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

• terraform-best-practices-mcp

  DownAtTheBottomOfTheMoleHole

  A

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol (MCP) server for producing better Terraform through CLI analysis (tflint, checkov, trivy, kics, infracost), best-practice guidance from terraform-best-practices.com, cloud provider recommendations (Azure, AWS, GCP), and Terraform Registry resource and module guidance.

  Last updated 2026-07-14

  18

  34

  1

  MIT

• Best Practices MCP Server

  n-ochs

  F

  license

  -

  quality

  D

  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

• 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

  24

  1

  MIT

• AWS Resources MCP Server

  baryhuang

  A

  license

  B

  quality

  F

  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

  21

  1

  MIT

• claude-design

  kuatecno

  F

  license

  A

  quality

  C

  maintenance

  Bridges Claude Design projects into existing Claude Desktop sessions by fetching code files, chat history, and project bundles.

  Last updated 2026-06-21

  7

• 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

  27

  3

• design-copier

  chipsxp

  F

  license

  A

  quality

  D

  maintenance

  Captures webpage styles and HTML, converts CSS to Tailwind, and applies extracted designs to frontend frameworks like React.

  Last updated 2025-05-13

  3

  4

• Midjourney Best Experience MCP

  BACH-AI-Tools

  A

  license

  C

  quality

  D

  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

  5

  MIT

• Design MCP

  S-s-Spudd

  A

  license

  -

  quality

  B

  maintenance

  Provides source-backed design context, route card validation, contract generation, critique and verification reports, evidence packages, Penpot change plans, and anti-repeat checks for design workflows. Does not directly mutate Penpot, but consumes read-only Penpot snapshots.

  Last updated 2026-07-12

  1

  MIT

• Design Systems MCP Server

  southleft

  A

  license

  -

  quality

  C

  maintenance

  Enables AI-powered access to authoritative design systems knowledge, including W3C standards, WCAG guidelines, and best practices from 188+ curated entries via semantic vector search.

  Last updated 2026-07-09

  2

  182

  MIT

• protein-design-mcp

  jasonkim8652

  A

  license

  -

  quality

  C

  maintenance

  An MCP server that gives LLM agents access to computational protein design tools.

  Last updated 2026-04-15

  14

  Apache 2.0

• design-review

  davekim917

  F

  license

  -

  quality

  B

  maintenance

  This MCP server renders UI design artifacts headlessly, runs deterministic linters, and manages stateful design review loops with an independent vision critic.

  Last updated 2026-07-12

• Design Inspiration MCP Server

  YonasValentin

  A

  license

  A

  quality

  D

  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

  2

  4

  9

  MIT

• Ant Design MCP Server

  leonwgc

  A

  license

  A

  quality

  D

  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

  3

  ISC

• Design Style MCP Server

  luminarylane

  A

  license

  A

  quality

  B

  maintenance

  Provides deterministic design style recommendations and structured tokens for AI content generation, with 30 curated styles including color palettes, typography, and visual directives.

  Last updated 2026-07-06

  2

  10

  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

  33

  69

  MIT

• design-os-migration-mcp

  dchavezp

  F

  license

  A

  quality

  D

  maintenance

  Bridges Design OS exported component packages into target projects, handling migrations across different CSS, component, and icon libraries.

  Last updated 2026-04-10

  7

  1

• Design Analysis MCP Server

  Va1bhav512

  F

  license

  A

  quality

  C

  maintenance

  Reverse-engineers design videos and images into structured frontend implementation specifications using vision LLMs and FFMPEG for frame-level analysis.

  Last updated 2026-07-01

  11

• design-token-bridge-mcp

  kenneives

  A

  license

  A

  quality

  D

  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

  106

  3

  MIT