"Design Resources and Prototyping Best Practices" matching MCP servers:

• Best Practices MCP Server

  n-ochs

  F

  license

  -

  quality

  C

  maintenance

  Provides Python and FastAPI coding best practices with searchable guidelines, code review capabilities, and actionable improvement suggestions with examples across general coding, performance, and code quality categories.

  Last updated 2025-12-02

• Page Design Guide MCP

  chihebnabil

  F

  license

  A

  quality

  D

  maintenance

  Provides comprehensive design principles and best practices to help LLMs generate modern, accessible web pages through guidance on layouts, colors, and typography. It enables users to review design approaches and access expert recommendations for responsive design, component structure, and current industry trends.

  Last updated 2026-01-20

  12

  59

  3

• Robot Resources Scraper

  robot-resources

  A

  license

  B

  quality

  F

  maintenance

  Web scraper and token compressor that converts HTML to clean markdown with 70-80% fewer tokens. Single-page compression and multi-page BFS crawling with auto-fallback fetch modes.

  Last updated 2026-04-28

  2

  20

  1

  MIT

• AWS Resources MCP Server

  baryhuang

  A

  license

  B

  quality

  D

  maintenance

  A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.

  Last updated 2025-08-13

  1

  24

  MIT
• 

  Robot Resources Routerofficial

  robot-resources

  A

  license

  -

  quality

  F

  maintenance

  LLM routing proxy that cuts API costs 60-90% by auto-selecting the cheapest capable model across OpenAI, Anthropic, and Google. Provides stats, config, and model comparison tools via MCP.

  Last updated 2026-04-28

  11

  1

  MIT

• Midjourney Best Experience MCP

  BACH-AI-Tools

  A

  license

  -

  quality

  C

  maintenance

  An MCP server that provides access to the Midjourney Best Experience API for generating and manipulating images. It enables users to execute prompts and perform actions like upscaling, variations, and zooming directly within MCP-compatible applications.

  Last updated 2025-12-07

  MIT

• Design Inspiration MCP Server

  YonasValentin

  A

  license

  A

  quality

  C

  maintenance

  Searches top design platforms like Dribbble and Behance to provide UI inspiration, color palettes, and layout patterns via the Serper API. It allows users to retrieve visual references, articles, and style guides directly within any MCP-compatible client.

  Last updated 2026-03-01

  4

  4

  MIT

• MeiGen AI Design MCP

  jau123

  A

  license

  A

  quality

  A

  maintenance

  Turn Claude Code / OpenClaw into your local Lovart. Local ComfyUI, 1,400+ prompt library (Weekly update), multi-direction parallel generation.

  Last updated 2026-05-13

  8

  449

  1,008

  MIT

• MCP Design System Extractor

  freema

  A

  license

  A

  quality

  C

  maintenance

  Server that enables AI assistants to interact with Storybook design systems. Extract component HTML, analyze styles, and help with design system adoption and refactoring.

  Last updated 2026-02-04

  8

  66

  64

  MIT

• design-token-bridge-mcp

  kenneives

  A

  license

  A

  quality

  C

  maintenance

  Translates design tokens across platforms — extracts from Tailwind/CSS/Figma and generates native themes for Material 3, SwiftUI, and CSS variables with WCAG contrast validation.

  Last updated 2026-03-25

  9

  74

  MIT

• Design System MCP Server

  appian-design

  F

  license

  A

  quality

  B

  maintenance

  Provides access to Appian's Aurora design system documentation via GitHub, enabling LLMs to query components, layouts, and patterns. It supports both public and internal repositories with features for keyword searching and detailed component guidance.

  Last updated 2025-09-27

  7

  9

• Business Design MCP Server

  albertogferrario

  A

  license

  C

  quality

  B

  maintenance

  Enables the creation and management of business design artifacts including Business Model Canvases, SWOT analyses, and user personas. It features project organization and AI-powered research tools to automatically populate frameworks with market data.

  Last updated 2026-02-10

  31

  20

  1

  MIT

• Ant Design MCP Server

  leonwgc

  A

  license

  -

  quality

  C

  maintenance

  Provides access to Ant Design component library documentation and information for automated code generation. Enables searching components by category or keyword, retrieving component props, examples, API documentation, and available icons.

  Last updated 2025-12-04

  6

  8

  ISC

• Chuk Design System

  chrishayuk

  A

  license

  -

  quality

  C

  maintenance

  Provides access to a universal design token system with 7 pre-built themes (colors, typography, spacing, motion) and multi-format export capabilities for Canva, Remotion, PPTX, CSS, and W3C JSON.

  Last updated 2025-11-06

  1

  MIT

• Baby Design UI MCP Server

  kim-nguyenkhn

  A

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to discover, document, and generate React code using the pastel-themed Baby Design UI component library. It provides tools for retrieving design tokens and component specifications to streamline the development of user interfaces.

  Last updated 2026-02-18

  MIT

• MCP Design System Bridge

  brunonepomuceno

  F

  license

  -

  quality

  D

  maintenance

  Enables bidirectional synchronization between IDEs and Figma for Design System management, allowing developers to generate React components and synchronize design tokens, icons, and components across platforms.

  Last updated 2025-06-22

  1

• Aerobic Design MCP Server

  puran-water

  F

  license

  -

  quality

  F

  maintenance

  An intelligent MCP server for the automated design and sizing of aerobic biological wastewater treatment systems using membrane bioreactor (MBR) technology. It leverages ASM2d kinetics to perform mass balance calculations, flowsheet selection, and generate detailed engineering reports.

  Last updated 2026-03-10

• Divide and Conquer MCP Server

  landicefu

  A

  license

  B

  quality

  C

  maintenance

  Enables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.

  Last updated 2025-06-26

  15

  75

  7

  MIT

• Google Calendar and Meet MCP

  INSIDE-HAIR

  F

  license

  B

  quality

  C

  maintenance

  Enables comprehensive Google Meet and Calendar management through Google Calendar API v3 and Google Meet API v2, supporting calendar event creation with Meet links, space management, transcription, recording, attendance tracking, and meeting moderation controls.

  Last updated 2025-08-29

  24

  2

• Usage And Billing MCP Server

  BACH-AI-Tools

  A

  license

  C

  quality

  C

  maintenance

  Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.

  Last updated 2025-12-07

  18

  MIT