Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 43.275 | mcp-appsmcp · front-end | Enables interacting with YouTube Data API v3 through MCP tools (get-video, get-channel, get-latest-video) and bundled UI apps for video and channel… | 4 stars | No one-command install · Source | |
| 402 | 43.275 | roku-mcpmcp · front-end | Enables AI agents to inspect and control Roku devices—query UI elements, send remote input, launch channels, and run tests—using the Model Context… | 4 stars | No one-command install · Source | |
| 403 | 43.275 | setswei-semaphoreuimcp · front-end | MCP server for managing Semaphore UI CI/CD projects, tasks, templates, and schedules. | 4 stars | No one-command install · Source | |
| 404 | 43.275 | givenge-lanhumcp · front-end | MCP server for accessing Lanhu design projects, mockups, and Axure prototypes via a Chrome extension bridge. | 4 stars | No one-command install · Source | |
| 405 | 43.275 | masx200-persistent-terminalmcp · front-end | Provides persistent terminal session management with MCP tools for creating, executing commands, and maintaining long-running processes across… | 4 stars | No one-command install · Source | |
| 406 | 43.275 | tokensstudiomcpmcp · front-end | MCP server that reads Tokens Studio design tokens from Figma and makes them available to Claude Code, enabling token-aware code generation. | 4 stars | No one-command install · Source | |
| 407 | 43.275 | merzoukemansouri-adeo-mozaicmcp · front-end | Searchable database of ADEO's Mozaic Design System enabling component discovery, token retrieval in multiple formats, and framework-specific code… | 4 stars | No one-command install · Source | |
| 408 | 43.275 | motion-diagrammcp · front-end | Agent-driven animated diagram renderer that turns API/flow descriptions into animated MP4s or Instagram-style carousels, designed to be driven by an… | 4 stars | No one-command install · Source | |
| 409 | 43.275 | mcp-injectormcp · front-end | Persistent daemon that compresses codebases via AST body folding before indexing them for AI coding assistants like Claude Code and Cursor 57-89%… | 4 stars | No one-command install · Source | |
| 410 | 43.275 | figma-agent-mcpmcp · front-end | Connects AI agents to Figma through a local WebSocket bridge, enabling read/write access to open Figma files, node manipulation, and AI-assisted… | 4 stars | No one-command install · Source | |
| 411 | 43.275 | frndchagas-expo-androidmcp · front-end | Automates Android emulators via ADB for UI inspection, touch automation, screenshots, and app control. | 4 stars | No one-command install · Source | |
| 412 | 43.275 | ejwhite7-brandkitmcp · front-end | Expose your company design system—colors, typography, logos, and tokens—to AI coding tools. | 4 stars | No one-command install · Source | |
| 413 | 43.275 | web-stylebook-mcpmcp · front-end | Provides deterministic, read-only design knowledge for AI coding agents to help them choose visual directions, plan UI states, and compose design… | 4 stars | No one-command install · Source | |
| 414 | 43.275 | toan203-osv-uimcp · front-end | Visual CVE audit dashboard for npm, Python, Go, and Rust. Scan from Claude/Cursor, opens a browser UI for human review (human-in-the-loop), applies… | 4 stars | No one-command install · Source | |
| 415 | 43.275 | spline-mcpmcp · front-end | MCP server for Spline.design code generation and asset management. | 4 stars | No one-command install · Source | |
| 416 | 43.275 | mcp-openemsmcp · front-end | Enables AI-assisted design of antennas and electromagnetic structures using openEMS FDTD simulation, with analytical dimension calculators and… | 4 stars | No one-command install · Source | |
| 417 | 43.498 | moonray-figma-node-explorermcp · front-end | Integrates with the Figma API to extract and analyze design file structures, enabling exploration of node hierarchies and supporting design system… | 2 stars · 2 forks | No one-command install · Source | |
| 418 | 43.498 | auto-browse-unbundle-openapimcp · front-end | Splits and extracts portions of OpenAPI specification files into smaller, more focused files while preserving referenced components for improved… | 2 stars · 2 forks | No one-command install · Source | |
| 419 | 43.498 | mcp-ui-expo-tamaguimcp · front-end | Generates React Native/Expo UI components using AI, integrates with Claude Desktop to create and optimize Tamagui-based components via natural… | 2 stars · 2 forks | No one-command install · Source | |
| 420 | 43.498 | blender-mcp-servermcp · front-end | Enables AI-powered 3D content creation in Blender through natural language, including text-to-3D, image-to-3D, animation, rigging, rendering, and… | 2 stars · 2 forks | No one-command install · Source | |
| 421 | 43.498 | forge-space-uimcp · front-end | AI-driven UI and backend code generation across React, Vue, Angular, Svelte, and HTML with brand-aware design system integration. | 2 stars · 2 forks | No one-command install · Source | |
| 422 | 43.498 | apolo-cadmcp · front-end | Enables AI agents to design parametric 3D CAD models of industrial machinery end-to-end, including modeling, assembly, validation, and manufacturing… | 2 stars · 2 forks | No one-command install · Source | |
| 423 | 43.498 | screencyemcp · front-end | Eyes for text-only LLMs: decodes screenshots into exact structured text (words, coordinates, sizes, colors) using pure-code CV and OCR. Enables… | 2 stars · 2 forks | No one-command install · Source | |
| 424 | 44.256 | yhc984-talk-to-figmamcp · front-end | Enables AI interaction with Figma designs through a WebSocket bridge that allows reading and modifying elements with tools for creation, styling… | 3 stars · 1 fork | No one-command install · Source | |
| 425 | 44.256 | cursor-talk-to-figma-mcpmcp · front-end | Enables Cursor AI to read and modify Figma designs programmatically via the Model Context Protocol. | 3 stars · 1 fork | No one-command install · Source | |
| 426 | 44.256 | dreyfus92-astro-docsmcp · front-end | Provides direct access to Astro documentation through searchable, categorized resources and curated prompts for helping developers with component… | 3 stars · 1 fork | No one-command install · Source | |
| 427 | 44.256 | react-native-upgrade-helper-mcp-servermcp · front-end | Automates the React Native Upgrade Helper website to extract upgrade information and file diffs between React Native versions. | 3 stars · 1 fork | No one-command install · Source | |
| 428 | 44.256 | japanese-text-analyzermcp · front-end | Enables detailed Japanese text analysis through morphological parsing with Kuromoji, breaking down sentences into component parts with grammatical… | 3 stars · 1 fork | No one-command install · Source | |
| 429 | 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 | |
| 430 | 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 | |
| 431 | 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 | |
| 432 | 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 | |
| 433 | 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 | |
| 434 | 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 | |
| 435 | 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 | |
| 436 | 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 | |
| 437 | 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 | |
| 438 | 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 | |
| 439 | 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 | |
| 440 | 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 | |
| 441 | 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 | |
| 442 | 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 | |
| 443 | 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 | |
| 444 | 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 | |
| 445 | 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 | |
| 446 | 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 | |
| 447 | 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 | |
| 448 | 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 | |
| 449 | 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 | |
| 450 | 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 | |
| 451 | 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 | |
| 452 | 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 | |
| 453 | 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 | |
| 454 | 46.654 | figma-to-code-mcpmcp · front-end | Transforms Figma design data into a compact, LLM-friendly format for code generation, reducing size by 99.5% while preserving UI-critical information. | 5 stars | No one-command install · Source | |
| 455 | 46.654 | felixanhalt-figma-contextmcp · front-end | LLM-optimized fork of Figma Context MCP with CSS-aligned properties and 99.5% response size reduction. | 5 stars | No one-command install · Source | |
| 456 | 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 | |
| 457 | 46.654 | ludo-ai-game-assetsmcp · front-end | Generate game assets with ludo.ai sprites, 3D models, animations, sound effects, music, and voices. | 5 stars | No one-command install · Source | |
| 458 | 46.654 | game-assetsmcp · front-end | Generate game assets with AI including sprites, 3D models, animations, sound effects, music, and voices. | 5 stars | No one-command install · Source | |
| 459 | 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 | |
| 460 | 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 | |
| 461 | 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 | |
| 462 | 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 | |
| 463 | 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 | |
| 464 | 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 | |
| 465 | 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 | |
| 466 | 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 | |
| 467 | 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 | |
| 468 | 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 | |
| 469 | 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 | |
| 470 | 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 | |
| 471 | 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 | |
| 472 | 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 | |
| 473 | 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 | |
| 474 | 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 | |
| 475 | 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 | |
| 476 | 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 | |
| 477 | 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 | |
| 478 | 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 | |
| 479 | 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 | |
| 480 | 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 | |
| 481 | 49.118 | spectoda-easyeda-promcp · front-end | AI agent integration for EasyEDA Pro PCB design, enabling inspection, design rule checks, component searches, and JLCPCB manufacturing exports via a… | 4 stars · 1 fork | No one-command install · Source | |
| 482 | 49.118 | easyeda-mcpmcp · front-end | 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 | |
| 483 | 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 | |
| 484 | 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 | |
| 485 | 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 | |
| 486 | 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 | |
| 487 | 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 | |
| 488 | 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 | |
| 489 | 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 | |
| 490 | 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 | |
| 491 | 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 | |
| 492 | 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 | |
| 493 | 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 | |
| 494 | 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 | |
| 495 | 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 | |
| 496 | 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 | |
| 497 | 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 | |
| 498 | 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 | |
| 499 | 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 | |
| 500 | 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 |
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.