Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 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 | |
| 902 | 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 | |
| 903 | 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 | |
| 904 | 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 | |
| 905 | 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 | |
| 906 | 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 | |
| 907 | 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 | |
| 908 | 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 | |
| 909 | 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 | |
| 910 | 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 | |
| 911 | 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 | |
| 912 | 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 | |
| 913 | 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 | |
| 914 | 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 | |
| 915 | 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 | |
| 916 | 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 | |
| 917 | 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 | |
| 918 | 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 | |
| 919 | 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 | |
| 920 | 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 | |
| 921 | 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 | |
| 922 | 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 | |
| 923 | 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 | |
| 924 | 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 | |
| 925 | 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 | |
| 926 | 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 | |
| 927 | 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 | |
| 928 | 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 | |
| 929 | 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 | |
| 930 | 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 | |
| 931 | 89.9019 | jshmllr-sketch-contextmcp · front-end | Bridges Sketch design files with development workflows through dual-component architecture, enabling file parsing, component extraction, layer… | 72 stars · 20 forks | No one-command install · Source | |
| 932 | 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 | |
| 933 | 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 | |
| 934 | 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 | |
| 935 | 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 | |
| 936 | 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 | |
| 937 | 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 | |
| 938 | 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 | |
| 939 | 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 | |
| 940 | 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 | |
| 941 | 90.3722 | kicad-mcp-servermcp · front-end | An MCP server that enables AI assistants to analyze schematics, inspect PCBs, trace connections, validate designs, and generate embedded code for… | 88 stars · 16 forks | No one-command install · Source | |
| 942 | 90.3727 | sengbin-jlcedamcp · front-end | Provides MCP integration for JLCEDA (EasyEDA) electronic design automation with bridged connector architecture. | 85 stars · 17 forks | No one-command install · Source | |
| 943 | 90.5357 | eda-toolsmcp · front-end | Integrates with Electronic Design Automation tools to enable hardware design workflows including RTL synthesis, simulation, timing analysis, and… | 111 stars · 12 forks | No one-command install · Source | |
| 944 | 90.7366 | mcp-nextjsmcp · front-end | Next.js-based MCP server with OAuth 2.1 authentication, deployable on Vercel, supporting SSE and Streamable HTTP transports for various clients. | 88 stars · 19 forks | No one-command install · Source | |
| 945 | 90.7391 | alfredatnycu-grasshopper-parametric-designmcp · front-end | Connects Grasshopper parametric design software with Claude through a bidirectional TCP server and Python bridge, enabling natural language control of… | 97 stars · 16 forks | No one-command install · Source | |
| 946 | 90.8208 | indesign-uxp-mcp-servermcp · front-end | A Model Context Protocol (MCP) server that gives AI assistants direct, native control over Adobe InDesign via a UXP plugin bridge, with ~130 tools… | 93 stars · 18 forks | No one-command install · Source | |
| 947 | 90.8906 | lakr233-iphone-automationmcp · front-end | Provides iPhone automation capabilities through Appium and XCUITest, enabling device control, app launching, UI interaction, and screenshot capture… | 133 stars · 11 forks | No one-command install · Source | |
| 948 | 91.3000 | sonatypemcp · front-end | Component intelligence with versions, security analysis, and Trust Score recommendations | 73 stars · 33 forks | No one-command install · Source | |
| 949 | 91.4452 | powerpoint-mcp-servermcp · front-end | Enables PowerPoint automation on Windows, including template-based creation, real-time editing, LaTeX equations, animations, and multimodal slide… | 112 stars · 17 forks | No one-command install · Source | |
| 950 | 91.5725 | theailanguage-terminalmcp · front-end | Enables execution of shell commands within a designated workspace directory, capturing both standard output and error streams for file operations… | 89 stars · 30 forks | No one-command install · Source | |
| 951 | 91.6580 | khromov-svelte-llmmcp · front-end | Provides Svelte 5 and SvelteKit documentation access with automated content syncing from the official repository, offering both raw and AI-optimized… | 160 stars · 12 forks | No one-command install · Source | |
| 952 | 91.7744 | jabberwock-blend-aimcp · front-end | Comprehensive Blender integration with 161 tools across 24 domains for 3D modeling, animation, rendering, sculpting, physics, and scene management… | 137 stars · 15 forks | No one-command install · Source | |
| 953 | 91.9310 | matthewdailey-figmamcp · front-end | Interact with Figma design files through the Figma REST API for design analysis, feedback, and collaboration. | 213 stars · 10 forks | No one-command install · Source | |
| 954 | 92.1785 | timholden-figma-design-systemmcp · front-end | Integrates with the Figma REST API to manage design system elements, enabling variable handling, file operations, and collaborative workflows. | 150 stars · 16 forks | No one-command install · Source | |
| 955 | 92.2058 | asdecided-coremcp · front-end | Provides deterministic, read-only access to engineering decisions, requirements, and designs stored as Markdown in a repository, enabling agents to… | 292 stars · 9 forks | No one-command install · Source | |
| 956 | 92.2212 | mario-andreschak-windows-desktop-automationmcp · front-end | Enables Windows desktop automation through TypeScript-wrapped AutoIt functions for controlling mouse movements, keyboard input, window management, and… | 114 stars · 25 forks | No one-command install · Source | |
| 957 | 92.3538 | ttiimmaacc-cinema4dmcp · front-end | Enables Claude to interact with Cinema 4D through a socket-based communication system for scene manipulation, rendering, and animation directly from… | 117 stars · 26 forks | No one-command install · Source | |
| 958 | 92.5375 | kargatharaakash-google-stitchmcp · front-end | Integrates with Google Stitch design platform to enable automated UI/UX design workflows, component generation, and cross-platform design system… | 121 stars · 27 forks | No one-command install · Source | |
| 959 | 93.1933 | sshtunnelvision-fal-ai-image-generationmcp · front-end | Integrates with FAL AI to generate images from text prompts using models like 'fal-ai/recraft-v3', enabling real-time visual content creation for… | 172 stars · 21 forks | No one-command install · Source | |
| 960 | 93.2605 | webflowmcp · front-end | AI-powered design and management for Webflow sites via the Data API and Designer API. | 138 stars · 34 forks | No one-command install · Source | |
| 961 | 93.5175 | yfmeii-weapp-devmcp · front-end | Automates WeChat Mini Program testing and UI interactions through DevTools integration, enabling application lifecycle management, page navigation… | 175 stars · 25 forks | No one-command install · Source | |
| 962 | 93.5455 | design-systems-mcp-servermcp · front-end | Enables AI-powered access to authoritative design systems knowledge, including W3C standards, WCAG guidelines, and best practices from 188+ curated… | 204 stars · 20 forks | No one-command install · Source | |
| 963 | 93.9199 | gh-shashankswe2020-ux-whoopmcp · front-end | Accesses WHOOP fitness device data including recovery scores, sleep analysis, and workout history. | 149 stars · 52 forks | No one-command install · Source | |
| 964 | 94.3058 | barryyip0625-discordmcp · front-end | Integrates with Discord to enable channel management, forum post creation, message sending, and reaction handling through secure authentication and… | 103 stars · 64 forks | No one-command install · Source | |
| 965 | 94.3694 | figma-fluttermcp · front-end | Converts Figma designs into Flutter widget code by extracting design elements, analyzing component structures, and generating complete project… | 244 stars · 25 forks | No one-command install · Source | |
| 966 | 94.3898 | magicuidesignmcp · front-end | Provides structured access to Magic UI's component library for generating accurate code suggestions with proper installation instructions for… | 202 stars · 35 forks | No one-command install · Source | |
| 967 | 94.4726 | montevive-penpotmcp · front-end | Integrates with Penpot's API to enable project browsing, file retrieval, object searching, and visual component export with automatic screenshot… | 237 stars · 28 forks | No one-command install · Source | |
| 968 | 94.6257 | blender-mcp-vxaimcp · front-end | Enables natural language control of Blender 3D through MCP clients, allowing creation, modification, and manipulation of 3D models, animations, and… | 299 stars · 23 forks | No one-command install · Source | |
| 969 | 94.7820 | inditextech-simulator-ios-idbmcp · front-end | Enables iOS simulator automation via Facebook's IDB tool, allowing control of simulators, app launching, screenshot capture, and UI interactions… | 309 stars · 24 forks | No one-command install · Source | |
| 970 | 95.0418 | figma-ui-mcpmcp · front-end | Bidirectional MCP bridge enabling AI assistants to draw UI on Figma canvas and read designs back as structured data or code tokens via localhost… | 234 stars · 46 forks | No one-command install · Source | |
| 971 | 95.0516 | network-sketchermcp · front-end | AI-native MCP server for designing and managing Cisco network diagrams — L1/L2/L3, PPT and SVG output. | 387 stars · 23 forks | No one-command install · Source | |
| 972 | 95.2977 | storybook-addon-mcpmcp · front-end | Help agents automatically write and test stories for your UI components | 270 stars · 43 forks | No one-command install · Source | |
| 973 | 95.4495 | sveltemcp · front-end | Official Svelte documentation access and code analysis server that provides up-to-date reference material, playground link generation, and intelligent… | 315 stars · 37 forks | No one-command install · Source | |
| 974 | 95.5302 | mastergo-design-dslmcp · front-end | Extracts design file metadata from MasterGo files using a personal access token, enabling direct retrieval of design element details for analysis and… | 283 stars · 51 forks | No one-command install · Source | |
| 975 | 95.5474 | shuotao-revitmcp · front-end | Educational implementation bridging Autodesk Revit with AI assistants through dual-component architecture for model control and building information… | 102 stars · 110 forks | No one-command install · Source | |
| 976 | 95.5898 | alexgladkov-claude-mobilemcp · front-end | Provides unified mobile device automation for Android devices via ADB and iOS simulators via simctl, enabling screenshots, UI interactions, touch… | 359 stars · 35 forks | No one-command install · Source | |
| 977 | 95.7265 | codex-storyboardmcp · front-end | MCP server for managing video storyboard tasks, enabling Codex to automatically generate and populate images/videos based on shot descriptions and… | 318 stars · 47 forks | No one-command install · Source | |
| 978 | 95.8475 | hey-jian-wei-jianyingmcp · front-end | Integrates with JianYing desktop video editor using UI automation to enable draft management, media handling, track operations, and export… | 295 stars · 67 forks | No one-command install · Source | |
| 979 | 95.9291 | automation-mcpmcp · front-end | Enables AI assistants to automate macOS desktop tasks including mouse control, keyboard input, screenshots, window management, and UI interaction. | 414 stars · 39 forks | No one-command install · Source | |
| 980 | 95.9882 | formulahendry-spec-driven-developmentmcp · front-end | Provides three sequential prompts that guide software development from high-level requirements through EARS format documentation and design… | 437 stars · 39 forks | No one-command install · Source | |
| 981 | 96.0283 | f2c-figma-to-codemcp · front-end | Bridges Figma design files to code generation, enabling direct conversion of designs into HTML, CSS, and other assets with customizable output paths… | 411 stars · 43 forks | No one-command install · Source | |
| 982 | 96.2138 | superdesign-skillskill · front-endContributed by Sentinel | The design skill for Claude Code, Cursor and any coding agent. Stop shipping AI-slop UI: turn it into shippable, tasteful frontend. Install: npx… | 520 stars · 38 forks | No one-command install · Source | |
| 983 | 96.2680 | aartiq-servicenowmcp · front-end | Comprehensive ServiceNow platform integration with 400+ tools spanning ITSM, ITOM, HRSD, CSM, SecOps, GRC, Flow Designer, scripting, and… | 263 stars · 112 forks | No one-command install · Source | |
| 984 | 96.2927 | kleneway-awesome-cursormcp · front-end | Built for Cursor, integrates screenshot capture, web page structure analysis, and code review capabilities for automated UI testing, web scraping, and… | 337 stars · 97 forks | No one-command install · Source | |
| 985 | 96.3432 | hyperb1iss-droidmindmcp · front-end | Enables control and interaction with Android devices through secure tools for device management, app installation, UI automation, file operations, and… | 433 stars · 57 forks | No one-command install · Source | |
| 986 | 96.3832 | figwrightmcp · front-end | Open-source, bidirectional Figma agent for MCP clients — a free alternative to Figma's Dev Mode MCP. Reads designs with high-fidelity grounding and… | 653 stars · 36 forks | No one-command install · Source | |
| 987 | 96.3916 | mhyrr-sketchupmcp · front-end | Integrates with Sketchup to enable AI-assisted 3D modeling through bidirectional communication, allowing creation, modification, and transformation of… | 396 stars · 68 forks | No one-command install · Source | |
| 988 | 96.4573 | dannote-figma-usemcp · front-end | Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools. | 594 stars · 42 forks | No one-command install · Source | |
| 989 | 96.5115 | godot-mcp-full-controlmcp · front-end | An MCP server providing AI assistants with 149 tools to fully control the Godot game engine, including runtime code execution, scene manipulation… | 448 stars · 66 forks | No one-command install · Source | |
| 990 | 96.6074 | arodoid-unitymcp · front-end | Enables real-time interaction with Unity Editor projects for tasks like automated level design, asset management, and debugging assistance through C#… | 523 stars · 57 forks | No one-command install · Source | |
| 991 | 96.7805 | lamaalrajih-kicadmcp · front-end | Enables Claude to analyze and validate KiCad electronic design projects through PCB visualization, design rule checking, and schematic analysis for… | 497 stars · 78 forks | No one-command install · Source | |
| 992 | 96.8419 | sparx-fire-revitmcp · front-end | Connects AI assistants to Autodesk Revit for reading, creating, modifying, and deleting building elements through a three-component architecture. | 342 stars · 146 forks | No one-command install · Source | |
| 993 | 96.9066 | youichi-uda-godot-mcp-promcp · front-end | Premium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime… | 584 stars · 74 forks | No one-command install · Source | |
| 994 | 96.9837 | adobe-premiere-promcp · front-end | Integrates with Adobe Premiere Pro through ExtendScript and UXP plugin communication to enable natural language video editing commands for project… | 516 stars · 107 forks | No one-command install · Source | |
| 995 | 97.0846 | antfu-nuxtmcp · front-end | Integrates with Nuxt.js projects to provide development workflow automation, project scaffolding, and configuration management for Vue.js web… | 909 stars · 51 forks | No one-command install · Source | |
| 996 | 97.1115 | abhiemj-manim-mcp-servermcp · front-end | A local MCP server that generates animations using Manim. | 638 stars · 89 forks | No one-command install · Source | |
| 997 | 97.1580 | vercel-nextjs-devtoolsmcp · front-end | Development tools and runtime diagnostics for Next.js projects | 816 stars · 64 forks | No one-command install · Source | |
| 998 | 97.2665 | mikechambers-adobe-creative-suitemcp · front-end | Bridges Adobe Creative Suite applications including Photoshop, Premiere Pro, and InDesign through WebSocket connections and UXP plugins, enabling… | 691 stars · 101 forks | No one-command install · Source | |
| 999 | 97.3328 | arinspunk-claude-talk-to-figmamcp · front-end | Enables direct control over Figma designs through WebSocket communication for document inspection, element creation and modification, text… | 653 stars · 129 forks | No one-command install · Source | |
| 1000 | 97.3609 | minhalvp-androidmcp · front-end | Integrates with Android Debug Bridge (ADB) to enable remote control, testing, and analysis of Android devices, offering capabilities like package… | 806 stars · 93 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.