Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 38.066 | live-mcp-for-obsidianmcp · front-end | A live MCP server that connects AI assistants to a running Obsidian instance, enabling full app automation including reading notes, clicking UI… | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | markitdown-uimcp · front-end | A local web interface and MCP server for converting documents (PDF, Word, Excel, images, audio, etc.) to Markdown using Microsoft's MarkItDown… | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | spine-motion-mcpmcp · front-end | Enables authoring, preview, and export of Spine 2D skeletal animations via natural language from Claude Code or any MCP client, with a web dashboard… | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | flato-design-mcpmcp · front-end | Connects AI agents to Flato's native editable canvas for design, enabling creation, inspection, revision, export, and visual QA of projects. | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | manos-mcpmcp · front-end | A Model Context Protocol server for ad-hoc UI testing of Android and iOS apps, enabling LLM agents to interact with mobile app UIs and react to… | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | forge-space-brandingmcp · front-endalso listed as forgespace-branding-mcp | AI-powered brand identity generation with design tokens, color systems, and multi-format export. | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | mixamo-mcpmcp · front-end | Enables Claude Code to automate Mixamo: browse/search animations, upload custom characters via Auto-Rigger, set animation parameters, and download… | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | gh-finfin-mermaid-appmcp · front-end | Renders Mermaid diagrams as interactive, zoomable UI panels inline inside Claude, VS Code, and MCP-compatible clients. | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | timkulbaev-mcp-linkedinmcp · front-end | LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows. | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | yhteentoimivuusalusta-mcp-servermcp · front-end | Enables searching, validating, and referencing Finnish standardized terminology, data models, and code lists to ensure consistency in design… | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | bindcraft-mcpmcp · front-end | Model Context Protocol server for protein binder design using BindCraft via Docker, enabling structure prediction, sequence optimization, and scoring. | 2 stars · 1 fork | No one-command install · Source | |
| 701 | 38.066 | spec-driven-mcp-servermcp · front-end | Enables specification-driven development workflows for AI editors by managing structured project specifications through stages like requirements… | 2 stars · 1 fork | No one-command install · Source | |
| 714 | 35.443 | dial-mcp-servermcp · front-end | Enables AI agents to provision phone numbers, send SMS, place AI voice calls, and react to inbound events via the Dial communication stack, all… | 2 forks | No one-command install · Source | |
| 714 | 35.443 | rn-sim-mcpmcp · front-end | An MCP server that composes XcodeBuildMCP and ios-simulator-mcp, adding React Native inspection tools to read the component tree, resolved styles, and… | 2 forks | No one-command install · Source | |
| 714 | 35.443 | notion-mcp-honomcp · front-end | Remote MCP server that exposes Notion as tools (search, get, create pages, append blocks, query databases) via Streamable HTTP with bearer auth… | 2 forks | No one-command install · Source | |
| 714 | 35.443 | figma-drivemcp · front-end | Exports frames from Figma and uploads them to Google Drive, with automated folder creation. | 2 forks | No one-command install · Source | |
| 714 | 35.443 | lazy-calculatormcp · front-end | A deliberately broken calculator MCP server that always returns double the correct answer, designed as a learning exercise for MCP server… | 2 forks | No one-command install · Source | |
| 714 | 35.443 | influxdb-v1-mcpmcp · front-end | InfluxDB-v1-MCP is a powerful Model Context Protocol (MCP) interface specifically designed for InfluxDB v1.x, enabling AI assistants to intelligently… | 2 forks | No one-command install · Source | |
| 714 | 35.443 | designbot-mcpmcp · front-end | Forwards messages to the Designsystemet assistant endpoint, enabling access through MCP-compatible clients. | 2 forks | No one-command install · Source | |
| 714 | 35.443 | raccoonai-lammcp · front-end | Enables web browsing, data extraction, and task automation through Raccoon's LAM API, allowing users to search websites, fill forms, navigate UI… | 2 forks | No one-command install · Source | |
| 714 | 35.443 | figma-mcp-servermcp · front-end | Enables Cursor to access Figma design data via MCP, allowing it to fetch simplified layout and styling information to accurately implement designs… | 2 forks | No one-command install · Source | |
| 723 | 32.223 | uc-remote-mcpmcp · front-end | Enables natural language interaction with Unfolded Circle Remote 3/Remote Two for configuration, button mapping, UI editing, and backup/restore. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | mcp-nec2-antennamcp · front-end | Design and simulate wire antennas using the NEC2 method-of-moments solver via MCP. Supports dipole, Yagi-Uda, vertical, loop, and inverted-V… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | uiautomationmcpmcp · front-end | Enables Windows UI Automation through MCP, allowing agents to inspect, search, navigate, and interact with desktop UI elements via the UIAutomation… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | qualitymax-qa-mcpmcp · front-end | Enables coding agents to independently verify web changes by scanning pages, inspecting UI structure, generating Playwright reproductions, and… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | chrispulman-reactive-extensionsmcp · front-end | Provides 10 tools and 3 prompts for designing, debugging, reviewing, and modernizing Rx.NET reactive extensions applications. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | dsh-visual-skinmcp · front-end | Provides 26 MCP tools for designing, previewing, and safely applying visual skins to DeepSeek Harness, enabling AI agents to perform complete skin… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | koralpapermcp · front-end | A design studio where AI draws, charts and animates: agents create fully editable hand-drawn visuals, build charts from data, and their edits become… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | daisyui-mcp-servermcp · front-end | MCP server for daisyUI React components that enables AI coding assistants to search documentation, look up props, and retrieve code examples. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | mobile-mcp-openglmcp · front-end | Enables AI coding agents to test and automate Android apps rendering UI in OpenGL/Vulkan/Metal surfaces via screenshot-based vision tools for tapping… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | codex-mcp-longrunmcp · front-end | A local STDIO MCP server for running one bounded command and waiting for its final result, eliminating model-driven polling. Designed for builds, test… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | little-mouse-pointermcp · front-end | Enables AI agents to select Windows desktop UI elements, windows, or screen regions via mouse hover, then obtain context through UI Automation… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | sc2-map-editor-mcpmcp · front-end | An MCP server for inspecting and editing StarCraft II maps and mods directly, enabling file-level manipulation of map components, triggers, scripts… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | looba-mcpmcp · front-end | An MCP server that provides AI assistants read-only access to Looba, a community platform for UI snippets and design inspiration, enabling snippet… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | gravityui-reference-mcpmcp · front-end | Provides AI-optimized offline access to the Gravity UI design system, enabling natural language search and retrieval of components, hooks, utilities… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | gridproofmcp · front-end | Audits spacing, gaps, and element sizes in AI-generated UIs and returns fix hints the agent applies. Tailwind-first, with accessibility fallback. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | vikunja-mcp-cloudflare-accessmcp · front-end | Enables secure access to Vikunja projects and tasks via MCP tools, protected by Cloudflare Access and designed for remote clients like ChatGPT. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | crux-mcpmcp · front-end | MCP server for the Chrome UX Report, providing real-user Core Web Vitals (LCP, INP, CLS) and historical trends for any origin or URL via natural… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | layntramcp · front-end | MCP server that lets product managers turn ideas into editable Figma designs using natural language, with explicit planning and approval before any… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | html2stylemcp · front-endalso listed as site2style | Extracts design evidence from web pages across responsive conditions and packages it into a reusable design package for Agent-driven style transfer… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | cnnfagmcp · front-end | CNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | mgriffen-tapsitemcp · front-endalso listed as tapsite | Web intelligence extraction for design systems, accessibility, performance, and content analysis. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | uxspotmcp · front-end | A remote MCP server exposing uxspot.io's curated UX glossary, AI tools directory, checklists, and Learn UX curriculum as callable tools. Enables AI… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | moho-mcp-servermcp · front-end | An MCP server for Moho Pro 14 that lets MCP clients inspect documents, edit layers and animation, render frames, capture the Moho window, and send… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | expo-mcp-servermcp · front-end | A secure local MCP server that allows AI assistants to inspect and diagnose Expo-based React Native projects, offering read-only tools for project… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | petromcpmcp · front-end | A local-first MCP server for reading petroleum data formats like LAS and DLIS, designed for teams whose data cannot leave their machine. It provides… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | persona-mcp-servermcp · front-end | Enables AI assistants to control a desktop virtual character (VRM) by playing animations, showing/hiding the character, and checking runtime status… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | retro-diffusion-mcp-servermcp · front-end | Generate real pixel art — sprites, animations, and tilesets — from any MCP-capable AI assistant. Grid-aligned pixels, controlled palettes, transparent… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | revisemymcp · front-end | Open-source human-in-the-loop design review tool that enables AI agents to upload UI screenshots for human feedback, with MCP tools for creating… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | appshots-mcpmcp · front-end | Unofficial MCP server for appshots.design that enables AI assistants to search and view real app screenshots for grounded design research. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | mcp-drone-agentmcp · front-end | Enables natural language control of a simulated drone for search missions, with tools for takeoff, movement, scanning, and landing via MCP. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | lanhu-uimcp · front-end | Fetches Lanhu UI design specs and assets with minimal tokens, enabling coding agents to implement high-fidelity UI by providing precise coordinates… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | crowd-test-mcp-2mcp · front-end | ▎ Enables AI assistants to unleash a crowd of role-played virtual users — impatient shoppers, seniors, keyboard-only users, privacy hawks, chaos… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | frida-ios-mcpmcp · front-end | MCP server for iOS Frida exploration enabling app control, UI interaction, and media import via spawn sessions on jailbroken devices. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | sap-security-notes-mcp-servermcp · front-end | Enables querying SAP Security Note metadata including Patch Day releases, CVSS scores, CVEs, affected components, and actively-exploited status via… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | atlas-uimcp · front-end | MCP server that gives Claude deep awareness of your frontend codebase by scanning components, hooks, services, routes, and data flow for React or Vue… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | tkmd-reftrixmcpmcp · front-end | Web design analysis with 26 tools for layout, motion, quality assessment, and semantic search via pgvector. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | lokimcp · front-end | Loki lets an AI agent run an entire website at runtime — content schema, content, code, routes, and design — through a single MCP endpoint. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | mcp-font-splitmcp · front-end | Provides font subsetting and web-font generation tools (split_font, split_font_batch, inspect_split_output) using cn-font-split, enabling optimized… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | ui-mcpmcp · front-end | Gives MCP clients access to a registry of elite UI patterns, components, and motion configs with real, copy-pasteable React/TSX implementations. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | mcp-mumumcp · front-end | MCP server to control MuMu Player 12 Android emulator, providing 59 tools for emulator lifecycle, app management, UI automation, screenshots, and… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | talk-to-figma-mcpmcp · front-end | Enables AI agents to read and modify Figma designs programmatically through WebSocket communication, supporting document manipulation, styling, text… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | cocos-mcp-server-2mcp · front-end | Enables AI assistants to directly control the Cocos Creator game editor via MCP protocol, supporting scene management, node manipulation, component… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | clo3d-mcpmcp · front-end | Enables AI-assisted garment design by letting Claude (or any MCP host) drive CLO3D — import projects, dress avatars, assign fabrics, simulate cloth… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | python-mcp-toolkit-servermcp · front-end | A Python-based MCP server for file operations, web search with fallback, and task management, designed for Termux and extensible via plugins. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | sanjeev23oct-figma-design-processormcp · front-end | Transforms Figma designs into structured data for React implementation, providing tools to extract component details, styles, and layout properties… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | react-render-profile-mcpmcp · front-endalso listed as vola-trebla-react-render-profiler | Enables AI agents to profile React applications, detect performance bottlenecks, and automatically apply fixes like memoization and code hoisting. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | vanikya-aimcp · front-end | Generate images, videos, vectors, and Lottie animations, run SEO analysis, and access creative insights via the Vanikya AI platform. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | udaykumar-dhokia-flowmcp · front-end | Visual no-code platform for designing and deploying MCP servers through a drag-and-drop node editor that generates TypeScript code. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | wei-ai-lab-clinical-trial-designmcp · front-end | Provides AI-assisted statistical design for Phase 2 and Phase 3 clinical trials via R-backed MCP tools. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | shipbookmcp · front-end | Mobile application log analysis platform with error classification, log search, and debugging tools for iOS, Android, React Native, and Flutter. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | drupal-best-practicesmcp · front-end | Provides access to curated Drupal development standards and security guidelines through searchable CSV-based knowledge covering coding conventions… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | visbug-mcpmcp · front-end | Captures visual changes made with VisBug in the browser and exposes them to Claude Code via MCP, allowing developers to apply design modifications to… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | smy383-maxpacemcp · front-end | AI-native community platform accessible through MCP with posts, semantic search, meetups, and reactions. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | kof-stitch-mcpmcp · front-end | Enables AI-powered UI/UX design generation and management via Google Stitch, handling OAuth authentication automatically for MCP clients like Claude… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | figmmamcp · front-end | Enables interaction with the Figma API through MCP tools for managing files, projects, and comments, plus a real-time observability dashboard. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | mcp-feedback-enhancedmcp · front-end | Establishes feedback-oriented development workflows with dual Web UI and Desktop interfaces, enabling AI to confirm with users before actions and… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | canva-mcp-servermcp · front-end | A Model Context Protocol (MCP) server for Canva integration. Connect Claude Code or any MCP-compatible AI client to your Canva account to search… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | dpineer-pads-logic-schematic-editormcp · front-end | Parses, modifies, and saves PADS Logic V3.0 schematic files with component management, position adjustment, and network connection editing. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | cocos-mcpmcp · front-end | Bridge for Cocos Creator 3.8.x enabling code agents to control the editor via 43+ tools for scene manipulation, asset management, UI creation… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | igorfelipeduca-reacticxmcp · front-end | Provides documentation access for the Reacticx React Native component library with 90+ animated components and installation helpers. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | yoyo-bot-mcpmcp · front-end | Connects AI agents to Yoyo, the social network for AI, enabling posting, chatting, reacting, following, and discovering other agents via MCP tools. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | gemini-design-mcp-servermcp · front-end | Generates frontend UI code from text descriptions, screenshots, or iterative refinement using Gemini 2.5 Flash. | 2 stars | No one-command install · Source | |
| 723 | 32.223 | sudigital-azure-game-studiomcp · front-end | Multi-engine game development toolkit generating production-ready code for Blender 3D modeling, Unity games, Flutter/Flame mobile games, and Figma UI… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | praveenc-cloudscape-docsmcp · front-end | Semantic search over AWS Cloudscape Design System documentation using vector embeddings and LanceDB to find relevant component documentation and… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | neobrutalism-mcp-servermcp · front-end | Provides AI assistants with access to neobrutalism-styled React components, enabling them to generate UI code and prototypes using components like… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | yc-css-uimcp · front-end | Analyzes CSS code to identify layout issues, specificity conflicts, and browser compatibility problems, then generates corrected CSS with preserved… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | kenji-game-enginemcp · front-end | Provides access to a modern TypeScript game engine with Entity Component System architecture, 2D Canvas rendering, and itch.io deployment for rapid… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | artegy-gemini-climcp · front-end | Bridges code2prompt with Google's Gemini models to analyze entire codebases or specific components, providing architectural reviews, refactoring… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | w2xi-v-rappermcp · front-end | Provides quick access to Evan You's v-rapper video from VueConf 2025 through a single tool that returns the Bilibili video URL when queried about the… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | doubao-imagemcp · front-end | Integrates with ByteDance's Doubao API to generate images from text prompts with configurable dimensions and quality settings for automated visual… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | neoforge-dev-browsermcp · front-end | Provides a headless browser interface for testing and analyzing frontend applications, enabling screenshot capture, DOM extraction, CSS analysis… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | johmil-microsoft-teams-notificationsmcp · front-end | Enables sending markdown-formatted notifications to Microsoft Teams channels using Azure AD authentication, specifically designed for development… | 2 stars | No one-command install · Source | |
| 723 | 32.223 | 21stdev-magic-ui-generatormcp · front-end | Bridges to 21st.dev's Magic API for generating UI components from descriptions, fetching existing components for inspiration, and searching for… | 2 stars | No one-command install · Source | |
| 799 | 29.013 | designjs-mcp-servermcp · front-end | MCP server that enables AI coding agents to read and write to a local-first HTML/CSS design canvas, bridging visual design and code generation. | 1 star · 1 fork | No one-command install · Source | |
| 799 | 29.013 | zenn-articlesmcp · front-end | An MCP server for searching Zenn blog posts and generating frontend weekly content summaries. | 1 star · 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.