Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 87.4832 | ankimcpmcp · back-end | Anki addon that exposes your flashcard collection to AI assistants via a local MCP server. | 74 stars · 8 forks | No one-command install · Source | |
| 702 | 87.4624 | microsoft-mcp-server-for-enterprisemcp · back-end | Enables AI agents to query Microsoft Entra data using natural language, converting requests into Microsoft Graph API calls for read-only enterprise IT… | 52 stars · 15 forks | No one-command install · Source | |
| 702 | 87.4624 | raveenb-fal-mcp-servermcp · back-end | Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop | 52 stars · 15 forks | No one-command install · Source | |
| 702 | 87.4624 | infatoshi-xmcp · back-end | Full X API access for posting, searching, reading, engagement, media upload, and analytics. | 52 stars · 15 forks | No one-command install · Source | |
| 705 | 87.4505 | arpitbatra123-googletasksmcp · back-end | Integrates with Google Tasks API to enable direct task management, including creating, updating, organizing, and completing tasks through… | 48 stars · 19 forks | No one-command install · Source | |
| 706 | 87.4367 | recraft-aimcp · back-end | Integrates with Recraft's image generation API to create and edit raster and vector images, apply custom styles, manipulate backgrounds, upscale… | 60 stars · 11 forks | No one-command install · Source | |
| 706 | 87.4367 | kunallunia-twitter-mcpmcp · back-end | All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging… | 60 stars · 11 forks | No one-command install · Source | |
| 708 | 87.4009 | garoth-wolframalpha-llmmcp · back-end | Integrates with WolframAlpha's LLM API to enable complex mathematical and scientific queries, offering tools for asking questions and getting… | 55 stars · 13 forks | No one-command install · Source | |
| 709 | 87.3835 | paystack-mcp-servermcp · back-end | Enables AI assistants to interact with the full range of Paystack APIs, allowing operations like transaction management, customer creation, and… | 53 stars · 14 forks | No one-command install · Source | |
| 709 | 87.3835 | mcp-server-chart-miniomcp · back-end | 基于 NestJS 的图表生成服务，集成 MinIO 对象存储，支持 22+ 种图表类型的服务器端渲染。 | 53 stars · 14 forks | No one-command install · Source | |
| 711 | 87.3464 | django-mcpmcp · back-end | Integrates MCP tool hosting into Django applications, enabling easy definition and serving of MCP tools, resources, and prompts via ASGI with support… | 72 stars · 8 forks | No one-command install · Source | |
| 712 | 87.3357 | mcp-sitecore-servermcp · back-end | MCP server for Sitecore that provides tools to interact with Sitecore via GraphQL, Item Service API, and Sitecore PowerShell Extensions, enabling… | 48 stars · 18 forks | No one-command install · Source | |
| 713 | 87.3299 | warpdev-hubmcp · back-end | Centralizes multiple MCP servers into a unified hub, enabling seamless tool discovery and routing across specialized servers for complex workflows… | 62 stars · 10 forks | No one-command install · Source | |
| 714 | 87.3287 | alibaba-dataworksmcp · back-end | Exports Alibaba Cloud DataWorks Open API tools for dynamic project management and data workflow interactions using TypeScript and Zod for robust… | 50 stars · 16 forks | No one-command install · Source | |
| 714 | 87.3287 | duhlink-instagram-analyticsmcp · back-end | Integrates with Instagram's API and web scraping tools to enable social media analytics, account management, and content strategy insights. | 50 stars · 16 forks | No one-command install · Source | |
| 716 | 87.3163 | paddle-billingmcp · back-end | Enables developers to manage billing operations using natural language commands, streamlining financial API interactions for SaaS businesses. | 51 stars · 15 forks | No one-command install · Source | |
| 717 | 87.3015 | rafaljanicki-x-twittermcp · back-end | Provides a bridge between Twitter's API and conversational interfaces, enabling comprehensive platform interaction including profile management, tweet… | 35 stars · 21 forks | No one-command install · Source | |
| 718 | 87.2983 | norman-financemcp · back-end | Enables interaction with the Norman Finance API, offering access to accounting, invoices, companies, clients, taxes, and more. | 54 stars · 13 forks | No one-command install · Source | |
| 718 | 87.2983 | guimatheus92-mcp-video-analyzermcp · back-end | MCP server for video analysis — extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video… | 54 stars · 13 forks | No one-command install · Source | |
| 720 | 87.2866 | danvega-coursesmcp · back-end | Lightweight Spring Boot server for retrieving and searching course details from Dan Vega's YouTube tutorials, providing easy access to educational… | 16 stars · 27 forks | No one-command install · Source | |
| 721 | 87.2508 | semaphoreui-mcp-servermcp · back-end | Enables AI assistants to interact with SemaphoreUI for managing and running Ansible automation tasks through natural language commands. | 78 stars · 7 forks | No one-command install · Source | |
| 722 | 87.2503 | triliumnext-mcpmcp · back-end | A Model Context Protocol (MCP) server for interacting with TriliumNext via its ETAPI. Enables LLMs to create, read, update, and organize notes… | 65 stars · 9 forks | No one-command install · Source | |
| 723 | 87.2463 | fortigate-mcp-servermcp · back-end | A production-ready MCP server for managing FortiGate firewalls, enabling AI assistants to manage firewall policies, network objects, routing, and… | 34 stars · 21 forks | No one-command install · Source | |
| 724 | 87.2408 | alekspetrov-documentation-managermcp · back-end | Enables AI interaction with markdown documentation files through a SQL-like query format for creating, reading, updating, and searching documentation… | 58 stars · 11 forks | No one-command install · Source | |
| 724 | 87.2408 | dfinke-powershell-execmcp · back-end | Enables real-time execution of PowerShell scripts through a lightweight Python server, bridging AI tools with PowerShell functionality for data… | 58 stars · 11 forks | No one-command install · Source | |
| 724 | 87.2408 | gus-narea-daipendencymcp · back-end | Extracts public API documentation from a library and outputs it in an LLM-friendly format. | 58 stars · 11 forks | No one-command install · Source | |
| 727 | 87.2367 | kimlawtech-korean-contractsmcp · back-end | Privacy-preserving Korean contract generation and review tool that masks PII before processing with Claude, then restores original values locally. | 61 stars · 10 forks | No one-command install · Source | |
| 728 | 87.2172 | adsmcp-tiktok-adsmcp · back-end | Integrates with TikTok's Business API to provide campaign management, performance analytics, creative asset handling, audience targeting, and… | 48 stars · 17 forks | No one-command install · Source | |
| 728 | 87.2172 | prathammanocha-wordpress-managermcp · back-end | Enables AI to manage WordPress sites by providing tools for creating and updating posts, managing users, and retrieving content through authenticated… | 48 stars · 17 forks | No one-command install · Source | |
| 728 | 87.2172 | nighttrek-serper-searchmcp · back-end | Integrates with Serper API to provide web search capabilities through standard Google search and Deep Research tools that break complex queries into… | 48 stars · 17 forks | No one-command install · Source | |
| 731 | 87.2051 | particlefuture-1mcpservermcp · back-end | Automatically discovers, configures, and manages other MCP servers through intelligent search and vector similarity matching, eliminating manual setup… | 53 stars · 13 forks | No one-command install · Source | |
| 732 | 87.1513 | johanli233-python-sandboxmcp · back-end | Provides a secure sandbox environment for executing Python code within isolated Docker containers, enabling safe code testing with resource limits… | 40 stars · 20 forks | No one-command install · Source | |
| 733 | 87.1379 | mcpcapmcp · back-end | A modular Python MCP server for analyzing PCAP files. It provides stateless tools for DNS, DHCP, ICMP, TCP, SIP, and capture info analysis, supporting… | 51 stars · 14 forks | No one-command install · Source | |
| 733 | 87.1379 | ida-script-mcpmcp · back-end | Executes IDAPython scripts in IDA Pro through any MCP-compatible AI assistant, enabling AI-powered binary analysis with full access to IDA's API. | 51 stars · 14 forks | No one-command install · Source | |
| 733 | 87.1379 | ccnn2509-seo-aimcp · back-end | Integrates with Google Ads Keyword Planner API to enable SEO research, SERP analysis, and competitor analysis through a Node.js Express server… | 51 stars · 14 forks | No one-command install · Source | |
| 733 | 87.1379 | financial-modeling-prep-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides tools, resources, and prompts for financial analysis using the Financial Modeling Prep API. | 51 stars · 14 forks | No one-command install · Source | |
| 737 | 87.1372 | mapbox-developer-mcp-servermcp · back-end | Enables AI assistants to interact with Mapbox developer APIs for style management, token management, and local processing tasks like GeoJSON preview… | 60 stars · 10 forks | No one-command install · Source | |
| 738 | 87.1056 | korean-patent-mcp-kiprismcp · back-end | MCP server that enables searching Korean patents, trademarks, and designs via KIPRIS Plus open APIs. Supports keyword, advanced, applicant, and… | 52 stars · 13 forks | No one-command install · Source | |
| 739 | 87.0725 | emekaokoye-rdf-explorermcp · back-end | Enables conversational exploration and analysis of RDF Knowledge Graphs through SPARQL queries, full-text search, and visualization tools in both… | 54 stars · 12 forks | No one-command install · Source | |
| 740 | 87.0638 | zoharbabin-web-researchermcp · back-end | Web search, content extraction, and multi-source research MCP server with eight specialized tools and multiple search backend support. | 63 stars · 9 forks | No one-command install · Source | |
| 741 | 87.0555 | coze-mcp-servermcp · back-end | A Model Context Protocol server that provides Coze resources and tools for managing workspaces, bots, and conversations. | 47 stars · 17 forks | No one-command install · Source | |
| 742 | 87.0377 | imprvhub-mcp-domain-availabilitymcp · back-end | A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk… | 59 stars · 10 forks | No one-command install · Source | |
| 743 | 87.0200 | venice-mcp-servermcp · back-end | Provides 31 tools and 3 resources to access Venice's uncensored AI models for chat, image, video, audio, music, and more, enabling any MCP host to… | 68 stars · 8 forks | No one-command install · Source | |
| 744 | 86.9980 | psycharch-minimax-toolsmcp · back-end | Integrates with Minimax's AI services to provide image generation and text-to-speech capabilities through a Node.js server, enabling editors to access… | 50 stars · 14 forks | No one-command install · Source | |
| 744 | 86.9980 | anjor-coinmarket-mcp-servermcp · back-end | Access real-time cryptocurrency data from CoinMarketCap. | 50 stars · 14 forks | No one-command install · Source | |
| 744 | 86.9980 | hannesj-openapi-schemamcp · back-end | Transforms OpenAPI specifications into YAML-formatted tools for exploring API paths, operations, parameters, schemas, and security definitions… | 50 stars · 14 forks | No one-command install · Source | |
| 747 | 86.9455 | revitmcpmcp · back-end | A pyRevit extension and Python server that enables AI clients to interact with a live Autodesk Revit session through tools for project info, view… | 55 stars · 11 forks | No one-command install · Source | |
| 748 | 86.9339 | fast-mcp-telegrammcp · back-end | Fast MCP Telegram — Production-grade Telegram MCP server with direct MTProto API, multi-user ACL, dual transport (stdio + HTTP SSE), voice… | 48 stars · 15 forks | armory install fast-mcp-telegram --cli claude | |
| 748 | 86.9339 | scrivener-mcp-servermcp · back-end | Enables Claude AI to seamlessly interact with Scrivener projects for document management, AI-powered content analysis, and advanced writing… | 48 stars · 15 forks | No one-command install · Source | |
| 748 | 86.9339 | actual-mcp-servermcp · back-end | MCP server that connects AI assistants to Actual Budget for budget management, enabling natural language queries, transaction creation, and spending… | 48 stars · 15 forks | No one-command install · Source | |
| 751 | 86.9244 | kesha-voice-kitmcp · back-end | Local voice toolkit over MCP: transcribe audio to text in 25 languages, synthesize speech in 9, and list available voices and languages. Runs fully… | 73 stars · 7 forks | No one-command install · Source | |
| 751 | 86.9244 | luuu-h-netease-musicmcp · back-end | MCP server for controlling local NetEase Cloud Music playback with search, playlist management, and synchronized lyrics. | 73 stars · 7 forks | No one-command install · Source | |
| 753 | 86.9125 | wowinter13-solscan-mcpmcp · back-end | An MCP tool for querying Solana transactions using natural language with Solscan API. | 46 stars · 17 forks | No one-command install · Source | |
| 754 | 86.8801 | dbt-doctormcp · back-end | AI-driven MCP server that audits, profiles, detects schema drift, and auto-generates documentation for dbt projects, enabling natural language… | 133 stars · 4 forks | No one-command install · Source | |
| 755 | 86.8196 | mcp-windows-servermcp · back-end | Enables AI assistants to control Windows systems through natural language commands, providing 200+ automation tools for system control, file… | 50 stars · 13 forks | No one-command install · Source | |
| 756 | 86.8178 | usestring-powhttpmcp · back-end | Provides comprehensive access to HTTP traffic captured by powhttp with tools for searching entries, analyzing TLS fingerprints, comparing browser vs… | 81 stars · 6 forks | No one-command install · Source | |
| 756 | 86.8178 | candidate-mcp-servermcp · back-end | Enables LLMs to access candidate information including resume, LinkedIn, GitHub, and contact via email. | 81 stars · 6 forks | No one-command install · Source | |
| 758 | 86.8173 | tedlikeskix-alpaca-tradingmcp · back-end | Integrates with the Alpaca trading API to provide algorithmic trading and portfolio management tools for account information, market data, order… | 27 stars · 21 forks | No one-command install · Source | |
| 759 | 86.7815 | task-management-mcp-servermcp · back-end | Connects AI assistants to a task management API for creating, updating, and tracking tasks with iPhone notifications. | 46 stars · 16 forks | No one-command install · Source | |
| 760 | 86.7788 | snjyor-binance-cryptocurrencymcp · back-end | Integrates with Binance cryptocurrency API to provide real-time market data including prices, order books, candlestick charts, and trading history for… | 45 stars · 17 forks | No one-command install · Source | |
| 761 | 86.7723 | nicogis-arcgis-promcp · back-end | Bridges ArcGIS Pro desktop GIS software through a .NET add-in and IPC communication to enable spatial analysis, map creation, and GIS workflow… | 47 stars · 15 forks | No one-command install · Source | |
| 762 | 86.7496 | jaipandya-producthunt-mcp-servermcp · back-end | MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more. | 53 stars · 11 forks | No one-command install · Source | |
| 763 | 86.6840 | zoho-books-mcp-servermcp · back-end | Enables AI assistants to manage Zoho Books accounting tasks such as invoices, contacts, expenses, and sales orders through natural language. | 39 stars · 19 forks | No one-command install · Source | |
| 764 | 86.6460 | renpy-mcp-servermcp · back-end | Enables AI assistants to create complete Ren'Py visual novel games with AI-generated images, dialogue, branching stories, and web deployment. | 55 stars · 10 forks | No one-command install · Source | |
| 765 | 86.6327 | pnizer-whatsapp-webmcp · back-end | Enables AI interaction with WhatsApp through direct client integration or API connectivity, supporting message handling, contact management, group… | 44 stars · 17 forks | No one-command install · Source | |
| 766 | 86.6220 | handsomejustin-mijia-controlmcp · back-end | Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras) through MCP. Includes web dashboard, REST API, CLI, SocketIO, energy… | 63 stars · 8 forks | No one-command install · Source | |
| 767 | 86.6219 | fengin-search-engines-proxymcp · back-end | Provides a unified API for accessing multiple search engines including Brave Search, Metaso, and Bocha, handling authentication, rate limiting, and… | 78 stars · 6 forks | No one-command install · Source | |
| 768 | 86.5937 | ivanamador-vercel-ai-docs-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation. | 50 stars · 12 forks | No one-command install · Source | |
| 769 | 86.5741 | unstructured-apimcp · back-end | Integrates with the Unstructured API to enable document processing operations including managing connectors and workflows for extracting structured… | 43 stars · 18 forks | No one-command install · Source | |
| 769 | 86.5741 | amazon-selling-partner-api-mcp-servermcp · back-end | A Model Context Protocol server for interacting with the Amazon Selling Partner API, providing tools and resources for managing catalog, inventory… | 43 stars · 18 forks | No one-command install · Source | |
| 771 | 86.5434 | ndthanhdev-mcp-browser-kitmcp · back-end | An MCP Server that enables AI assistants to interact with your local browsers. | 54 stars · 10 forks | No one-command install · Source | |
| 772 | 86.5093 | pbohannon-notion-apimcp · back-end | Integrates with Notion's API to enable document management, knowledge base interactions, and project tracking tasks. | 28 stars · 20 forks | No one-command install · Source | |
| 773 | 86.5040 | midi-mcp-servermcp · back-end | Enables AI-driven MIDI composition with chord name support, interactive piano-roll preview, and multiple deployment modes. | 51 stars · 11 forks | No one-command install · Source | |
| 774 | 86.5017 | aula-mcpmcp · back-end | This server enables MCP clients (LLMs) to access data from the Danish school platform Aula, such as messages, schedules, and child profiles, by… | 44 stars · 16 forks | No one-command install · Source | |
| 774 | 86.5017 | kong-konnectmcp · back-end | Integrates with Kong API Gateway to enable management and analysis of API configurations, traffic patterns, and control plane settings through Kong's… | 44 stars · 16 forks | No one-command install · Source | |
| 776 | 86.4956 | aster-mcp-servermcp · back-end | An MCP server for Aster Futures and Spot APIs, enabling AI agents to query market data, place orders, and check positions and accounts securely. | 45 stars · 15 forks | No one-command install · Source | |
| 777 | 86.4780 | hmk-attiomcp · back-end | Integrates with Attio's API for reading and writing company records and notes, enabling CRM operations without direct interface navigation. | 16 stars · 24 forks | No one-command install · Source | |
| 778 | 86.4513 | pagespeed-insights-mcp-servermcp · back-end | 16-tool MCP server for Google PageSpeed Insights & Chrome UX Report APIs. Analyze, compare, and optimize web performance directly through Claude… | 57 stars · 9 forks | No one-command install · Source | |
| 779 | 86.4508 | delineamcpmcp · back-end | MCP server for the Delinea Secret Server and Platform APIs, enabling AI agents to manage secrets, users, groups, folders, roles, and access requests… | 46 stars · 14 forks | No one-command install · Source | |
| 780 | 86.4501 | senior-analystmcp · back-end | A business analysis MCP server with financial data, industry modeling, valuation models, and adversarial review for deep company and sector analysis. | 53 stars · 10 forks | No one-command install · Source | |
| 780 | 86.4501 | philschmid-geminimcp · back-end | Integrates with Google's Gemini API to provide intelligent web search with synthesized results and citations, plus direct access to Gemini 2.5 models… | 53 stars · 10 forks | No one-command install · Source | |
| 782 | 86.4479 | mindwear-capitian-followupbossmcp · back-end | Integrates with Follow Up Boss CRM providing 157 tools covering all official API endpoints for contacts, deals, tasks, communication, and pipeline… | 27 stars · 20 forks | No one-command install · Source | |
| 783 | 86.4021 | public-com-mcp-servermcp · back-end | This MCP server connects AI assistants to a Public.com brokerage account, enabling natural language trading of stocks, options, and crypto, along with… | 66 stars · 7 forks | No one-command install · Source | |
| 784 | 86.3796 | chinese-sensitive-words-mcp-servermcp · back-end | Detects Chinese sensitive/forbidden words across platforms like Xiaohongshu, Douyin, Kuaishou, and Bilibili, with risk levels and replacement… | 113 stars · 4 forks | No one-command install · Source | |
| 785 | 86.3641 | anshumax-world-bankmcp · back-end | Connects to World Bank open data API for exploring and analyzing global socioeconomic indicators and development trends. | 50 stars · 11 forks | No one-command install · Source | |
| 786 | 86.3495 | briandconnelly-ip-geolocationmcp · back-end | Integrates with ipinfo.io API to provide IP geolocation services, enabling location-based insights and network analysis. | 44 stars · 15 forks | No one-command install · Source | |
| 787 | 86.3389 | evolution-whatsapp-apimcp · back-end | Connects AI systems to WhatsApp through the Evolution API, enabling message management, media sharing, and contact operations for automated customer… | 32 stars · 19 forks | No one-command install · Source | |
| 788 | 86.3245 | gramps-webmcp · back-end | Integrates with Gramps Web API to provide genealogy research and management through 24 specialized tools for family tree exploration, relationship… | 43 stars · 16 forks | No one-command install · Source | |
| 789 | 86.3160 | hieuttmmo-entraidmcp · back-end | Provides direct access to Microsoft Entra ID resources through the Graph API, enabling IT administrators to manage users, groups, applications, and… | 41 stars · 18 forks | No one-command install · Source | |
| 790 | 86.2956 | django-ai-boostmcp · back-end | A Model Context Protocol (MCP) server for developing Django applications. It exposes Django project information through MCP tools, enabling AI… | 111 stars · 4 forks | No one-command install · Source | |
| 791 | 86.2724 | reaper-mcpmcp · back-endalso listed as twelvetake-studios-reaper-mcp | A comprehensive MCP server that enables AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production… | 46 stars · 13 forks | No one-command install · Source | |
| 793 | 86.2679 | ozon-mcp-servermcp · back-end | MCP server for Ozon marketplace that enables AI assistants to search products, get detailed information, prices, and delivery info from Ozon.ru. | 55 stars · 9 forks | No one-command install · Source | |
| 794 | 86.2677 | patsnap-mcpmcp · back-end | PatSnap hosted MCP servers for patent, pharmaceutical, life sciences, scientific literature, and R&D innovation intelligence. | 110 stars · 4 forks | No one-command install · Source | |
| 795 | 86.2629 | cn-financial-mcpmcp · back-end | Provides access to Chinese mainland financial data including A-stock quotes, financial statements, industry analysis, and macroeconomics through 42… | 40 stars · 18 forks | No one-command install · Source | |
| 796 | 86.2231 | unofficial-anylist-mcp-servermcp · back-end | MCP server that integrates with AnyList for managing shopping lists, recipes, and meal planning via natural language. | 30 stars · 19 forks | No one-command install · Source | |
| 797 | 86.2064 | coinpaprika-dexpaprikamcp · back-end | Provides real-time cryptocurrency market data across multiple blockchain networks, including DEX listings, liquidity pools, token details, and price… | 42 stars · 16 forks | No one-command install · Source | |
| 798 | 86.2045 | grey-iris-easy-notionmcp · back-end | Markdown-first Notion integration with 92% fewer tokens than the official Notion MCP server. | 51 stars · 10 forks | No one-command install · Source | |
| 798 | 86.2045 | davinci-resolve-mcp-servermcp · back-end | Exposes 20 tools for project, media, render, and timeline control in DaVinci Resolve 18+ via stdio MCP, enabling AI agents to operate the software… | 51 stars · 10 forks | No one-command install · Source | |
| 800 | 86.1896 | tree-sitter-analyzermcp · back-end | An MCP code-intelligence server for AI agents with pre-indexed AST cache, 62 MCP tools, and TOON-compressed output, enabling token-efficient code… | 47 stars · 12 forks | 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.