Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | 90.3498 | deliberationmcp · ai-agents | Ask Codex, Gemini, Grok, and 400+ OpenRouter models (Qwen, Kimi, DeepSeek) for second opinions or arbiter-mediated consensus. One MCP server for… | 140 stars · 9 forks | No one-command install · Source | |
| 1802 | 90.3496 | jacobianmcp · ai-agents | An MCP server for executable mathematics that enables agents to construct objects, compute invariants, search for witnesses, and verify results with… | 112 stars · 11 forks | No one-command install · Source | |
| 1802 | 90.3496 | ida-instances-mcpmcp · back-end | Enables MCP clients to drive IDA Pro through a stability-hardened server that hosts multiple headless idalib instances, with per-session isolation… | 112 stars · 11 forks | No one-command install · Source | |
| 1802 | 90.3496 | idea-research-dino-xmcp · ai-agents | Empower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts. | 112 stars · 11 forks | No one-command install · Source | |
| 1805 | 90.3352 | hhopke-intervals-icumcp · other | Access Intervals.icu training, wellness, and performance data from AI assistants. | 61 stars · 29 forks | No one-command install · Source | |
| 1806 | 90.3327 | manusa-podmanmcp · back-end | Integrates with Podman's API to enable container creation, management, and orchestration for automated DevOps workflows and microservices architecture… | 82 stars · 18 forks | No one-command install · Source | |
| 1806 | 90.3327 | zoomeyemcp · back-end | Integrates with ZoomEye API to enable network asset reconnaissance through specialized search tools, supporting dork queries, IP filtering, and field… | 82 stars · 18 forks | No one-command install · Source | |
| 1806 | 90.3327 | baryhuang-any-openapimcp · back-end | Integrates with any OpenAPI-compliant service using dynamic tool generation and vector-based semantic search for efficient API operation discovery and… | 82 stars · 18 forks | No one-command install · Source | |
| 1809 | 90.3324 | wenb1n-dev-smartdb-mcpmcp · database | A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis… | 80 stars · 19 forks | No one-command install · Source | |
| 1810 | 90.3263 | deepseek-code-worker-mcpmcp · ai-agents | Offloads expensive code reading, editing, and checking tasks to DeepSeek through Claude Code, saving Codex main-thread tokens by 40-60%. | 99 stars · 13 forks | No one-command install · Source | |
| 1810 | 90.3263 | turbularmcp · back-end | Provides a unified API to connect LLMs to various databases, with schema normalization and query transformation for seamless interaction. | 99 stars · 13 forks | No one-command install · Source | |
| 1812 | 90.3256 | a2a-rsmcp · ai-agents | A2A Protocol implementation for Rust | 87 stars · 16 forks | No one-command install · Source | |
| 1812 | 90.3256 | adspirermcp · other | Campaign planning, research, and cross-platform ad creation | 87 stars · 16 forks | No one-command install · Source | |
| 1812 | 90.3256 | vertex-ai-geminimcp · search | Provides a bridge to Google Cloud's Vertex AI Gemini models with web search grounding, direct knowledge answering, and documentation-based responses… | 87 stars · 16 forks | No one-command install · Source | |
| 1812 | 90.3256 | korigamik-markitdownmcp · other | Converts diverse file formats to Markdown using MarkItDown utility, enabling unified text-based workflows for content migration, documentation, and… | 87 stars · 16 forks | No one-command install · Source | |
| 1812 | 90.3256 | asyncfuncai-github-chatmcp · github-vcs | Enables AI to analyze and query GitHub repositories through a FastMCP-based interface for understanding codebases, exploring architecture, and… | 87 stars · 16 forks | No one-command install · Source | |
| 1817 | 90.3030 | oculairmedia-lettamcp · ai-agents | Integrates with the Letta API to enable creation and management of agents, memory blocks, and tools for advanced AI-based interactions and memory… | 78 stars · 20 forks | No one-command install · Source | |
| 1817 | 90.3030 | xpn-mythicmcp · devops | Integrates with the Mythic Command and Control framework for penetration testing, enabling shell command execution, file operations, and security tool… | 78 stars · 20 forks | No one-command install · Source | |
| 1819 | 90.3027 | apeyroux-xmind-mind-mapsmcp · search | Analyze Xmind mind maps on your local machine using fuzzy search and hierarchical navigation. | 94 stars · 14 forks | No one-command install · Source | |
| 1820 | 90.2977 | scrcpy-mcpmcp · ai-agents | MCP server that gives AI agents full vision and control over Android devices via ADB and scrcpy. Supports screenshots, input, apps, UI automation… | 90 stars · 15 forks | No one-command install · Source | |
| 1821 | 90.2834 | abdelstark-bitcoinmcp · back-end | Integrates with Bitcoin network and blockchain data via Blockstream API to enable transaction monitoring, wallet management, and blockchain analysis | 76 stars · 21 forks | No one-command install · Source | |
| 1822 | 90.2824 | apinetwork-piapi-image-generationmcp · front-end | Integrates with PiAPI to enable AI-driven image generation from text prompts for content creation and visual design tasks. | 75 stars · 22 forks | No one-command install · Source | |
| 1822 | 90.2824 | bschauer-strapimcp · other | Integrates Strapi CMS content into workflows, enabling manipulation of data for content management and querying in Strapi-powered applications. | 75 stars · 22 forks | No one-command install · Source | |
| 1824 | 90.2790 | locket-mcp-servermcp · back-end | Enables interaction with a read-later and link sharing social feed app, allowing users to manage links, bookmarks, and share through web, API, and… | 86 stars · 16 forks | No one-command install · Source | |
| 1825 | 90.2773 | jason-tan-railwaymcp · devops | Integrates with Railway.app to enable management of deployments, monitoring of application performance, and automation of DevOps workflows within the… | 73 stars · 24 forks | No one-command install · Source | |
| 1826 | 90.2767 | kokoro-ttsmcp · other | Converts text to speech using the Kokoro TTS engine with configurable voices, speeds, and languages, supporting both local storage and S3 cloud… | 81 stars · 18 forks | No one-command install · Source | |
| 1827 | 90.2697 | jmanek-google-news-trendsmcp · search | Integrates with Google News RSS feeds and Google Trends to provide news article search, trending topic retrieval, and optional content summarization… | 89 stars · 15 forks | No one-command install · Source | |
| 1828 | 90.2690 | igniteuimcp · front-end | Official MCP server for Ignite UI providing documentation access, GitHub API integration, and CLI component scaffolding. | 136 stars · 9 forks | No one-command install · Source | |
| 1829 | 90.2503 | comfyui-animatoolmcp · comms | Enables AI agents to generate anime-style images using ComfyUI and Anima models, with MCP support for native image display in chat clients. | 135 stars · 9 forks | No one-command install · Source | |
| 1830 | 90.2454 | jimeng-mcp-servermcp · back-end | A Model Context Protocol server for AI image and video generation using Jimeng AI, enabling text-to-image, image composition, text-to-video, and… | 79 stars · 19 forks | No one-command install · Source | |
| 1831 | 90.2405 | mantrakp04-manusmcp · ai-agents | Orchestrates specialized agents for collaborative task execution with file operations, shell commands, and browser automation capabilities through a… | 93 stars · 14 forks | No one-command install · Source | |
| 1832 | 90.2343 | ilikepizza2-ground-ng-qamcp · other | Automates web testing by putting the client in a feedback loop. Test recording, execution, and discovery with robust element identification and… | 67 stars · 28 forks | No one-command install · Source | |
| 1833 | 90.2334 | openmf-mcp-mifosxmcp · other | A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports. | 25 stars · 38 forks | No one-command install · Source | |
| 1834 | 90.2318 | gohighlevel-mcp-servermcp · back-end | Enables AI assistants to manage GoHighLevel CRM data including contacts, conversations, opportunities, calendars, and forms through MCP tools and… | 50 stars · 30 forks | No one-command install · Source | |
| 1835 | 90.2315 | just-every-screenshot-website-fastmcp · browser | Captures full-page website screenshots using Puppeteer and automatically splits them into 1072x1072 pixel tiles optimized for vision model processing… | 108 stars · 11 forks | No one-command install · Source | |
| 1835 | 90.2315 | ckbmcp · back-end | Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP. | 108 stars · 11 forks | No one-command install · Source | |
| 1837 | 90.2217 | doubao-search-mcpmcp · back-end | MCP server for Doubao Search that enables real web search in any MCP client, backed by ByteDance-exclusive Chinese sources and the open web. | 101 stars · 12 forks | No one-command install · Source | |
| 1838 | 90.2176 | datawhisker-xmcp · back-end | Integrates with the X (Twitter) API to enable posting tweets, retrieving user data, and analyzing trends. | 80 stars · 18 forks | No one-command install · Source | |
| 1838 | 90.2176 | email-sendermcp · back-end | Enables language models to compose and send emails with attachments through SMTP servers, supporting multiple providers and secure transmission for… | 80 stars · 18 forks | No one-command install · Source | |
| 1840 | 90.2088 | agentimcp · ai-agents | Enables any MCP-compatible LLM client to autonomously hold, spend, earn, and receive cryptocurrency using native MCP tools, no code required. | 75 stars · 21 forks | No one-command install · Source | |
| 1841 | 90.2047 | kukapay-cryptopanicmcp · other | Integrates with CryptoPanic to provide real-time cryptocurrency news, analysis, and video content with configurable pagination for financial analysis… | 74 stars · 22 forks | No one-command install · Source | |
| 1842 | 90.2026 | qainsights-jmetermcp · other | Enables natural language execution of JMeter performance tests in both GUI and non-GUI modes, returning detailed results for automated load testing… | 72 stars · 24 forks | No one-command install · Source | |
| 1843 | 90.1985 | icraft2170-youtube-datamcp · back-end | Integrates with YouTube Data API to retrieve and analyze video content, transcripts, channel statistics, and engagement metrics across different… | 65 stars · 28 forks | No one-command install · Source | |
| 1844 | 90.1966 | pizza-mcp-servermcp · back-end | Enables AI agents to browse pizza menus, place orders, and track order status via the Model Context Protocol. | 33 stars · 34 forks | No one-command install · Source | |
| 1845 | 90.1956 | github-brain-mcp-servermcp · github-vcs | Summarizes GitHub discussions, issues, and pull requests by storing data locally for fast, token-efficient responses. | 78 stars · 19 forks | No one-command install · Source | |
| 1845 | 90.1956 | alex-komyagin-lancedbmcp · database | Integrates with LanceDB to enable natural language querying, insertion, and management of vector data for efficient similarity search and semantic… | 78 stars · 19 forks | No one-command install · Source | |
| 1847 | 90.1910 | douyin-upload-mcp-skillmcp · browser | Automates video and image-text publishing on Douyin's creator platform using Chrome DevTools Protocol, exposed as MCP tools. | 76 stars · 20 forks | No one-command install · Source | |
| 1848 | 90.1875 | baryhuang-headless-gmailmcp · auth | Enables headless Gmail access by separating credential storage from implementation, allowing clients to complete OAuth flows independently and pass… | 55 stars · 29 forks | No one-command install · Source | |
| 1849 | 90.1849 | hect0x7-jmcomicmcp · search | Integrates with JMComic platforms for manga searching, downloading, and collection management with batch operations and PDF generation. | 107 stars · 11 forks | No one-command install · Source | |
| 1849 | 90.1849 | redf0x1-camofoxmcp · browser | Anti-detection browser automation with stealth fingerprinting via CamoFox. | 107 stars · 11 forks | No one-command install · Source | |
| 1851 | 90.1734 | video-audio-editormcp · other | Provides comprehensive video and audio editing capabilities through FFmpeg, enabling operations like format conversion, trimming, subtitle addition… | 87 stars · 15 forks | No one-command install · Source | |
| 1852 | 90.1659 | strimzi-kafka-climcp · devops | Manage Apache Kafka on Kubernetes via Strimzi. Clusters, topics, users, connectors, MirrorMaker2, and node pools. | 91 stars · 14 forks | No one-command install · Source | |
| 1853 | 90.1582 | lamemind-mcp-server-multiversemcp · back-end | 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and… | 81 stars · 17 forks | No one-command install · Source | |
| 1854 | 90.1528 | mrdgbot-lanhumcp · front-end | Access Lanhu design files to generate HTML/CSS, extract design tokens, and convert mockups to code without leaving your editor. | 116 stars · 10 forks | No one-command install · Source | |
| 1855 | 90.1471 | red-hat-lightspeed-mcpmcp · ai-agentsalso listed as redhatinsights-insights-mcp | A lightweight, self-hosted MCP server that connects LLM-based agents to Red Hat Lightspeed services, enabling natural language querying of read-only… | 24 stars · 38 forks | No one-command install · Source | |
| 1857 | 90.1428 | sagemindai-threadlinemcp · ai-agents | Agent-to-agent messaging relay with zero-config discovery, message routing, and reply handling. | 77 stars · 19 forks | No one-command install · Source | |
| 1858 | 90.1310 | mcp-ssh-2mcp · back-end | Enables AI models to access and manage SSH connections through a standardized interface, allowing AI assistants to perform SSH operations like… | 74 stars · 21 forks | No one-command install · Source | |
| 1858 | 90.1310 | calvernaz-alphavantagemcp · back-end | Integrates with the Alphavantage API to provide access to real-time stock market data and financial information. | 74 stars · 21 forks | No one-command install · Source | |
| 1858 | 90.1310 | mcollina-ripgrepmcp · search | Provides high-performance text search capabilities by wrapping ripgrep, enabling powerful file exploration, pattern matching, and content discovery… | 74 stars · 21 forks | No one-command install · Source | |
| 1861 | 90.1306 | sammcj-package-docsmcp · search | Provides efficient access to NPM/Go/Python package documentation through smart parsing and caching, enabling quick retrieval of up-to-date library… | 79 stars · 18 forks | No one-command install · Source | |
| 1862 | 90.1267 | stealthy-auto-browse-mcp-servermcp · browser | Enables AI agents to control a stealthy browser via the Model Context Protocol, supporting navigation, screenshots, clicking, typing, and more. | 86 stars · 15 forks | No one-command install · Source | |
| 1863 | 90.1243 | elyin-gemini-bridgemcp · ai-agents | Bridges Claude with Google's Gemini AI through the official Gemini CLI, enabling direct queries and file-based context sharing between the two… | 94 stars · 13 forks | No one-command install · Source | |
| 1864 | 90.1239 | imdinu-apple-mailmcp · search | Fast Apple Mail integration with batch JXA and FTS5 search index. | 62 stars · 28 forks | No one-command install · Source | |
| 1864 | 90.1239 | autocad-mcp-servermcp · back-end | Enables programmatic control of AutoCAD through COM automation, allowing natural language commands to create structures, manage layers, and manipulate… | 62 stars · 28 forks | No one-command install · Source | |
| 1866 | 90.1164 | contextmcpmcp · back-end | Self-hosted MCP server that indexes documentation from various sources and makes it searchable by AI assistants via the Model Context Protocol and… | 75 stars · 20 forks | No one-command install · Source | |
| 1866 | 90.1164 | terminalman-wolfram-alphamcp · other | Integrates with WolframAlpha to enable computational knowledge queries, scientific calculations, and data analysis across diverse disciplines. | 75 stars · 20 forks | No one-command install · Source | |
| 1868 | 90.1163 | couchbase-ecosystemmcp · database | Connect to Couchbase clusters for document management, SQL++ queries, and performance analytics | 34 stars · 33 forks | No one-command install · Source | |
| 1869 | 90.1005 | tmux-bridge-mcpmcp · ai-agents | Enables AI agents to communicate and coordinate across tmux panes, allowing them to read, type, and send messages to each other without manual… | 99 stars · 12 forks | No one-command install · Source | |
| 1869 | 90.1005 | jazelly-next-api-scannermcp · front-end | Scans Next.js project directories to extract API route information, validation schemas, and type definitions for automated documentation and testing… | 99 stars · 12 forks | No one-command install · Source | |
| 1871 | 90.0991 | vespo92-opnsensemcp · devops | Provides Infrastructure as Code capabilities for OPNsense firewalls with declarative management of VLANs, firewall rules, DHCP configurations, DNS… | 80 stars · 17 forks | No one-command install · Source | |
| 1871 | 90.0991 | al-mcp-servermcp · back-end | Provides AI assistants with complete visibility into AL dependencies and symbols by exposing compiled .app files through the Model Context Protocol… | 80 stars · 17 forks | No one-command install · Source | |
| 1871 | 90.0991 | vinayak-mehta-browser-usemcp · back-end | Enables web browsing capabilities for any MCP client through a simple command that leverages your existing LLM configuration without additional API… | 80 stars · 17 forks | No one-command install · Source | |
| 1874 | 90.0949 | jztan-pdfmcp · other | Read, merge, split, rotate, and extract text from PDF documents. | 129 stars · 9 forks | No one-command install · Source | |
| 1875 | 90.0913 | iphone-mcpmcp · front-end | Enables AI agents to control real iPhones and simulators on macOS, allowing for UI interaction, testing, and automation. | 89 stars · 14 forks | No one-command install · Source | |
| 1876 | 90.0894 | yuna0x0-anilistmcp · search | Integrates with Anilist's anime/manga database through GraphQL queries, enabling search, retrieval, and analysis of Japanese media information for… | 85 stars · 15 forks | No one-command install · Source | |
| 1877 | 90.0837 | runpodmcp · back-end | Enables programmatic control of RunPod cloud GPU resources and serverless deployments through a TypeScript interface to the RunPod REST API. | 76 stars · 19 forks | No one-command install · Source | |
| 1878 | 90.0809 | skillsmithmcp · ai-agents | Discover, install, and manage reusable skills for Claude Code. | 78 stars · 18 forks | No one-command install · Source | |
| 1879 | 90.0679 | ticktick-mcp-server-2mcp · back-end | MCP server for TickTick API enabling task management, project organization, habit tracking, and more. | 72 stars · 22 forks | No one-command install · Source | |
| 1880 | 90.0509 | a2a-langgraphmcp · ai-agents | A2A implementation using LangGraph | 59 stars · 28 forks | No one-command install · Source | |
| 1881 | 90.0414 | pinkpixel-mem0-autonomous-memorymcp · ai-agents | Provides autonomous memory capabilities for storing, retrieving, and utilizing conversation information across sessions, with automatic extraction and… | 98 stars · 12 forks | No one-command install · Source | |
| 1881 | 90.0414 | yuvalsuede-memorymcp · ai-agents | Automatically extracts and organizes project memories from conversation transcripts, maintaining both quick-access CLAUDE.md files and comprehensive… | 98 stars · 12 forks | No one-command install · Source | |
| 1883 | 90.0397 | aydinfer-spline-3d-designmcp · front-end | Connects to Spline 3D design tool API for creating, manipulating, and exporting 3D scenes with support for animations, model imports, and event-based… | 84 stars · 15 forks | No one-command install · Source | |
| 1883 | 90.0397 | groovybugify-aws-securitymcp · devops | Enables security professionals to inspect and analyze AWS infrastructure for security issues through natural language queries about GuardDuty… | 84 stars · 15 forks | No one-command install · Source | |
| 1883 | 90.0397 | dedeveloper23-codebase-retrieval-repomixmcp · search | Integrates with RepoMix to enable codebase retrieval and analysis for tasks like code review, dependency tracking, and automated documentation… | 84 stars · 15 forks | No one-command install · Source | |
| 1886 | 90.0280 | mikkoparkkola-mcp-gatewaymcp · back-end | Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable… | 77 stars · 18 forks | No one-command install · Source | |
| 1887 | 90.0268 | jexinsam-mssql-database-managermcp · database | Enables secure interactions with Microsoft SQL Server databases for automated data analysis, dynamic reporting, and intelligent database management. | 58 stars · 28 forks | No one-command install · Source | |
| 1887 | 90.0268 | ryancardin15-azuredevopsmcp · github-vcs | Integrates with Azure DevOps services to manage work items, code repositories, boards, sprints, and projects using TypeScript and the Model Context… | 58 stars · 28 forks | No one-command install · Source | |
| 1889 | 90.0231 | bv-venky-excalidraw-architectmcp · front-end | Generates Excalidraw architecture diagrams with automatic hierarchical layout, technology-aware styling for 50+ components, and stateful editing… | 147 stars · 8 forks | No one-command install · Source | |
| 1890 | 90.0120 | iceener-spotify-streamablemcp · auth | Integrates with Spotify's Web API through OAuth 2.1 authentication to provide music control and discovery capabilities including searching catalogs… | 79 stars · 17 forks | No one-command install · Source | |
| 1890 | 90.0120 | simonkurtz-msft-drawio-diagram-generatormcp · search | Generates Draw.io XML diagrams programmatically with 700+ embedded Azure architecture icons, batch operations, fuzzy shape search, and… | 79 stars · 17 forks | No one-command install · Source | |
| 1890 | 90.0120 | hannesrudolph-imessage-querymcp · other | Query and analyze iMessage conversations on macOS. | 79 stars · 17 forks | No one-command install · Source | |
| 1890 | 90.0120 | tinybirdco-tinybirdmcp · observability | Query and analyze large datasets using Tinybird analytics. | 79 stars · 17 forks | No one-command install · Source | |
| 1894 | 90.0091 | mcp-server-boilerplatemcp · back-end | Provides a simple addition tool and an API key retrieval tool, serving as a boilerplate for building MCP servers with Node.js. | 75 stars · 19 forks | No one-command install · Source | |
| 1895 | 89.9921 | hloiseaufcms-goplsmcp · back-end | Bridges the Go Programming Language Server (gopls) with AI systems, enabling advanced code analysis, navigation, completion, and diagnostic… | 101 stars · 11 forks | No one-command install · Source | |
| 1896 | 89.9787 | claude-swarmmcp · ai-agents | Orchestrates parallel Claude Code worker swarms with protocol-based behavioral governance for multi-hour autonomous coding sessions. | 110 stars · 10 forks | No one-command install · Source | |
| 1897 | 89.9762 | mgwalkerjr95-heb-grocerymcp · search | Search HEB grocery products, manage carts, clip coupons, and access store information. | 56 stars · 28 forks | No one-command install · Source | |
| 1898 | 89.9705 | spences10-svelte-docsmcp · front-end | Integrates with Svelte documentation to enable efficient querying and retrieval of framework-specific content for development assistance. | 123 stars · 9 forks | No one-command install · Source | |
| 1899 | 89.9681 | birdseyevue-daisyuimcp · front-end | Provides access to DaisyUI component documentation and usage patterns for Tailwind CSS development | 80 stars · 16 forks | No one-command install · Source | |
| 1900 | 89.9648 | mcp-gitwandmcp · ai-agents | an MCP server that auto-resolves Git merge conflicts so agents only touch the complex hunks — deterministic pattern engine with confidence scores and… | 167 stars · 7 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.