Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Drive a real Playwright browser: annotated screenshot + structured page state after every action.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"clickcast": {
"command": "npx",
"args": [
"-y",
"clickcast-mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add clickcast -- npx -y clickcast-mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"clickcast": {
"command": "npx",
"args": [
"-y",
"clickcast-mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"clickcast": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"clickcast-mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 AlexKay28 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.4.4)은 2개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv), Node.js도 있어야 해요.
같은 카테고리에는: Browser Use, Chrome DevTools MCP, MCP Server Browser
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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. |
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요