Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 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 | |
| 601 | 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 | |
| 601 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 604 | 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 | |
| 624 | 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 | |
| 624 | 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 | |
| 624 | 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 | |
| 624 | 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 | |
| 624 | 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 | |
| 624 | 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 | |
| 624 | 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 | |
| 631 | 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 | |
| 631 | 43.275 | spline-mcpmcp · front-end | MCP server for Spline.design code generation and asset management. | 4 stars | No one-command install · Source | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 43.275 | 0x-professor-ui-analyzermcp · front-endalso listed as ui-analyzer-mcp-server | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 | |
| 631 | 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 |
| 660 | 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 | |
| 660 | 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 | |
| 660 | 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 | |
| 660 | 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 | |
| 660 | 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 | |
| 660 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 38.412 | jonasrackl-labmatemcp · front-end | Interactive protocol design and experiment planning for laboratory research. | 3 stars | No one-command install · Source | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 666 | 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 | |
| 699 | 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 | |
| 699 | 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 |
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.