Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 29.013 | mcp-unity-editormcp · front-end | Enables AI assistants to interact with Unity Editor, managing scenes, game objects, animations, materials, scripts, and more via natural language… | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | figma-svg-to-icon-mcpmcp · front-end | Extracts SVG icons from Figma and generates React TSX icon components automatically, enabling AI assistants like GitHub Copilot and Claude to manage… | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | gh-matipojo-storybook-previewmcp · front-endalso listed as simple-storybook-preview-mcp | Renders Storybook component previews inside the IDE as components are edited. | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | forge-stack-whatsappmcp · front-end | Self-hosted WhatsApp integration with QR code login, message history sync, contact management, and full-text search through a Next.js bridge and… | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | yyues-antdvmcp · front-end | Provides structured access to Ant Design Vue component documentation with full-text search, component listing, API specification retrieval, and prop… | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | plutocalc-designer-mcp-servermcp · front-endalso listed as plutocalcdesigner-mcp | Enables water and wastewater treatment system design by accessing Plutocalc Designer calculation models, templates, and computations through the MCP… | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | appsaimcp · front-end | Official MCP server for AppsAI, enabling full-stack Next.js app development and deployment with tools for React, AWS, and MongoDB. | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | shadcn-registry-managermcp · front-end | Integrates with the shadcn/ui component registry to initialize projects, add components, and manage configurations remotely through CLI operations… | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | mcp-dsfrmcp · front-end | Generates, validates, and audits French government DSFR components with RGAA 4.1 accessibility compliance, enabling seamless integration into Claude… | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | mcp-academic-editormcp · front-end | A sophisticated academic manuscript revision system that provides surgical, line-anchored editing tools through MCP, designed for precise manuscript… | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | langgraph-mcp-servermcp · front-end | A clean, modular Model Context Protocol server implementation for LangGraph documentation, designed for easy extensibility with tools and resources. | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | rorymb-make-mcpmcp · front-end | Simplifies the creation of custom MCP servers through natural language requests, providing documentation on implementation structure, components, and… | 1 star · 1 fork | No one-command install · Source | |
| 801 | 29.013 | raspberry-pi-notesmcp · front-end | Provides a lightweight note storage system for creating, reading, and summarizing notes with custom styling options, designed to run efficiently on… | 1 star · 1 fork | No one-command install · Source | |
| 816 | 25.306 | spark-ai-assets-marketplacemcp · front-end | Discover and download a variety of assets including prompts, skills, and connectors from the Spark marketplace. Access detailed documentation… | 1,345 installs | No commit datelisted | No one-command install · Source |
| 817 | 23.374 | salesforce-mcpmcp · front-end | A focused MCP server for Salesforce CRM that exposes read/write access to standard CRM objects via six tools, designed for multi-tenant gateway… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | motionspecmcp · front-end | Enables LLMs to generate safe, accessible scroll-driven web animations by translating natural language requests into validated JSON specs, then… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | blender-animation-mcpmcp · front-end | Enables multimodal models to drive Blender animation through precise timeline and keyframe tools, import GLB/glTF assets, inspect rigs, and render… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | chemanimmcp · front-end | Converts chemistry animation requests into Manim scenes using DeepSeek for structure generation and RDKit for validation, with PubChem lookup and… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | uiautomation-mcpmcp · front-end | Enables AI assistants to inspect and automate Windows desktop UI elements by exploring UI trees, checking properties, performing actions like clicking… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | music-search-mcp-servermcp · front-end | Enables searching and playing music from YouTube, returning top results or playable URLs, designed for XiaoZhi ESP32 robot. | 1 fork | No one-command install · Source | |
| 817 | 23.374 | designforyoumcp · front-end | Generates logos, social media posts, app-store screenshots, comic panels, and visual-novel assets from natural-language prompts using 119 templates. | 1 fork | No one-command install · Source | |
| 817 | 23.374 | floors-live-mcp-servermcp · front-end | MCP server for Floors.live that lets AI assistants create events, design floorplans, manage guest lists, and run intelligent seating assignments. | 1 fork | No one-command install · Source | |
| 817 | 23.374 | almond-mcpmcp · front-end | Enables interaction with Rhino 8 for architectural design, furniture placement, structural analysis, and publishing to Chestnut via MCP tools. | 1 fork | No one-command install · Source | |
| 817 | 23.374 | coppermindmcp · front-end | Enables AI assistants to design PCBs in KiCAD through natural language, with transactional preview-verify-commit workflow, undo/redo, and an… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | agy-ui-mcpmcp · front-end | Delegates frontend/UI refinement to Gemini via agy CLI, using iterative vision loops and diff-gating to realign UIs to design mockups without… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | voltplanmcp · front-end | Generate electrical wiring diagrams for campers, boats, and off-grid power systems with automatic cable sizing, fuse calculations, and component… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | vastu-compliance-mcp-servermcp · front-end | An MCP server for checking architectural designs against Vastu principles, integrating with Autodesk tools to provide deterministic compliance scoring… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | jeenyjai-desktop-ui-test-utilsmcp · front-end | Windows desktop UI automation with screenshots, window management, mouse and keyboard input, UI Automation tree inspection, and OCR for automated… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | figma-mcp-2mcp · front-end | Enables Claude to create and edit Figma designs in real time through MCP tools, allowing natural language commands for generating slides, charts, and… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | canteen-menu-mcp-app-servermcp · front-end | Displays daily canteen menus with images, ordering, and reaction features, integrating with host theme. | 1 fork | No one-command install · Source | |
| 817 | 23.374 | psd-mcp-servermcp · front-end | Enables parsing of PSD files and extraction of layer information, design tokens, and assets to assist LLMs in converting designs to code. | 1 fork | No one-command install · Source | |
| 817 | 23.374 | aceternityui-mcp-servermcp · front-end | Provides access to Aceternity UI component library documentation, enabling AI assistants to browse, search, and retrieve detailed information about… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | spectrum-2-mcp-servermcp · front-end | An MCP server that provides comprehensive access to Adobe Spectrum 2 UI components with complete component coverage and lightning-fast performance via… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | nikhil-ganage-airflow-tokenmcp · front-end | Integrates with Apache Airflow through Bearer token authentication to provide DAG operations, task instance management, connection handling, variable… | 1 fork | No one-command install · Source | |
| 817 | 23.374 | devbrother2024-generate-imagemcp · front-end | Provides image generation capabilities by connecting to various models via Gradio clients, enabling creation of images from text prompts for creative… | 1 fork | No one-command install · Source | |
| 838 | 22.557 | symbols-mcpmcp · front-end | MCP server for the Symbols.app platform, enabling AI coding assistants to search docs, generate components, audit code, manage projects, and deploy… | 1 star | No one-command install · Source | |
| 838 | 22.557 | dcc-mcp-substance3d-designermcp · front-end | Adapter that runs an MCP server inside Substance 3D Designer, enabling tools to inspect and interact with the active designer session and its packages… | 1 star | No one-command install · Source | |
| 838 | 22.557 | neuronscope-mcp-servermcp · front-end | MCP server for analyzing transformer language model internals, exposing tools to trace attention heads and neurons responsible for predictions, get… | 1 star | No one-command install · Source | |
| 838 | 22.557 | eph-contextmcp · front-end | Provides official INDEC register designs and methodological rules to AI models, enabling accurate EPH data analysis code (R/Python) without… | 1 star | No one-command install · Source | |
| 838 | 22.557 | manim-servermcp · front-end | An MCP server that enables creating and rendering Manim animations by building scenes with code sections and generating MP4 videos. | 1 star | No one-command install · Source | |
| 838 | 22.557 | greybeardmcp · front-end | An MCP server that provides AI-powered code review and architecture analysis, simulating the perspective of an experienced staff engineer. It… | 1 star | No one-command install · Source | |
| 838 | 22.557 | petal-components-mcpmcp · front-end | Provides Phoenix LiveView component schemas from petal_components to AI coding assistants. | 1 star | No one-command install · Source | |
| 838 | 22.557 | mcp-rn-devtoolsmcp · front-end | This MCP server enables real-time debugging and inspection of running React Native apps, providing access to console logs, errors, network requests… | 1 star | No one-command install · Source | |
| 838 | 22.557 | kip-mcp-servermcp · front-end | An MCP server that lets an AI assistant look at your boat's Signal K data and help you design and install KIP dashboards. | 1 star | No one-command install · Source | |
| 838 | 22.557 | doigetmcp · front-end | Converts DOIs and arXiv IDs into local PDFs via official open-access APIs, designed as an agent-facing companion for academic paper retrieval. | 1 star | No one-command install · Source | |
| 838 | 22.557 | maryslabmcp · front-end | MCP server for computational color science, offering 32 tools for spectral palette design, illuminant robustness certification, metamerism analysis… | 1 star | No one-command install · Source | |
| 838 | 22.557 | cohereon-manifoldmcp · front-end | Provides access to the Cohereon Doctrine AI safety framework with governance components, tiered access, and agent onboarding. | 1 star | No one-command install · Source | |
| 838 | 22.557 | godprompt-mcp-servermcp · front-end | Provides tools to retrieve the GodPrompt universal system prompt and its components (core skill, protocols, gates, anti-patterns) for AI software… | 1 star | No one-command install · Source | |
| 838 | 22.557 | css-mcp-servermcp · front-end | Enables CSS analysis with 150+ metrics, MDN documentation retrieval, and browser compatibility checks for CSS properties. | 1 star | No one-command install · Source | |
| 838 | 22.557 | blueprint-modularmcp · front-end | Read-only catalog of the @blueprint-modular/core design system (104 components). Four tools — list/search/get components and suggest compositions… | 1 star | No one-command install · Source | |
| 838 | 22.557 | gh-andrianagnostic63-turkpatentmcp · front-endalso listed as markapatent-mcp | Search the Turkish Patent and Trademark Office database for trademarks, patents, and industrial designs. | 1 star | No one-command install · Source | |
| 838 | 22.557 | gimp-local-mcpmcp · front-end | Enables controlling GIMP 3 locally through natural language, providing tools for image editing, layer management, selections, and PDB procedure… | 1 star | No one-command install · Source | |
| 838 | 22.557 | homespunmcp · front-end | Hand a human a rich interactive UI by URL from any MCP client and get structured data back: forms, approvals, surveys, pickers, editable lists… | 1 star | No one-command install · Source | |
| 838 | 22.557 | cross-dev-mcpmcp · front-end | Enables cross-platform real device debugging for React Native development, supporting Android, iOS, and HarmonyOS with real-time connection status… | 1 star | No one-command install · Source | |
| 838 | 22.557 | a1-gallery-mcp-servermcp · front-end | Provides curated real website design references with structured JSON data on type, spacing, palette, and layout. Enables AI agents to search, browse… | 1 star | No one-command install · Source | |
| 838 | 22.557 | human-design-mcpmcp · front-end | Compute Human Design charts, cycle returns, transits, synthesis, and chart comparison natively inside AI assistants. | 1 star | No one-command install · Source | |
| 838 | 22.557 | screen-usemcp · front-end | Enables AI agents to see, locate UI elements, and operate any Windows desktop app through natural language, using accessibility-tree matching with… | 1 star | No one-command install · Source | |
| 838 | 22.557 | tell-ai-ui-criticmcp · front-end | An MCP server that captures rendered UI, diagnoses design tells and consistency drift, and generates redesign diffs from natural language art… | 1 star | No one-command install · Source | |
| 838 | 22.557 | orchestratekit-mcpmcp · front-end | Enables Cursor and Claude Desktop to design production-ready AI workflows by exposing a structured registry of components, edges, stacks, routes, and… | 1 star | No one-command install · Source | |
| 838 | 22.557 | lanhu-mcp-servermcp · front-end | Enables AI coding tools to read Lanhu design data and automate Design to Code, including project browsing, layer tree extraction, DDS semantic… | 1 star | No one-command install · Source | |
| 838 | 22.557 | jlceda-mcpmcp · front-end | Enables Claude Code to directly operate 嘉立创EDA Professional for reading PCB/schematic designs, moving components, routing tracks, placing vias… | 1 star | No one-command install · Source | |
| 838 | 22.557 | getfacade-mcpmcp · front-end | Enables an AI agent to create a building from a photo, generate a facade design, and order a line-by-line cost estimate and documentation album, using… | 1 star | No one-command install · Source | |
| 838 | 22.557 | bongocat-mcpmcp · front-end | Unifies multiple BongoCat desktop pets into MCP tools, enabling LLM clients to control cat animations, typing, expressions, and chat bubbles via a… | 1 star | No one-command install · Source | |
| 838 | 22.557 | softautomcp · front-end | Enables AI agents to perform deterministic Windows desktop and browser automation through MCP, using pre-validated UI Automation and DOM locators for… | 1 star | No one-command install · Source | |
| 838 | 22.557 | blender-studio-pro-mcpmcp · front-end | This MCP server enables complete control of Blender from any MCP client, offering 221 dedicated tools and a universal bridge for 1,500–2,500+ bpy.ops… | 1 star | No one-command install · Source | |
| 838 | 22.557 | mcp-vroidmcp · front-end | Enables MCP clients to drive VRoid Studio's GUI by launching the app, capturing screenshots, locating UI elements via OCR/color, and simulating… | 1 star | No one-command install · Source | |
| 838 | 22.557 | verificate-mcpmcp · front-end | Verificate combines 17 applications each designed to address a separate issue with AI Coding supported with a Frontier AI Model. This allows you to… | 1 star | No one-command install · Source | |
| 838 | 22.557 | cas-studiomcp · front-end | Enables AI hosts to design and simulate complex adaptive systems, including managing agent types, running simulations, and analyzing emergent… | 1 star | No one-command install · Source | |
| 838 | 22.557 | collectuimcp · front-end | Enables coding agents to turn CollectUI links or any image/GIF/video URL into a detailed design and motion brief with measured timings, easing curves… | 1 star | No one-command install · Source | |
| 838 | 22.557 | figma-tunnel-mcpmcp · front-end | Enables AI agents to control and export from Figma via WebSocket, with optional Cloudflare tunnel for remote access. | 1 star | No one-command install · Source | |
| 838 | 22.557 | token-reconciler-mcpmcp · front-end | Enables AI agents to compare design tokens from multiple sources, retrieve prior reconciliation runs, and get detailed per-conflict breakdowns with… | 1 star | No one-command install · Source | |
| 838 | 22.557 | photoshop-full-mcpmcp · front-end | Enables natural-language control of Adobe Photoshop 2026 through a local, capability-gated MCP server and UXP bridge, supporting document editing… | 1 star | No one-command install · Source | |
| 838 | 22.557 | orchestruimcp · front-end | Provides read-only MCP tools for discovering UI libraries, recommending minimal compatible UI stacks, and auditing plans to enforce deterministic UI… | 1 star | No one-command install · Source | |
| 838 | 22.557 | mingtu-aimcp · front-end | An AI apprentice system that allows users to train AI through demonstration, correction, and review, with structured task execution and emphasis on… | 1 star | No one-command install · Source | |
| 838 | 22.557 | pythermocalcdb-nasa-mcpmcp · front-end | Enables thermodynamic property calculations (H, S, G, Cp, reaction equilibrium) using NASA-9 polynomial data through natural language or… | 1 star | No one-command install · Source | |
| 838 | 22.557 | lando-labs-lando-ds-mcpmcp · front-end | MCP server for the Lando Labs Design System, enabling AI agents to introspect and generate code for React components, hooks, icons, design tokens, and… | 1 star | No one-command install · Source | |
| 838 | 22.557 | figma-console-mcp-servermcp · front-end | Bridges AI assistants with Figma for design system extraction, bidirectional token sync, visual debugging, and design creation. | 1 star | No one-command install · Source | |
| 838 | 22.557 | inochi-creator-mcpmcp · front-end | Enables live operation of a patched Inochi Creator through MCP, providing tools for project management, node editing, parameter control, animation… | 1 star | No one-command install · Source | |
| 838 | 22.557 | source-partsmcp · front-end | Enables AI assistants to search millions of electronic components, compare prices, check availability, and process bills of materials from major EDA… | 1 star | No one-command install · Source | |
| 838 | 22.557 | stunt-doublemcp · front-endalso listed as stuntdouble-mcp | Deploy AI user personas to validate user journeys at scale and find UX friction before real users do. | 1 star | No one-command install · Source | |
| 838 | 22.557 | javascript-mcp-servermcp · front-end | Deterministic MCP server for semantic analysis of JavaScript/TypeScript codebases, including frameworks like Vue, Angular, React, and Node. It… | 1 star | No one-command install · Source | |
| 838 | 22.557 | crux-mcp-servermcp · front-end | Federates UI component registries, enabling AI agents to fetch exact component code, dependencies, and setup prerequisites directly into the… | 1 star | No one-command install · Source | |
| 838 | 22.557 | kamernet-mcpmcp · front-end | Enables AI agents to search Dutch housing listings on Kamernet.nl, retrieve full listing details, and optionally reply to landlords; designed for… | 1 star | No one-command install · Source | |
| 838 | 22.557 | design-compare-mcpmcp · front-end | An MCP server that measures how faithfully one UI reproduces another, returning a score and actionable findings for improvement. | 1 star | No one-command install · Source | |
| 838 | 22.557 | ios-agentmcp · front-end | Exposes native iPhone device services and UI automation through MCP, enabling agents to inspect and control trusted iPhones via a unified interface. | 1 star | No one-command install · Source | |
| 838 | 22.557 | osf-cli-gomcp · front-end | Read-only MCP tools for authenticated Open Science Framework projects, components, files, and contributors. | 1 star | No one-command install · Source | |
| 838 | 22.557 | pholly-figma-mcpmcp · front-end | Local-first MCP bridge for live Figma documents, enabling design inspection, editing, asset export, component authoring, and variable management… | 1 star | No one-command install · Source | |
| 838 | 22.557 | mcp-server-mcdevmcp · front-end | Enables AI assistants to search sfmc-devtools wiki offline, explain config concepts, walk component checklists, and list metadata types via mcdev. | 1 star | No one-command install · Source | |
| 838 | 22.557 | uxloommcp · front-end | Enables agents to validate UI designs for missing states, accessibility issues, and journey completeness using state machine modeling. | 1 star | No one-command install · Source | |
| 838 | 22.557 | fontforge-mcpmcp · front-end | Exposes FontForge as MCP tools for designing, repairing, and building fonts, with PNG previews to visually verify glyphs and compiled fonts. | 1 star | No one-command install · Source | |
| 838 | 22.557 | lemamcp · front-end | Your coding agent can read the code. It can't read the argument behind it. lema-mcp gives your agent the recorded why — and the alternatives a project… | 1 star | No one-command install · Source | |
| 838 | 22.557 | blocks-translation-mcpmcp · front-end | Finds new UI translation keys in your codebase, dedup-checks them against a Blocks/UILM tenant, and generates the JSON the Blocks portal expects for… | 1 star | No one-command install · Source | |
| 838 | 22.557 | cc-mvpmcp · front-end | A Cocos Creator 3.8 editor extension that exposes scene, node, component, prefab, preview, build, asset, and debug operations as MCP tools for AI… | 1 star | No one-command install · Source | |
| 838 | 22.557 | mcpserver-localmcp · front-end | A local Python MCP server that provides basic tools like greet, add_numbers, and system_info, designed for process-based connections via stdin/stdout. | 1 star | No one-command install · Source | |
| 838 | 22.557 | quartus-lmcp-servermcp · front-end | Enables automation of Intel/Altera Quartus FPGA design flow including project management, compilation, simulation, timing analysis, and programming… | 1 star | No one-command install · Source | |
| 838 | 22.557 | cictikzmcp · front-end | MCP server for AI-driven TikZ circuit schematics. Enables assistants to render TikZ figures, list symbols, get style guides, and iterate on designs. | 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.