Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 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 | |
| 202 | 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 | |
| 203 | 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 | |
| 204 | 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 | |
| 205 | 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 | |
| 206 | 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 | |
| 207 | 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 | |
| 208 | 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 | |
| 209 | 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 | |
| 211 | 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 | |
| 211 | 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 | |
| 211 | 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 | |
| 214 | 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 | |
| 215 | 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 | |
| 216 | 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 | |
| 217 | 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 | |
| 218 | 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 | |
| 219 | 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 | |
| 219 | 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 | |
| 221 | 80.2147 | pptmcpmcp · front-endalso listed as trsdn-powerpoint | 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 | |
| 223 | 80.0428 | axiomatic-aimcp · front-endalso listed as axiomatic-mcp | 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 | |
| 225 | 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 | |
| 226 | 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 | |
| 227 | 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 | |
| 228 | 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 | |
| 229 | 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 | |
| 230 | 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 | |
| 231 | 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 | |
| 232 | 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 | |
| 233 | 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 | |
| 234 | 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 | |
| 235 | 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 | |
| 235 | 78.8056 | affinitymcpmcp · front-endalso listed as tacyan-affinity-design | 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 | |
| 238 | 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 | |
| 239 | 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 | |
| 239 | 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 | |
| 241 | 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 | |
| 242 | 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 | |
| 243 | 78.3745 | penpot-mcp-servermcp · front-endalso listed as penpot-mcp-server-2, zcube-penpot | 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 | |
| 246 | 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 | |
| 247 | 78.0974 | conorbronsdon-substack-mcpmcp · front-end | MCP server for Substack — read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts. | 22 stars · 6 forks | No one-command install · Source | |
| 248 | 77.8429 | jimmy974-n8n-workflow-buildermcp · front-end | Enables creation and management of n8n workflows through a TypeScript-based server that provides tools for designing, validating, and exporting… | 18 stars · 9 forks | No one-command install · Source | |
| 249 | 77.7797 | event-catalogmcp · front-end | Provides a dynamic event catalog server for querying and retrieving architectural metadata, enabling developers to explore complex event-driven system… | 23 stars · 5 forks | No one-command install · Source | |
| 250 | 77.7712 | bearnetwork-brnkc-sketchupmcp · front-end | Enables AI control of 3D models in SketchUp through a WebSocket-based system that provides tools for creating, transforming, and modifying components… | 26 stars · 4 forks | No one-command install · Source | |
| 250 | 77.7712 | dannyhw-react-native-storybookmcp · front-end | Integrates with Storybook to enable retrieval and management of stories from specified configuration directories, facilitating AI-assisted story… | 26 stars · 4 forks | No one-command install · Source | |
| 252 | 77.7461 | mcp-apps-template-servermcp · front-end | A starter template for building MCP apps with React widgets, featuring tool execution, UI capability negotiation, and host integration. | 21 stars · 6 forks | No one-command install · Source | |
| 253 | 77.4883 | databuttonmcp · front-end | Enables planning and scaffolding of business applications with React frontends and Python backends, helping developers establish structured… | 25 stars · 4 forks | No one-command install · Source | |
| 254 | 77.4362 | sketchmcp · front-endalso listed as sketch-mcp-server | Processes Sketch design files by extracting internal structure, analyzing design elements, and rendering visual components as SVG images for… | 19 stars · 7 forks | No one-command install · Source | |
| 256 | 77.4012 | sarthakkimtani-together-ai-image-generationmcp · front-end | Integrates with Together AI's Flux.1 Schnell model to generate images from text prompts for creative and visual design tasks. | 18 stars · 8 forks | No one-command install · Source | |
| 257 | 77.3662 | lad-mcp-servermcp · front-end | A project-aware AI design and code review server that uses dual reviewers via OpenRouter to catch context-blind errors in AI-generated code… | 22 stars · 5 forks | No one-command install · Source | |
| 257 | 77.3662 | nateweav-reclass-netmcp · front-end | Bridges ReClass.NET memory analysis tool with MCP clients through a dual-component architecture for reverse engineering workflows and game memory… | 22 stars · 5 forks | No one-command install · Source | |
| 259 | 77.3227 | umshere-uiflowchartcreatormcp · front-end | Generates UI flowcharts based on input specifications, enabling visual representation of user interfaces and interactions for design communication and… | 11 stars · 10 forks | No one-command install · Source | |
| 260 | 77.2860 | figma-context-mcpmcp · front-end | An MCP server that gives AI coding tools access to Figma design data for accurate one-shot implementation of designs. | 29 stars · 3 forks | No one-command install · Source | |
| 261 | 77.0378 | autonomo-mcpmcp · front-end | Gives AI coding assistants live, structured access to running apps' state and UI elements, enabling real-time verification and interaction across web… | 36 stars · 2 forks | No one-command install · Source | |
| 262 | 76.8634 | pmhw-wechat-automationmcp · front-end | Automates WeChat desktop application on Windows through UI element interaction, enabling message sending via clipboard-based text handling and process… | 17 stars · 8 forks | No one-command install · Source | |
| 263 | 76.7453 | bradfair-cline-personasmcp · front-end | Implements a persona management system for dynamic AI behavior adjustment using reusable components and templates defined in .clinerules files. | 23 stars · 4 forks | No one-command install · Source | |
| 264 | 76.4461 | archai-labs-sonarqube-metricsmcp · front-end | Integrates with SonarQube to provide code quality metrics like bugs, vulnerabilities, code smells, coverage, and duplication density at project and… | 14 stars · 9 forks | No one-command install · Source | |
| 265 | 76.3667 | jyjune-mcp-vmsmcp · front-end | A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also… | 17 stars · 7 forks | No one-command install · Source | |
| 266 | 76.3318 | arikusi-nakkasmcp · front-end | Renders SVG graphics from declarative JSON configurations with CSS and SMIL animation support. | 22 stars · 4 forks | No one-command install · Source | |
| 267 | 76.2789 | quincysx-easyeda-promcp · front-end | Bridges EasyEDA Pro with Claude through WebSocket for PCB design automation, schematic editing, component library management, and manufacturing… | 16 stars · 8 forks | No one-command install · Source | |
| 268 | 75.9805 | patrickkabwe-rn-upgradermcp · front-end | Automates React Native project upgrades by analyzing codebases, checking for outdated dependencies, and streamlining the complex process of keeping… | 21 stars · 4 forks | No one-command install · Source | |
| 269 | 75.7823 | bcefghj-math-animationmcp · front-endalso listed as math-animation-mcp | Generates Manim-based educational math animations from text descriptions, LaTeX formulas, PDFs, or images. | 16 stars · 7 forks | No one-command install · Source | |
| 271 | 75.7378 | archiephan78-ssi-stockmcp · front-end | Provides a bridge to the SSI Financial Connector Data API for accessing Vietnamese stock market data, including securities listings, stock… | 17 stars · 6 forks | No one-command install · Source | |
| 271 | 75.7378 | gif-creatormcp · front-end | Converts video files to high-quality GIF animations using FFmpeg with optimized palette generation, customizable FPS and dimensions, and precise… | 17 stars · 6 forks | No one-command install · Source | |
| 273 | 75.7196 | frank-ay-mimomcp · front-end | Access Xiaomi MiMo multimodal AI with 11 tools for dialogue, image and video understanding, TTS, voice cloning, and voice design. | 30 stars · 2 forks | No one-command install · Source | |
| 274 | 75.4367 | lysiuchenko-wpf-buddymcp · front-end | 200+ tools for WPF desktop app automation, semantic UI testing, accessibility auditing, and diagnostics via UI Automation. | 29 stars · 2 forks | No one-command install · Source | |
| 275 | 75.1909 | arjuncodess-storyblokmcp · front-end | Integrates with Storyblok CMS for complete content management including story operations, publishing workflows, version control, asset handling… | 9 stars · 9 forks | No one-command install · Source | |
| 276 | 75.0066 | ggerve-coding-standardsmcp · front-end | Provides coding style guidelines and best practices for Java, Python, and React in Markdown format to enhance development workflows and maintain… | 17 stars · 5 forks | No one-command install · Source | |
| 277 | 74.7835 | bimgeek-specklemcp · front-end | Integrates with Speckle to enable querying and analyzing 3D design and AEC project data, including listing projects, retrieving details, searching by… | 14 stars · 8 forks | No one-command install · Source | |
| 278 | 74.6528 | rpgmakerultimate-mcpmcp · front-end | Model Context Protocol server for RPG Maker MV project management. Provides 102 tools for actors, classes, skills, items, weapons, armors, enemies… | 21 stars · 3 forks | No one-command install · Source | |
| 278 | 74.6528 | neverlow512-agent-droid-bridgemcp · front-end | Programmatic control of Android devices and emulators via ADB, exposing screen capture, touch input, app management, and UI inspection as structured… | 21 stars · 3 forks | No one-command install · Source | |
| 278 | 74.6528 | kdoronin-figmamcp · front-end | Enables AI to interact with Figma design files through WebSocket communication, providing tools for document inspection, node manipulation, text… | 21 stars · 3 forks | No one-command install · Source | |
| 278 | 74.6528 | jhawkins11-task-managermcp · front-end | Provides a bridge between AI code editors and project management capabilities, enabling complex feature planning with unlimited context window, task… | 21 stars · 3 forks | No one-command install · Source | |
| 282 | 74.5942 | mcp-baepsaemcp · front-endalso listed as oozoofrog-baepsae | Local MCP server for iOS Simulator and macOS app automation with a TypeScript MCP layer and Swift native bridge. Enables UI inspection, input… | 26 stars · 2 forks | No one-command install · Source | |
| 284 | 74.5100 | adapoet-fabric-pattern-toolsmcp · front-end | Exposes Fabric design patterns as executable tools that can be discovered and run directly within development workflows, with automatic pattern… | 18 stars · 4 forks | No one-command install · Source | |
| 284 | 74.5100 | bacoco-ai-expert-workflowmcp · front-end | Facilitates structured product development through specialized AI roles (Product Manager, UX Designer, Software Architect) that generate documentation… | 18 stars · 4 forks | No one-command install · Source | |
| 286 | 74.4881 | nnemirovsky-iwdp-mcpmcp · front-end | iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and… | 15 stars · 6 forks | No one-command install · Source | |
| 287 | 74.2882 | dattmavis-bpmn-workflow-designermcp · front-end | Enables creation and manipulation of BPMN 2.0 workflow diagrams using the bpmn-js library, providing tools for adding process elements, connecting… | 12 stars · 8 forks | No one-command install · Source | |
| 288 | 74.1398 | dividduang-uiautomation-windowsmcp · front-end | Provides Windows UI automation capabilities through the Python UIAutomation library, enabling control finding, interaction, screenshots, and window… | 20 stars · 3 forks | No one-command install · Source | |
| 288 | 74.1398 | e-language-codex-mcpmcp · front-end | Enables Codex to read, write, and design windows for E-language (易语言) programs using official IDE APIs, allowing natural language control of… | 20 stars · 3 forks | No one-command install · Source | |
| 290 | 74.0703 | kicad-mcp-promcp · front-end | AI-powered PCB and schematic design with KiCad. Works with Claude, Cursor, VS Code, Claude Code, and any MCP-compatible client. | 2 stars · 13 forks | No one-command install · Source | |
| 291 | 73.9722 | nyaoouo-ida-pro-supervisormcp · front-end | Headless supervisor for multiple IDA Pro 9.x worker processes via idalib, with browser UI for instance management and HTTP plus stdio transports. | 17 stars · 4 forks | No one-command install · Source | |
| 292 | 73.6904 | screenmonitormcpmcp · front-end | Enables real-time screen monitoring, UI element analysis, and predictive user behavior learning for AI assistants. | 1 star · 16 forks | No one-command install · Source | |
| 293 | 73.3877 | maya-mcpmcp · front-end | A local Model Context Protocol server for controlling Autodesk Maya, providing typed tools for scene, modeling, animation, and more without Maya… | 16 stars · 4 forks | No one-command install · Source | |
| 293 | 73.3877 | gh-thecombatwombat-replicantmcp · front-end | Build, test, and debug Android apps through AI-driven emulator control and UI automation. | 16 stars · 4 forks | No one-command install · Source | |
| 293 | 73.3877 | mcpware-ui-annotatormcp · front-end | Adds interactive hover annotations to web pages via a reverse proxy, enabling AI assistants to reference visible UI elements. | 16 stars · 4 forks | No one-command install · Source | |
| 296 | 72.9294 | ageniti-agenitimcp · front-end | SDK that exposes React and TypeScript app actions as MCP tools without restructuring the application. | 31 stars · 1 fork | No one-command install · Source | |
| 297 | 72.7224 | figma-ai-bridgemcp · front-end | Enables AI assistants to control Figma in real-time through Model Context Protocol, allowing design creation, editing, and reading operations directly… | 15 stars · 4 forks | No one-command install · Source | |
| 297 | 72.7224 | bobvasic-glm-architecture-consultantmcp · front-end | Bridges Claude with GLM-4.6 (Zhipu AI's model) to provide enterprise software architecture consulting through four specialized tools for general… | 15 stars · 4 forks | No one-command install · Source | |
| 297 | 72.7224 | 2niuhe-plantuml-webmcp · front-end | A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation. | 15 stars · 4 forks | No one-command install · Source | |
| 300 | 72.6445 | kernelcadmcp · front-end | Enables agent-driven CAD design through deterministic source files (.kcad.ts), including model evaluation, validation, and export to STEP/STL via MCP… | 17 stars · 3 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.