Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 72.644 | hadoyun-mixamomcp · front-end | Integrates with Adobe Mixamo animation library for Unity projects. | 17 stars · 3 forks | No one-command install · Source | |
| 301 | 72.644 | wheattoast11-runway-luma-video-genmcp · front-end | Integrates with RunwayML and Luma AI to generate, manage, and enhance videos and images with features like text-to-video conversion, image animation… | 17 stars · 3 forks | No one-command install · Source | |
| 303 | 72.130 | gh-elsahafy-ux-toolkitmcp · front-endalso listed as ux-mcp-server | UX design toolkit with 28 knowledge resources, 23 analysis tools, and 4 workflow prompts. | 28 stars · 1 fork | No one-command install · Source | |
| 305 | 72.112 | miapre-html-to-figmamcp · front-end | Translate HTML prototypes into Figma using real design system components and tokens. | 13 stars · 5 forks | No one-command install · Source | |
| 305 | 72.112 | dojoengine-senseimcp · front-end | Provides specialized guidance for Starknet ecosystem development with Cairo programming and Entity Component System (ECS) framework expertise through… | 13 stars · 5 forks | No one-command install · Source | |
| 307 | 72.094 | figma-mcp-gomcp · front-end | Figma MCP server with full read/write access via plugin bridge — no API token, no rate limits. 83 tools for design automation: styles, variables… | 12 stars · 6 forks | No one-command install · Source | |
| 307 | 72.094 | gh-comol-1c-designer-toolsmcp · front-end | Executes code, queries, and diagnostics in 1C:Enterprise ERP systems. | 12 stars · 6 forks | No one-command install · Source | |
| 309 | 72.091 | freepikmcp · front-end | Integrates with Freepik's API for searching and downloading icons, managing design resources, and generating images through text-to-image capabilities… | 68 stars | No commit datelisted | No one-command install · Source |
| 310 | 71.892 | ynivin-waveformmcp · front-end | Analyzes RTL waveform files from hardware simulations using WAL engine, providing signal discovery with regex filtering, transition analysis within… | 14 stars · 4 forks | No one-command install · Source | |
| 310 | 71.892 | ingipsa-kitsumcp · front-end | Manages animation and VFX production pipelines through the Kitsu production tracking platform. | 14 stars · 4 forks | No one-command install · Source | |
| 312 | 71.864 | sap-ui5-web-componentsmcp · front-endalso listed as ui5-webcomponents-mcp-server | Development assistance for building applications with SAP UI5 Web Components. | 19 stars · 2 forks | No one-command install · Source | |
| 312 | 71.864 | maketmcp · front-end | Local-first visual design workspace for AI assistants. Compose wireframes and branded multi-page HTML/CSS documents with live preview, annotations… | 19 stars · 2 forks | No one-command install · Source | |
| 315 | 71.577 | prismatic-prismmcp · front-end | Local MCP server that wraps Prismatic's Prism CLI tool for code-native integration and custom component development. | 26 stars · 1 fork | No one-command install · Source | |
| 316 | 71.394 | sonicbotman-wiki-kbmcp · front-end | AI-maintained markdown knowledge base with a dual-layer Compiled Truth and Timeline design for tracking knowledge changes and sources. | 15 stars · 3 forks | No one-command install · Source | |
| 316 | 71.394 | dinesh-satram-fitness-coachmcp · front-end | Provides personalized fitness coaching through workout and nutrition plan generation, activity logging, progress tracking, and feedback collection… | 15 stars · 3 forks | No one-command install · Source | |
| 316 | 71.394 | lalanikarim-comfy-uimcp · front-end | Integrates with ComfyUI to enable natural language-driven image generation using customizable Stable Diffusion workflows | 15 stars · 3 forks | No one-command install · Source | |
| 319 | 71.333 | zinin-sketchupmcp · front-end | MCP server bridging AI clients to SketchUp for natural language 3D modeling and design. | 18 stars · 2 forks | No one-command install · Source | |
| 319 | 71.333 | markupr-mcp-servermcp · front-end | Enables AI coding agents to capture screen and voice recordings, extract timestamped frames, and receive structured Markdown reports with context for… | 18 stars · 2 forks | No one-command install · Source | |
| 319 | 71.333 | plantontologymcp · front-end | Enables querying a plant knowledge graph for companion planting, climate suitability, and landscape design recommendations via natural language. | 18 stars · 2 forks | No one-command install · Source | |
| 322 | 71.294 | design-system-analyzermcp · front-end | Analyzes React component files and design tokens to provide accurate component properties and styling information for precise UI code generation and… | 25 stars · 1 fork | No one-command install · Source | |
| 322 | 71.294 | longnguyen0612-v0-platformmcp · front-end | Generates multi-screen UI prototypes and manages incremental development workflows using Vercel's v0 model API. | 25 stars · 1 fork | No one-command install · Source | |
| 324 | 71.115 | echoxiawan-figmamcp · front-end | Integrates with Figma's design API to extract images, styles, SVG data, and design elements from Figma files for automated design asset extraction and… | 11 stars · 6 forks | No one-command install · Source | |
| 325 | 71.077 | yuki-yano-spec-driven-developmentmcp · front-end | Enforces structured software development workflows through 10 specialized tools that guide projects from specification to test-driven implementation… | 13 stars · 4 forks | No one-command install · Source | |
| 326 | 70.949 | kicad-jlcpcbmcp · front-end | Automates PCB design from idea to fabrication: sources JLCPCB parts, fetches pin maps from EasyEDA, places and wires footprints in KiCad, and hands… | 24 stars · 1 fork | No one-command install · Source | |
| 327 | 70.564 | meshy-youtube-mcpmcp · front-end | Enables generating 3D models from text prompts, rendering turntable animations, and uploading them directly to YouTube via an MCP interface. | 14 stars · 3 forks | No one-command install · Source | |
| 327 | 70.564 | bbernstein-lacylightsmcp · front-end | Integrates with LacyLights theatrical lighting systems to automate DMX fixture management, generate lighting designs from script analysis, and create… | 14 stars · 3 forks | No one-command install · Source | |
| 327 | 70.564 | atharva-gundawar-macos-guimcp · front-end | Enables AI assistants to control macOS applications by capturing screenshots, identifying UI elements, and automating mouse and keyboard actions… | 14 stars · 3 forks | No one-command install · Source | |
| 327 | 70.564 | magic-uimcp · front-end | Fetches and categorizes Magic UI components from GitHub, providing a standardized way for developers to discover and integrate pre-built UI elements… | 14 stars · 3 forks | No one-command install · Source | |
| 331 | 70.476 | datanexus-mcpmcp · front-end | 55 tools. Verified public data — CVE/SBOM security audits, licence compliance, frontend security scanning, nonprofit 990 filings, federal contracts… | 7,821 installs | No commit datelisted | No one-command install · Source |
| 332 | 70.328 | augmented-nature-reactomemcp · front-end | Integrates with Reactome's curated biological pathway database to search pathways by keywords, genes, or diseases, retrieve detailed pathway… | 12 stars · 4 forks | No one-command install · Source | |
| 333 | 70.210 | mcp-mt5mcp · front-end | Model Context Protocol server for the MetaTrader 4/5 build pipeline, enabling LLM-driven compilation, deployment, backtesting, and log tailing without… | 16 stars · 2 forks | No one-command install · Source | |
| 334 | 70.137 | diptrace-mcpmcp · front-end | Enables reading, analysis, and safe modification of DipTrace PCB designs via natural language, with live integration and offline XML support. | 22 stars · 1 fork | No one-command install · Source | |
| 335 | 69.986 | seanmcloughlin-vcd-waveform-analyzermcp · front-end | Enables querying and analysis of digital signal data from Value Change Dump (VCD) waveforms for applications in digital design, hardware verification… | 10 stars · 6 forks | No one-command install · Source | |
| 336 | 69.786 | pixelml-reachy-minimcp · front-end | Controls Reachy Mini humanoid robots with dance choreography, emotional expressions, head movements, camera capture, and local text-to-speech with… | 21 stars · 1 fork | No one-command install · Source | |
| 337 | 69.750 | benedictdebrah-materials-projectmcp · front-end | Provides direct access to the Materials Project database for querying crystal structures, electronic properties, phonon data, magnetic properties, and… | 13 stars · 3 forks | No one-command install · Source | |
| 337 | 69.750 | nanameru-nextjs-docsmcp · front-end | Provides structured access to Next.js documentation URLs organized by categories including routing, data fetching, API routes, deployment, and… | 13 stars · 3 forks | No one-command install · Source | |
| 339 | 69.545 | codesign-mcpmcp · front-end | Local MCP server for Tencent CoDesign sharing links, exposing artboards, layer specs, preview images, and exported slices to support design-to-code… | 15 stars · 2 forks | No one-command install · Source | |
| 339 | 69.545 | 317431629-3dsmaxmcp · front-end | Enables AI-controlled Autodesk 3ds Max with 25 tools for scene management, object creation, materials, lighting, and animation. | 15 stars · 2 forks | No one-command install · Source | |
| 339 | 69.545 | krds-mcp-servermcp · front-end | Provides Korean government design system (KRDS) guidelines to AI models via MCP, enabling AI assistants to comply with KRDS standards when developing… | 15 stars · 2 forks | No one-command install · Source | |
| 339 | 69.545 | mcp-affinity-designer-servermcp · front-end | This MCP server enables AI assistants to interact with Affinity Designer for document manipulation, layer management, export operations, and tool… | 15 stars · 2 forks | No one-command install · Source | |
| 339 | 69.545 | zukai-frontend-reviewmcp · front-end | Provides visual verification for UI edit requests by comparing before/after screenshots and analyzing whether changes satisfy the original… | 15 stars · 2 forks | No one-command install · Source | |
| 344 | 69.349 | mmatczuk-jiramcp · front-end | Integrates with Jira using 3 focused tools designed for minimal context overhead in issue management. | 11 stars · 4 forks | No one-command install · Source | |
| 344 | 69.349 | jaklys-lvgl-esp32-simulatormcp · front-end | Headless LVGL simulator for ESP32 UI development that compiles C code, renders PNG screenshots, and exports widget trees without physical hardware. | 11 stars · 4 forks | No one-command install · Source | |
| 344 | 69.349 | kegg-mcp-server-2mcp · front-end | Enables natural language querying and analysis of KEGG biological databases, including pathways, genes, compounds, reactions, diseases, and drugs. | 11 stars · 4 forks | No one-command install · Source | |
| 344 | 69.349 | tailwind-geminimcp · front-end | Integrates with Tailwind CSS development workflows using Google Gemini to provide component generation, CSS-to-Tailwind conversion, design analysis… | 11 stars · 4 forks | No one-command install · Source | |
| 348 | 69.053 | upvote-club-mcp-appsmcp · front-end | Provides an MCP Apps interface to the Upvote Club API, enabling task management with an inline progress card UI in Claude. | 41 stars | No one-command install · Source | |
| 349 | 68.921 | ancrz-penpotmcp · front-end | Provides full programmatic access to self-hosted Penpot design instances with 68 tools covering projects, shapes, text, exports, comments, and… | 9 stars · 6 forks | No one-command install · Source | |
| 349 | 68.921 | here-and-tomorrow-audio-playermcp · front-end | Enables audio playback control on your computer through a secure, directory-isolated interface that can play MP3, WAV, and OGG files from a designated… | 9 stars · 6 forks | No one-command install · Source | |
| 351 | 68.847 | ai-by-design-primitivmcp · front-end | Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable… | 19 stars · 1 fork | No one-command install · Source | |
| 351 | 68.847 | standardbeagle-agntmcp · front-end | Browser instrumentation and development tooling with process management, reverse proxy, and frontend diagnostics | 19 stars · 1 fork | No one-command install · Source | |
| 351 | 68.847 | mcp-cinema4dmcp · front-end | Bridges MCP-compatible clients to Cinema 4D, enabling LLMs to inspect scene hierarchy, author shots, build node materials, and rig animation through a… | 19 stars · 1 fork | No one-command install · Source | |
| 354 | 68.715 | loonghao-photoshopmcp · front-end | Connects AI agents to Adobe Photoshop via an HTTP server and UXP plugin for programmatic image manipulation and design automation. | 14 stars · 2 forks | No one-command install · Source | |
| 354 | 68.715 | line-cua-mcpmcp · front-end | A macOS MCP server for LINE that reads encrypted local database snapshots to fetch chat history and sends messages via LINE UI without cursor… | 14 stars · 2 forks | No one-command install · Source | |
| 354 | 68.715 | storybook-mcp-servermcp · front-end | An MCP server that enables AI assistants to browse Storybook components, manage stories, inspect props, and capture screenshots of components. | 14 stars · 2 forks | No one-command install · Source | |
| 357 | 68.634 | blender-mcp-server-2mcp · front-end | Exposes 50+ Blender tools (object manipulation, materials, animation, etc.) via MCP for AI-driven 3D workflows and automation. | 1 star · 10 forks | No one-command install · Source | |
| 358 | 68.509 | piyushsteelcase-design-sap-gui-advancedmcp · front-end | Integrates with SAP systems through COM APIs to provide transaction navigation, field operations, data extraction, and workflow automation across… | 8 stars · 6 forks | No one-command install · Source | |
| 359 | 68.315 | micro-app-mcpmcp · front-end | Provides semantic search and knowledge base management for the micro-app micro-frontend framework by ingesting its source code and documentation. | 18 stars · 1 fork | No one-command install · Source | |
| 360 | 68.021 | termux-mcp-servermcp · front-endalso listed as xlisp-termux | Enables remote control of Android phones via Claude Desktop, offering 45+ tools including UI automation for app interactions. | 11 stars · 3 forks | No one-command install · Source | |
| 362 | 67.900 | dg-mcpmcp · front-end | Enables MCP clients to control DG-Lab Coyote 2.0/3.0 devices via Bluetooth, providing tools for device scanning, connection, strength adjustment, wave… | 13 stars · 2 forks | No one-command install · Source | |
| 363 | 67.193 | slashdoodleart-figma-freemcp · front-end | Free alternative to Figma's official API that streams design data through a WebSocket bridge and Figma plugin for layout, typography, and design token… | 16 stars · 1 fork | No one-command install · Source | |
| 363 | 67.193 | k4cper-g-fumadocsmcp · front-end | Integrates with Fumadocs documentation platform to enable searches, component documentation retrieval, and framework-specific setup guides for… | 16 stars · 1 fork | No one-command install · Source | |
| 365 | 67.151 | harmonyos-dev-mcpmcp · front-end | Enables HarmonyOS device discovery, app build and deployment, UI automation, E2E inspection, and log validation through MCP tools. | 12 stars · 2 forks | No one-command install · Source | |
| 365 | 67.151 | d-zero-mcp-servermcp · front-end | Enables AI assistants to retrieve Figma data and access D-ZERO frontend coding guidelines through CLINE integration. | 12 stars · 2 forks | No one-command install · Source | |
| 365 | 67.151 | gapgapweiqi-deepplanmcp · front-end | Analyze and plan software architecture with intelligent design assistance tools. | 12 stars · 2 forks | No one-command install · Source | |
| 365 | 67.151 | a2a-uicli · front-end | UI for Google A2A made using Next.js, TypeScript and Shadcn | 12 stars · 2 forks | No one-command install · Source | |
| 365 | 67.151 | husniadil-image-placeholdermcp · front-end | Generates customizable placeholder images from placehold.co and Lorem Picsum for rapid development and UI testing. | 12 stars · 2 forks | No one-command install · Source | |
| 370 | 66.893 | atlas-vision-mcpmcp · front-end | Enables text-only coding agents to analyze local images using a dedicated vision provider, returning markdown and structured JSON evidence for… | 10 stars · 3 forks | No one-command install · Source | |
| 370 | 66.893 | zeplin-mcp-servermcp · front-end | Connects AI agents to Zeplin to access component and screen specs, documentation, and design tokens for generating UI code that matches designs. | 10 stars · 3 forks | No one-command install · Source | |
| 370 | 66.893 | akazwz-figmamcp · front-end | Integrates with the Figma API to enable interaction with design files and projects, facilitating automated design tasks and AI-assisted workflows… | 10 stars · 3 forks | No one-command install · Source | |
| 373 | 66.871 | lvcoi-solidjskillsmcp · front-end | Provides document browsing tools for a curated repository of SolidJS development guides, skills, and templates covering component building… | 9 stars · 4 forks | No one-command install · Source | |
| 374 | 66.528 | sctg-development-heroui-migrationmcp · front-end | Assists with migrating HeroUI v2 and NextUI projects to HeroUI v3 beta through project scanning, file analysis, guided rewrites, and component… | 15 stars · 1 fork | No one-command install · Source | |
| 375 | 66.258 | bilistalkermcpmcp · front-end | BiliStalkerMCP is a Bilibili MCP server designed to analyze a specific Bilibili user by providing tools to retrieve user profiles, videos, dynamics… | 8 stars · 5 forks | No one-command install · Source | |
| 375 | 66.258 | augmented-nature-gene-ontologymcp · front-end | Integrates with Gene Ontology databases through QuickGO and official GO APIs to search terms, retrieve definitions and relationships, validate… | 8 stars · 5 forks | No one-command install · Source | |
| 377 | 66.172 | 1425sd-spine-animationmcp · front-endalso listed as spine-mcp | Automate Spine skeletal animation workflows via the official Spine CLI, with tools for export, JSON animation generation, skeleton analysis, and… | 11 stars · 2 forks | No one-command install · Source | |
| 377 | 66.172 | jonathanjude-openrouter-image-analysismcp · front-end | Provides image analysis capabilities through OpenRouter's vision models, supporting base64, file paths, and URLs with specialized tools for general… | 11 stars · 2 forks | No one-command install · Source | |
| 377 | 66.172 | mcp-server-starter-templatemcp · front-end | Provides a foundation for building MCP servers that expose UI component registries to AI assistants, enabling component discovery and retrieval. | 11 stars · 2 forks | No one-command install · Source | |
| 377 | 66.172 | cwahlfeldt-blendermcp · front-end | Integrates with Blender's Python API to enable natural language-driven 3D modeling, scene generation, and animation scripting within the Blender… | 11 stars · 2 forks | No one-command install · Source | |
| 382 | 66.041 | open-mcp-appsmcp · front-end | An open engine that gives AI persistent, reusable UI components with a writable component registry, versioned data storage, and a shell runtime… | 27 stars | No one-command install · Source | |
| 383 | 65.698 | brandcode-studiomcp · front-endalso listed as brandsystem-mcp | Extracts brand identity from websites and Figma files into structured design tokens, brand policies, and AI-consumable guidelines. | 14 stars · 1 fork | No one-command install · Source | |
| 383 | 65.698 | horizun-revit-mcpmcp · front-end | Connects MCP clients like Claude, Codex, and Cursor to a running Autodesk Revit session for typed BIM queries, verified model edits, family authoring… | 14 stars · 1 fork | No one-command install · Source | |
| 383 | 65.698 | kicad-copilotmcp · front-end | AI-powered MCP server for KiCad that enables creating and modifying schematics, searching components, managing hierarchical projects, generating PCB… | 14 stars · 1 fork | No one-command install · Source | |
| 387 | 65.543 | chemdraw-mcpmcp · front-end | Enables generation of chemical structures, reactions, spectra, titration curves, 3D models, and more from natural language or SMILES, using RDKit for… | 9 stars · 3 forks | No one-command install · Source | |
| 387 | 65.543 | ascriptmcp · front-end | Android, iOS, and Windows device automation with 23 tools for screen capture, OCR, UI inspection, and project deployment via the AScript platform. | 9 stars · 3 forks | No one-command install · Source | |
| 387 | 65.543 | starql-lanhumcp · front-end | Reads LanHu design drafts and exports assets for AI-assisted frontend implementation. | 9 stars · 3 forks | No one-command install · Source | |
| 387 | 65.543 | react-design-systems-mcpmcp · front-end | Provides component information, usage guidelines, and code generation for AWS Cloudscape Design System in React, with search and pattern library… | 9 stars · 3 forks | No one-command install · Source | |
| 387 | 65.543 | storyblok-mcpmcp · front-end | Enables to manage Storyblok components through natural language descriptions, including creating and updating components with various field types. | 9 stars · 3 forks | No one-command install · Source | |
| 387 | 65.543 | lolrazh-rayon-design-cadmcp · front-end | Integrates with Rayon Design CAD interface using browser automation to enable shape creation and drawing method searches for AI-assisted design… | 9 stars · 3 forks | No one-command install · Source | |
| 393 | 65.223 | fastmcp-webinar-demo-servermcp · front-end | An MCP server with six tools including web search, URL fetching, math calculation, and note management. Designed for a live-coding demo integrating… | 8 stars · 4 forks | No one-command install · Source | |
| 393 | 65.223 | billduke13-code-explainermcp · front-end | Integrates with Cloudflare Workers to provide code explanation services, including architecture diagram generation, core functionality identification… | 8 stars · 4 forks | No one-command install · Source | |
| 393 | 65.223 | shinokada-flowbite-sveltemcp · front-end | Provides direct access to Flowbite-Svelte component documentation through specialized tools for finding components, retrieving detailed docs, browsing… | 8 stars · 4 forks | No one-command install · Source | |
| 393 | 65.223 | kelnishi-popuimcp · front-end | Enables Claude Desktop to create and interact with dynamic visual interfaces through a bi-directional Electron bridge, allowing real-time manipulation… | 8 stars · 4 forks | No one-command install · Source | |
| 393 | 65.223 | kailashg-figma-to-react-nativemcp · front-end | Extracts and analyzes components from Figma design files, enabling seamless integration between Figma designs and React Native development through… | 8 stars · 4 forks | No one-command install · Source | |
| 398 | 65.105 | leisymqaz-lumerical-fdtdmcp · front-end | Bridges Ansys Lumerical FDTD photonic simulation software with MCP clients for AI-assisted photonic design. | 24 stars | No one-command install · Source | |
| 399 | 65.043 | tellfigmamcp · front-end | An open-source MCP server that gives AI assistants full read-write access to Figma, enabling creation, editing, and deletion of designs directly… | 10 stars · 2 forks | No one-command install · Source | |
| 399 | 65.043 | simonliebers-blazor-componentsmcp · front-end | Uses reflection to discover and analyze Blazor components from loaded assemblies, extracting metadata about parameters, cascading parameters, and… | 10 stars · 2 forks | 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.