Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 78.1659 | openroadmcp · front-end | Interactive electronic design automation sessions for the OpenROAD RTL-to-GDS toolchain. | 15 stars · 10 forks | No one-command install · Source | |
| 802 | 78.3745 | zcube-penpotmcp · front-end | Integrates with Penpot's design platform API to create, read, update, and manipulate design files, pages, and objects including shapes, text, images… | 19 stars · 9 forks | No one-command install · Source | |
| 803 | 78.3745 | penpot-mcp-server-2mcp · front-end | Enables AI assistants to create, modify, and manage Penpot designs programmatically, providing full manipulation capabilities for the open-source… | 19 stars · 9 forks | No one-command install · Source | |
| 804 | 78.3745 | penpot-mcp-servermcp · front-end | Enables AI assistants to create, modify, and manage Penpot designs programmatically, providing full manipulation capabilities for the open-source… | 19 stars · 9 forks | No one-command install · Source | |
| 805 | 78.3750 | kevinlin-spec-driven-devmcp · front-end | Transforms development from idea to implementation through structured phases including goal collection, EARS format requirements gathering, technical… | 21 stars · 7 forks | No one-command install · Source | |
| 806 | 78.4076 | johnneerdael-netskope-mcpmcp · front-end | 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup… | 8 stars · 12 forks | No one-command install · Source | |
| 807 | 78.5109 | brick-builder-mcp-appmcp · front-end | A Three.js MCP server for designing 3D brick constructions, enabling AI or interactive placement of bricks through natural language and providing… | 23 stars · 6 forks | No one-command install · Source | |
| 808 | 78.5109 | kazuph-macos-screenshotmcp · front-end | Captures and analyzes macOS screen content using TypeScript and OCR, enabling automated UI testing and visual data processing. | 23 stars · 6 forks | No one-command install · Source | |
| 809 | 78.7263 | reallygood83-ui-expertmcp · front-end | Provides professional UI/UX design assistance through interface analysis, design system generation with multiple style variants, component improvement… | 22 stars · 7 forks | No one-command install · Source | |
| 810 | 78.8056 | tacyan-affinity-designmcp · front-end | Automates Affinity Photo, Designer, and Publisher applications plus Canva workflows through natural language commands | 26 stars · 5 forks | No one-command install · Source | |
| 811 | 78.8056 | affinitymcpmcp · front-end | Enables natural language control of Affinity Photo/Designer/Publisher and Canva workflows through MCP tools, supporting file operations, filters, and… | 26 stars · 5 forks | No one-command install · Source | |
| 812 | 78.8056 | youichi-uda-asepritemcp · front-end | MCP server for controlling Aseprite pixel art editor, enabling AI assistants to create and edit sprites and animations. | 26 stars · 5 forks | No one-command install · Source | |
| 813 | 78.8966 | unity-biome-mcpmcp · front-end | MCP server for controlling the Unity Editor from AI clients. 140+ tools for scenes, GameObjects, components, assets, Shader Graph, PlayTest DSL… | 30 stars · 4 forks | No one-command install · Source | |
| 814 | 79.0612 | funplay-mcp-for-godotmcp · front-end | The most advanced MCP server for Godot Editor that lets AI assistants operate directly inside your running Godot project for scene creation, script… | 37 stars · 3 forks | No one-command install · Source | |
| 815 | 79.1134 | andreyskyfoxsidorov-unity-editormcp · front-end | Integrates with Unity Editor through HTTP transport to enable real-time GameObject manipulation, component management, asset control, scene… | 27 stars · 5 forks | No one-command install · Source | |
| 816 | 79.4390 | lars-hagen-slack-usermcp · front-end | Integrates with Slack workspaces to enable user-level interactions like messaging, reactions, and channel management without bot permissions. | 11 stars · 12 forks | No one-command install · Source | |
| 817 | 79.5774 | ui-layouts-mcpmcp · front-end | Enables AI assistants to search, understand, and retrieve UI components from ui-layouts.com through tools like search, documentation, metadata, and… | 33 stars · 4 forks | No one-command install · Source | |
| 818 | 79.6364 | aceternityui-mcpmcp · front-end | An MCP server that enables AI assistants to search, discover, and install Aceternity UI components programmatically. | 23 stars · 8 forks | No one-command install · Source | |
| 819 | 79.7950 | mcpware-logoloommcp · front-end | Logo design and full brand kit generation with SVG creation, text-to-path conversion, and multi-format export. | 34 stars · 4 forks | No one-command install · Source | |
| 820 | 79.8446 | artemsvit-figma-promcp · front-end | Integrates with Figma API to retrieve design files, extract design tokens and CSS properties, process designer comments for implementation… | 27 stars · 6 forks | No one-command install · Source | |
| 821 | 79.9310 | zym1998year-opticstudiomcp · front-end | Control Ansys Zemax OpticStudio for AI-assisted optical system design, analysis, and optimization via MCP. | 30 stars · 5 forks | No one-command install · Source | |
| 822 | 80.0218 | audio-file-mcp-appmcp · front-end | Enables playing and inspecting local audio files in an MCP host with an in-conversation UI showing waveform, spectrogram, and loudness metrics, while… | 43 stars · 3 forks | No one-command install · Source | |
| 823 | 80.0428 | axiomatic-mcpmcp · front-end | MCP server enabling AI assistants to access the Axiomatic_AI Platform for scientific computing, document processing, and photonic circuit design. | 22 stars · 10 forks | No one-command install · Source | |
| 824 | 80.0428 | axiomatic-aimcp · front-end | Provides six specialized servers for scientific and engineering workflows including photonic circuit design with gdsfactory integration, document… | 22 stars · 10 forks | No one-command install · Source | |
| 825 | 80.2147 | trsdn-powerpointmcp · front-end | Automates PowerPoint with AI through 33 specialized tools covering slides, shapes, text, charts, tables, animations, transitions, VBA macros, and more… | 36 stars · 4 forks | No one-command install · Source | |
| 826 | 80.2147 | pptmcpmcp · front-end | Enables AI assistants to automate Microsoft PowerPoint through natural language, supporting slide creation, text formatting, charts, animations, and… | 36 stars · 4 forks | No one-command install · Source | |
| 827 | 80.3942 | mb-dev-macos-ui-automationmcp · front-end | Enables desktop automation on macOS through native accessibility APIs for clicking UI elements, typing text, taking screenshots, and navigating… | 32 stars · 5 forks | No one-command install · Source | |
| 828 | 80.3942 | tiagodanin-android-debug-bridgemcp · front-end | Integrates with Android devices through ADB commands to enable app management, UI interaction, screenshot capture, and automated testing workflows. | 32 stars · 5 forks | No one-command install · Source | |
| 829 | 80.4563 | figma-mcp-write-servermcp · front-end | An MCP server that provides write access to Figma through the Plugin API, enabling AI agents to create, modify, and manage Figma designs… | 23 stars · 10 forks | No one-command install · Source | |
| 830 | 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 | |
| 831 | 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 | |
| 832 | 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 | |
| 833 | 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 | |
| 834 | 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 | |
| 835 | 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 | |
| 836 | 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 | |
| 837 | 80.8925 | sarveshsea-memoiremcp · front-end | Design consistency CI for Tailwind apps with shadcn/ui registry export and component management tools. | 40 stars · 4 forks | No one-command install · Source | |
| 838 | 80.8925 | sarveshsea-m-moiremcp · front-end | 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 | |
| 839 | 81.0914 | laravel-tall-stack-ai-development-starter-kitworkflow · front-end | Transform your Laravel TALL (Tailwind, AlpineJS, Laravel, Livewire) stack development with comprehensive Claude Code configurations that provide… | 41 stars · 4 forks | No one-command install · Source | |
| 840 | 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 | |
| 841 | 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 | |
| 842 | 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 | |
| 843 | 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 | |
| 844 | 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 | |
| 845 | 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 | |
| 846 | 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 | |
| 847 | 81.9495 | seekrays-seekcodemcp · front-end | Code snippet and clipboard management tool designed for developers | 47 stars · 4 forks | No one-command install · Source | |
| 848 | 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 | |
| 849 | 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 | |
| 850 | 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 | |
| 851 | 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 | |
| 852 | 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 | |
| 853 | 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 | |
| 854 | 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 | |
| 855 | 83.1347 | meshy-mcp-server-2mcp · front-end | 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 | |
| 856 | 83.1347 | meshy-mcp-servermcp · front-end | 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 | |
| 857 | 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 | |
| 858 | 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 | |
| 859 | 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 | |
| 860 | 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 | |
| 861 | 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 | |
| 862 | 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 | |
| 863 | 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 | |
| 864 | 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 | |
| 865 | 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 | |
| 866 | 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 | |
| 867 | 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 | |
| 868 | 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 | |
| 869 | 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 | |
| 870 | 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 | |
| 871 | 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 | |
| 872 | 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 | |
| 873 | 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 | |
| 874 | 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 | |
| 875 | 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 | |
| 876 | 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 | |
| 877 | 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 | |
| 878 | 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 | |
| 879 | 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 | |
| 880 | 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 | |
| 881 | 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 | |
| 882 | 85.5371 | mcp-server-mattermostmcp · front-end | Lets AI assistants read, search, and post messages in Mattermost channels, manage threads, reactions, files, and users with 38 tools. | 44 stars · 11 forks | No one-command install · Source | |
| 883 | 85.5371 | cloud-ru-tech-mattermostmcp · front-end | 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 | |
| 884 | 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 | |
| 885 | 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 | |
| 886 | 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 | |
| 887 | 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 | |
| 888 | 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 | |
| 889 | 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 | |
| 890 | 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 | |
| 891 | 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 | |
| 892 | 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 | |
| 893 | 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 | |
| 894 | 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 | |
| 895 | 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 | |
| 896 | 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 | |
| 897 | 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 | |
| 898 | 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 | |
| 899 | 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 | |
| 900 | 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 |
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.