Prototype · Preview: every server in the official registry, synced every 30 minutes. Reviews and accounts come in a later step.
PopNx MCPMCP servers for people who use AI · explained in plain words

Dembrandt

by dembrandtversion 0.39.2i★ –iRuns on your computer
Registry nameio.github.dembrandt/dembrandt

Install

Overview

Description from the maker (original English)

Design tokens from any live site: colours, type, spacing, components, drift against a baseline.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Design, images & audio

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • The registry lists no key to fill in.

You need

  • npmNode.js installed (for the npx command)

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "dembrandt": {
      "command": "npx",
      "args": [
        "-y",
        "dembrandt",
        "mcp"
      ]
    }
  }
}

Run this in your terminal

claude mcp add dembrandt -- npx -y dembrandt mcp

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "dembrandt": {
      "command": "npx",
      "args": [
        "-y",
        "dembrandt",
        "mcp"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "dembrandt": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "dembrandt",
        "mcp"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account dembrandt, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Design, images & audioi

  • More stars than 0% of the other 2186 servers in this category
  • Published to the registry more recently than 53% of the other 2186 servers in this category
  • Basic checks equal to or better than 100% of the other 2186 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Dembrandt safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.39.2) reached the registry 26 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: Figma Context MCP, Claude Real Video, Figma MCP Server

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.

Runs on your computer★ 16,165MITUpdated 5 months ago
Install

Claude Real Video

by HUANGCHIHHUNGLeo

Let any LLM watch a video locally — and search everything it has ever watched.

Runs on your computer★ 2,284MITUpdated 2 months ago
Install

Figma’s official server gives AI your design data so it can turn designs into code or describe them accurately. Connects to Figma’s cloud.

Runs in the cloud★ 2,152Updated 13 months ago
Install

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

Dembrandt.

Extract any website's design system in one command. Enforce it in CI.

Logo, colors, typography, spacing, borders, shadows, motion, components. W3C design tokens in seconds.

Install

npm install -g dembrandt

dembrandt install-browser # one-time: fetches the matching Chromium dembrandt dembrandt.com

The browser step is required. dembrandt drives Chromium through playwright-core, which ships no browser binaries, so a fresh install has nothing to launch until you run it. Skipping it fails with browser engine not available.

Or use npx without installing: npx dembrandt dembrandt.com. The browser step applies here too: run npx dembrandt install-browser first. Browsers land in a shared Playwright cache, so either route only needs it once.

Requires Node.js 18+

Or install the MCP server straight into your editor and let the agent run it:

What you get

  • Colors (semantic roles with the evidence behind each pick, curated palette, every detected colour, CSS variables, gradients)
  • Typography (fonts, sizes, weights, sources, font file URLs)
  • Spacing (margin/padding scales)
  • Borders (radius, widths, styles, colors)
  • Shadows
  • Motion (duration scale, easing curves, hover patterns per component type)
  • Components (buttons, badges, inputs, links)
  • Breakpoints
  • Icons & frameworks

Playwright renders the page, dembrandt reads computed styles from the DOM, analyzes color usage and confidence, groups similar typography, detects spacing patterns, and returns design tokens.

Flags

dembrandt dembrandt.com --shadcn        # shadcn/ui theme, observed slots only

dembrandt dembrandt.com --dtcg # W3C design tokens, for Style Dictionary or Tokens Studio dembrandt dembrandt.com --wcag # WCAG 2.1 contrast on real DOM pairs

Default is formatted terminal output only. Every flag below; the detailed reference is [docs/usage.md](docs/usage.md).

Export

FlagWhat you get
--dtcgW3C design tokens (DTCG)
--design-mdDESIGN.md for AI agents
--tailwind [path]Tailwind v4 @theme CSS
--shadcn [path]shadcn/ui theme, observed slots only
--html [path]Self-contained HTML report
--brand-guideBrand guide PDF
--json-onlyRaw JSON to stdout
--save-outputJSON to output/ /
--screenshot Viewport screenshot
--color-format Colour notation: hex, rgb, oklch, lch, source
--raw-colorsPre-filter colours too

Analysis

FlagWhat you get
--wcagContrast grades on real DOM pairs
--compare Drift gate; exits 1 when tokens moved
--tokens Check rendered colours, radii and font sizes against a W3C Design Tokens file; repeat for several
--max-off-token With --tokens: exit 1 when more than N rendered values match no token
--tokens-report With --tokens: Markdown summary with the nearest token per off-token value, wiki-ready
--annotations CI annotations for drift and off-token values; detected from the runner by default
--approveAccept the current run as the new baseline
--aiML brand-primary prediction (experimental)

Coverage

FlagWhat you get
--crawl [n]Merge N pages, cross-page confidence
--sitemapDiscover pages from sitemap.xml
--dark-modeThe dark theme's tokens
--mobileMobile viewport
--slow3x timeouts for heavy sites
--browser chromium or firefox; CDP via env
--no-sandboxFor Docker and CI

Access

FlagWhat you get
--cookie Reach pages behind a session
--cookie-file JSON cookies, Playwright storageState (incl. localStorage and the sessionStorage block --save-storage-state adds), or Netscape cookies.txt
--basic-auth HTTP Basic for the browser context
--loginOpen a visible browser to sign in; press Enter when ready, then extract (interactive terminal only)
--save-storage-state With --login, save the signed-in session (cookies, localStorage, sessionStorage) to a file; reuse it later with --cookie-file, also in CI
--header Any extra request header, repeat for several
--no-headed-fallbackNever open a visible browser on a failed navigation; for batch runs
--user-agent Custom user agent
--locale Locale for the fingerprint
--timezone Timezone for the fingerprint
--accept-language Accept-Language header
--screen-size Reported screen resolution
--stealthAnti-detection; authorized use only
--key Sync runs to your account

Catch design drift in CI

Extract a preview deployment, compare against a committed baseline, fail the job when tokens moved:

- uses: dembrandt/dembrandt@v0.39.2

with: url: https://preview.example.com baseline: .dembrandt/baseline.json

The action is on the GitHub Marketplace and annotates the PR with the drifted tokens. On any other runner the gate is just an exit code plus JSON: dembrandt URL --compare baseline.json --json-only exits 1 on drift and prints per-token changes[]. See [docs/ci.md](docs/ci.md) for the Action inputs, the platform-neutral gate, and the exit code table.

Recipes

Copy a command, paste a prompt, get a result. Competitor benchmarking, WCAG audits, Figma token push, agentic design system builds. Filterable by role at [dembrandt.com/recipes](https://www.dembrandt.com/recipes), with the basics in docs/recipes.md.

AI Agent Integration (MCP)

Use Dembrandt as a tool in Claude Code, Cursor, Windsurf, or any MCP-compatible client. Ask your agent to "extract the color palette from dembrandt.com" and it calls Dembrandt automatically.

Per-client setup, environment variables and the full tool list: [docs/mcp.md](docs/mcp.md) and [dembrandt.com/mcp](https://www.dembrandt.com/mcp).

claude mcp add --transport stdio dembrandt -- npx -y dembrandt mcp

The server is listed in the MCP Registry as io.github.dembrandt/dembrandt, so a client that reads the registry can install it by name.

Or add to your project's .mcp.json:

{

"mcpServers": { "dembrandt": { "command": "npx", "args": ["-y", "dembrandt", "mcp"] } } }

Available tools include get_design_tokens, get_color_palette, get_typography, get_component_styles, get_surfaces, get_spacing, and get_brand_identity, plus pure analysis tools (compute_drift, get_findings, export_dtcg, generate_design_md, render_report) and job-control tools.

Extraction tools accept slow, mobile, darkMode, wcag, cookie, cookieFile, basicAuth and header (for authenticated pages), userAgent, and noSandbox (Docker and most CI containers). Interactive --login stays CLI-only. Set pages above 1 to crawl and merge several pages, which produces a markedly stronger token set than one page; paths names them explicitly and sitemap discovers them from sitemap.xml.

Extraction returns a job_id. Poll it with get_job_status, then hand that same id to the pure tools instead of passing the extraction back as an argument:

get_design_tokens(url: "example.com", pages: 5)  ->  job_id

get_job_status(job_id) -> tokens get_findings(job_id) -> contrast and consistency issues export_dtcg(job_id) -> W3C design tokens

Pair with [dembrandt-skills](https://github.com/dembrandt/dembrandt-skills) to give your agent UX intelligence on top of extracted tokens: hierarchy, accessibility, interaction states, and a full 6-stage design pipeline orchestrator.

npx skills add dembrandt/dembrandt-skills

Dembrandt App (Beta)

Load extractions, track token drift, and compare snapshots. [dembrandt.com/app](https://www.dembrandt.com/app)

  • Automatic drift tracking from CI. Generate an API key at dembrandt.com/app/api-keys, then pass --key to the CLI. Every run uploads a snapshot to your account and scores it against the previous one for that domain. Wire into GitHub Actions or any CI runner and every deploy records itself.
  • Pin a baseline. Mark any snapshot as your reference. Every subsequent extraction is automatically scored against it.
  • Visual diff. Color swatches, before/after values, delta scores per category: colors, typography, spacing, radius, shadows.
  • Snapshot timeline. Proportional timeline per domain, scrub across any date range from days to years.
  • Compare side by side. Load multiple extractions into one view: two releases, two sites, or two surfaces.
  • Copy tokens. Paste values straight into Copilot, Claude, or Cursor.
  • No login required for local use. Data stays in the browser. Sign in with GitHub to enable cloud sync.

Limitations

  • Dark mode requires --dark-mode flag (not automatically detected)
  • Hover and focus states come from real interaction on a sample of elements; states that need a pointer path or a timer are missed
  • Canvas/WebGL-rendered sites cannot be analyzed (no DOM to read)
  • JavaScript-heavy sites require hydration time (8s initial + 4s stabilization)
  • Some dynamically-loaded content may be missed
  • Default viewport is 1920x1080 (use --mobile for 390x844 mobile viewport)

Intended Use

Dembrandt reads publicly available CSS and computed styles from website DOMs for documentation, learning, and analysis of design systems you own or have permission to analyze.

Only run Dembrandt against sites whose Terms of Service permit automated access, or against your own properties. Do not use extracted material to reproduce third-party brand identities, logos, or trademarks. Respect robots.txt, rate limits, and copyright.

Dembrandt d

Only the beginning is shown; read the rest in the repo

Ask PopNx