Figma Context MCP
Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.
Description from the maker (original English)
Design tokens from any live site: colours, type, spacing, components, drift against a baseline.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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 mcpPaste 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.
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.
Runs on your computer; the tool list appears in your AI app after you install it.
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
The registry name was verified with the GitHub account dembrandt, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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).
The GitHub repo last changed –, and the latest version (0.39.2) reached the registry 26 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Figma Context MCP, Claude Real Video, Figma MCP Server
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.
Let any LLM watch a video locally — and search everything it has ever watched.
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.
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.
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.
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:
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.
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
| Flag | What you get |
|---|---|
--dtcg | W3C design tokens (DTCG) |
--design-md | DESIGN.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-guide | Brand guide PDF |
--json-only | Raw JSON to stdout |
--save-output | JSON to output/ / |
--screenshot | Viewport screenshot |
--color-format | Colour notation: hex, rgb, oklch, lch, source |
--raw-colors | Pre-filter colours too |
Analysis
| Flag | What you get |
|---|---|
--wcag | Contrast 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 |
--approve | Accept the current run as the new baseline |
--ai | ML brand-primary prediction (experimental) |
Coverage
| Flag | What you get |
|---|---|
--crawl [n] | Merge N pages, cross-page confidence |
--sitemap | Discover pages from sitemap.xml |
--dark-mode | The dark theme's tokens |
--mobile | Mobile viewport |
--slow | 3x timeouts for heavy sites |
--browser | chromium or firefox; CDP via env |
--no-sandbox | For Docker and CI |
Access
| Flag | What 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 |
--login | Open 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-fallback | Never 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 |
--stealth | Anti-detection; authorized use only |
--key | Sync runs to your account |
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.
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.
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
Load extractions, track token drift, and compare snapshots. [dembrandt.com/app](https://www.dembrandt.com/app)
--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.--dark-mode flag (not automatically detected)--mobile for 390x844 mobile viewport)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