Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
作者提供的说明(英文原文)
Runtime CSS probe — inspect layout, overflow, scroll chains in a real browser. For AI agents.
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。
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。
选择你使用的 AI 应用,然后复制设置。
你需要
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": {
"cssprobe-cli": {
"command": "npx",
"args": [
"-y",
"cssprobe-cli"
]
}
}
}在终端中运行这条命令
claude mcp add cssprobe-cli -- npx -y cssprobe-cli粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"cssprobe-cli": {
"command": "npx",
"args": [
"-y",
"cssprobe-cli"
]
}
}
}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。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"cssprobe-cli": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"cssprobe-cli"
]
}
}
}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。
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6日
注册名称已通过 GitHub 账户 mack-peng 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
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。
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。
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)。
GitHub 仓库最后更新于–,最新版本(0.3.0)于2个月前进入注册中心。
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。
同一分类中有:Browser Use, Chrome DevTools MCP, MCP Server Browser
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
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
MCP server for Chrome DevTools
MCP server for browser use access
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。
Runtime CSS probe — inspect layout, scroll, colors, backgrounds, fonts and more in a live browser. Built for both humans and AI agents.
Static + runtime CSS diagnosis for AI agents — pair with cssgraph (the CSS knowledge graph) for the full picture.
When an AI agent needs to debug CSS — why is this element overflowing, what's the actual rendered layout, is this container scrollable — it can't see the browser. It guesses from static code, missing runtime-only issues like overflow, scroll chains, and containing block hijacks.
cssprobe-cli gives the agent eyes. It opens a real browser, collects computed styles and metrics via injected JavaScript, analyzes them with a confidence model, and returns structured findings — all in one command. The agent asks a question about any selector and gets back the DOM tree, ASCII layout diagram, overflow warnings, and scroll diagnosis without leaving the terminal.
Copy and paste this prompt to your LLM agent (Claude Code, Cursor, Codex, etc.):
Install and configure cssprobe-cli by following the instructions here:
https://raw.githubusercontent.com/mack-peng/cssprobe-cli/main/docs/guide/installation.md
Or read the Installation Guide, but seriously, let an agent do it. Humans fat-finger configs.
Fetch the installation guide and follow it:
curl -s https://raw.githubusercontent.com/mack-peng/cssprobe-cli/main/docs/guide/installation.md
Or install directly:
npm install -g cssprobe-cli
cssprobe-cli skill-install
┌───────────────────────────────────────────────────────────┐
│ AI Agent │ │ │ │ "Is .sidebar overflowing?" │ │ calls: cssprobe-cli inspect .sidebar │ │ │ │ └─────────────────────────────┬─────────────────────────────┘ │ ▼ ┌───────────────────────────────────────────────────────────┐ │ cssprobe-cli daemon │ │ │ │ collector (IIFE) → analyzer (pure) → renderer (md/json) │ │ │ │ │ ▼ │ │ Playwright browser (Chromium) │ │ getBoundingClientRect · getComputedStyle · DOM walk │ └───────────────────────────────────────────────────────────┘
open spawns a daemon process managing a browser. Commands connect via Unix socket.# Open browser (non-blocking, starts daemon session)
cssprobe-cli open https://getbootstrap.com/docs/5.3/examples/checkout
cssprobe-cli inspect .container
cssprobe-cli layout .container
cssprobe-cli findings .container
cssprobe-cli close
# Open browser in headed mode
cssprobe-cli open https://mysite.com --headed
cssprobe-cli state-save --name mysite
cssprobe-cli open https://mysite.com --state state.json --headed
cssprobe-cli inspect body --json
cssprobe-cli inspect body --json | jq '.findings[] | {id, confidence, message}'
cssprobe-cli ships an MCP server (stdio), so AI clients call it as a native tool — no shell needed:
cssprobe-cli mcp-install # auto-detect and configure installed clients
cssprobe-cli mcp-install --target=claude,cursor,codex cssprobe-cli mcp-install --local # write project-scoped config
Manual configuration for any MCP client:
{
"mcpServers": { "cssprobe-cli": { "command": "cssprobe-cli", "args": ["mcp"] } } }
Exposes 10 tools: cssprobe_open, cssprobe_inspect, cssprobe_tree, cssprobe_layout, cssprobe_findings, cssprobe_eval, cssprobe_screenshot, cssprobe_inject_css, cssprobe_close, cssprobe_status. Remove with cssprobe-cli mcp-uninstall.
| Command | Description |
|---|---|
open [url] | Open browser in session mode (non-blocking) |
open [url] --headed | Show browser window |
open [url] --state | Open with saved cookies + localStorage |
open [url] --viewport 1280x720 | Custom viewport size |
open [url] --expect-url | Fail unless the final URL matches the pattern |
open [url] --fail-on-login | Fail fast when redirected to a login URL |
close | Close browser session |
close --all | Close all sessions across all workspaces |
status | Show session status (URL, title, frame count) |
frames | List frames: index, name, URL, main marker |
doctor | Diagnose browser install vs Playwright expected revision |
| Command | Description |
|---|---|
inspect | Full CSS diagnosis (computed values, declared values, findings) |
inspect --layout | Include ASCII layout diagram |
inspect --brief | Compact: tree sketch + warnings/errors only |
inspect --json | Structured JSON output |
tree | DOM tree structure |
layout | ASCII layout diagram |
findings | Only issues/warnings/errors |
Inspection commands accept --frame to target an iframe; the default is the main frame.
| Command | Description |
|---|---|
inject-css | Inject CSS into current page |
| Command | Description |
|---|---|
resize | Resize browser viewport |
eval | Evaluate JavaScript (browser context); DOM nodes are auto-serialized; promises are awaited, undefined fields become null |
eval @file / eval - | Read the expression from a file or stdin |
playwright | Execute Playwright API (Node.js context) |
screenshot | Take screenshot (saves to ~/.cssprobe-cli/screenshots/, --out to override) |
| Command | Description | |||
|---|---|---|---|---|
click | Real mouse click (auto-scroll + actionability wait; works with custom React components) | |||
hover | Real mouse hover | |||
type | Fill text (replaces value); --press Enter to submit; --sequential for real key events | |||
wait-for | Wait for selector state (`--state visible\ | hidden\ | attached\ | detached, --timeout ms`) |
wait-for --js " " | Wait until a JS predicate is truthy | |||
wait-for --network-idle | Wait until the page is network-idle (page-level; no --frame) | |||
wait-for ... --frame | Wait inside an iframe (selector/js modes) | |||
sample " " | Sample an expression over time (--interval, --duration, --key, --frame); returns timeline + summary | |||
wait-stable " " | Wait until an expression stops changing (--tolerance, --window, --timeout) | |||
run | Run a multi-step flow script |
click / hover support --nth N (1-based, default first match), --force (skip actionability checks) and --timeout ms. Without --nth, multiple matches fail (strict) to prevent wrong-target clicks.
| Command | Description |
|---|---|
state-import | Import cookies from Netscape format |
state-save | Save current browser session state (cookies + localStorage) |
state-check | Validate a state file: cookie count, expiry, target domain coverage (--state, --url) |
| Command | Description |
|---|---|
config-show | Show current config |
config-set | Set config value |
config-list | List all profiles |
config-use | Switch active profile |
config-new | Create new profile |
config-path | Show config file path |
The interaction commands drive a page step by step; run turns a sequence into a versionable script:
cssprobe-cli open https://example.com/editor
cssprobe-cli wait-for .editor-canvas cssprobe-cli click ".layout-switch" --nth 1 cssprobe-cli type ".block-title input" "Hello" --press Enter cssprobe-cli inspect .block-grid --json cssprobe-cli close
For repeatable flows, write a script and run it with one command. The script runs inside the daemon session (full Playwright page access):
// flow.js
export default async ({ page, context, frames, newPage, click, waitFor, type, inspect, screenshot, expect, log }) => { await page.goto('https://example.com/editor', { waitUntil: 'domcontentloaded' }); await waitFor('.editor-canvas', { state: 'visible', timeout: 10000 });
await click('.layout-switch', { nth: 1 }); await waitFor({ js: "() => document.body.dataset.layout === 'two-col'" });
await type('.block-title input', 'Hello', { press: 'Enter', sequential: true, clear: true }); await waitFor({ networkIdle: true });
const { findings } = await inspect('.block-grid', { format: 'json' }); log('findings:', findings.length); await screenshot({ path: './after-layout-switch.png' });
return { findings: findings.length }; };
cssprobe-cli run ./flow.js # --timeout ms for the whole script (default 300000, 0 = unlimited)
Scripts must default-export an async function receiving the API object: page, context, frames(), newPage(), click, hover, type, waitFor, inspect, screenshot, expect, log. waitFor accepts { state, timeout, frame }. Uncaught page errors are collected into the result envelope as pageErrors. screenshot relative paths resolve against the script's directory; logs (log() and console.*) are collected and returned with the result. On failure the command exits 1, prints the collected logs, and keeps the session alive.
Scripts are executed by the local daemon with full Node privileges — only run trusted scripts.
Run repeatable regression cases from a JSON suite: each case opens a fresh browser, executes steps, asserts on saved values, and writes artifacts + an optional JUnit report.
cssprobe-cli scenario run suites/ticket-26571394.json \
--state ~/.cssprobe-cli/states/preprod.json \ --artifacts out/ticket-26571394 \ --junit out/junit.xml
{
"name": "ticket 26571394 preprod", "defaults": { "viewport": { "width": 1280, "height": 800 } }, "cases": [ { "name": "refresh keeps the hash section align
只显示了开头部分;其余内容请在仓库中阅读