Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
作者による説明(英語の原文)
Drive a real Playwright browser: annotated screenshot + structured page state after every action.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"clickcast": {
"command": "npx",
"args": [
"-y",
"clickcast-mcp"
]
}
}
}ターミナルでこれを実行します
claude mcp add clickcast -- npx -y clickcast-mcpプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"clickcast": {
"command": "npx",
"args": [
"-y",
"clickcast-mcp"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"clickcast": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"clickcast-mcp"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント AlexKay28 で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(0.4.4)がレジストリに届いたのは2 か月前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにPython (uv), Node.jsも必要です。
同じカテゴリには:Browser Use, Chrome DevTools MCP, MCP Server Browser
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日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
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
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. |
冒頭だけを表示しています。続きはリポジトリで読めます