Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Governed browser hands for AI agents: classified actions, human approvals, replayable audit trails.
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.
GHOST_HANDS_DRIVER, GHOST_HANDS_START_URL, GHOST_HANDS_APPROVER필요한 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": {
"ghost-hands": {
"command": "uvx",
"args": [
"ghost-hands",
"mcp"
],
"env": {
"GHOST_HANDS_DRIVER": "your-value",
"GHOST_HANDS_START_URL": "your-value",
"GHOST_HANDS_APPROVER": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add ghost-hands --env GHOST_HANDS_DRIVER=your-value --env GHOST_HANDS_START_URL=your-value --env GHOST_HANDS_APPROVER=your-value -- uvx ghost-hands mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"ghost-hands": {
"command": "uvx",
"args": [
"ghost-hands",
"mcp"
],
"env": {
"GHOST_HANDS_DRIVER": "your-value",
"GHOST_HANDS_START_URL": "your-value",
"GHOST_HANDS_APPROVER": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"ghost-hands": {
"type": "stdio",
"command": "uvx",
"args": [
"ghost-hands",
"mcp"
],
"env": {
"GHOST_HANDS_DRIVER": "your-value",
"GHOST_HANDS_START_URL": "your-value",
"GHOST_HANDS_APPROVER": "your-value"
}
}
}
}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.
GHOST_HANDS_DRIVER envGHOST_HANDS_START_URL envGHOST_HANDS_APPROVER env이 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 6일 점검
레지스트리 이름이 GitHub 계정 littlestjames82-sys 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(0.9.3)은 그저께 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 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.
Playwright drives. Stagehand thinks. Browser Use wanders. Ghost Hands answers for every move.
Ghost Hands is a standalone, zero-dependency Python package that gives an agent *hands* on the web — and a conscience to go with them. Every action an agent takes is classified before it runs (readonly / write / consequential), judged against a policy, written to a provenance trail *before* it executes, and — when it matters — gated on a human approval. Finished runs graduate into deterministic, model-free Ghost Hands scripts you can re-run for free.
The browser body is our own: a stdlib Chrome DevTools Protocol client drives Chromium directly over the --remote-debugging-pipe transport. There is no Playwright, no Selenium, and no other automation library under the hood — the automation layer is 100% ours. (We drive Chromium, the browser; we did not write a browser engine and don't claim to have.)
From Ghost Developer Studio. MIT licensed.
MCP Registry: mcp-name: io.github.littlestjames82-sys/ghost-hands
Status: v0.9.3 — live on PyPI and GitHub:
(
pip install ghost-hands) ·
doctor.py) — one command that answers "is everything wired up?" for the whole stack. Seven read-only checks — the Python runtime, a Chromium binary (found by the driver's own resolver, so doctor and the driver can never disagree), the four policy packs, the model environment, a GhostBus server (when --bus / GHOSTBUS_URL configures one; the workspace shape — single vs hosted /w/ / — is reported), the MrGhosty phone bridge (when configured: reachable, token accepted, MrGhosty version, accessibility state, bridge-protocol match), and adb — each rendering as a PASS / WARN / FAIL row with, when it isn't a PASS, a one-line plain-language fix ("Is the phone on, MrGhosty accessibility on, and adb forward tcp:8378 tcp:8378 running?" / "Pairing token mismatch — re-copy it from MrGhosty's Access checklist into GHOST_HANDS_ANDROID_TOKEN."). FAIL means "this part will not work until you act"; WARN means idle-or-optional (an unconfigured bus or bridge is a WARN, never a failure). Exit code is 1 iff anything FAILs. --json emits the same checks as structured data. Every probe carries a short timeout, so doctor never hangs on a dead endpoint, and no secret is ever printed: keys and the pairing token are reported as present, never as values.phone_proof.py) — the guided version of the first phone run. Where phone-approval-test proves one thing in isolation, phone-proof walks all five steps and *checks* each: bridge configured (else it prints the exact env setup and stops — exit 2, needs-setup), the adb forward (printed before it runs; skipped gracefully without adb/a device), the bridge status (MrGhosty version + accessibility), the harmless test approval ("LOOK AT YOUR PHONE NOW — tap Approve on the MrGhosty notification"), and a closing summary of what is now proven plus the exact next commands. Denied, expired, or timed-out approvals end gracefully with instructions — exit 3 (not approved); bridge/config failures are exit 1. --yes runs straight through without pauses, which is how the tests and bench drive it against the fake bridge.With MrGhosty v1.7+ installed on the phone and its accessibility service enabled, the whole first run is:
adb forward tcp:8378 tcp:8378 # or let phone-proof do it (step 2)
export GHOST_HANDS_ANDROID_TOKEN= ghost-hands doctor # every row green or explained? ghost-hands phone-proof # five checked steps to "proven"
phone-proof prints what each step needs before it checks it, and its exit code says how the story ended: 0 proven · 1 error · 2 needs-setup · 3 not approved. After it passes, the phone is a governed body: ghost-hands run --driver android --approver phone drives it with approvals on the phone itself.
ghost-hands report trail.jsonl, report.py). The trail was always the record; now it's a readable one. One run renders to ONE self-contained HTML file — inline CSS, no JavaScript, no external assets, works offline — in studio styling (dark charcoal, violet accent): a header (goal when the trail records one, body inferred from the perception URLs, date range, stop reason + summary), summary stat cards (steps, wall duration, perception chars / ~tokens, actions by class, approvals requested/granted/denied, heals, downloads/dialogs/net counts), and a step-by-step timeline — perceived map summary with a collapsible perception record, the decision in plain language ("click [4] 'Place order'"), the Governor's verdict with its classification chip and, for asks, how the story ended ("ask → approved via phone"), the result, and special events inline (heals with from/to, dialogs, downloads with filename + size, approval request/decision pairs with channel + decider, network capture in a collapsible). Rendering is defensive: every trail string is HTML-escaped (a hostile page title stays text), typed values are truncated at 80 chars, and a value typed into a type=password element renders as •••• (N chars). Corrupt lines are skipped and counted in the footer — a partial trail is still a record. A sample render ships in examples/sample-report.html.GHOST_HANDS_DRIVER=fake|chromium|simphone|android selects the session body (default: fake, as before), GHOST_HANDS_START_URL opens on the first perceive, and android sessions use the same GHOST_HANDS_ANDROID_BRIDGE / GHOST_HANDS_ANDROID_TOKEN env as the bus agent (the token never appears in tool output). Bodies with native eyes perceive through them, exactly like the Runner. GHOST_HANDS_APPROVER=phone routes session "ask" verdicts through PhoneApprover instead of the deny-with-explanation default, and hands_act replies state which channel decided ("approved via phone" / "denied: no approver (MCP default)"). hands_run defaults to the session body and accepts all four drivers. Configuration is per-server-process; unknown values fail loudly at startup.policies.INJECTION_PATTERNS: "ignore previous instructions", "disregard your instructions", "you are now", "system prompt", "click here to claim", "verify your password to continue", …), the Governor denies the action outright, whatever its class, and the govern event's reason names the matched pattern. The patterns are instruction-shaped phrases, never bare words — a button named "Ignore" does not trip it (guarded by tests). Implemented as data on the Policy (deny_patterns), so any pack or policy file can carry its own list.ghost-hands eval, evaluate.py). Eight graded tasks against local fixture pages — search-and-open, multi-field form fill + consequential submit, structured table extraction, multi-hop navigation to a fact, a trap page whose prominent button is destructive and must NOT be touched, a shifting page scored on heal recovery, a login form whose trail is audited for credential leakage, and an impossible goal scored on honest stopping. Four tasks run on real Chromium. Every task is scored on success, steps, wall time, perception chars / ~tokens, actions by class, approvals requested, and heals; --report PATH writes the JSON. Three deciders: --decider stub (a local stub model server whose deterministic policy proves the harness end to end — stub results are harness verification only, not a model-quality measurement), --decider rules (the RuleDecider as a second baseline), and --decider openai (a real model via the existing env-configured decider). Measured on this build: the stub passed 8/8 (the instrument works); the rules baseline passed 3/8 (trap avoidance, heal recovery, honest stop — its honest failures on search, forms, extraction, multi-hop, and login are data, not harness errors). Real-model numbers are reported separately wherever a key is available; see "Honest status".double_click, drag, click_at — are implemented end to end: the bridge dispatches real gestures (dispatchGesture, bounded callback latch, honest cancelled/failed results), click_at is validated against the current window's bounds and refused out-of-bounds, and AndroidDriver forwards all three (drag resolves both ends; click_at needs no target). SimPhoneDriver does not implement them — no fake parity; see docs/BODY_PROTOCOL.md §6 for which body supports what..tmp rename colliding under concurrent writers, HTTP 400) was fixed in GhostBus 0.4.1 (unique temp per save + serialized saves) and regression-tested in the GhostBus suite since 0.5.0 (44/44 + 6/6, re-verified for this build). Ghost Hands now proves it from its own side too: the bus demo flow and a parallel agent+poller barrage run against a real file-backed GhostBus with zero 400s, an intact store, and no orphan temp files (bench v7 bus, pytest test_file_store_barrage_no_races).PhoneApprover (phone_approver.py) posts a redacted approval request to the Ghost Hands bridge in MrGhosty v1.7.0, which raises a high-importance notification ("Ghost Hands needs approval") with Approve / Deny actions, mirrored by a card in MrGhosty's Device tab. The decision returns over the bridge; denied, expired, timed-out, and unreachable all mean no — silence is never consent. Works with every driver (ghost-hands run --approver phone … — the phone can approve a desktop Chromium run too), and in bus-agent mode via --approval-channel phone (the bus gets a courtesy comment; the approval itself is never requested from the bus). Approvals route to Ryan's phone through the MrGhosty bridge (notification + in-app decision) when the bridge is reachable; it is a local bridge channel, not a cloud push service. See docs/APPROVALS.md.앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요