Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 32.223 | uxspotmcp · front-end | A remote MCP server exposing uxspot.io's curated UX glossary, AI tools directory, checklists, and Learn UX curriculum as callable tools. Enables AI… | 2 stars | No one-command install · Source | |
| 302 | 32.223 | tapsitemcp · front-end | An MCP server for web intelligence extraction that provides 55 tools for extracting structured data, design systems, accessibility audits, and more… | 2 stars | No one-command install · Source | |
| 303 | 32.223 | mgriffen-tapsitemcp · front-end | Web intelligence extraction for design systems, accessibility, performance, and content analysis. | 2 stars | No one-command install · Source | |
| 304 | 32.223 | cnnfagmcp · front-end | CNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go… | 2 stars | No one-command install · Source | |
| 305 | 32.223 | site2stylemcp · front-end | Captures website design evidence across responsive conditions and packages it into a portable design system for reuse by other agents. | 2 stars | No one-command install · Source | |
| 306 | 32.223 | html2stylemcp · front-end | Extracts design evidence from web pages across responsive conditions and packages it into a reusable design package for Agent-driven style transfer… | 2 stars | No one-command install · Source | |
| 307 | 32.223 | layntramcp · front-end | MCP server that lets product managers turn ideas into editable Figma designs using natural language, with explicit planning and approval before any… | 2 stars | No one-command install · Source | |
| 308 | 32.223 | crux-mcpmcp · front-end | MCP server for the Chrome UX Report, providing real-user Core Web Vitals (LCP, INP, CLS) and historical trends for any origin or URL via natural… | 2 stars | No one-command install · Source | |
| 309 | 32.223 | vikunja-mcp-cloudflare-accessmcp · front-end | Enables secure access to Vikunja projects and tasks via MCP tools, protected by Cloudflare Access and designed for remote clients like ChatGPT. | 2 stars | No one-command install · Source | |
| 310 | 32.223 | gridproofmcp · front-end | Audits spacing, gaps, and element sizes in AI-generated UIs and returns fix hints the agent applies. Tailwind-first, with accessibility fallback. | 2 stars | No one-command install · Source | |
| 311 | 32.223 | gravityui-reference-mcpmcp · front-end | Provides AI-optimized offline access to the Gravity UI design system, enabling natural language search and retrieval of components, hooks, utilities… | 2 stars | No one-command install · Source | |
| 312 | 32.223 | looba-mcpmcp · front-end | An MCP server that provides AI assistants read-only access to Looba, a community platform for UI snippets and design inspiration, enabling snippet… | 2 stars | No one-command install · Source | |
| 313 | 32.223 | sc2-map-editor-mcpmcp · front-end | An MCP server for inspecting and editing StarCraft II maps and mods directly, enabling file-level manipulation of map components, triggers, scripts… | 2 stars | No one-command install · Source | |
| 314 | 32.223 | little-mouse-pointermcp · front-end | Enables AI agents to select Windows desktop UI elements, windows, or screen regions via mouse hover, then obtain context through UI Automation… | 2 stars | No one-command install · Source | |
| 315 | 32.223 | codex-mcp-longrunmcp · front-end | A local STDIO MCP server for running one bounded command and waiting for its final result, eliminating model-driven polling. Designed for builds, test… | 2 stars | No one-command install · Source | |
| 316 | 32.223 | mobile-mcp-openglmcp · front-end | Enables AI coding agents to test and automate Android apps rendering UI in OpenGL/Vulkan/Metal surfaces via screenshot-based vision tools for tapping… | 2 stars | No one-command install · Source | |
| 317 | 32.223 | daisyui-mcp-servermcp · front-end | MCP server for daisyUI React components that enables AI coding assistants to search documentation, look up props, and retrieve code examples. | 2 stars | No one-command install · Source | |
| 318 | 32.223 | koralpapermcp · front-end | A design studio where AI draws, charts and animates: agents create fully editable hand-drawn visuals, build charts from data, and their edits become… | 2 stars | No one-command install · Source | |
| 319 | 32.223 | dsh-visual-skinmcp · front-end | Provides 26 MCP tools for designing, previewing, and safely applying visual skins to DeepSeek Harness, enabling AI agents to perform complete skin… | 2 stars | No one-command install · Source | |
| 320 | 32.223 | chrispulman-reactive-extensionsmcp · front-end | Provides 10 tools and 3 prompts for designing, debugging, reviewing, and modernizing Rx.NET reactive extensions applications. | 2 stars | No one-command install · Source | |
| 321 | 32.223 | qualitymax-qa-mcpmcp · front-end | Enables coding agents to independently verify web changes by scanning pages, inspecting UI structure, generating Playwright reproductions, and… | 2 stars | No one-command install · Source | |
| 322 | 32.223 | uiautomationmcpmcp · front-end | Enables Windows UI Automation through MCP, allowing agents to inspect, search, navigate, and interact with desktop UI elements via the UIAutomation… | 2 stars | No one-command install · Source | |
| 323 | 32.223 | mcp-nec2-antennamcp · front-end | Design and simulate wire antennas using the NEC2 method-of-moments solver via MCP. Supports dipole, Yagi-Uda, vertical, loop, and inverted-V… | 2 stars | No one-command install · Source | |
| 324 | 32.223 | uc-remote-mcpmcp · front-end | Enables natural language interaction with Unfolded Circle Remote 3/Remote Two for configuration, button mapping, UI editing, and backup/restore. | 2 stars | No one-command install · Source | |
| 325 | 35.443 | figma-mcp-servermcp · front-end | Enables Cursor to access Figma design data via MCP, allowing it to fetch simplified layout and styling information to accurately implement designs… | 2 forks | No one-command install · Source | |
| 326 | 35.443 | raccoonai-lammcp · front-end | Enables web browsing, data extraction, and task automation through Raccoon's LAM API, allowing users to search websites, fill forms, navigate UI… | 2 forks | No one-command install · Source | |
| 327 | 35.443 | designbot-mcpmcp · front-end | Forwards messages to the Designsystemet assistant endpoint, enabling access through MCP-compatible clients. | 2 forks | No one-command install · Source | |
| 328 | 35.443 | influxdb-v1-mcpmcp · front-end | InfluxDB-v1-MCP is a powerful Model Context Protocol (MCP) interface specifically designed for InfluxDB v1.x, enabling AI assistants to intelligently… | 2 forks | No one-command install · Source | |
| 329 | 35.443 | lazy-calculatormcp · front-end | A deliberately broken calculator MCP server that always returns double the correct answer, designed as a learning exercise for MCP server… | 2 forks | No one-command install · Source | |
| 330 | 35.443 | figma-drivemcp · front-end | Exports frames from Figma and uploads them to Google Drive, with automated folder creation. | 2 forks | No one-command install · Source | |
| 331 | 35.443 | notion-mcp-honomcp · front-end | Remote MCP server that exposes Notion as tools (search, get, create pages, append blocks, query databases) via Streamable HTTP with bearer auth… | 2 forks | No one-command install · Source | |
| 332 | 35.443 | rn-sim-mcpmcp · front-end | An MCP server that composes XcodeBuildMCP and ios-simulator-mcp, adding React Native inspection tools to read the component tree, resolved styles, and… | 2 forks | No one-command install · Source | |
| 333 | 35.443 | dial-mcp-servermcp · front-end | Enables AI agents to provision phone numbers, send SMS, place AI voice calls, and react to inbound events via the Dial communication stack, all… | 2 forks | No one-command install · Source | |
| 334 | 38.066 | spec-driven-mcp-servermcp · front-end | Enables specification-driven development workflows for AI editors by managing structured project specifications through stages like requirements… | 2 stars · 1 fork | No one-command install · Source | |
| 335 | 38.066 | bindcraft-mcpmcp · front-end | Model Context Protocol server for protein binder design using BindCraft via Docker, enabling structure prediction, sequence optimization, and scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 336 | 38.066 | yhteentoimivuusalusta-mcp-servermcp · front-end | Enables searching, validating, and referencing Finnish standardized terminology, data models, and code lists to ensure consistency in design… | 2 stars · 1 fork | No one-command install · Source | |
| 337 | 38.066 | timkulbaev-mcp-linkedinmcp · front-end | LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows. | 2 stars · 1 fork | No one-command install · Source | |
| 338 | 38.066 | gh-finfin-mermaid-appmcp · front-end | Renders Mermaid diagrams as interactive, zoomable UI panels inline inside Claude, VS Code, and MCP-compatible clients. | 2 stars · 1 fork | No one-command install · Source | |
| 339 | 38.066 | mixamo-mcpmcp · front-end | Enables Claude Code to automate Mixamo: browse/search animations, upload custom characters via Auto-Rigger, set animation parameters, and download… | 2 stars · 1 fork | No one-command install · Source | |
| 340 | 38.066 | forgespace-branding-mcpmcp · front-end | Generates complete brand identity systems including colors, typography, logos, and design tokens with 58 MCP tools. Supports multi-format export and… | 2 stars · 1 fork | No one-command install · Source | |
| 341 | 38.066 | forge-space-brandingmcp · front-end | AI-powered brand identity generation with design tokens, color systems, and multi-format export. | 2 stars · 1 fork | No one-command install · Source | |
| 342 | 38.066 | manos-mcpmcp · front-end | A Model Context Protocol server for ad-hoc UI testing of Android and iOS apps, enabling LLM agents to interact with mobile app UIs and react to… | 2 stars · 1 fork | No one-command install · Source | |
| 343 | 38.066 | flato-design-mcpmcp · front-end | Connects AI agents to Flato's native editable canvas for design, enabling creation, inspection, revision, export, and visual QA of projects. | 2 stars · 1 fork | No one-command install · Source | |
| 344 | 38.066 | spine-motion-mcpmcp · front-end | Enables authoring, preview, and export of Spine 2D skeletal animations via natural language from Claude Code or any MCP client, with a web dashboard… | 2 stars · 1 fork | No one-command install · Source | |
| 345 | 38.066 | markitdown-uimcp · front-end | A local web interface and MCP server for converting documents (PDF, Word, Excel, images, audio, etc.) to Markdown using Microsoft's MarkItDown… | 2 stars · 1 fork | No one-command install · Source | |
| 346 | 38.066 | live-mcp-for-obsidianmcp · front-end | A live MCP server that connects AI assistants to a running Obsidian instance, enabling full app automation including reading notes, clicking UI… | 2 stars · 1 fork | No one-command install · Source | |
| 347 | 38.066 | gepai-mcpmcp · front-end | An MCP server for designing environmental education lessons using built-in Korean curriculum standards, resource catalogs, and full-text document… | 2 stars · 1 fork | No one-command install · Source | |
| 348 | 38.066 | hypd-ai-paid-ads-analyticsmcp · front-end | Analyze paid marketing accounts (Google Ads, Meta Ads, GA4, Merchant Center) in plain language, read-only. Provides insights, competitor ads, and… | 2 stars · 1 fork | No one-command install · Source | |
| 349 | 38.412 | qdhenry-reablocksmcp · front-end | Generates React components and documentation for the Reablocks UI library through natural language descriptions, enabling rapid prototyping of… | 3 stars | No one-command install · Source | |
| 350 | 38.412 | next-js-docs-mcp-servermcp · front-end | Provides up-to-date Next.js 16 documentation to MCP clients, enabling instant lookups, version-specific examples, and secure use inside IDE… | 3 stars | No one-command install · Source | |
| 351 | 38.412 | react-native-expo-mcpmcp · front-end | An MCP server for React Native development with Expo, offering automated code remediation, refactoring, testing, and analysis tools to accelerate… | 3 stars | No one-command install · Source | |
| 352 | 38.412 | supremehyo-appium-android-automationmcp · front-end | Bridges natural language instructions to Appium mobile automation for controlling Android devices through automated testing workflows with device… | 3 stars | No one-command install · Source | |
| 353 | 38.412 | workworklabs-payment-buttonmcp · front-end | Generates cryptocurrency payment button components for React and HTML supporting ETH, USDT, and USDC on Ethereum mainnet. | 3 stars | No one-command install · Source | |
| 354 | 38.412 | chihebnabil-page-design-guidemcp · front-end | Provides comprehensive web design guidance including layout patterns, color psychology, typography hierarchy, responsive design strategies, and… | 3 stars | No one-command install · Source | |
| 355 | 38.412 | mcp-popup-uimcp · front-end | Enables AI assistants to present interactive choices to users via browser popups, supporting single and multiple selections with optional custom… | 3 stars | No one-command install · Source | |
| 356 | 38.412 | jonasrackl-labmatemcp · front-end | Interactive protocol design and experiment planning for laboratory research. | 3 stars | No one-command install · Source | |
| 357 | 38.412 | pagelensmcp · front-end | Enables AI coding agents to visually interact with frontend apps by taking screenshots, clicking elements, reading console logs, and performing visual… | 3 stars | No one-command install · Source | |
| 358 | 38.412 | stitch-design-agentmcp · front-end | Brings Google Stitch design tools into AI assistants, enabling browsing projects, viewing screen designs, extracting design tokens, and generating new… | 3 stars | No one-command install · Source | |
| 359 | 38.412 | ismaileneskucuk-turkish-electronic-marketsmcp · front-end | Searches Turkish electronic component marketplaces for real-time pricing, stock availability, and product comparisons across four stores. | 3 stars | No one-command install · Source | |
| 360 | 38.412 | gh-saranshbamania-mobile-devicemcp · front-end | Control and interact with Android mobile devices from AI coding assistants with screenshots, UI inspection, touch interaction, AI-powered visual… | 3 stars | No one-command install · Source | |
| 361 | 38.412 | mcp-frontend-analyzermcp · front-end | A comprehensive MCP server for frontend analysis. It provides Google Lighthouse audits, code quality checks, SEO metadata verification, accessibility… | 3 stars | No one-command install · Source | |
| 362 | 38.412 | alex-gon-thegamecrafter-mcp-servermcp · front-end | Design, manage, and price tabletop games on The Game Crafter. Browse catalogs, create projects, upload artwork, get pricing. | 3 stars | No one-command install · Source | |
| 363 | 38.412 | mohit-mathur-blender-cadmcp · front-end | Controls a live Blender 3D session with 51 tools covering modeling, materials, lighting, rendering, and animation. | 3 stars | No one-command install · Source | |
| 364 | 38.412 | react-profiler-mcpmcp · front-end | Streams live React profiler data to AI agents, enabling them to analyze performance and suggest specific, actionable fixes for slow components. | 3 stars | No one-command install · Source | |
| 365 | 38.412 | evan-crx-permisapi-mcpmcp · front-end | 7 tools for French open-data building permits (Sitadel, 311k rows, ~2M permits/year, Etalab license). Search, details, DVF transactions cross-ref… | 3 stars | No one-command install · Source | |
| 366 | 38.412 | appcnmcp · front-end | MCP server for appCN - discover, search, install, and correctly use copy-paste React Native / Expo UI components (including an AI-native collection)… | 3 stars | No one-command install · Source | |
| 367 | 38.412 | ssr-concept-mcpmcp · front-end | Concept-test your product with synthetic consumers, straight from Claude Code. It turns free-text reactions from roleplayed personas into… | 3 stars | No one-command install · Source | |
| 368 | 38.412 | circuit-recognitionmcp · front-end | MCP server for intelligent circuit diagram recognition, enabling detection of components, text, topology, and netlist from circuit images. | 3 stars | No one-command install · Source | |
| 369 | 38.412 | nishant-chaudhary5338-mcp-toolkitmcp · front-end | 9 MCP servers for React + TypeScript development automation — component scaffolding, dependency auditing, WCAG accessibility checking, test… | 3 stars | No one-command install · Source | |
| 370 | 38.412 | uploadkitmcp · front-end | Access 40+ upload components, route scaffolds, BYOS setup, and full UploadKit docs via AI. | 3 stars | No one-command install · Source | |
| 371 | 38.412 | wappmcpmcp · front-end | A WhatsApp Web MCP server that enables reading chats, contacts, and messages, as well as sending, replying, reacting, and managing WhatsApp messages… | 3 stars | No one-command install · Source | |
| 372 | 38.412 | aidc-ai-design-enginemcp · front-end | Deterministic AI data-center design engine exposed as MCP tools for sizing, validation, and physical layout. Supports NVIDIA Hopper, Blackwell, and… | 3 stars | No one-command install · Source | |
| 373 | 38.412 | storykit-mcpmcp · front-end | MCP server for the StoryKit asset library — search and embed free, generated design blocks (charts, widgets, illustrations, themes) straight from your… | 3 stars | No one-command install · Source | |
| 374 | 38.412 | minimal-designermcp · front-end | MCP server for AI-first UI design that enables Codex to create, preview, and commit UI changes to a self-hosted design tool. | 3 stars | No one-command install · Source | |
| 375 | 38.412 | pixelart-mcpmcp · front-end | A local MCP server for creating and editing pixel art canvases as PNG files, with drawing tools, animation support, and various canvas operations. | 3 stars | No one-command install · Source | |
| 376 | 38.412 | cst-studio-mcpmcp · front-end | Python-first MCP server for CST Studio Suite (2024–2026) that lets AI assistants drive CST from Windows: open projects, build geometry, set materials… | 3 stars | No one-command install · Source | |
| 377 | 38.412 | genspark-mcpmcp · front-end | Enables image and video generation through Genspark's UI from Claude Code, Codex CLI, or any stdio-compatible MCP client, using your own local browser… | 3 stars | No one-command install · Source | |
| 378 | 38.412 | partunomcp · front-end | Partuno is a local-first MCP server for electronic component research, BOM analysis, and sourcing comparisons across DigiKey and Mouser, with… | 3 stars | No one-command install · Source | |
| 379 | 38.412 | serve-droidmcp · front-end | Enables streaming and control of Android devices via browser, with UI tree inspection, Logcat, and MCP tool integration for AI agents. | 3 stars | No one-command install · Source | |
| 380 | 38.412 | servicenow-platform-mcpmcp · front-end | Enables AI agents to interact with ServiceNow through MCP, providing schema inspection, record CRUD, attachments, audit, Flow Designer, and platform… | 3 stars | No one-command install · Source | |
| 381 | 38.412 | ui-component-judgment-mcpmcp · front-end | Enables AI agents to receive a structured verdict on whether a UI component need can be satisfied by existing shadcn/ui or 21st.dev components or… | 3 stars | No one-command install · Source | |
| 382 | 41.082 | ableton-livemcp · front-end | Provides real-time control and automation of Ableton Live through a dual-component architecture consisting of a Python Remote Script and external… | 1 star · 2 forks | No one-command install · Source | |
| 383 | 41.082 | patternfly-mcp-servermcp · front-end | Provides access to PatternFly React development rules and documentation via MCP tools, allowing retrieval of documentation from URLs or local paths. | 1 star · 2 forks | No one-command install · Source | |
| 384 | 41.082 | gid-mcp-servermcp · front-end | Enables AI to analyze, query, and manage a graph-based representation of software architecture for impact analysis, dependency tracking, and design. | 1 star · 2 forks | No one-command install · Source | |
| 385 | 41.082 | servicetitan-mcp-servermcp · front-end | Provides 108 tools and 15 React apps to manage ServiceTitan field service operations, including jobs, customers, estimates, invoices, dispatching… | 1 star · 2 forks | No one-command install · Source | |
| 386 | 41.082 | civitai-mcp-servermcp · front-end | Enables AI agents to fully interact with the Civitai platform, including browsing models, images, and creators; posting, reacting, reviewing… | 1 star · 2 forks | No one-command install · Source | |
| 387 | 41.082 | yocoolab-mcp-servermcp · front-end | Exposes Yocoolab design feedback threads, selections, and activity events as tools for AI coding assistants like Claude Code. | 1 star · 2 forks | No one-command install · Source | |
| 388 | 43.275 | geoffwhittington-devicimcp · front-end | Integrates with the Devici threat modeling platform to manage security workflows including user and team management, threat model creation, component… | 4 stars | No commit datelisted | No one-command install · Source |
| 389 | 43.275 | uiverse-mcp-toolmcp · front-end | FastMCP-based tool for extracting UI component code from Uiverse.io, supporting HTML/CSS, React, Vue, Svelte, and Lit frameworks. | 4 stars | No one-command install · Source | |
| 390 | 43.275 | qrwc-svelte-mcpmcp · front-end | MCP server that provides tools, resources, and prompts to help LLMs build Svelte UI components for Q-SYS systems, including discovering components and… | 4 stars | No one-command install · Source | |
| 391 | 43.275 | react-native-devtools-mcpmcp · front-end | Bridges React Native DevTools, enabling AI assistants to debug, profile, and inspect React Native applications through a standardized protocol. | 4 stars | No one-command install · Source | |
| 392 | 43.275 | agenisea-figmamcp · front-end | Bidirectional WebSocket bridge enabling real-time design manipulation with node creation, text replacement, component management, and automated… | 4 stars | No one-command install · Source | |
| 393 | 43.275 | ui-analyzer-mcp-servermcp · front-end | Analyzes website UIs using Playwright and provides precise CSS/HTML fix instructions for AI coding assistants like GitHub Copilot and Cursor. | 4 stars | No one-command install · Source | |
| 394 | 43.275 | 0x-professor-ui-analyzermcp · front-end | Analyzes website UI using Playwright browser automation to detect layout issues, identify broken elements, and generate precise CSS/HTML fixes with… | 4 stars | No one-command install · Source | |
| 395 | 43.275 | openscad-mcpmcp · front-end | Exposes OpenSCAD CLI as MCP tools for validating, rendering, and exporting parametric 3D models. Enables LLM clients to interactively create and… | 4 stars | No one-command install · Source | |
| 396 | 43.275 | code-growers-flutter-maestromcp · front-end | Bridges Flutter mobile app development with Maestro UI testing by providing tools for inspecting UI hierarchies, simulating user interactions, taking… | 4 stars | No one-command install · Source | |
| 397 | 43.275 | figma-unified-mcpmcp · front-end | A comprehensive MCP server that enables Claude to read, create, edit, and generate code from Figma designs. Supports design tokens, code generation to… | 4 stars | No one-command install · Source | |
| 398 | 43.275 | debugiummcp · front-end | A multi-language debugger with real-time web UI and 64 MCP tools for LLM-driven debugging, supporting Python, JavaScript, TypeScript, C/C++, Rust… | 4 stars | No one-command install · Source | |
| 399 | 43.275 | shahabazdev-inxmail-mcpmcp · front-end | Manage Inxmail Commerce transactional emails — events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking. | 4 stars | No one-command install · Source | |
| 400 | 43.275 | logicstamp-mcpmcp · front-end | MCP server that provides AI assistants with structured access to codebases via LogicStamp Context, enabling component analysis, dependency graphs… | 4 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.