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 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 507 | 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 | |
| 507 | 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 | |
| 507 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 510 | 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 | |
| 527 | 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 | |
| 527 | 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 | |
| 527 | 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 | |
| 527 | 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 | |
| 527 | 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 | |
| 532 | 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 | |
| 532 | 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 | |
| 532 | 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 | |
| 535 | 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 | |
| 535 | 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 | |
| 535 | 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 | |
| 535 | 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 | |
| 535 | 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 | |
| 535 | 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 | |
| 535 | 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 | |
| 535 | 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 | |
| 535 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 558 | 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 | |
| 558 | 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 | |
| 558 | 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 | |
| 558 | 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 | |
| 558 | 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 | |
| 558 | 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 | |
| 564 | 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 | |
| 565 | 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 | |
| 565 | 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 | |
| 565 | 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 | |
| 565 | 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 | |
| 565 | 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 | |
| 570 | 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 | |
| 570 | 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 | |
| 570 | 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 | |
| 570 | 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 | |
| 570 | 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 | |
| 570 | 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 | |
| 570 | 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 | |
| 570 | 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 | |
| 570 | 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 | |
| 570 | 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 | |
| 570 | 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 | |
| 570 | 46.654 | kovoor-vueusemcp · front-end | Search, browse, and get suggestions for VueUse composables with full documentation access. | 5 stars | No one-command install · Source | |
| 570 | 46.654 | react-native-debug-mcpmcp · front-end | Enables AI agents to inspect, log, and control React Native apps on Android emulators or iOS simulators, including UI tree, tap, scroll, and hot… | 5 stars | No one-command install · Source | |
| 570 | 46.654 | codebase-knowledge-graph-mcp-servermcp · front-end | Enables storing and querying structured information about software code entities (classes, functions, files) and their relationships (calls, imports)… | 5 stars | No one-command install · Source | |
| 586 | 44.256 | mcp-pcb-emcopilotmcp · front-end | AI-powered PCB design review MCP server with 93 tools for EMC, signal integrity, power integrity, thermal, and DFM analysis, supporting KiCad, ODB++… | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | mcp-ltspice-qucsmcp · front-end | Enables AI agents to design RF filters and SMPS-EMC from spec using three MCP servers that drive LTspice, Qucs-S, and scikit-rf, with closed-form… | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | mcp-perfectpixelmcp · front-end | MCP server for pixel-perfect verification, screenshots a live URL and diffs it against a static design image, returning grouped diff regions with… | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | grok-http-mcp-servermcp · front-end | Enables Grok to send arbitrary HTTP requests with cookie session persistence and redirect tracking, designed for web/CTF scenarios. | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | filomcp · front-end | An unofficial MCP server that gives AI assistants structured access to Italy's Design System .italia, including components, design tokens, usage… | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | figma-proxy-mcpmcp · front-end | A local MCP server that gives AI agents live access to open Figma files for design handoff and UX writing without API tokens or rate limits. | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | edc-mcp-servermcp · front-end | Enables AI assistants to interact with Eclipse Dataspace Components (EDC) connectors for dataspace operations including asset, policy, contract… | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | egguliyev-geant4mcp · front-end | Design and simulate radiation detectors using Geant4 and Allpix2 through natural language with 9 tools. | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | philau2512-traceuimcp · front-end | Statically analyze React and Next.js components to extract state, hooks, effects, API calls, and cross-file dependencies without running the app. | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | kiwuuu-claude-handoffmcp · front-end | Fetch, inspect, and deploy Claude Design handoff bundles directly from development tools. | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | serithemage-botmadangmcp · front-end | Integrates with Botmadang, a Korean social networking platform designed for AI agents, enabling feed reading, posting, commenting, and community… | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | wordpress-mcp-servermcp · front-end | Enables AI assistants to manage WordPress content, design, SEO, WooCommerce, and more through natural language commands. | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | suulola-figma-local-bridgemcp · front-end | Connects to Figma documents through a local plugin bridge, bypassing API rate limits to provide real-time access to design data, node properties… | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | manasp21-psianimatormcp · front-end | Integrates QuTip quantum physics computations with Manim mathematical animations to create quantum states, simulate time evolution, perform… | 3 stars · 1 fork | No one-command install · Source | |
| 586 | 44.256 | sichang824-figmamcp · front-end | Bridges AI systems with Figma's design platform, enabling file operations, node manipulation, comment management, and real-time canvas interactions… | 3 stars · 1 fork | 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.