Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 89.9002 | xinnan-tech-autoglm-phonemcp · front-end | Automates Android phone interactions through vision-language models that capture screenshots, analyze UI elements, and execute touch actions. | 69 stars · 23 forks | No one-command install · Source | |
| 102 | 89.8984 | ie3jp-illustratormcp · front-end | Read, manipulate, and export Adobe Illustrator design data on macOS via ExtendScript. | 94 stars · 12 forks | No one-command install · Source | |
| 103 | 89.8388 | youware-labs-figma-pilotmcp · front-end | Bridges Figma designs with natural language commands through a semantic CLI and HTTP polling architecture. | 106 stars · 10 forks | No one-command install · Source | |
| 104 | 89.8273 | jen6-ticktickmcp · front-end | Provides a bridge between TickTick task management platform and conversational interfaces, enabling creation, updating, filtering, and completion of… | 66 stars · 25 forks | No one-command install · Source | |
| 105 | 89.8166 | openadapt-omnimcpmcp · front-end | Provides a robust UI automation framework leveraging advanced computer vision techniques for precise element detection, interaction, and verification… | 74 stars · 18 forks | No one-command install · Source | |
| 106 | 89.6374 | md2card-mcp-servermcp · front-end | Converts Markdown content into beautifully designed knowledge cards with customizable styles and sizes. Also supports fetching and converting WeChat… | 80 stars · 14 forks | No one-command install · Source | |
| 107 | 89.5671 | jayarrowz-figmamcp · front-end | Integrates with Figma's API to enable viewing, manipulating, and collaborating on design files through comprehensive access to file operations… | 76 stars · 15 forks | No one-command install · Source | |
| 108 | 89.5300 | solidworksmcp-pythonmcp · front-end | Python MCP server for SolidWorks automation with 109 tools covering the full CAD lifecycle. Enables AI-assisted design workflows through COM… | 65 stars · 22 forks | No one-command install · Source | |
| 109 | 89.5270 | pvev-mattermostmcp · front-end | Integrates with Mattermost workspaces to enable channel listing, message history retrieval, posting, thread management, reactions, user information… | 42 stars · 28 forks | No one-command install · Source | |
| 110 | 89.3998 | jayzeedesign-figmamcp · front-end | Integrates with Figma's API to enable direct access to design files and prototypes for generating code and answering UI implementation queries. | 67 stars · 19 forks | No one-command install · Source | |
| 111 | 89.2103 | jonthebeef-superdesignmcp · front-end | Integrates Superdesign's design orchestrator with Claude Code to generate UI designs, wireframes, components, logos, and SVG icons through structured… | 76 stars · 13 forks | No one-command install · Source | |
| 112 | 89.1580 | ue5-mcp-servermcp · front-end | Bridges AI assistants to Unreal Engine 5 editor, enabling direct manipulation of levels, actors, Blueprints, and Animation Blueprints through natural… | 62 stars · 21 forks | No one-command install · Source | |
| 113 | 89.0702 | ceorkm-reactbitsmcp · front-end | Provides access to 135+ animated React components from ReactBits.dev with intelligent caching, quality scoring, and dependency detection for building… | 63 stars · 19 forks | No one-command install · Source | |
| 114 | 89.0435 | studentofjs-figma-to-reactmcp · front-end | Transforms Figma designs into React components with TypeScript and Tailwind CSS, providing tools for API integration, component extraction, and… | 77 stars · 12 forks | No one-command install · Source | |
| 115 | 88.9844 | streen9-reactmcp · front-end | Integrates with React applications to enable AI-assisted development workflows, providing tools for project management, terminal command execution… | 76 stars · 12 forks | No one-command install · Source | |
| 116 | 88.9516 | js-reverse-strong-mcpmcp · front-end | Standardizes front-end JavaScript reverse engineering workflows by providing tools for browser observation, runtime sampling, hooking, debugging… | 68 stars · 15 forks | No one-command install · Source | |
| 117 | 88.8633 | freema-mcp-design-system-extractormcp · front-end | Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for… | 69 stars · 14 forks | No one-command install · Source | |
| 118 | 88.8248 | chemmcpmcp · front-end | ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assistants, enabling molecular analysis, property prediction, and reaction… | 71 stars · 13 forks | No one-command install · Source | |
| 119 | 88.7048 | lightpanda-io-gomcpmcp · front-end | 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation | 67 stars · 14 forks | No one-command install · Source | |
| 120 | 88.5989 | magic-spells-figma-bridgemcp · front-end | Bridges Figma documents with external tools through a WebSocket-based dual-architecture system providing node creation, styling, layout management… | 71 stars · 12 forks | No one-command install · Source | |
| 121 | 88.5403 | asifkabirantu-figsormcp · front-end | Bridges Cursor to Figma for chat-driven design creation and editing on the canvas via a WebSocket-connected plugin. | 73 stars · 11 forks | No one-command install · Source | |
| 122 | 88.0849 | erodenn-godot-mcp-runtimemcp · front-end | MCP server for Godot 4.x with runtime control via injected UDP bridge: input simulation, screenshots, UI discovery, and live GDScript execution while… | 62 stars · 13 forks | No one-command install · Source | |
| 123 | 88.0410 | srmorete-adbmcp · front-end | Bridges AI with Android devices through ADB, enabling device management, shell commands, app installation, file transfers, and UI inspection without… | 55 stars · 17 forks | No one-command install · Source | |
| 124 | 87.9867 | opentofu-registrymcp · front-end | Enables AI systems to search for and retrieve detailed information about OpenTofu Registry components including providers, modules, resources, and… | 108 stars · 6 forks | No one-command install · Source | |
| 125 | 87.8842 | zillow-auto-mobilemcp · front-end | Enables mobile device automation through Android Debug Bridge and iOS Device Bridge for app testing, UI interaction, screenshot capture, and test code… | 80 stars · 8 forks | No one-command install · Source | |
| 126 | 87.7142 | beyondworks-ui-friendmcp · front-end | Provides live UI preview with hot reload, element inspection, responsive viewport switching, and multi-framework export. | 53 stars · 16 forks | No one-command install · Source | |
| 127 | 87.5668 | nim444-android-uiautomator2mcp · front-end | Provides a bridge between Android devices and automation tools for controlling apps, interacting with UI elements, and capturing screenshots through… | 59 stars · 12 forks | No one-command install · Source | |
| 128 | 87.5609 | figma-context-mcp-cachedmcp · front-end | Enables interaction with Figma design files with local caching to reduce API requests and rate limits, allowing faster and more reliable retrieval of… | 75 stars · 8 forks | No one-command install · Source | |
| 129 | 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 | |
| 130 | 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 | |
| 131 | 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 | |
| 132 | 86.9125 | gluestack-components-mcp-servermcp · front-end | Enables integration of Gluestack components with Claude Desktop and Cursor IDE for UI development. | 46 stars · 17 forks | No one-command install · Source | |
| 133 | 86.8358 | photon-mcp-servermcp · front-end | Automatically generates MCP tools, CLI, and web UI from TypeScript methods, enabling AI agents and chat clients to interact with custom capabilities… | 98 stars · 5 forks | No one-command install · Source | |
| 134 | 86.8086 | svelte-5-mcp-servermcp · front-end | A specialized MCP server for Svelte 5 development, providing searchable knowledge, code examples, and tools for generating and auditing components… | 65 stars · 8 forks | No one-command install · Source | |
| 135 | 86.5937 | altium-designer-mcpmcp · front-end | An MCP server that provides file I/O and primitive placement tools, enabling AI assistants to create and manage Altium Designer component libraries. | 50 stars · 12 forks | No one-command install · Source | |
| 136 | 86.3641 | feiyun0112-spec-codingmcp · front-end | Enforces a structured five-stage software development workflow from feature definition through task execution, generating standardized requirements… | 50 stars · 11 forks | No one-command install · Source | |
| 137 | 86.3596 | redhat-jiramcp · front-end | Integrates with Red Hat's Jira instance to provide comprehensive issue management, project administration, and agile workflow operations through 20… | 17 stars · 23 forks | No one-command install · Source | |
| 138 | 86.3174 | ymadd-shadcn-uimcp · front-end | Provides a dynamic server for accessing shadcn/ui component documentation by scraping and caching information from the official documentation site and… | 60 stars · 8 forks | No one-command install · Source | |
| 139 | 86.3172 | pdcolandrea-mobbinmcp · front-end | Search Mobbin's library of 600,000 app UI screens, user flows, and design patterns for inspiration and reference. | 45 stars · 14 forks | No one-command install · Source | |
| 140 | 86.2179 | react-native-development-guidemcp · front-end | Provides React Native development guidance and codebase analysis tools including component analysis, performance optimization suggestions… | 59 stars · 8 forks | No one-command install · Source | |
| 141 | 86.0437 | starwind-uimcp · front-end | Bridges AI assistants with the Starwind UI component library, enabling package detection, project initialization, component installation, and… | 35 stars · 18 forks | No one-command install · Source | |
| 142 | 85.8264 | narasimhaponnada-mermaid-mcpmcp · front-end | AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture… | 51 stars · 9 forks | No one-command install · Source | |
| 143 | 85.7788 | raxolmcp · front-end | Drive Elixir terminal UIs headlessly from an agent: start a TUI session, send keystrokes, take structured screenshots, and read TEA model state as MCP… | 76 stars · 5 forks | No one-command install · Source | |
| 144 | 85.6303 | aws-oscalmcp · front-end | Provides AI assistants with tools to work with NIST's Open Security Controls Assessment Language. Includes OSCAL schema access, resource discovery… | 53 stars · 8 forks | No one-command install · Source | |
| 145 | 85.6249 | gh-op7418-generative-uimcp · front-end | Teaches AI models to generate interactive visualizations, charts, diagrams, and mockups. | 58 stars · 7 forks | No one-command install · Source | |
| 146 | 85.5629 | cocos-mcp-servermcp · front-end | Enables AI assistants to directly control the Cocos Creator 3.8.x editor via MCP protocol, providing over 130 tools for scene, node, component, asset… | 39 stars · 15 forks | No one-command install · Source | |
| 147 | 85.5557 | adobe-xd-mcp-servermcp · front-end | Enables Claude to interact with Adobe XD files, extract design information, and generate React components from designs. | 18 stars · 20 forks | No one-command install · Source | |
| 148 | 85.5371 | cloud-ru-tech-mattermostmcp · front-endalso listed as mcp-server-mattermost | Integrates with Mattermost team collaboration platform to manage channels, messages, reactions, threads, users, teams, files, and bookmarks across… | 44 stars · 11 forks | No one-command install · Source | |
| 150 | 85.5317 | sheshiyer-framer-plugin-web3mcp · front-end | Integrates web3 capabilities into Framer plugins, enabling blockchain functionality like wallet connections and NFT displays in interactive prototypes… | 38 stars · 16 forks | No one-command install · Source | |
| 151 | 85.5308 | ivanmurzak-unity-probuildermcp · front-end | Integrates with Unity's ProBuilder package to enable 3D mesh creation, editing, and manipulation including shape generation, face extrusion, edge… | 52 stars · 8 forks | No one-command install · Source | |
| 152 | 85.5175 | storybookmcp · front-end | Integrates with Storybook documentation to extract component information, props data, and custom design system elements like icons and color palettes… | 46 stars · 10 forks | No one-command install · Source | |
| 153 | 85.4440 | easyeda-mcp-promcp · front-end | Production-grade MCP server for EasyEDA Pro that enables AI-assisted hardware design review, PCB inspection, BOM sourcing, and manufacturing export… | 48 stars · 9 forks | No one-command install · Source | |
| 154 | 85.4228 | spencerhhubert-adobe-illustratormcp · front-end | Integrates with Adobe Illustrator on MacOS using JavaScript and AppleScript to enable creation and manipulation of vector graphics for automated… | 56 stars · 7 forks | No one-command install · Source | |
| 155 | 85.0084 | reqwise-figma-mcpmcp · front-end | Enables AI agents to read and draw on Figma canvas safely, with built-in safeguards for layout, overlays, and verification. | 26 stars · 17 forks | No one-command install · Source | |
| 156 | 84.9960 | react-analyzermcp · front-end | Enables parsing and analysis of React component structures, props, and state management patterns for code review, debugging, and understanding complex… | 58 stars · 6 forks | No one-command install · Source | |
| 157 | 84.8814 | css-tutormcp · front-end | Acts as a CSS Tutor, providing personalized updates about CSS features by fetching latest news, tracking user knowledge, and guiding AI clients. | 32 stars · 16 forks | No one-command install · Source | |
| 158 | 84.8224 | cyanheads-mentormcp · front-end | Integrates with Deepseek API to provide AI-powered mentorship capabilities for code review, design critique, writing feedback, and idea brainstorming. | 31 stars · 16 forks | No one-command install · Source | |
| 159 | 84.7519 | weblatemcp · front-end | Integrates with Weblate translation management systems to provide project and component management, translation operations, change tracking, and… | 23 stars · 17 forks | No one-command install · Source | |
| 160 | 84.2677 | panzer-jack-feusemcp · front-end | Automates Figma design-to-code workflows by extracting design data, downloading SVG assets, analyzing color variables, and generating API models with… | 38 stars · 10 forks | No one-command install · Source | |
| 161 | 84.2610 | xixianliang-harmonyos-mcp-servermcp · front-end | Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation. | 34 stars · 13 forks | No one-command install · Source | |
| 162 | 84.2218 | connectry-io-connectrylab-architect-cert-mcpmcp · front-end | Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference… | 33 stars · 14 forks | No one-command install · Source | |
| 163 | 84.2010 | tommertom-awesome-ionic-mcpmcp · front-end | Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS! | 46 stars · 7 forks | No one-command install · Source | |
| 164 | 84.0042 | 2slidesmcp · front-end | Integrates with 2slides.com's presentation generation API to create professional slides from text descriptions with customizable themes and languages | 32 stars · 14 forks | No one-command install · Source | |
| 165 | 83.9212 | saidsurucu-turkpatent-searchmcp · front-end | Searches Turkey's TURKPATENT database for trademarks, patents, and industrial designs with filtering by name, owner, classification codes, and… | 44 stars · 7 forks | No one-command install · Source | |
| 166 | 83.8092 | kenjihikmatullah-productboardmcp · front-end | Integrates with the Productboard API to enable access to companies, components, features, and products for enhanced product management and feature… | 13 stars · 18 forks | No one-command install · Source | |
| 167 | 83.7217 | librenms-mcpmcp · front-end | LibreNMS MCP Server is a Python-based Model Context Protocol (MCP) server designed to provide advanced, programmable access to LibreNMS network… | 37 stars · 9 forks | No one-command install · Source | |
| 168 | 83.6313 | blender-mcpmcp · front-end | Enables AI-powered control of Blender through natural language, allowing users to create, manipulate, and automate 3D scenes, objects, materials… | 39 stars · 8 forks | No one-command install · Source | |
| 169 | 83.6259 | themesberg-flowbitemcp · front-end | Access to 60+ Tailwind CSS UI components and AI-powered theme generation | 42 stars · 7 forks | No one-command install · Source | |
| 170 | 83.5257 | pspdfkit-nutrient-document-engine-mcp-servermcp · front-end | Self-hosted MCP server for Nutrient Document Engine. On-premises document processing with natural language control — designed for HIPAA, SOC 2, and… | 61 stars · 4 forks | No one-command install · Source | |
| 171 | 83.3881 | ref-mcp-ui-widgetsmcp · front-end | Demo: Provides MCP-UI components including timers, stopwatches, fact displays, and unit converters through templated HTML widgets that replace… | 50 stars · 5 forks | No one-command install · Source | |
| 172 | 83.2870 | refinist-lanhu-contextmcp · front-end | Converts Lanhu design files into HTML/CSS with Tailwind classes and design token specifications. | 40 stars · 7 forks | No one-command install · Source | |
| 173 | 83.2800 | spicebridgemcp · front-end | AI-powered circuit design through simulation — an MCP server that gives language models direct access to SPICE circuit simulation via ngspice… | 37 stars · 8 forks | No one-command install · Source | |
| 174 | 83.2303 | shadcn-svelte-mcpmcp · front-end | Provides real-time access to shadcn-svelte component documentation and developer utilities using web scraping. | 58 stars · 4 forks | No one-command install · Source | |
| 175 | 83.1347 | meshy-mcp-servermcp · front-endalso listed as meshy-mcp-server-2 | Enables AI agents to create, manage, and download 3D models, textures, images, rigged characters, and animations through natural conversation. | 39 stars · 7 forks | No one-command install · Source | |
| 177 | 82.8571 | kiran1689-storyblokmcp · front-end | Enables your AI assistants to directly access and manage your Storyblok spaces, stories, components, assets, workflows, and more. | 41 stars · 6 forks | No one-command install · Source | |
| 178 | 82.8345 | veoery-grasshopper-3dmcp · front-end | Integrates with Rhino/Grasshopper 3D modeling software to enable parametric design and geometric analysis through natural language commands for… | 31 stars · 10 forks | No one-command install · Source | |
| 179 | 82.7834 | chirag127-clear-thoughtmcp · front-end | Provides 11 specialized cognitive tools including mental models, design patterns, debugging approaches, and scientific reasoning frameworks for… | 37 stars · 7 forks | No one-command install · Source | |
| 180 | 82.2510 | themeselection-flyonuimcp · front-end | Integrates with the FlyonUI component library to provide access to block metadata, component code, and structured workflows for creating, inspiring… | 32 stars · 8 forks | No one-command install · Source | |
| 180 | 82.2510 | ihacksubhodip-ios-mobile-automationmcp · front-end | Provides iOS mobile automation capabilities through Appium and XCUITest integration for taking screenshots, launching apps, finding UI elements… | 32 stars · 8 forks | No one-command install · Source | |
| 182 | 82.2295 | figma-contextmcp · front-end | Bridges AI systems with Figma design platform, transforming complex API responses into structured design information for easier understanding of… | 30 stars · 9 forks | No one-command install · Source | |
| 183 | 82.0147 | greensheep01201-stitchmcp · front-end | Integrates with Google Stitch API using OAuth authentication to provide automated design workflow capabilities including UI/UX development, design… | 31 stars · 8 forks | No one-command install · Source | |
| 184 | 81.9495 | seekrays-seekcodemcp · front-end | Code snippet and clipboard management tool designed for developers | 47 stars · 4 forks | No one-command install · Source | |
| 185 | 81.8065 | touchpoint-labs-touchpointmcp · front-end | Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application. | 46 stars · 4 forks | No one-command install · Source | |
| 186 | 81.7900 | rassi0429-resonitelinkmcp · front-end | Integrates with Resonite VR platform through WebSocket protocol to enable real-time 3D object manipulation, scene creation, component management, and… | 27 stars · 10 forks | No one-command install · Source | |
| 187 | 81.4822 | revit-mcp-servermcp · front-end | MCP server for Autodesk Revit via pyRevit, providing 45 tools for building design, editing, analysis, MEP, interop, and documentation. Works with any… | 26 stars · 10 forks | No one-command install · Source | |
| 188 | 81.4119 | cqfn-aibolitmcp · front-end | Integrates with the Aibolit Java code analyzer to identify critical design issues in Java code, focusing on maintainability, readability, and… | 27 stars · 9 forks | No one-command install · Source | |
| 189 | 81.3495 | vue-mcp-nextmcp · front-end | Enables real-time debugging and state manipulation of Vue.js applications through MCP protocol, integrating with Vue DevTools to access component… | 43 stars · 4 forks | No one-command install · Source | |
| 190 | 81.1993 | heilgar-shadcn-uimcp · front-end | Provides tools for managing and installing shadcn/ui components directly through assistants, enabling efficient component discovery, documentation… | 25 stars · 10 forks | No one-command install · Source | |
| 191 | 81.1255 | librespritemcp · front-end | Enables control of the LibreSprite pixel art editor through JavaScript scripting via a Flask proxy server that bridges communication between external… | 32 stars · 6 forks | No one-command install · Source | |
| 192 | 80.8925 | sarveshsea-m-moiremcp · front-endalso listed as sarveshsea-memoire | Design system MCP server. 20 tools: extract design tokens from any URL, pull from Figma (REST or WebSocket) and Penpot, generate React + shadcn/ui… | 40 stars · 4 forks | No one-command install · Source | |
| 194 | 80.8892 | ai-zerolab-toolboxmcp · front-end | Integrates with external APIs and services to provide command execution, Figma file interaction, and file operations, enhancing LLM capabilities for… | 31 stars · 6 forks | No one-command install · Source | |
| 194 | 80.8892 | emicklei-mcp-log-proxymcp · front-end | MCP server proxy that offers a Web UI to the full message flow | 31 stars · 6 forks | No one-command install · Source | |
| 194 | 80.8892 | attalla1-photopeamcp · front-end | Enables AI-driven image editing through Photopea's browser-based design application with 34 specialized tools. | 31 stars · 6 forks | No one-command install · Source | |
| 197 | 80.8306 | mobile-reality-mdmamcp · front-end | Extends Markdown with interactive components — forms, approval gates, tables, and webhooks — enabling AI assistants to produce structured, actionable… | 66 stars · 2 forks | No one-command install · Source | |
| 198 | 80.6624 | studentofjs-frontend-testingmcp · front-end | Enables automated frontend testing by analyzing JavaScript/TypeScript code, generating Jest and Cypress tests, and executing them in isolated… | 26 stars · 8 forks | No one-command install · Source | |
| 199 | 80.6622 | figma-mcp-server-by-bao-tomcp · front-end | Enables AI agents to extract design systems, analyze components, and maintain design-code consistency from Figma files, providing intelligent… | 30 stars · 6 forks | No one-command install · Source | |
| 200 | 80.4761 | hannesj-antd-componentsmcp · front-end | Provides Ant Design component documentation through specialized tools for discovery, exploration, and implementation guidance in React applications | 24 stars · 9 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.