Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 22.557 | wlixi008-byte-autocadmcp · front-end | Control AutoCAD through COM automation for architectural design workflows | 1 star | No one-command install · Source | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 |
| 1045 | 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 |
| 1046 | 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 |
| 1047 | Unranked | signal-mcplmcp · front-end | MCPL server that bridges Signal via signal-cli, exposing DMs and group chats as channels and providing signal_send and signal_react tools. | No signals yet | No one-command install · Source | |
| 1048 | Unranked | riskmodelsmcp · front-end | RiskModels decomposes any US stock or portfolio into market, sector, subsector, and residual risk components with executable ETF hedge ratios… | No signals yet | No one-command install · Source | |
| 1049 | Unranked | ui-bridge-mcpmcp · front-end | Enables AI to inspect and interact with UI elements, supporting control mode for the runner's own UI and SDK mode for external applications. | No signals yet | No one-command install · Source | |
| 1050 | Unranked | encode-uimcp · front-end | MCP server that lets AI agents search and inspect shadcn components from the encode-ui registry, returning metadata, source code, and install… | No signals yet | No one-command install · Source | |
| 1051 | Unranked | mcp-reactomemcp · front-end | Enables AI agents to query the Reactome biological pathway knowledge-base for pathways, participants, and orthologous events using natural language. | No signals yet | No one-command install · Source | |
| 1052 | Unranked | pipeworx-io-reactomemcp · front-end | Searches curated human biological pathways in the Reactome database. | No signals yet | No one-command install · Source | |
| 1053 | Unranked | infyicon-mcpmcp · front-end | Search 161,000+ free hand-drawn Infyicon icons in four matching styles and fetch ready-to-embed SVG markup or PNG URLs, plus CSS class lookup for the… | No signals yet | No one-command install · Source | |
| 1054 | Unranked | datumguard-mcp-servermcp · front-end | Enables engineering design assurance for architecture, piping, and plate designs by drafting, validating, and verifying design contracts and DXF… | No signals yet | No one-command install · Source | |
| 1055 | Unranked | semaphore-mcp-servermcp · front-end | Enables AI assistants to interact with Semaphore UI for managing Ansible, Terraform, and other automation workflows through project, task, template… | No signals yet | No one-command install · Source | |
| 1056 | Unranked | nrc-mcpmcp · front-end | An MCP server for designing, sculpting, optimizing, and shipping NetRadiant-custom levels for Urban Terror, exposing map editing, validation… | No signals yet | No one-command install · Source | |
| 1057 | Unranked | marketing-page-quality-gatemcp · front-end | An MCP server that deterministically scores landing pages on conversion-critical signals and blocks ad spend on low-quality pages to prevent wasted… | No signals yet | No one-command install · Source | |
| 1058 | Unranked | google-crux-mcpmcp · front-end | Enables natural language queries of the Chrome UX Report API to fetch Core Web Vitals (LCP, INP, CLS, FCP, TTFB), compare form factors, benchmark… | No signals yet | No one-command install · Source | |
| 1059 | Unranked | remotion-mcp-servermcp · front-end | Enables AI agents to analyze audio beats, synthesize voices with Google Gemini TTS, and programmatically construct and render professional videos… | No signals yet | No one-command install · Source | |
| 1060 | Unranked | motionprompts-mcpmcp · front-end | Enables AI-assisted motion design with a catalog of 219 production-quality GSAP components, providing page planning, mechanics suggestions… | No signals yet | No one-command install · Source | |
| 1061 | Unranked | ui-diff-mcpmcp · front-end | Enables comparison of mobile app screenshots against design mockups, with Calorix as the first integration target. | No signals yet | No one-command install · Source | |
| 1062 | Unranked | mentoring-inquiry-buildermcp · front-end | Enables AI assistants to guide users through hiring an engineering-leadership mentor, from getting options and matching focus to designing a program… | No signals yet | No one-command install · Source | |
| 1063 | Unranked | annotmcp · front-end | Retrieves and manages visual website feedback from Annot for applying design changes through AI assistants. | No signals yet | No one-command install · Source | |
| 1064 | Unranked | design-reviewmcp · front-end | This MCP server renders UI design artifacts headlessly, runs deterministic linters, and manages stateful design review loops with an independent… | No signals yet | No one-command install · Source | |
| 1065 | Unranked | premiere-pro-full-mcpmcp · front-end | Enables AI assistants to inspect and control Adobe Premiere Pro 26.3+ on Windows through a fail-closed, capability-gated bridge combining UXP, CEP… | No signals yet | No one-command install · Source | |
| 1066 | Unranked | travel-animator-mcpmcp · front-end | Enables AI assistants to create animated travel route videos by describing a trip, planning a route, styling the animation, and rendering MP4 files… | No signals yet | No one-command install · Source | |
| 1067 | Unranked | openfigma-mcpmcp · front-end | An MCP server that simplifies Figma design data, generates code in multiple frameworks, and provides accessibility audits and drift detection, all… | No signals yet | No one-command install · Source | |
| 1068 | Unranked | jsonui-rendermcp · front-end | Enables viewing Minecraft Bedrock JSON UI screens without a device, by reading resource packs and rendering the layout. | No signals yet | No one-command install · Source | |
| 1069 | Unranked | color-palette-generator-5-harmony-schemesmcp · front-end | Color palette generation API for AI agents. Generate harmonious palettes from any hex color: complementary, analogous, triadic, split-complementary… | No signals yet | No one-command install · Source | |
| 1070 | Unranked | design-inspirationmcp · front-end | Searches design platforms for UI references and extracts design tokens such as colors, typography, spacing, and shadows from live websites. | No signals yet | No one-command install · Source | |
| 1071 | Unranked | bosch-flow-mcpmcp · front-end | MCP server for Bosch eBike Flow (Smart System / BES3). Read-only access to battery health and charge-cycle trends, components and firmware, live… | No signals yet | No one-command install · Source | |
| 1072 | Unranked | digitalherencia-loaded-vibesmcp · front-end | TypeScript web development framework that combines CLI-driven workflow with Spec-Plan-Tasks methodology to generate technical specifications… | No signals yet | No one-command install · Source | |
| 1073 | Unranked | mallory-graphermcp · front-end | Provides a headless session runtime for reactive compute graphs, enabling MCP-driven cell operations without a DOM or browser. | No signals yet | No one-command install · Source | |
| 1074 | Unranked | mcp-toolsets-runtimemcp · front-end | A shared runtime that discovers LangChain tools from a toolset package and serves them as an MCP server, with optional UI views and a CLI for managing… | No signals yet | No one-command install · Source | |
| 1075 | Unranked | rapbattle-lolmcp · front-end | Enables agents to engage in rap battles by challenging opponents, exchanging verses with automatic text-to-speech, reacting to battles, and viewing… | No signals yet | No one-command install · Source | |
| 1076 | Unranked | swing-mcpmcp · front-end | Enables interaction with Java Swing applications through MCP, allowing launching, attaching, taking snapshots, clicking, filling forms, and other UI… | No signals yet | No one-command install · Source | |
| 1077 | Unranked | architecture-pattern-mcpmcp · front-end | Provides architecture design expertise to AI coding agents, analyzing requirements, selecting architecture patterns, generating concrete designs, and… | No signals yet | No one-command install · Source | |
| 1078 | Unranked | okf-mcp-servermcp · front-end | Reusable, read-only MCP server that exposes a repo's knowledge files (backlog docs, decisions, design notes) as MCP resources over stdio. | No signals yet | No one-command install · Source | |
| 1079 | Unranked | sekura-design-mcpmcp · front-end | Serves the complete Sekura Design System—tokens, components, layouts, UX patterns, accessibility contract, and paste-ready code—to MCP-capable tools… | No signals yet | No one-command install · Source | |
| 1080 | Unranked | mcp-app-proxyfiermcp · front-end | MCP server delivering interactive MCP Apps UI for Megamarket shopping, enabling search, product details, cart, and checkout through native interfaces… | No signals yet | No one-command install · Source | |
| 1081 | Unranked | miromiro-mcpmcp · front-end | MCP server for the MiroMiro design-extraction API. It extracts real design data from live websites—including brand colors, fonts, tokens, SVGs… | No signals yet | No one-command install · Source | |
| 1082 | Unranked | gh-thesharque-architectormcp · front-end | Local-first project architecture storage for modules, data flows, scripts, and design documentation. | No signals yet | No one-command install · Source | |
| 1083 | Unranked | threenative-asset-mcpmcp · front-end | An MCP server for discovering and downloading 3D assets, textures, HDRIs, animations, and game audio from multiple sources like Fab, Poly Haven… | No signals yet | No one-command install · Source | |
| 1084 | Unranked | ui-design-mcp-servermcp · front-end | Provides comprehensive UI design assistance tools for LLMs, generating color palettes, typography, spacing systems, shadows, design tokens, and more… | No signals yet | No one-command install · Source | |
| 1085 | Unranked | jarvismcp · front-end | MCP server for designing drones and related physical systems through natural language in Spanish, with deterministic calculation and simulation. | No signals yet | No one-command install · Source | |
| 1086 | Unranked | yt-slack-mcpmcp · front-end | MCP server for Slack that reads permalinks, threads, and channel history, and replies to threads or adds reactions using private browser-session… | No signals yet | No one-command install · Source | |
| 1087 | Unranked | wellx-design-system-mcpmcp · front-end | The Wellx Design System MCP enables AI agents to access the single source of truth for Wellx design, including tokens, component specs, rules, and… | No signals yet | No one-command install · Source | |
| 1088 | Unranked | linkedin-posts-apimcp · front-end | Enables AI agents to discover and fetch LinkedIn posts with engagement metrics (reactions, comments, shares) and author details, returning structured… | No signals yet | No one-command install · Source | |
| 1089 | Unranked | rn-agent-observermcp · front-end | Provides structured MCP tools for local runtime observability and debugging of React Native/Expo apps on Android, enabling evidence-first diagnostics… | No signals yet | No one-command install · Source | |
| 1090 | Unranked | html-mcpmcp · front-end | Enables AI agents to send HTML documents to a local viewer, where they are stored and displayed in a live web UI for browsing and searching. | No signals yet | No one-command install · Source | |
| 1091 | Unranked | forgemcpmcp · front-end | An MCP server for C++ development that currently provides a server_status diagnostic tool. It validates a workspace directory and is designed to… | No signals yet | No one-command install · Source | |
| 1092 | Unranked | workspace-build-mcpmcp · front-end | Builds an Angular UI library and npm-links it into a consumer app, with support for Git workflows via mhdd24-cli. | No signals yet | No one-command install · Source | |
| 1093 | Unranked | designesymcp · front-end | Enables AI agents to score live URLs against a 40-check design contract, validate DTCG tokens and Lottie animations, audit accessibility, and retrieve… | No signals yet | No one-command install · Source | |
| 1094 | Unranked | adobe-experience-assets-dev-mcpmcp · front-end | Helps design, validate, and generate Adobe Experience Manager Assets API request plans for integration work, including upload, folder management, and… | No signals yet | No one-command install · Source | |
| 1095 | Unranked | gnnpcsaft-mcp-servermcp · front-end | Enables estimation of PC-SAFT pure-component parameters and prediction of properties like density and vapor pressure for any molecule or mixture using… | No signals yet | No one-command install · Source | |
| 1096 | Unranked | web-slack-mcpmcp · front-end | Enables reading Slack channels, messages, and threads using the web interface via a persistent browser session, designed for guest users without API… | No signals yet | No one-command install · Source | |
| 1097 | Unranked | amtsblatt-mcpmcp · front-end | MCP server for amtsblattportal.ch — the Swiss official gazette portal (SHAB + 27 cantonal gazettes). Public procurement and official notices… | No signals yet | No one-command install · Source | |
| 1098 | Unranked | mobile-use-mcpmcp · front-end | Enables coding agents to observe and operate Android devices through ADB and uiautomator2, supporting screenshot capture, UI hierarchy access, and… | No signals yet | No one-command install · Source | |
| 1099 | Unranked | forgekit-radix-mcpmcp · front-end | Exposes Radix Primitives' parts, props, and accessibility contracts to AI coding agents, ensuring correct and accessible component usage. | No signals yet | No one-command install · Source | |
| 1100 | Unranked | secret-mcpmcp · front-end | Enables evidence-grounded web design analysis by searching GDWEB references and generating isolated, per-reference DESIGN_INDEX specification… | No signals yet | 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.