原型 · 预览版:收录官方注册中心里的全部服务器,每 30 分钟同步一次。评价和账户功能将在后续阶段推出。
PopNx MCP为使用 AI 的人准备的 MCP 服务器 · 用大白话讲清楚

Dembrandt

作者:dembrandt版本 0.39.2i★ –i在你的电脑上运行
注册名称io.github.dembrandt/dembrandt

安装

概览

作者提供的说明(英文原文)

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

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

  • 连接方式: 在你的电脑上运行
  • 传输方式: stdio
  • 分类: 设计、图片与音频

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

  • 基础检查:1 项中通过 1 项
  • 在你的电脑上运行,拥有你的用户账户的权限(文件、网络、应用)。
  • 注册中心没有列出需要填写的密钥。

你需要

  • npm已安装 Node.js(用于 npx 命令)

你用的是哪个应用?

在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。

打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json

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

在终端中运行这条命令

claude mcp add dembrandt -- npx -y dembrandt mcp

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

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

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

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

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。

你的选择通过 Cookie 保存在这台设备上,无需账户。

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。

它能做什么

它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。

基础检查i

我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日

  • ✓ 通过

    作者与仓库一致

    注册名称已通过 GitHub 账户 dembrandt 验证,该账户拥有此仓库

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • – 不适用

    端点有响应

    它在你的电脑上运行,没有互联网端点

  • – 不适用

    使用 OAuth 登录

    在你的电脑上运行,改用本地设置

  • … 尚未检查

    工具描述中没有隐藏指令

    它在你的电脑上运行;我们只能读取互联网端点的工具列表

与“设计、图片与音频”中的其他服务器比较i

  • 星标数多于此分类中其他 2186 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 2186 个服务器的 53% 更新
  • 基础检查结果等于或优于此分类中其他 2186 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。

常见问题

Dembrandt 安全吗?

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。

它需要哪些密钥或代码?

注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端?

它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(0.39.2)于26天前进入注册中心。

哪些应用可以使用它?

支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。

有什么可以替代它?

同一分类中有:Figma Context MCP, Claude Real Video, Figma MCP Server

替代选择

同一分类中其他作者的服务器,按星标数排序。

如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Figma Context MCP

作者:GLips

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

在你的电脑上运行★ 16,165MIT5个月前更新
安装

Claude Real Video

作者:HUANGCHIHHUNGLeo

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

在你的电脑上运行★ 2,284MIT2个月前更新
安装

Figma MCP Server

作者:figma

The Figma MCP server brings Figma design context directly into your AI workflow.

在云端运行★ 2,15213个月前更新
安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

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

只显示了开头部分;其余内容请在仓库中阅读

问 PopNx