Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2801 | 87.5399 | hexismcp · back-end | A git-backed MCP server that centrally manages AI agent skills, tools, and knowledge with role-based access, change requests, and a remote OAuth 2.1… | 83 stars · 7 forks | No one-command install · Source | |
| 2802 | 87.5382 | archhub-mcpmcp · other | Enables natural language access to 11 Korean building data tools including building registers, permits, comprehensive profiles with zoning, floor… | 64 stars · 10 forks | No one-command install · Source | |
| 2802 | 87.5382 | shotgrid-mcp-servermcp · back-end | Enables AI assistants to interact with Autodesk ShotGrid (Flow Production Tracking) for production tracking workflows. Provides 40+ tools for CRUD… | 64 stars · 10 forks | No one-command install · Source | |
| 2802 | 87.5382 | aitytech-memorymcp · database | Provides persistent memory capabilities for coding assistants by automatically capturing tool usage, decisions, and patterns across sessions in a… | 64 stars · 10 forks | No one-command install · Source | |
| 2802 | 87.5382 | iron-manus-mcpmcp · ai-agents | Enables AI workflow orchestration with an 8-phase process, task delegation via Todos, and role-based agent specialization for complex multi-step… | 64 stars · 10 forks | No one-command install · Source | |
| 2802 | 87.5382 | nexgene-civic-oncologymcp · back-end | Connects to the CIViC GraphQL API for precision oncology research, enabling flexible searches across diseases, therapies, molecular profiles, and… | 64 stars · 10 forks | No one-command install · Source | |
| 2807 | 87.5297 | monsterxx03-gospymcp · ai-agents | Inspects and analyzes running Go processes by directly reading memory on Linux and macOS systems, providing deep visibility into goroutine states… | 97 stars · 6 forks | No one-command install · Source | |
| 2808 | 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 | |
| 2809 | 87.4826 | apache-iotdbmcp · database | Connects to Apache IoTDB time-series databases for executing queries, listing tables, and describing schemas through a secure Python-based interface. | 39 stars · 21 forks | No one-command install · Source | |
| 2810 | 87.4704 | minimax-search-mcp-servermcp · ai-agents | MCP server enabling parallel web search and batch browsing with intelligent content understanding via MiniMax LLM. | 58 stars · 12 forks | No one-command install · Source | |
| 2811 | 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 | |
| 2811 | 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 | |
| 2811 | 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 | |
| 2811 | 87.4624 | alejandroballesteros-document-operationsmcp · other | Enables document operations on Microsoft Word, Excel, and PDF files through FastMCP and Python tools for creating, editing, converting, and… | 52 stars · 15 forks | No one-command install · Source | |
| 2811 | 87.4624 | dynamo-mcpmcp · other | Exposes cookiecutter templates through MCP, enabling discovery, registration, management, and project generation from templates. | 52 stars · 15 forks | No one-command install · Source | |
| 2811 | 87.4624 | based-h-10-deepseek-reasonermcp · other | Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, research assistance, and decision support capabilities. | 52 stars · 15 forks | No one-command install · Source | |
| 2817 | 87.4617 | token-enhancermcp · ai-agents | A local MCP proxy that strips web pages to clean text, reducing token usage for AI agents by up to 99.6%. | 68 stars · 9 forks | No one-command install · Source | |
| 2817 | 87.4617 | allenporter-home-assistantmcp · other | Interact with Home Assistant for querying and controlling smart home devices. | 68 stars · 9 forks | No one-command install · Source | |
| 2819 | 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 | |
| 2820 | 87.4467 | visual-ui-debug-agent-mcpmcp · browser | An MCP server that enables AI agents to autonomously test, debug, and analyze web interfaces visually using Playwright, with 30 tools for screenshots… | 81 stars · 7 forks | No one-command install · Source | |
| 2821 | 87.4418 | jsdelivr-globalpingmcp · devops | Provides global network diagnostics through Cloudflare Workers, enabling engineers to run tests like ping, traceroute, and HTTP requests from… | 63 stars · 10 forks | No one-command install · Source | |
| 2822 | 87.4367 | last9-observabilitymcp · observability | Integrates with Last9's observability platform to enable exception retrieval and service dependency analysis for efficient troubleshooting within… | 60 stars · 11 forks | No one-command install · Source | |
| 2822 | 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 | |
| 2822 | 87.4367 | wenxiaowendy-whereaboutsmcp · ai-agents | Provides spatial location awareness to AI agents by processing GPS and battery data from iOS Shortcuts into stays and movements. | 60 stars · 11 forks | No one-command install · Source | |
| 2822 | 87.4367 | snowfort-choreographmcp · browser | Automates web browsers and Electron desktop applications using Playwright with support for Chromium, Firefox, and WebKit, enabling clicking, typing… | 60 stars · 11 forks | No one-command install · Source | |
| 2822 | 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 | |
| 2827 | 87.4259 | rapiercraft-perplexity-cometmcp · search | Bridges Claude Code with Perplexity's Comet browser for autonomous web browsing and research tasks, enabling delegation of web browsing, data… | 49 stars · 18 forks | No one-command install · Source | |
| 2828 | 87.4210 | vorim-ai-labs-vorim-mcp-serveridentity · back-end | Use when you want agent identity, scoped permissions and an audit trail exposed to the agent as tools it can call. | 73 stars · 8 forks | No one-command install · Source | |
| 2829 | 87.4156 | qpd-v-telegram-communicatormcp · comms | Enables real-time communication with Telegram users via bots, supporting asynchronous messaging and secure chat interactions. | 47 stars · 20 forks | No one-command install · Source | |
| 2830 | 87.4009 | openrouter-deep-researchmcp · ai-agents | Orchestrates multi-agent research by breaking complex queries into specialized sub-questions, distributing them across different models, and… | 55 stars · 13 forks | No one-command install · Source | |
| 2830 | 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 | |
| 2832 | 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 | |
| 2832 | 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 | |
| 2834 | 87.3729 | jayarrowz-osrs-wikimcp · search | Provides tools for accessing Old School RuneScape game data through wiki searches and structured file queries with pagination support | 31 stars · 22 forks | No one-command install · Source | |
| 2835 | 87.3585 | srclight-srclightmcp · database | Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid… | 57 stars · 12 forks | No one-command install · Source | |
| 2835 | 87.3585 | guillochon-mlb-statsmcp · observability | Integrates with MLB Stats API and pybaseball to provide real-time baseball statistics, game schedules, player data including sabermetrics, team… | 57 stars · 12 forks | No one-command install · Source | |
| 2835 | 87.3585 | dcatfly-wechat-channelmcp · comms | Bidirectional messaging between WeChat and Claude Code via Channel plugin. | 57 stars · 12 forks | No one-command install · Source | |
| 2838 | 87.3464 | okfymcp · search | Enables AI agents to search, read, and traverse documentation bundles in Open Knowledge Format via MCP tools. | 72 stars · 8 forks | No one-command install · Source | |
| 2838 | 87.3464 | yepcode-secure-executionmcp · ai-agents | Enables secure execution of LLM-generated scripts and processes in isolated environments with environment variable management for teams needing to run… | 45 stars · 20 forks | No one-command install · Source | |
| 2838 | 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 | |
| 2841 | 87.3404 | n24q02m-code-review-graphmcp · database | Knowledge graph for token-efficient code reviews with fixed search, configurable embeddings, and qualified call resolution. | 66 stars · 9 forks | No one-command install · Source | |
| 2842 | 87.3372 | izumisy-pluggable-knowledge-graphmcp · search | Provides a pluggable knowledge graph memory server for flexible storage and retrieval within compatible systems, offering enhanced customization… | 59 stars · 11 forks | No one-command install · Source | |
| 2842 | 87.3372 | alicankiraz1-n8nmcp · observability | Integrates with n8n workflow automation platform to enable complete workflow lifecycle management including creation, modification, activation… | 59 stars · 11 forks | No one-command install · Source | |
| 2842 | 87.3372 | blpapi-mcpmcp · other | Enables access to Bloomberg financial data via MCP, requiring a Bloomberg Terminal. | 59 stars · 11 forks | No one-command install · Source | |
| 2845 | 87.3357 | antonytm-sitecoremcp · otheralso listed as mcp-sitecore-server | Enables AI interaction with Sitecore CMS instances | 48 stars · 18 forks | No one-command install · Source | |
| 2847 | 87.3299 | gnucash-mcpmcp · payments | Full double-entry accounting on local GnuCash books: transactions (single and batch), invoices and bills, budgets, investment lots, scheduled… | 62 stars · 10 forks | No one-command install · Source | |
| 2847 | 87.3299 | supadatamcp · browser | Integrates with Supadata's web scraping and video transcription services to extract content from web pages into Markdown format, map website URLs for… | 62 stars · 10 forks | No one-command install · Source | |
| 2847 | 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 | |
| 2847 | 87.3299 | martin-mcp-toolboxmcp · search | A multi-modal AI toolbox based on Model Context Protocol, integrating Zhipu GLM, Pollinations.AI, SiYuan Notes, and Perplexity web search to enable… | 62 stars · 10 forks | No one-command install · Source | |
| 2847 | 87.3299 | rinadelph-domain-researchmcp · search | Provides domain research capabilities through multiple free APIs for domain availability checks, WHOIS lookups via RDAP protocol, DNS record… | 62 stars · 10 forks | No one-command install · Source | |
| 2852 | 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 | |
| 2852 | 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 | |
| 2854 | 87.3174 | growthbook-feature-flagsmcp · search | Enables AI to manage feature flags, experiments, environments, and SDK connections in GrowthBook, providing tools for searching documentation… | 23 stars · 24 forks | No one-command install · Source | |
| 2855 | 87.3163 | quarkus-agent-mcpmcp · search | Creates, manages, and debugs Quarkus applications with lifecycle control, extension skills, and semantic documentation search. | 51 stars · 15 forks | No one-command install · Source | |
| 2855 | 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 | |
| 2857 | 87.3099 | goplausible-algorandmcp · devops | Provides a robust toolkit for Algorand blockchain interactions, enabling AI agents to create accounts, manage assets, deploy smart contracts, and… | 44 stars · 20 forks | No one-command install · Source | |
| 2858 | 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 | |
| 2859 | 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 | |
| 2859 | 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 | |
| 2859 | 87.2983 | zen-mcp-server-npx-wrappermcp · ai-agents | Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) for enhanced development capabilities like code review, debugging, and… | 54 stars · 13 forks | No one-command install · Source | |
| 2862 | 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 | |
| 2863 | 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 | |
| 2864 | 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 | |
| 2865 | 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 | |
| 2866 | 87.2408 | uuuuzz-unreal-engine-bridgemcp · other | Native C++ Unreal Engine 5.6+ plugin exposing the Unreal Editor to AI clients over Streamable HTTP. | 58 stars · 11 forks | No one-command install · Source | |
| 2866 | 87.2408 | hugoduncan-clojure-replmcp · other | Exposes Clojure REPL functionality over SSE transport, enabling remote code execution and interactive data analysis. | 58 stars · 11 forks | No one-command install · Source | |
| 2866 | 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 | |
| 2866 | 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 | |
| 2866 | 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 | |
| 2871 | 87.2406 | ilyagusev-academiamcp · other | Integrates with ArXiv, ACL Anthology, Semantic Scholar, and Hugging Face datasets to enable scientific literature discovery, citation analysis, LaTeX… | 90 stars · 6 forks | No one-command install · Source | |
| 2872 | 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 | |
| 2873 | 87.2360 | telegram-channel-explorermcp · comms | Enables access to Telegram channels and messages for searching content by keywords, listing available channels, retrieving specific messages, and… | 42 stars · 20 forks | No one-command install · Source | |
| 2874 | 87.2232 | memtomemmcp · ai-agents | Markdown-first long-term memory for AI coding agents, enabling hybrid search over local files via MCP tools. | 13 stars · 29 forks | No one-command install · Source | |
| 2875 | 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 | |
| 2875 | 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 | |
| 2875 | 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 | |
| 2878 | 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 | |
| 2879 | 87.2010 | kazuph-fetchmcp · other | Integrates web scraping and image processing capabilities to fetch, extract, and optimize web content. | 41 stars · 20 forks | No one-command install · Source | |
| 2880 | 87.1980 | steve228uk-metro-mcpmcp · front-end | React Native and Expo runtime debugging, inspection, and automation via Metro and Chrome DevTools Protocol. | 77 stars · 7 forks | No one-command install · Source | |
| 2881 | 87.1601 | dtkmn-zapmcp · ai-agents | Exposes OWASP ZAP web security scanning capabilities to AI agents via MCP for guided security assessments. | 64 stars · 9 forks | No one-command install · Source | |
| 2881 | 87.1601 | shredgineer-archive-agentmcp · search | Semantic file tracker with OCR capabilities that indexes documents using vector search and natural language processing to enable intelligent querying… | 64 stars · 9 forks | No one-command install · Source | |
| 2881 | 87.1601 | martingeidobler-android-device-controlmcp · front-end | Control Android emulators and devices via ADB with screenshot capture and UI automation. | 64 stars · 9 forks | No one-command install · Source | |
| 2881 | 87.1601 | pylegifrance-legifrancemcp · database | Provides access to French legal documents and legislation from the Legifrance database for legal research, compliance work, and understanding… | 64 stars · 9 forks | No one-command install · Source | |
| 2885 | 87.1599 | aravindev-inkscapemcp · database | Controls Inkscape vector graphics editor via D-Bus and CLI with tools for file conversion, path operations, image analysis, and gradient manipulation. | 70 stars · 8 forks | No one-command install · Source | |
| 2885 | 87.1599 | uk0-web-search-fastmcp · search | High-performance web search from Google, Bing, and DuckDuckGo with structured output. | 70 stars · 8 forks | No one-command install · Source | |
| 2887 | 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 | |
| 2888 | 87.1389 | plumb-plumb-mcpmcp · front-end | AI-native design engineering platform that converts Figma or live websites into a semantic design graph for code generation, and generates Figma… | 76 stars · 7 forks | No one-command install · Source | |
| 2888 | 87.1389 | gdal-mcpmcp · ai-agents | Exposes GDAL/Rasterio operations to AI agents with a reflection middleware that requires structured justification before executing operations whose… | 76 stars · 7 forks | No one-command install · Source | |
| 2890 | 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 | |
| 2890 | 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 | |
| 2890 | 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 | |
| 2890 | 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 | |
| 2894 | 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 | |
| 2895 | 87.1289 | umeiko-umeko-serialmcp · observability | Connects AI assistants to microcontrollers and embedded devices via serial port with a built-in web monitoring dashboard. | 57 stars · 11 forks | No one-command install · Source | |
| 2895 | 87.1289 | ppt-mcpmcp · ai-agents | An MCP server that provides real-time control of Microsoft PowerPoint via COM automation, enabling AI agents to create and edit presentations with 155… | 57 stars · 11 forks | No one-command install · Source | |
| 2897 | 87.1101 | linxule-music-studiomcp · other | Creative music composition tool with multi-instrument playback, style presets, visual sheet music, and ABC notation support. | 69 stars · 8 forks | No one-command install · Source | |
| 2897 | 87.1101 | soulmcp · ai-agents | Gives AI agents persistent memory, handoffs, and shared context across sessions, enabling seamless continuity and multi-agent collaboration. | 69 stars · 8 forks | No one-command install · Source | |
| 2899 | 87.1056 | bggmcp · other | Access BoardGameGeek game data, user collections, and profiles | 52 stars · 13 forks | No one-command install · Source | |
| 2899 | 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 |
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.