Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 22.557 | gdotmcpmcp · front-end | MCP server providing 174 tools for AI-powered Godot 4 development, enabling scene manipulation, scripting, animation, runtime analysis, and more. | 1 star | No one-command install · Source | |
| 901 | 22.557 | next-design-overlaymcp · front-end | MCP server for Next.js design overlay, enabling AI agents to query visual UI tasks, fetch annotated snapshots, and mark tasks as resolved. | 1 star | No one-command install · Source | |
| 901 | 22.557 | thisispaper-mcpmcp · front-end | Enables searching and retrieving curated architecture, design, photography, and art projects from the Thisispaper archive, with tools for project… | 1 star | No one-command install · Source | |
| 901 | 22.557 | windui-mcpmcp · front-end | Provides AI assistants with offline, deterministic access to WindUI's structured metadata for component, theme, and icon lookup, enabling accurate UI… | 1 star | No one-command install · Source | |
| 901 | 22.557 | md3-docs-mcpmcp · front-end | Provides AI assistants access to live Material Design 3 documentation including Foundations, Styles, and Components, returning official content as… | 1 star | No one-command install · Source | |
| 901 | 22.557 | ppt-design-mcpmcp · front-end | Template-driven PowerPoint design MCP server for Windows, enabling slide creation and manipulation via COM automation. | 1 star | No one-command install · Source | |
| 901 | 22.557 | echobt-figma-mcpmcp · front-end | Enables offline reading and rendering of Figma .fig files, allowing AI agents to extract design specs, export assets, and generate code without… | 1 star | No one-command install · Source | |
| 901 | 22.557 | lanhu-mcpmcp · front-end | Converts a Lanhu design page into a Unity UGUI prefab YAML snapshot, enabling Unity developers to generate UI prefabs from Lanhu designs. | 1 star | No one-command install · Source | |
| 901 | 22.557 | framebench-mcp-servermcp · front-end | Estimates FPS ranges for games on any GPU or Apple Silicon, identifies the limiting component, and provides settings levers to improve performance. | 1 star | No one-command install · Source | |
| 901 | 22.557 | luia-mcp-servermcp · front-end | Enables Claude to access and update a team's design knowledge stored in a local Markdown folder, including searching decisions and recording new… | 1 star | No one-command install · Source | |
| 901 | 22.557 | fusion-svg-mcpmcp · front-end | MCP server that generates Disler-style fusion-harness README diagrams with dark GitHub chrome, monospace type, role colors, and CSS flow animations. | 1 star | No one-command install · Source | |
| 901 | 22.557 | stoners-designmcp · front-end | MCP server providing 51 design skills covering product thinking, UX, visual design, Figma, frontend, motion, branding, and portfolio storytelling… | 1 star | No one-command install · Source | |
| 901 | 22.557 | kiyasmcp · front-end | AI design fidelity — compare Figma designs or screenshots against the rendered implementation and get structured discrepancies. Uses your Claude Code… | 1 star | No one-command install · Source | |
| 901 | 22.557 | crowd-test-mcpmcp · front-end | Enables AI assistants to unleash a crowd of role-played virtual users — impatient shoppers, seniors, keyboard-only users, privacy hawks, chaos monkeys… | 1 star | No one-command install · Source | |
| 901 | 22.557 | dotvvm-docs-mcpmcp · front-end | Enables AI assistants to access DotVVM UI control documentation, including listing controls and retrieving detailed docs with code samples. | 1 star | No one-command install · Source | |
| 901 | 22.557 | stellify-mcp-servermcp · front-end | Enables AI assistants to incrementally build Laravel and Vue.js applications by creating file structures, methods, and code through natural… | 1 star | No one-command install · Source | |
| 901 | 22.557 | arch-viewermcp · front-end | Provides AI-powered architecture analysis and visualization of codebases, exposing 17 MCP tools for querying components, dependencies, and generating… | 1 star | No one-command install · Source | |
| 901 | 22.557 | ghost-styling-mcpmcp · front-end | Enables styling and management of Ghost blogs by providing vision of the live page (markup and CSS) for accurate CSS targeting, along with tools for… | 1 star | No one-command install · Source | |
| 901 | 22.557 | loupe-mcpmcp · front-end | Turns product feedback pinned to a live UI into an actionable backlog for Claude Code — list comments, open one with its target element's HTML… | 1 star | No one-command install · Source | |
| 901 | 22.557 | design-dna-mcpmcp · front-end | Extracts reusable UI patterns from websites into a searchable library using Playwright and Claude, enabling natural-language queries like 'find… | 1 star | No one-command install · Source | |
| 901 | 22.557 | lpc-character-mcpmcp · front-end | Generates random Universal LPC spritesheet characters as full animation PNGs, compositing real sprite layers via a Cloudflare Worker with browser… | 1 star | No one-command install · Source | |
| 901 | 22.557 | dsk-mcpmcp · front-end | An MCP server that gives AI assistants structured access to a design system's tokens, components, guidelines, and patterns, enabling them to read… | 1 star | No one-command install · Source | |
| 901 | 22.557 | yudao-pilot-mcpmcp · front-end | Workspace-aware MCP server for the yudao/ruoyi-vue-pro ecosystem that helps AI coding tools identify backend, frontend, and database configurations so… | 1 star | No one-command install · Source | |
| 901 | 22.557 | coss-ui-mcpmcp · front-end | MCP server for the coss ui design system, enabling AI agents to fetch components, props, and design tokens on demand for accurate, low-cost code… | 1 star | No one-command install · Source | |
| 901 | 22.557 | aider-repomapper-mcp-servermcp · front-end | Generates optimized repository maps and enables identifier search with graph-ranking, designed for efficient LLM context caching and codebase… | 1 star | No one-command install · Source | |
| 901 | 22.557 | genablemcp · front-end | AI-powered Figma plugin and MCP server for generating production-ready UI designs from text prompts with proper Auto Layout and components. | 1 star | No one-command install · Source | |
| 901 | 22.557 | eidola-mcp-servermcp · front-end | Middleware that gives AI personas a visible, reactive presence inside editors like Cursor, Claude Code, and Cowork. | 1 star | No one-command install · Source | |
| 901 | 22.557 | audit-ledger-mcpmcp · front-end | Tamper-evident audit logging for AI decisions. Three tools (record_decision, verify_decision, list_decisions) write to a regulator-grade ledger built… | 1 star | No one-command install · Source | |
| 901 | 22.557 | ccpp-tools-mcpmcp · front-end | MCP server providing deterministic, standards-traceable engineering calculations for combined-cycle power plant balance-of-plant design, such as fluid… | 1 star | No one-command install · Source | |
| 901 | 22.557 | bionicsmcp · front-end | MCP server for controlling Unreal Engine 5 with 199 tools across 37 categories, including Blueprint analysis, animation pipeline, and async tasks. | 1 star | No one-command install · Source | |
| 901 | 22.557 | react-hook-form-docs-mcpmcp · front-end | Enables AI-powered semantic search over React Hook Form documentation, allowing users to query and retrieve relevant documentation pages without an… | 1 star | No one-command install · Source | |
| 901 | 22.557 | mcp-code-indexer-react-tsmcp · front-end | Indexes any TypeScript / React / Next.js repo into a queryable code graph and exposes 13 MCP tools — who-renders, who-calls, find-references… | 1 star | No one-command install · Source | |
| 901 | 22.557 | ferrolaser-parts-knowledge-mcp-servermcp · front-end | Provides structured knowledge about fiber laser machine parts and components, enabling AI assistants to answer questions about specifications, alarm… | 1 star | No one-command install · Source | |
| 901 | 22.557 | custom-figma-mcpmcp · front-end | Local bridge enabling AI agents to inspect and edit the currently open Figma Desktop file through the Figma Plugin API. | 1 star | No one-command install · Source | |
| 901 | 22.557 | fretboard-voicing-explorer-mcp-servermcp · front-end | Enables interactive exploration of guitar chord voicings through an MCP server that provides tools for showing, evaluating, and analyzing chord… | 1 star | No one-command install · Source | |
| 901 | 22.557 | mcp-color-pickermcp · front-end | An interactive color picker that renders as a UI inside MCP-compatible hosts like VS Code GitHub Copilot and Claude. | 1 star | No one-command install · Source | |
| 901 | 22.557 | io-github-csoai-org-coppa-ferpa-mcpmcp · front-end | MCP server for children's privacy compliance, enabling checks under COPPA, FERPA, UK Age Appropriate Design Code, and EU AI Act provisions for minors. | 1 star | No one-command install · Source | |
| 901 | 22.557 | instagram-carousel-mcpmcp · front-end | An MCP server that designs multi-slide Instagram carousels as SVG, provides a live swipeable preview, and exports to PNG. Supports multiple templates… | 1 star | No one-command install · Source | |
| 901 | 22.557 | avo-mcpmcp · front-end | Enables reading and editing Avo tracking plans through natural language, with skills for designing new plans and working with existing ones. | 1 star | No one-command install · Source | |
| 901 | 22.557 | figma-free-mcpmcp · front-end | Enables Claude to connect to Figma without a paid plan, offering auto-connect and 100+ tools for document manipulation, design system sync, and… | 1 star | No one-command install · Source | |
| 901 | 22.557 | renderproofmcp · front-end | A local-first MCP server that captures rendered web evidence including screenshots, motion, pixel diffs, and CSS animation metadata for coding agents. | 1 star | No one-command install · Source | |
| 901 | 22.557 | living-screener-mcpmcp · front-end | Review-only MCP server for stock, options, and crypto screening, trade planning, risk checks, backtesting, and journaling, designed to work alongside… | 1 star | No one-command install · Source | |
| 901 | 22.557 | presentations-aimcp · front-end | Create professionally designed slide decks from a topic, text, or document using Presentations.AI. | 1 star | No one-command install · Source | |
| 901 | 22.557 | pagelensaimcp · front-end | AI website audit for security, SEO, performance, UX, and accessibility with actionable fixes. | 1 star | No one-command install · Source | |
| 901 | 22.557 | quick-designmcp · front-end | An MCP server that generates professional design artifacts (HTML, PDF, PPTX) in seconds, powered by 150 design systems and 270+ skills. | 1 star | No one-command install · Source | |
| 901 | 22.557 | music-digger-mcpmcp · front-end | Control Apple Music via natural language from Claude Code, with the ability to mark tracks and accumulate reactions in an Obsidian Vault. | 1 star | No one-command install · Source | |
| 901 | 22.557 | xiaojiou176-open-openui-studiomcp · front-end | Transforms natural-language UI briefs into React and shadcn component files with review and acceptance gates. | 1 star | No one-command install · Source | |
| 901 | 22.557 | mi-mi-mi-mcpmcp · front-end | Adds emotional reactions (emojis, text, sounds) to code generation in opencode, with automatic or manual selection based on user sentiment. | 1 star | No one-command install · Source | |
| 901 | 22.557 | arch7mcp · front-end | Generates Excalidraw architecture diagrams with support for 60+ components including GCP, Kafka, and AI/Agentic shapes. Provides MCP tools for… | 1 star | No one-command install · Source | |
| 901 | 22.557 | julienavezou-reflection-skillsmcp · front-end | Provides curated reflection skills and frameworks specifically designed for software engineers, offering structured cards covering communication… | 1 star | No one-command install · Source | |
| 901 | 22.557 | windows-gui-mcpmcp · front-end | Enables AI coding agents to automate Windows desktop applications through semantic UI Automation instead of brittle coordinate clicks, with tools for… | 1 star | No one-command install · Source | |
| 901 | 22.557 | zhowe-designs-relaymcp · front-end | Self-hosted session relay for sharing threads across Claude Code, Cowork, and Claude.ai. | 1 star | No one-command install · Source | |
| 901 | 22.557 | uswds-mcpmcp · front-end | Provides AI coding tools with structured access to U.S. Web Design System components, patterns, templates, and accessibility guidance for building… | 1 star | No one-command install · Source | |
| 901 | 22.557 | carbonomcp · front-end | Enables AI to generate images by describing them with HTML using Tailwind CSS and DaisyUI, which are rendered to PNG images. | 1 star | No one-command install · Source | |
| 901 | 22.557 | pugzui-axommcp · front-end | Persistent AI memory with four memory types, file operations, shell commands, code analysis, and chain-reaction workflows. | 1 star | No one-command install · Source | |
| 901 | 22.557 | componentizemcp · front-end | Converts design screenshots into reusable Tailwind HTML components via MCP protocol, enabling any AI to extract and export individual UI elements. | 1 star | No one-command install · Source | |
| 901 | 22.557 | handle-figma-mcpmcp · front-end | Enables AI assistants to read and modify Figma designs programmatically through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 901 | 22.557 | mcp-react-frontendmcp · front-end | Enables AI agents to analyze and scaffold React/Next.js applications enforcing Feature-Sliced Design (FSD) conventions, providing tools for project… | 1 star | No one-command install · Source | |
| 901 | 22.557 | forgekit-storybook-mcpmcp · front-end | MCP server for automatic Storybook story generation, component analysis, and validation. Auto-detects React frameworks and syncs component… | 1 star | No one-command install · Source | |
| 901 | 22.557 | i18n-tools-mcpmcp · front-end | Enables AI agents to read and write JSON translation files (i18n, i18next, react-i18next) via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 901 | 22.557 | compeller-mcpmcp · front-end | Enables agents to create AI music videos and audio-reactive visuals from songs through MCP, including style discovery, music search, rendering… | 1 star | No one-command install · Source | |
| 901 | 22.557 | component-library-mcpmcp · front-end | An MCP server that scans React and Vue projects, extracts component metadata (props, slots, events, imports, usage), and exposes it to AI coding… | 1 star | No one-command install · Source | |
| 901 | 22.557 | styletracemcp · front-end | Analyzes website references, images, screenshots, and HTML snippets to produce a design brief with style constraints, and reviews generated HTML… | 1 star | No one-command install · Source | |
| 901 | 22.557 | component-mcp-servermcp · front-end | Connects Figma designs to React components using your actual component library, enabling AI tools to generate production-ready code with proper… | 1 star | No one-command install · Source | |
| 901 | 22.557 | basaltmcp · front-end | Design tokens, components, icons, and accessibility data stored in Git and served to AI coding tools. | 1 star | No one-command install · Source | |
| 901 | 22.557 | qr-makermcp · front-end | Generate styled QR codes, manage dynamic short links with analytics, and publish micro-landing pages via AI. | 1 star | No one-command install · Source | |
| 901 | 22.557 | wetlab-mcpmcp · front-end | Enables AI-assisted molecular biology experiment design with tools for qPCR primer design, cloning strategy optimization, TaqMan probe design, and… | 1 star | No one-command install · Source | |
| 901 | 22.557 | react-context-mcpmcp · front-end | Enables AI assistants to inspect React component trees, props, state, and source locations in Chrome, facilitating UI debugging and analysis. | 1 star | No one-command install · Source | |
| 901 | 22.557 | userflow-mcpmcp · front-end | Simulates real users navigating your app and delivers qualitative UX feedback, including persona-driven testing, auto-friction detection, and WCAG… | 1 star | No one-command install · Source | |
| 901 | 22.557 | start-trek-niceguimcp · front-end | Provides documentation lookup, code analysis, safe fixes, and starter code generation for NiceGUI Python UI framework development. | 1 star | No one-command install · Source | |
| 901 | 22.557 | 0x1f320-why-did-you-rendermcp · front-endalso listed as why-did-you-render-mcp | Captures React re-render reports from the browser and exposes them to AI coding agents for performance debugging. | 1 star | No one-command install · Source | |
| 901 | 22.557 | figma-dash-mcp-servermcp · front-end | Connects IDE to Figma Desktop App, enabling AI assistants to generate and manipulate layouts, shapes, and designs directly inside the Figma canvas. | 1 star | No one-command install · Source | |
| 901 | 22.557 | compassalessandrolorenz-figma-context-airmcp · front-endalso listed as figma-context-mcp-air | Extended fork of the Figma Context MCP server providing AI coding tools with access to Figma design data, assets, and code documentation. | 1 star | No one-command install · Source | |
| 901 | 22.557 | maverick7-glue-code-generatormcp · front-end | Generates Vue/React components from API JSON with Zod validation schemas | 1 star | No one-command install · Source | |
| 901 | 22.557 | rolemodel-opticsmcp · front-end | Access RoleModel's Optics Design System tokens, components, and documentation | 1 star | No one-command install · Source | |
| 901 | 22.557 | luisenvilla-furniture-designermcp · front-end | Professional furniture design tool with structural validation, cut optimization, BOM generation, and interactive 3D reports. | 1 star | No one-command install · Source | |
| 901 | 22.557 | zimbra-mcpmcp · front-end | MCP server for reading and sending emails via IMAP and SMTP, designed for Zimbra and any standard mail host. | 1 star | No one-command install · Source | |
| 901 | 22.557 | oabolade-figmamcp · front-end | Apify Actor providing API-based access to Figma design files, components, assets, and project management through 15+ specialized tools | 1 star | No one-command install · Source | |
| 901 | 22.557 | kaitoy-nasa-imagesmcp · front-end | Search and browse NASA's image library with an interactive UI for exploring space photographs from missions, satellites, and astronomical… | 1 star | No one-command install · Source | |
| 901 | 22.557 | alexalexalex222-frontend-design-loopmcp · front-endalso listed as io-github-alexalexalex222-frontend-design-loop-mcp | Screenshot-grounded design iteration for frontend development. | 1 star | No one-command install · Source | |
| 901 | 22.557 | ai-canvas-mcp-servermcp · front-end | Enables AI assistants to inspect, modify, export, and validate design documents with 47 tools covering design, code generation, branding, and… | 1 star | No one-command install · Source | |
| 901 | 22.557 | manansiingh-figma-react-mcp-servermcp · front-end | Converts Figma designs into production-ready React components with design token extraction, widget registry integration, and micro-frontend module… | 1 star | No one-command install · Source | |
| 901 | 22.557 | threejs-mcpmcp · front-end | Enables AI assistants to generate and modify Three.js 3D scenes by providing a wide range of tools for scene setup, cameras, geometry, materials… | 1 star | No one-command install · Source | |
| 901 | 22.557 | victorgulchenko-mimiqmcp · front-end | Synthetic user testing for web pages, copy, flows, and UI components with simulated audience feedback. | 1 star | No one-command install · Source | |
| 901 | 22.557 | figma-mcpmcp · front-end | Enables AI agents to read, inspect, and export Figma designs programmatically. Provides tools for listing components, styles, and exporting assets in… | 1 star | No one-command install · Source | |
| 901 | 22.557 | saeronlab-kicad-edamcp · front-end | Comprehensive KiCad 9.x integration with 39 tools for schematic editing, PCB layout, library search, design rule checking, and manufacturing file… | 1 star | No one-command install · Source | |
| 901 | 22.557 | seo-gaca-mcpmcp · front-end | A comprehensive MCP server for SEO, performance, GEO, and UX audits with 37 tools covering technical SEO, Lighthouse performance, AI search… | 1 star | No one-command install · Source | |
| 901 | 22.557 | geo-agentmcp · front-end | AI search engine optimization platform for automated SEO landing page creation and product knowledge injection. | 1 star | No one-command install · Source | |
| 901 | 22.557 | atomic-computer-mcpmcp · front-end | Enables automation of native Windows desktop applications through screen capture, mouse/keyboard control, and waiting for UI changes, exposing them as… | 1 star | No one-command install · Source | |
| 901 | 22.557 | phantom-touchmcp · front-end | An MCP server for iOS simulator automation with reliable clipboard-based text input that works with React Native. | 1 star | No one-command install · Source | |
| 901 | 22.557 | mcp-server-templatemcp · front-end | Template repository for building a WebAssembly component MCP server using wasmCloud. | 1 star | No one-command install · Source | |
| 901 | 22.557 | tailwindcss-mcp-servermcp · front-end | A comprehensive MCP server providing TailwindCSS utilities, documentation, conversion tools, and template generation to assist AI in TailwindCSS… | 1 star | No one-command install · Source | |
| 901 | 22.557 | skill7mcp · front-end | Provides 634+ curated production-ready AI skills for any MCP-compatible client, covering areas like security, frontend, backend, infrastructure… | 1 star | No one-command install · Source | |
| 901 | 22.557 | buildezmcp · front-end | Automates complete website creation and deployment by taking a business name and description as input, then using AI to select plugins, generate web… | 1 star | No one-command install · Source | |
| 901 | 22.557 | context-mapper-mcpmcp · front-end | An MCP server for managing Domain-Driven Design models using Context Mapper's CML, with tools to create, update, and visualize bounded contexts… | 1 star | No one-command install · Source | |
| 901 | 22.557 | mcp-svg-animatormcp · front-end | Enables creating and iterating on animated SVG diagrams from text input, photos of sketches, and YAML specifications, with support for shapes… | 1 star | No one-command install · Source | |
| 901 | 22.557 | material-web-mcpmcp · front-end | Provides programmatic access to Material Web documentation and components for AI agents, enabling documentation search, template generation, and HTML… | 1 star | 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.