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)
Drive a real Playwright browser: annotated screenshot + structured page state after every action.
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": {
"clickcast": {
"command": "npx",
"args": [
"-y",
"clickcast-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add clickcast -- npx -y clickcast-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"clickcast": {
"command": "npx",
"args": [
"-y",
"clickcast-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。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"clickcast": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"clickcast-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8日
注册名称已通过 GitHub 账户 AlexKay28 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(0.4.4)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 Python (uv), 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。
Give AI agents visual + structured feedback about live web UIs — and give humans deterministic demo reels while you're at it.
What's new (v0.4.4) —
npx-installable npm wrappers (clickcast+clickcast-mcp) on top of the v0.3.0 highlights: live agent control via an MCP server, pixel-levelclickcast diff, accessibility semantics fused with the pixel-grid overlay, an official CI GitHub Action, Homebrew/apt packaging, and a self-healing first run. SeeCHANGELOG.mdfor the full notes.
See [`docs/ONE_PAGE_NAVIGATION_ORDER_TIPS.md`](docs/ONE_PAGE_NAVIGATION_ORDER_TIPS.md) for the nine principles behind why this reel reads as legibly as it does — and the scenario template you can copy for your own reels.
clickcast drives a real browser through a website and hands back two things:
docs/feedback-schema.md.Point it at a URL and it will *auto-discover* the interactive elements and build a tour for you, or hand it a small YAML scenario for a scripted, repeatable walkthrough.
One line, ready to run immediately after:
pip install clickcast && clickcast install --with-deps chromium && clickcast doctor
Broken down — pip install clickcast (requires Python ≥ 3.10) gets you the CLI; clickcast install downloads Chromium (~one-time, ~180MB — kept out of the pip package itself since it's versioned independently and every project doesn't need every engine); --with-deps also pulls the system libraries Chromium needs (Linux only, may prompt for sudo); clickcast doctor confirms everything above actually worked.
Forgot the second step? Any command that needs a browser (auto, run, shot, elements, mcp) detects a missing engine itself and offers to install it right then instead of failing — say yes once and it retries automatically. That prompt only fires in an interactive terminal; CI/scripted runs fail fast with the exact fix command instead of hanging on stdin.
brew install --build-from-source ./Formula/clickcast.rb # works today, clone this repo first
brew install AlexKay28/clickcast/clickcast # tap not bootstrapped yet -- see docs/packaging/homebrew.md
.deb)bash scripts/build_deb.sh 0.2.9 && sudo dpkg -i dist-deb/clickcast_0.2.9_amd64.deb # works today, clone this repo first
sudo apt install clickcast # hosted repo not bootstrapped yet -- see docs/packaging/apt.md
Both native packages skip the Chromium download (~180MB, versioned independently of clickcast) and never install a second ffmpeg (clickcast already bundles one via imageio[ffmpeg]) -- run clickcast install --with-deps chromium once after either install path. Full design rationale, what's live today vs. what needs one-time bootstrapping, and the exact bootstrap steps: docs/packaging/homebrew.md, docs/packaging/apt.md.
clickcast + clickcast-mcp)Two npm packages -- thin Node wrappers whose postinstall provisions an isolated Python venv and pip-installs the pinned PyPI clickcast, since there's no way to ship clickcast's Playwright/Pillow/ffmpeg runtime as pure JS. Built specifically because the MCP ecosystem's install pattern is npx , not pip install:
npx -y clickcast-mcp # MCP entry point -- execs `clickcast mcp`
npx clickcast --version # general CLI wrapper
Both are published on the npm registry. To run against your working copy instead of the published version:
cd npm/clickcast-mcp && npm pack && npm install -g ./clickcast-mcp-*.tgz && clickcast-mcp --help
cd npm/clickcast && npm pack && npm install -g ./clickcast-*.tgz && clickcast --version
Full design rationale (including why the shared provisioning code is a vendored copy rather than a file: dependency), what's live today vs. what needs bootstrapping, and the exact bootstrap steps: docs/packaging/npm.md.
Paste the block below into your coding agent (Claude Code, Cursor, Copilot Chat, Codex, etc.) to teach it clickcast in one message. The agent will install the tool, verify the environment, generate a visual + machine-readable report for your project, and know how to gate CI on the results.
You are going to use `clickcast` (https://pypi.org/project/clickcast/) to visually verify
this project's frontend. It produces a watchable GIF reel + a JSON sidecar with per-step selectors, timings, page state, error codes, and a graph of the app's pages. Follow this exact sequence:
clickcast skill --json and read the output. It lists every subcommand, flag, docs URL, and sidecar schema pointer. Prefer this over guessing.--for-humans gives a legible reel for the user to watch; --emit-events prints a machine-readable JSONL line you can parse. .json, schema v4) For each step, gate on the structured fields — NOT regex over prose:status : "ok" | "failed" | "skipped"error_code : "timeout" | "locator_missing" | "cross_origin" | "navigation_error" | "selector_ambiguous" | "other"skip_reason : "optional_no_reaction" | "pre_action_failed" | "element_vanished" | "cross_origin_bounce"page_state : title, url_after, console_errors, page_errors, network_failed The top-level graph block gives page nodes + navigation edges you can use to reason about the app's shape, not just the sequence you ran.⚠ — see lines for known anti- patterns (nav-heavy tour, click without DOM reaction, very short reel, cross-origin bounce, incoherent cursor styling). Each has a stable kebab-case id you can dedupe or gate on.clickcast assertions .json --baseline golden.json diffs the run against a committed baseline; nonzero exit on drift. Byte-identical across runs (timestamps, frame paths, and URL query strings excluded).Reference docs (all in-repo, load lazily as needed):
If something is unclear, run clickcast --help before asking me.
Once the agent has this, ask it something concrete like *"run clickcast auto against http://localhost:3000 and tell me which clicks had DOM reactions"* — it now has everything it needs.
Everything above is batch mode: record a whole tour, then read back a GIF + sidecar. clickcast mcp is the live counterpart — an MCP server that drives one action at a time (goto/click/type/scroll/...) and hands back clickcast's richer per-call payload (annotated frame, page_state, grid coordinates, an enumerated error_code) instead of a bare screenshot, so an agent can react before deciding the next step.
pip install 'clickcast[mcp]'
{
"mcpServers": { "clickcast": { "command": "clickcast", "args": ["mcp"] } } }
Reach for mcp when an agent needs to explore and react live; reach for auto/run for a repeatable, one-shot artifact (CI, docs, release notes). Full tool reference, client config for Claude Code / Claude Desktop, and the schema doc: docs/mcp.md · docs/mcp-tool-schema.md.
clickcast auto https://example.com --out tour.gif
Produces two files:
tour.gif — the reeltour.gif.json — the AI-consumable sidecar (schema_version: 4, spec at docs/feedback-schema.md)For a walkthrough of how an LLM agent consumes both, see docs/ai-integration.md.
| Mode | Command | When |
|---|---|---|
| Auto | clickcast auto | Quick tour of a site; you don't care about the exact script. |
| Scenario | clickcast run tour.yml | Precise, repeatable walkthrough. Docs, release notes, CI. |
| Shot | clickcast shot | One screenshot, viewport or full-page. |
| Explore | clickcast explore | The app's *shape* only — nodes, edges, per-page discoveries — no reel. |
All three are deterministic, headless-by-default, and CI-friendly.
auto Discover interactive elements and record a click-tour.
| Flag | Default | Notes | |||
|---|---|---|---|---|---|
--out PATH | reel.gif | Extension picks the format. | |||
--max-steps N / -N | 15 | Total click budget across every visited page. | |||
--max-pages N | 5 | Cap on pages visited; 1 disables multi-page exploration. | |||
--max-duration SEC | 120 | Hard wall-time cap; on hit the tour stops and frames are encoded. | |||
--click-timeout SEC | 5 | Per-click timeout so one stuck click can't stall the tour. | |||
| `--traversal dfs\ | bfs` | dfs | dfs = narrative reels; bfs = site-map style coverage. | ||
--seed-url URL | – | Repeatable; tour visits exactly the start URL + seeds, no auto-enqueue. | |||
| `--pace fast\ | natural\ | slow\ | onboarding` | natural | Sets --fps + --dwell together. Explicit flags win. |
--zoom-on-click F | 0 (off) | Post-click crop-and-scale around the click point (e.g. 2.5 = 2.5×). | |||
--for-humans | off | Composite: flips --pace onboarding, --zoom-on-click 2.5, --highlight-target, --title-card, --summary-card. | |||
--highlight-target | off | Pulsing ring around each click target before the ripple. | |||
--title-card | off | Prepend a title card; masks the pre-first-paint flash. | |||
--summary-card | off | Append a pages · clicks · duration stats card. | |||
--dwell SEC | 1.0 | Hold time after each action. | |||
--initial-wait SEC | 2.0 | Post-networkidle hold to let SPAs hydrate. | |||
--viewport WxH | 1280x800 | ||||
--device NAME | – | Playwright preset (e.g. "iPhone 15", "Pixel 8"). | |||
--engine E | chromium | chromium / firefox / webkit. |
只显示了开头部分;其余内容请在仓库中阅读