone, deploy, and run scripts with… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | nimblemcp · back-end | A token-efficient MCP server that reduces context window bloat by lazy loading tool descriptions and proxying calls through three simple tools, with a… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | json2toon-mcp-servermcp · back-end | Advanced Token-Optimized Object Notation MCP server that compresses JSON with up to 85% token reduction using AI-powered pattern detection, providing… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | adsb-mcp-servermcp · back-end | Exposes real-time ADS-B aircraft data from a feeder, enabling natural language queries for aircraft positions, receiver statistics, and flight… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | airplanes-live-mcpmcp · back-end | Enables real-time aircraft tracking from Claude Desktop using the airplanes.live API, supporting searches by callsign, registration, hex ID, and… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | mcp-server-iconmcp · back-end | A Model Context Protocol server for searching and fetching icons from iconfont.cn. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | spotify-mcp-server-3mcp · back-end | An unofficial MCP server that provides access to Spotify's Web API through the Model Context Protocol, enabling AI assistants to search music, manage… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | jasperreports-mcp-servermcp · back-end | Enables AI assistants to interact with JasperReports Server for report execution, resource management, and job scheduling via MCP tools. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | grype-mcp-servermcp · back-end | Enables AI assistants to perform vulnerability scanning using Grype, supporting scans of directories, container images, and packages via the Model… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | orgsoft-jsrmcp · back-end | Integrates with JSR (JavaScript Registry) through Orama Cloud search and direct API access to provide package discovery, comparison, documentation… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | emsesp-mcp-servermcp · back-end | Enables LLM applications to query and visualize data from Bosch/Buderus heat pumps via ems-ESP, including temperatures, statistics, and heat curves… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | mcp-duckduckgo-searchmcp · back-end | Enables querying the DuckDuckGo Instant Answer API through the Model Context Protocol, allowing users to perform searches and retrieve instant… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | educhain-mcp-servermcp · back-end | Enables AI-powered educational content generation, including multiple-choice questions and lesson plans, through a modular command platform. | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | odinmcpmcp · back-end | A distributed MCP server framework enabling scalable task execution across multiple nodes with streamable HTTP transport, integrated authentication… | 9 stars · 1 fork | No one-command install · Source | |
| 3161 | 60.694 | iannuttall-cursor-rulesmcp · back-end | Provides a bridge to Playbooks Rules API for listing, searching, and retrieving rules with tools for processing URL-based slugs and formatting rule… | 9 stars · 1 fork | No one-command install · Source | |
| 3198 | 60.680 | captcha-mcpmcp · back-end | PoW CAPTCHA verification for MCP clients. Exposes generate_challenge and verify_solution tools — stateless proof-of-work that agents can embed in auth… | 4,680 installs | No commit datelisted | No one-command install · Source |
| 3199 | 60.675 | keyshot-mcpmcp · back-end | A local MCP server that enables AI apps to control KeyShot Studio for scene inspection, rendering, model import, material application, camera… | 15 stars | No one-command install · Source | |
| 3200 | 60.408 | travel-deals-mcpmcp · back-end | Travel Deals MCP is a Model Context Protocol server that lets AI agents search curated resort packages, vacation bundles, and travel deals in real… | 4,570 installs | No commit datelisted | No 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.