Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 6.349 | adasmcp · front-end | Design, validate, and deploy complex automated skills and cross-skill solutions with confidence. Accelerate development using built-in templates… | 271 installs | No commit datelisted | No one-command install · Source |
| 2 | 13.333 | shipswiftmcp · front-end | Provides access to a library of iOS development recipes, including SwiftUI code, animations, and infrastructure components. Simplifies the… | 730 installs | No commit datelisted | No one-command install · Source |
| 3 | 22.557 | logixdesigner-mcpmcp · front-end | MCP server wrapping the Rockwell Automation Logix Designer SDK to open ACD files, export to L5K/L5X, read rung logic, and enumerate tags and program… | 1 star | No commit datelisted | No one-command install · Source |
| 4 | 22.557 | sticky-notes-servermcp · front-end | A MCP server for managing sticky notes with CRUD operations, search, tags, conversations, and a React UI. | 1 star | No one-command install · Source | |
| 5 | 22.557 | stylelint-mcpmcp · front-end | Enables AI models to run Stylelint on CSS files and fix linting warnings directly through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 6 | 22.557 | mcp-ux-visionmcp · front-end | Enables AI-powered visual analysis of webpages for UI/UX assessment, including screenshot capture, element detection, accessibility auditing, and… | 1 star | No one-command install · Source | |
| 7 | 22.557 | example-next-js-mcp-servermcp · front-end | Provides a template to run an MCP server in a Next.js project using the Vercel MCP Adapter, with SSE transport supported via Redis. | 1 star | No one-command install · Source | |
| 8 | 22.557 | testmcpservermcp · front-end | Provides a wide range of tools including math, image processing, filesystem, git, text utilities, network, date/time, security, and browser console… | 1 star | No one-command install · Source | |
| 9 | 22.557 | diamond-it-615-browser-automationmcp · front-end | Enables browser automation through a WebSocket-connected browser extension, providing tools for extracting page content as markdown, injecting custom… | 1 star | No one-command install · Source | |
| 10 | 22.557 | layr-labs-eigenlayermcp · front-end | Provides structured access to EigenLayer documentation resources including blog articles, overview documentation, middleware, contracts, and developer… | 1 star | No one-command install · Source | |
| 11 | 22.557 | specflow-mcp-servermcp · front-end | Provides an AI-driven four-stage software development workflow with role management, enabling structured requirements analysis, design… | 1 star | No one-command install · Source | |
| 12 | 22.557 | eds-block-analyser-mcp-servermcp · front-end | Provides UI architecture analysis for converting Figma designs or web pages into reusable UI code blocks with effort estimation in CSV format. | 1 star | No one-command install · Source | |
| 13 | 22.557 | vincenthanxiaodu-figmamcp · front-end | Integrates with Figma's REST API using MongoDB-backed caching and Azure OpenAI embeddings to enable hybrid search across design elements, URL parsing… | 1 star | No one-command install · Source | |
| 14 | 22.557 | sargelmcp · front-end | Lets AI agents visually inspect web elements, test CSS edits in real-time, and iterate until pixel-perfect, functioning like browser DevTools for… | 1 star | No one-command install · Source | |
| 15 | 22.557 | auu-uivision-mcpmcp · front-end | A Model Context Protocol (MCP) server that analyzes software UI screenshots using Google's Gemini AI vision, providing detailed descriptions of UI… | 1 star | No one-command install · Source | |
| 16 | 22.557 | templui-mcp-servermcp · front-end | Enables AI assistants to access TemplUI components for building Go applications with the templ templating language. | 1 star | No one-command install · Source | |
| 17 | 22.557 | krds-design-systemmcp · front-end | Build interfaces that follow the Korea Responsive Design System (KRDS) faster. Search and insert official components, retrieve ready-to-use HTML, and… | 1 star | No one-command install · Source | |
| 18 | 22.557 | lyw405-code-intelligencemcp · front-end | Analyzes private codebases and libraries to recommend relevant UI components and utility functions based on user requirements, while redesigning… | 1 star | No one-command install · Source | |
| 19 | 22.557 | gaku52-web-to-iosmcp · front-end | Automates web application conversion to iOS apps using Capacitor by analyzing project frameworks, detecting build configurations, and generating… | 1 star | No one-command install · Source | |
| 20 | 22.557 | my-first-mcpmcp · front-end | A basic MCP server implementing a weather tool using Next.js and the Vercel MCP adapter. | 1 star | No one-command install · Source | |
| 21 | 22.557 | return0mcp · front-end | Debug production Node.js and Next.js applications in real-time by extracting live variable values | 1 star | No one-command install · Source | |
| 22 | 22.557 | openfda-drug-label-mcp-servermcp · front-end | Enables querying FDA drug label information including adverse reactions, warnings, and indications via natural language. | 1 star | No one-command install · Source | |
| 23 | 22.557 | bullet-mcpmcp · front-end | MCP server for evidence-based bullet point summarization guidance. Validates and improves bullet lists using scientifically-validated principles from… | 1 star | No one-command install · Source | |
| 24 | 22.557 | emran1993-mobile-development-validatormcp · front-end | Enforces structured development practices for mobile projects by validating code architecture, preventing oversized files, and detecting breaking… | 1 star | No one-command install · Source | |
| 25 | 22.557 | wlixi008-byte-autocadmcp · front-end | Control AutoCAD through COM automation for architectural design workflows | 1 star | No one-command install · Source | |
| 26 | 22.557 | dlanz1-desktop-automationmcp · front-end | Automates Windows desktop applications using UI Automation APIs for token-efficient window management, element finding, and input control. | 1 star | No one-command install · Source | |
| 27 | 22.557 | majid9287-pdfgenstudiomcp · front-end | Integrates with PDF Gen Studio API to generate PDFs and images from templates, JSON documents, HTML/CSS content, and webpage screenshots. | 1 star | No one-command install · Source | |
| 28 | 22.557 | mcp-mirage-brand-extractmcp · front-end | Extracts brand identity (colors, typography, spacing) from any website and generates HTML/CSS replicas or applies branding to templates. | 1 star | No one-command install · Source | |
| 29 | 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 | |
| 30 | 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 | |
| 31 | 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 | |
| 32 | 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 | |
| 33 | 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 | |
| 34 | 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 | |
| 35 | 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 | |
| 36 | 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 | |
| 37 | 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 | |
| 38 | 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 | |
| 39 | 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 | |
| 40 | 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 | |
| 41 | 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 | |
| 42 | 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 | |
| 43 | 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 | |
| 44 | 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 | |
| 45 | 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 | |
| 46 | 22.557 | io-github-alexalexalex222-frontend-design-loop-mcpmcp · front-end | Frontend Design Loop MCP enables coding agents to improve web page designs through screenshot-grounded iteration and proof artifacts, making pages… | 1 star | No one-command install · Source | |
| 47 | 22.557 | alexalexalex222-frontend-design-loopmcp · front-end | Screenshot-grounded design iteration for frontend development. | 1 star | No one-command install · Source | |
| 48 | 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 | |
| 49 | 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 | |
| 50 | 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 | |
| 51 | 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 | |
| 52 | 22.557 | rolemodel-opticsmcp · front-end | Access RoleModel's Optics Design System tokens, components, and documentation | 1 star | No one-command install · Source | |
| 53 | 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 | |
| 54 | 22.557 | figma-context-mcp-airmcp · front-end | An MCP server that gives AI coding agents access to Figma design data, enabling pixel-perfect implementation of designs through structured data… | 1 star | No one-command install · Source | |
| 55 | 22.557 | compassalessandrolorenz-figma-context-airmcp · front-end | 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 | |
| 56 | 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 | |
| 57 | 22.557 | why-did-you-render-mcpmcp · front-end | Bridges unnecessary React re-render data from the browser to coding agents, enabling performance diagnosis and optimization through MCP tools. | 1 star | No one-command install · Source | |
| 58 | 22.557 | 0x1f320-why-did-you-rendermcp · front-end | 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 | |
| 59 | 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 | |
| 60 | 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 | |
| 61 | 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 | |
| 62 | 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 | |
| 63 | 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 | |
| 64 | 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 | |
| 65 | 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 | |
| 66 | 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 | |
| 67 | 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 | |
| 68 | 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 | |
| 69 | 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 | |
| 70 | 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 | |
| 71 | 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 | |
| 72 | 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 | |
| 73 | 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 | |
| 74 | 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 | |
| 75 | 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 | |
| 76 | 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 | |
| 77 | 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 | |
| 78 | 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 | |
| 79 | 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 | |
| 80 | 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 | |
| 81 | 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 | |
| 82 | 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 | |
| 83 | 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 | |
| 84 | 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 | |
| 85 | 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 | |
| 86 | 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 | |
| 87 | 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 | |
| 88 | 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 | |
| 89 | 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 | |
| 90 | 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 | |
| 91 | 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 | |
| 92 | 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 | |
| 93 | 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 | |
| 94 | 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 | |
| 95 | 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 | |
| 96 | 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 | |
| 97 | 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 | |
| 98 | 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 | |
| 99 | 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 | |
| 100 | 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 |
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.