Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 55.168 | classmcpmcp · front-end | Multi-framework MCP server that enables AI to generate clean, semantic CSS class names (e.g., btn-primary) instead of verbose utility strings, with… | 6 stars · 1 fork | No one-command install · Source | |
| 501 | 55.168 | material-3-mcp-servermcp · front-end | Provides AI agents with tools to access Material 3 design components, design tokens, icons, and accessibility guidelines across multiple frameworks. | 6 stars · 1 fork | No one-command install · Source | |
| 501 | 55.168 | web-retrieval-mcpmcp · front-end | A Model Context Protocol server that analyzes webpage design structures, providing detailed layout, navigation, content, form, image, and link… | 6 stars · 1 fork | No one-command install · Source | |
| 501 | 55.168 | rive-docs-mcpmcp · front-end | Provides access to Rive's animation documentation, runtime guides, editor features, and tutorials via the Model Context Protocol. | 6 stars · 1 fork | No one-command install · Source | |
| 501 | 55.168 | mcp-novel-game-servermcp · front-end | A novel game server supporting multi-branch visual novel scenarios in English and Japanese, designed to help understand MCP Resources. | 6 stars · 1 fork | No one-command install · Source | |
| 506 | 54.833 | jerrycan-mcpmcp · front-end | The AI-native Rust backend framework + generation platform. Help agents design, generate, verify and package complete backends. | 9 stars | No one-command install · Source | |
| 506 | 54.833 | lyse-labs-ds-pilotmcp · front-end | Expose design system components and tokens to AI agents for search, prop inspection, and token lookup. | 9 stars | No one-command install · Source | |
| 508 | 53.985 | tengfone-supabase-nextjsmcp · front-end | Integrates with Supabase to provide a notes system with creation, listing, and summarization capabilities for applications requiring structured… | 4 stars · 3 forks | No one-command install · Source | |
| 509 | 53.790 | hermes-figma-prompt-hub-mcp-servermcp · front-end | Enables management of structured prompt assets from Figma, including listing, validating, and exporting prompts via the Model Context Protocol. | 1 star · 4 forks | No one-command install · Source | |
| 509 | 53.790 | ocp-performance-analyzer-mcpmcp · front-end | A comprehensive, AI-powered performance analysis and monitoring platform for OpenShift/Kubernetes clusters. This project provides Model Context… | 1 star · 4 forks | No one-command install · Source | |
| 511 | 53.186 | dannykeane-figmanagemcp · front-endalso listed as figmanage | Manages Figma organization workspaces including seats, teams, projects, permissions, and analytics. | 8 stars | No one-command install · Source | |
| 511 | 53.186 | carlospalacin-spartan-ngmcp · front-end | Access Spartan Angular UI component APIs, documentation, and installation commands for 56 components and 17 page-level blocks. | 8 stars | No one-command install · Source | |
| 511 | 53.186 | ravaniroshan-winscriptmcp · front-end | Windows desktop automation with 59 tools for UI control, Office integration, and workflow recording. | 8 stars | No one-command install · Source | |
| 511 | 53.186 | figma-spec-mcpmcp · front-end | Bridge Figma designs to any platform with structured specs for Unity, React, Flutter, SwiftUI, and more, including layout audit, design tokens, and… | 8 stars | No one-command install · Source | |
| 516 | 52.498 | substance-3d-designer-mcpmcp · front-end | Provides a secure interface to Adobe Substance 3D Designer, enabling read and write operations on graphs, nodes, and packages through the MCP… | 5 stars · 1 fork | No one-command install · Source | |
| 516 | 52.498 | perspective-aimcp · front-end | Design, deploy, and analyze AI-powered conversational agents that replace static forms. | 5 stars · 1 fork | No one-command install · Source | |
| 516 | 52.498 | dudu1111685-waha-whatsappmcp · front-end | Integrates with WhatsApp through WAHA platform to enable complete messaging automation including sending and receiving media files, managing contacts… | 5 stars · 1 fork | No one-command install · Source | |
| 516 | 52.498 | kenneives-design-token-bridgemcp · front-end | Translates design tokens between Tailwind, Figma, CSS, Material 3, and SwiftUI. | 5 stars · 1 fork | No one-command install · Source | |
| 516 | 52.498 | llm-vision-mcp-2mcp · front-end | Provides vision capabilities to text-only LLMs by analyzing image files via Qwen-VL and returning textual descriptions, with support for OCR, UI… | 5 stars · 1 fork | No one-command install · Source | |
| 516 | 52.498 | lanhu-design-mcpmcp · front-end | MCP server for macOS that reads Lanhu designs, analyzes UI structures, and exports fine-grained design assets for multiple platforms. | 5 stars · 1 fork | No one-command install · Source | |
| 516 | 52.498 | ui-registry-mcpmcp · front-end | Provides coding agents live access to shadcn-style component registries, enabling them to search, compare, and fetch real component source code for UI… | 5 stars · 1 fork | No one-command install · Source | |
| 516 | 52.498 | mcp-figma-to-codemcp · front-end | Transform Figma designs into pixel-perfect React + Tailwind components using the Model Context Protocol. | 5 stars · 1 fork | No one-command install · Source | |
| 516 | 52.498 | gsap-mcp-servermcp · front-end | Generate GSAP animation code through natural language descriptions and integrate with Claude Desktop for easy animation development. | 5 stars · 1 fork | No one-command install · Source | |
| 525 | 52.443 | openlmnpmcp · front-end | Accounting MCP server for the French LMNP tax status (furnished rentals, e.g. Airbnb hosts). 44 tools to manage properties, income and expenses… | 3 stars · 3 forks | No one-command install · Source | |
| 525 | 52.443 | apache-slingmcp · front-end | Bridges Apache Sling web framework with development capabilities including servlet generation, OSGi component management, and system diagnostics. | 3 stars · 3 forks | No one-command install · Source | |
| 525 | 52.443 | water-chemistry-mcp-servermcp · front-end | An advanced MCP server powered by PHREEQC for industrial wastewater treatment modeling, offering 17 tools for chemical equilibrium, kinetic reactions… | 3 stars · 3 forks | No one-command install · Source | |
| 528 | 52.135 | rive-mcpmcp · front-end | Enables creating, editing, inspecting, rendering, and live-previewing Rive (.riv) animations directly from Claude without needing the Rive editor or… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | kroma-mcpmcp · front-end | A stateless MCP server for UI/UX design inspiration, live component discovery, and modern web micro-effects, resolving queries in real time via the… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | moereviewmcp · front-end | A local-first study workspace for MCP agents, providing a web UI for learning, quizzing, and review, independent of agent lifecycle. | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | julianoczkowski-modusmcp · front-end | Provides access to Trimble's Modus design system documentation, component specifications, design rules, and implementation guides for HTML/React… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | podium-mcpmcp · front-end | One MCP endpoint, 43 tools for iOS-simulator E2E — native UI automation, Maestro flows, trustworthy oracle-ladder assertions, WebView DOM + network… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | push-based-angular-toolkitmcp · front-end | Provides Angular development teams with component analysis, design system migration support, and automated refactoring workflows including deprecated… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | gamecodexmcp · front-end | A game development MCP server with 950+ curated docs across 29 engines and 5 power tools for scaffolding, debugging, design, and scope tracking. It… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | wave-mcp-server-2mcp · front-end | Comprehensive MCP server for Wave Accounting, providing 45+ tools across invoicing, customers, products, transactions, bills, estimates, taxes, and… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | magic-patterns-mcp-servermcp · front-end | Enables AI assistants to generate UI components and web interfaces from natural language descriptions using the Magic Patterns API. | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | next-js-tailwind-assistantmcp · front-end | Your comprehensive AI companion for building modern Next.js applications with React and Tailwind CSS. This MCP server provides instant access to… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | pedro-rivas-android-puppeteermcp · front-end | Visual-first Android automation with UI element detection and device control | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | sinagilassi-mozichemmcp · front-end | Provides thermodynamic and chemical engineering calculations through the MoziChem framework, offering equation of state models and flash calculations… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | unity-code-intelligence-mcp-servermcp · front-end | AI-powered static analysis for Unity projects, detecting common patterns, component relationships, and programming insights to augment developer… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | ember-cli-mcpmcp · front-end | Enables MCP clients like Claude Code to execute Ember CLI commands directly in projects, including running tests, generating components, and building… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | its-just-uimcp · front-end | Provides tools for generating, customizing, and documenting React components from the its-just-ui library through natural language interactions… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | vanachterjacob-business-centralmcp · front-end | Provides standardized development rules and real-time guidance for Business Central projects, offering rule validation, architectural suggestions, and… | 4 stars · 2 forks | No one-command install · Source | |
| 528 | 52.135 | jonpojonpo-comfy-uimcp · front-end | Integrates ComfyUI's stable diffusion interface to enable programmatic image generation through customizable node-based workflows. | 4 stars · 2 forks | No one-command install · Source | |
| 545 | 51.401 | mcp-web-validatormcp · front-end | Enables AI coding assistants to validate HTML/CSS markup using W3C APIs, perform technical SEO audits, check broken links, and validate JSON-LD… | 7 stars | No one-command install · Source | |
| 545 | 51.401 | aimino-fast-htmlmcp · front-end | Generate HTML from AI agents with 15 tools, 22 components, and 25 templates for rapid web output. | 7 stars | No one-command install · Source | |
| 545 | 51.401 | mcp-apps-interactive-uimcp · front-end | A runnable example of building interactive in-chat UI with MCP Apps, demonstrating a pizza builder widget that lets users pick options and place… | 7 stars | No one-command install · Source | |
| 545 | 51.401 | darklens-mcp-servermcp · front-end | Enables AI agents to detect, classify, explain, and ethically redesign dark patterns in websites and UI flows. | 7 stars | No one-command install · Source | |
| 545 | 51.401 | glyphs-mcpmcp · front-end | MCP bridge for AI-assisted type design in GlyphsApp. Lets Claude, Cursor, or any MCP client read and write font data directly in GlyphsApp… | 7 stars | No one-command install · Source | |
| 550 | 50.895 | shouting-slackmcp · front-end | Integrates with Slack workspaces to enable channel management, messaging, thread interactions, reaction handling, and user information retrieval for… | 2 stars · 3 forks | No one-command install · Source | |
| 550 | 50.895 | mohammed-uvaiz-figma-design-systemmcp · front-end | Bridges Figma's design ecosystem by extracting design system components, styles, and UI copy, enabling advanced design workflow analysis and… | 2 stars · 3 forks | No one-command install · Source | |
| 550 | 50.895 | nick-trombley-barnsworthburning-searchmcp · front-end | Integrates with barnsworthburning.net's API to enable direct querying of website content for design, typography, and user experience information | 2 stars · 3 forks | No one-command install · Source | |
| 553 | 49.325 | raven-mcpmcp · front-end | Design intelligence for AI-generated UI — principles, patterns, brand voice, design tokens, and accessibility guidelines. | 6 stars | No one-command install · Source | |
| 553 | 49.325 | snowyegret23-unity-info-bridgemcp · front-end | Bridges running Unity games for runtime inspection with scene hierarchy, component analysis, text discovery, and snapshot tools for modding and… | 6 stars | No one-command install · Source | |
| 553 | 49.325 | montologymcp · front-end | Enforces design systems and vocabulary via ontology checks, candidate scanning, linting, and structural search across repositories. | 6 stars | No one-command install · Source | |
| 553 | 49.325 | scorm-mcp-servermcp · front-end | Packages self-contained HTML or Claude Design bundles into SCORM 2004 courses any LMS can import, with offline asset inlining, milestone-based… | 6 stars | No one-command install · Source | |
| 553 | 49.325 | swatchdog-mcp-servermcp · front-end | MCP server that checks AI-generated CSS against design tokens, flagging off-brand values and suggesting the closest matching tokens for colors… | 6 stars | No one-command install · Source | |
| 553 | 49.325 | voygent-mcp-app-demomcp · front-end | A Pizza Builder MCP server that demonstrates interactive in-chat UI widgets for selecting pizza options with live price updates and order submission. | 6 stars | No one-command install · Source | |
| 553 | 49.325 | alvesribeirof-architecture-analysismcp · front-end | Analyzes source code for SOLID principle violations and design pattern opportunities, providing structured refactoring recommendations powered by AI… | 6 stars | No one-command install · Source | |
| 553 | 49.325 | jlcpcb-search-mcpmcp · front-end | Enables AI assistants to search JLCPCB's 450K+ electronic component catalog with real-time stock levels and pricing, supporting keyword search… | 6 stars | No one-command install · Source | |
| 553 | 49.325 | mern-mcpmcp · front-end | Enables scaffolding full-stack MERN CRUD resources including models, routes, controllers, and React components with preview and apply modes. | 6 stars | No one-command install · Source | |
| 562 | 49.118 | mcp-edgar-uxmcp · front-end | Enables efficient SEC EDGAR filing access by saving filings to disk, returning file paths to avoid context overflow, and providing Bloomberg… | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | b12-website-generatormcp · front-end | Enables AI to create customized business websites by generating designs from business names and descriptions, providing signup links without requiring… | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | tabler-mcp-servermcp · front-end | Brings Tabler icons, UI components, page layouts, themes, and live documentation into MCP-compatible AI assistants for correct, hallucination-free… | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | easyeda-mcpmcp · front-endalso listed as spectoda-easyeda-pro | MCP server for AI-assisted PCB design with EasyEDA Pro, enabling inspection, review, and automation of schematics, PCBs, and manufacturing export. | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | brandons-cs-altium-schdocmcp · front-end | Parses Altium Designer binary .SchDoc schematic files without requiring Altium software, extracting components, nets, and pins. | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | vite-mcpmcp · front-end | A Vite plugin that provides MCP server capabilities, enabling MCP clients to interact with browser environments through adapters for console, cookies… | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | chenpu17-web-bridge-mcpmcp · front-end | An MCP server for web search, web fetching, and Context7 documentation tools with proxy support, designed for internal network environments. | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | llxxbb-prototypemcp · front-end | Provides web prototype development tools through a dual-mode architecture combining SvelteKit web interface and command-line tools, enabling rapid… | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | iconfontmcp · front-end | Integrates with Iconfont.cn to search and retrieve icon data from China's largest icon library by name and type for design workflows and UI… | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | aws-amplify-gen-2-documentation-mcp-servermcp · front-end | An MCP server that provides comprehensive access to AWS Amplify Gen 2 Next.js documentation, enabling AI assistants to provide accurate, up-to-date… | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | shadcn-mcp-servermcp · front-end | Provides AI assistants with direct access to shadcn/ui components and blocks, enabling real-time fetching of component source code, documentation, and… | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | navin4078-web-scrapermcp · front-end | Provides web scraping capabilities through specialized tools for extracting text, links, images, tables, headlines, metadata, and page statistics with… | 4 stars · 1 fork | No one-command install · Source | |
| 562 | 49.118 | lobstercare-geofs-flight-simulatormcp · front-end | Enables natural language control of aircraft in the GeoFS flight simulator through a WebSocket server that translates commands into simulator actions… | 4 stars · 1 fork | No one-command install · Source | |
| 576 | 48.479 | composer-kit-mcp-servermcp · front-end | This MCP server provides access to Composer Kit React component documentation, examples, and Celo Composer templates for building web3 applications on… | 1 star · 3 forks | No one-command install · Source | |
| 576 | 48.479 | asattelmaier-gnome-uimcp · front-end | GNOME Wayland desktop automation via AT-SPI element discovery and Mutter remote desktop input. | 1 star · 3 forks | No one-command install · Source | |
| 576 | 48.479 | figma-slides-mcpmcp · front-end | MCP server for controlling Figma Slides — create, edit, and screenshot slides from any AI assistant that supports MCP. | 1 star · 3 forks | No one-command install · Source | |
| 576 | 48.479 | core-marlomcp · front-end | Provides integration with Marlo platform services for finance and operations platform designed for maritime and shipping companies. | 1 star · 3 forks | No one-command install · Source | |
| 576 | 48.479 | framer-mcpmcp · front-end | Enables programmatic interaction with Framer canvas via a local MCP server and companion plugin, allowing automation of page generation, content… | 1 star · 3 forks | No one-command install · Source | |
| 576 | 48.479 | tlazypanda-aptosmcp · front-end | Integrates with the Aptos blockchain ecosystem to enable smart contract development, testing, and deployment through natural language interactions for… | 1 star · 3 forks | No one-command install · Source | |
| 582 | 48.150 | vs4vijay-espressomcp · front-end | Integrates with Espresso testing framework to enable automated Android application testing through test execution, result analysis, and mobile UI… | 4 forks | No one-command install · Source | |
| 583 | 47.273 | blockbenchmcpmcp · front-end | Enables AI assistants to build Minecraft models, textures, and animations directly inside Blockbench through the Model Context Protocol. | 3 stars · 2 forks | No one-command install · Source | |
| 583 | 47.273 | dagba-ios-development-toolsmcp · front-end | Automates iOS development workflows through command-line tools like simctl, xcodebuild, and idb for building apps, managing simulators, controlling UI… | 3 stars · 2 forks | No one-command install · Source | |
| 583 | 47.273 | gluestack-ui-mcp-servermcp · front-end | Provides AI assistants with comprehensive access to Gluestack UI components, source code, and examples for React Native development. | 3 stars · 2 forks | No one-command install · Source | |
| 583 | 47.273 | piekstra-slackmcp · front-end | Integrates with Slack Web API to provide complete workspace management including channel operations, messaging, file uploads, reactions, user… | 3 stars · 2 forks | No one-command install · Source | |
| 583 | 47.273 | trivy-sbom-generatormcp · front-end | Generates Software Bill of Materials (SBOM) for container images using Trivy scanner, providing detailed component information including package… | 3 stars · 2 forks | No one-command install · Source | |
| 588 | 46.654 | agent-auditmcp · front-end | Agent Audit runs Lighthouse against any URL and converts the output into structured fix packs your coding agent can execute. Each fix pack includes… | 5 stars | No one-command install · Source | |
| 588 | 46.654 | game-assetsmcp · front-endalso listed as ludo-ai-game-assets | Generate game assets with AI including sprites, 3D models, animations, sound effects, music, and voices. | 5 stars | No one-command install · Source | |
| 588 | 46.654 | uisandbox-mcpmcp · front-end | Enables loading a web app build into a live sandbox, adjusting design tokens like colors, typography, and spacing with 1:1 visual verification, and… | 5 stars | No one-command install · Source | |
| 588 | 46.654 | felixanhalt-figma-contextmcp · front-endalso listed as figma-to-code-mcp | LLM-optimized fork of Figma Context MCP with CSS-aligned properties and 99.5% response size reduction. | 5 stars | No one-command install · Source | |
| 588 | 46.654 | rapidapi-metadata-extractormcp · front-end | Turns any URL into structured web intelligence in one call: SEO/OpenGraph metadata, public contacts, tech-stack fingerprinting, Schema.org data, a… | 5 stars | No one-command install · Source | |
| 588 | 46.654 | webcake-landing-mcpmcp · front-end | Bridges AI assistants to WebCake, enabling users to build, validate, and save editable landing pages from natural language descriptions. | 5 stars | No one-command install · Source | |
| 588 | 46.654 | oscribemcp · front-end | Vision-based desktop automation MCP server that controls any application via screenshot and AI vision, enabling UI automation through natural language… | 5 stars | No one-command install · Source | |
| 588 | 46.654 | beyondwin-fixthismcp · front-end | Point at Jetpack Compose UI elements and hand off annotated source candidates to AI coding agents. | 5 stars | No one-command install · Source | |
| 588 | 46.654 | one-shot-uimcp · front-end | Deterministic screenshot diffing for AI coding agents. Extract design tokens, diff implementations vs reference, get CSS fix suggestions. | 5 stars | No one-command install · Source | |
| 588 | 46.654 | browseragentprotocol-bapmcp · front-end | Provides standardized browser automation through semantic selectors and accessibility-focused element identification, enabling reliable web… | 5 stars | No one-command install · Source | |
| 588 | 46.654 | xstaar-yq-autocad-architecturemcp · front-end | Bridges Claude AI with AutoCAD for natural language control of architectural design with 684 commands across 22 categories. | 5 stars | 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.