io.github.dembrandt/dembrandt
Design tokens from any live site: colours, type, spacing, components, drift against a baseline.
MCP servers for Figma, design systems, image generation, and creative tooling.
MCPpedia tracks 646 design MCP servers. 244 of them score at least 50 out of 100, and 137 clear 70 - about 21% of what has been published in this space. The remaining 402 are thinner: registry entries with no description, no published tool schema, or no commit in the last year. They are all still listed here, because knowing a server exists and is unmaintained is worth as much as knowing a good one exists.
io.github.dembrandt/dembrandt leads the list at 95/100. Tldraw MCP Server (94) and MeiGen AI Design MCP (93) follow. Every score is the same five weighted inputs: security (CVE scanning, tool-poisoning detection, and whether the server authenticates at all), maintenance (commit recency, release cadence, and download trend), documentation, client compatibility, and token efficiency - how much of your context window the tool definitions consume before you have asked anything.
6 of these servers are published by the vendor behind the underlying API rather than by a third party, which is usually the difference between an integration that tracks upstream changes and one that quietly stops working. 1 currently carry an open CVE; those are flagged on the server's own page with the advisory and its severity.
Also see: All Design servers, Best Productivity, Best Developer Tools, Best Data, Best Finance
Last updated
Design tokens from any live site: colours, type, spacing, components, drift against a baseline.
Draw and visually collaborate with your agents on tldraw's canvas.
MeiGen-AI-Design-MCP — Turn Claude Code / OpenClaw into your local Lovart. Local ComfyUI, 1,400+ prompt library, multi-direction parallel generation.
Image & PDF tools for AI agents: compress, convert, resize, PDF, AI vision, pipeline.
Inspect and edit Three.js scenes, materials, shaders, lights in real time from any AI agent
The design system your coding agents check before they ship: tokens plus exact UI fixes.
Run Atris campaigns from any agent, and extract, check, or search brand design systems.
Create app-store screenshots, social graphics, promo videos, and animated device mockups.
AI image generation and editing with prompt optimization and quality presets
Use existing brand guidelines with AI. Turn websites, PDFs, and Figma into a .brand runtime.