Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Fast Chrome and Electron automation for agents: an accessibility tree with refs, one call per step.
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": {
"navigera": {
"command": "npx",
"args": [
"-y",
"navigera",
"mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add navigera -- npx -y navigera mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"navigera": {
"command": "npx",
"args": [
"-y",
"navigera",
"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": {
"navigera": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"navigera",
"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 andrey-usa 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(0.9.0)은 오늘 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 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.
Browser automation for AI agents. One native binary (Rust, no Node) that an agent drives from its shell, one command per step, against a warm Chrome. It reads pages as a compact accessibility tree with [ref=N] handles, acts with real mouse and keyboard events, and after each action prints what changed on the page, so the agent seldom needs a second look.
navigera -s work start # a warm headless browser named "work"
navigera -s work goto https://example.com navigera -s work ax # the page as a tree; actionable nodes carry [ref=N] navigera -s work click 12 # prints what the click changed, or ok navigera -s work quit
Faster software for a better planet — less energy, less compute, more time for life.
batch, against 8.0K–13.8K) at the lowest cost; all 96 of its sessions succeed.+ status: Results for: headphones), one that changes nothing prints ok, and an error says what to do next.From one benchmark run on GitHub's runners (bench 42228718100) and the agent eval (run 42228800128), on builds with the same source; how each was measured is under Benchmarks and Agent eval.
| navigera | the best of the others | |
|---|---|---|
| median tokens per agent session (one model, six tools) | 7,906 (5,094 with batch) | agent-browser 8,035 |
| estimated cost of the 48 agent sessions | $0.0373 ($0.0351 with batch) | agent-browser $0.0393 |
| time per agent command | 33 ms | agent-browser 104 ms |
| a 1,000-row page as a snapshot | 88 ms, 41 KB | Playwright MCP 177 ms, 144 KB |
| scripted session, same Chrome | 0.61 s | go-rod 0.66 s |
| cold start, same Chrome (median of 15) | 0.30 s | go-rod 0.29 s |
| memory of the driver itself | 7 MB | chromedp 8 MB |
| eight agents at once | 947 MB | agent-browser 2,366 MB |
eval, warm: 0.46 ms against go-rod's 0.44 ms. navigera is a separate process an agent's shell talks to, and go-rod a library inside its caller; the gap is 0.02 ms.batch is level with agent-browser on median tokens (7,906 against 8,035) and a little behind it on the order form (median 8.4K against 8.1K); playwright-cli and Playwright MCP finished the price table in fewer turns (median 4 against 5).nv-shell) run chrome-headless-shell, a lighter build of Chrome the other drivers here don't use; the comparisons above are all on the same Google Chrome.curl -fsSL https://raw.githubusercontent.com/andrey-usa/navigera/master/install.sh | sh
Windows (PowerShell):
irm https://raw.githubusercontent.com/andrey-usa/navigera/master/install.ps1 | iex
Or with a package manager; each one installs the same prebuilt binary:
| Channel | Command |
|---|---|
| npm | npm install -g navigera (or npx navigera …) |
| pip / uv | pip install navigera · uv tool install navigera |
| Cargo | cargo install --locked navigera |
| Homebrew | brew install andrey-usa/tap/navigera |
| Scoop | scoop bucket add andrey-usa https://github.com/andrey-usa/scoop-bucket then scoop install navigera |
Then give your agent the usage guide:
navigera install-skill # -> ./.agents/skills (Gemini CLI, Codex, Cline, Kilo, …)
Linux, macOS and Windows are supported. On Windows the session socket is a loopback TCP port that only accepts clients presenting a random token from the session file in your temp directory, CDP runs over a DevTools WebSocket, and Chrome sits in a kill-on-close job object, so it still exits when navigera dies.
navigera finds Chrome on its own: $CHROME_BIN, a system Chrome, Chromium or Edge, or one it installed itself. For the fastest cold start, navigera install-browser downloads chrome-headless-shell from Google's Chrome for Testing into navigera's own cache: the same Chrome without its browser UI layer, about three times faster to start (see Benchmarks). Once it is there, headless sessions use it and headed ones the system Chrome (navigera install-browser chrome puts the full Chrome there too, for a machine with none). Set $CHROME_BIN to choose explicitly.
navigera -s work start # warm headless browser behind a local socket
navigera -s work goto example.com navigera -s work ax # page as an indented tree, [ref=N] on actionable nodes navigera -s work click 12 # act on a ref navigera -s work fill 31 "hello" && navigera -s work press Enter navigera -s work wait --text "Saved" navigera -s work quit
Steps you are sure of go in one call, one model turn: batch reads one command per line (or JSON ops) and prints what the steps read and the page state once, stopping at the first failure:
navigera -s work batch <<'EOF'
goto https://example.com/signup fill --label Email ada@example.com select --label Plan Pro check --label "I accept the terms" click --role button --name "Create account" text --selector .welcome EOF
page "Checkout — Acme" http://shop.test/checkout
The commands are goto, ax, click, fill, type, press, select, hover, drag, scroll, upload, wait, eval, back/forward/reload, screenshot, pdf, the tab-* commands, dialog and quit, with get and is for one value, console and network for what the page logged and fetched, cookies, storage and state save|load (cookies and localStorage as one JSON file) for sign-ins, set for viewport, device, media, geo and the like, route to fail, answer or change requests, or replay a recorded HAR, and webmcp-list / webmcp-call for the tools a page offers agents through WebMCP (on in the browsers navigera starts; a tool that may change things needs --confirm).
--selector , --text " ", --role/--name, --label, --placeholder or --testid.ax, the lines of that tree that are new, gone or different, with their refs; ok when nothing visible changed), a read only its value; errors go to stderr. --output json (or NAVIGERA_OUTPUT=json) prints one JSON line per command, for programs.navigera help .skills/navigera/SKILL.md, also printed by navigera skill.Three ways, from most direct to most portable:
| Way | the agent gets | needs |
|---|---|---|
start --attach | your running Chrome itself, in a window of its own: your logins, settings, extensions, live | Chrome 144+, remote debugging turned on once at chrome://inspect/#remote-debugging, and a click on Allow |
start --profile agent --from chrome | a browser of its own, seeded with a copy of your Chrome profile's sign-ins (cookies, site storage, saved logins); it can run --headless while you keep working | any Chrome; same machine and user. On Windows close Chrome for the copy (it locks its cookies) |
state save / state load | the cookies and site storage of a session, as a file, to any other machine or CI job | nothing; one JSON file of cookies and site storage |
The other way round, show puts a headless session on the person's screen with the same tabs and sign-ins, for the step only they can do (a login, a 2FA prompt, a CAPTCHA), and hide takes it back; MCP clients get the same as browser_handoff.
navigera profiles lists what can be handed over: each installed browser's profiles (name, signed-in email), whether --attach reaches it right now, and navigera's own --profile browsers. --profile work without --from is a persistent browser you sign in to yourself. Either way navigera works in windows of its own, quit only disconnects, and quit --close-browser waits until the profile is free.
start --electron launches a desktop app built on Electron and drives its windows like tabs: the same tree, refs, clicks, waits and eval. is the app's directory or main script (navigera runs the Electron in its node_modules), a packaged app's executable, a macOS .app bundle or a command on PATH; --electron-arg passes arguments to the app.
navigera -s app start --electron ./my-app # the window the app opens first
navigera -s app ax navigera -s app click --role button --name "Settings" navigera -s app tab-list # the app's new window is a tab, and the active one navigera -s app eval --main "({ app }) => app.getPath('userData')" # the app's main process navigera -s app quit # ends the app
How windows, the main process and attaching work
Windows the app opens later are adopted as they appear (one opened after the agent acts is the active tab; the app's own start-up windows don'
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요