Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Analyze, validate and safely update Ghost Inspector end-to-end browser tests
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_INSPECTOR_API_KEY, GHOST_INSPECTOR_ORG_ID, GHOST_INSPECTOR_ALLOW_WRITES, GHOST_INSPECTOR_ALLOW_RUNS, GHOST_INSPECTOR_BACKUP_DIR비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
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": {
"ghost-inspector": {
"command": "npx",
"args": [
"-y",
"ghost-inspector-mcp"
],
"env": {
"GHOST_INSPECTOR_API_KEY": "your-value",
"GHOST_INSPECTOR_ORG_ID": "your-value",
"GHOST_INSPECTOR_ALLOW_WRITES": "your-value",
"GHOST_INSPECTOR_ALLOW_RUNS": "your-value",
"GHOST_INSPECTOR_BACKUP_DIR": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add ghost-inspector --env GHOST_INSPECTOR_API_KEY=your-value --env GHOST_INSPECTOR_ORG_ID=your-value --env GHOST_INSPECTOR_ALLOW_WRITES=your-value --env GHOST_INSPECTOR_ALLOW_RUNS=your-value --env GHOST_INSPECTOR_BACKUP_DIR=your-value -- npx -y ghost-inspector-mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"ghost-inspector": {
"command": "npx",
"args": [
"-y",
"ghost-inspector-mcp"
],
"env": {
"GHOST_INSPECTOR_API_KEY": "your-value",
"GHOST_INSPECTOR_ORG_ID": "your-value",
"GHOST_INSPECTOR_ALLOW_WRITES": "your-value",
"GHOST_INSPECTOR_ALLOW_RUNS": "your-value",
"GHOST_INSPECTOR_BACKUP_DIR": "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-inspector": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"ghost-inspector-mcp"
],
"env": {
"GHOST_INSPECTOR_API_KEY": "your-value",
"GHOST_INSPECTOR_ORG_ID": "your-value",
"GHOST_INSPECTOR_ALLOW_WRITES": "your-value",
"GHOST_INSPECTOR_ALLOW_RUNS": "your-value",
"GHOST_INSPECTOR_BACKUP_DIR": "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_INSPECTOR_ORG_ID envGHOST_INSPECTOR_ALLOW_WRITES envGHOST_INSPECTOR_ALLOW_RUNS envGHOST_INSPECTOR_BACKUP_DIR 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 8일 점검
레지스트리 이름이 GitHub 계정 charliemtnez 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.
입력해야 할 값: GHOST_INSPECTOR_API_KEY
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(0.4.1)은 40일 전 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.
An MCP server for the Ghost Inspector API, so you can work with end-to-end browser tests from whatever agent you already use — Claude, OpenAI, OpenCode, your own automation — instead of clicking through the web UI.
Twenty tools. Fourteen only read, five write, and one runs a test for real. All of them are always listed — the gated ones refuse when called without their opt-in rather than hiding, so nothing has to be inferred from an absent tool.
The table is a map of the surface. Each tool's own description, which is what your agent actually reads, is where the detail and the gotchas live.
Understand an account
| Tool | Access | What it does |
|---|---|---|
gi_whoami | read | Verifies your API key, lists the organizations it can reach with their ids, and reports which gates are open. Start here when something is misconfigured, or when an agent tells you this server cannot modify anything. |
gi_inventory | read | The whole account as a folder → suite tree, with per-suite counts of passing / failing / module / not-yet-run tests and the ids and names of the failing ones. Filter by folder, or ask for failing suites only. |
gi_find_tests | read | Tests by name, folder, suite or what their own steps do (command, any fallback selector, value), with the ids every other tool takes. |
gi_module_usage | read | The reverse index of execute steps: for every imported test, who imports it directly and its full transitive blast radius, with ids. Also finds modules nobody imports, imported tests missing the import-only flag, broken references, and cycles. Filter the listing by folder or suite; the radius stays account-wide. One request per test. |
gi_get_test | read | One test's stored definition, identity and state — including the dateUpdated that gi_update_test requires as its concurrency token. Call it before composing any edit. Up to 20 at once; expandModules inlines what a run executes, step by step, with its owner. |
Find what is wrong
| Tool | Access | What it does |
|---|---|---|
gi_stale_tests | read | Splits red tests into stale and genuinely broken by comparing the whole execute chain's dateUpdated against each test's last run. Also finds passing tests whose result predates a change. Filter by folder or suite. One request per test. |
gi_vacuous_tests | read | Green tests that prove nothing, in three separate classes: runs zero steps; runs its steps but contains no assertion at all; or a shortlist whose lone final assertion may have been true before the test did anything. Filter by folder or suite. |
gi_test_result | read | Why one test is red: the failing step, its error, the selectors it was *authored* with rather than only the one that resolved, and which test or module actually owns the step — mapped by position against the current definition, never guessed. Leads with a staleness verdict, because a result that predates a change is not evidence. Returns the run's screenshot, video, URLs and console. Up to 20 at once. |
gi_test_history | read | A test's runs, newest first, up to 500: each verdict and failing step, the last pass, and the first failure of the current red streak. States how far back it could see. |
gi_failure_groups | read | Red tests grouped by when they began failing, across suites and folders, with their common errors and targets — many reds within hours usually share one cause. |
Fix it
| Tool | Access | What it does |
|---|---|---|
gi_propose_repair | read | Turns a diagnosis into a concrete proposal: the rewritten step, which test owns it, and the token to write it. Applies nothing, and refuses on a stale diagnosis or a step it cannot locate. |
gi_plan_test | read | Exactly what gi_validate_test would send — modules inlined, {{variables}} resolved, all three submit-guard layers applied — and whether it would be refused. Starts no browser and needs no organization id. |
gi_validate_test | read¹ | Runs a definition through on-demand execution, which executes and discards it, and reports every step. Replicates the suite's configuration and variables, and guards against submitting in three layers (see the safety model). |
gi_screenshot_status | read | A test's screenshot comparison: the settings in force (inherited from the suite when the test leaves them unset), the measured difference against the threshold, the image it was compared against, and the baseline the next run will use — which differ right after an accept. Up to 20 at once. |
gi_screenshot_diff | read | Where a screenshot changed: compares a result's full-size image with its baseline pixel by pixel and returns the changed bands plus full-size crops of the largest, baseline above current. |
gi_update_test | write | Replaces a test's steps, renames it or changes its start URL, behind four guards and a concurrency token. The prior definition is saved to an owner-only file. |
gi_move_suite | write | Moves a suite with its tests to another folder. Reversible; returns the prior folder so the undo is one call. |
gi_move_test | write | Moves one test to another suite — also how to retire one. Reversible; says whether the destination runs on a schedule, since the test starts running with it. |
gi_create_suite | write | Creates an empty suite, in a folder if you name one. Refuses a same-named sibling unless you insist. |
gi_duplicate_test | write | Copies a test, places it in a suite, renames it and optionally re-points its start URL in one call. The only way to get a new test — Ghost Inspector has no create endpoint — so a source test is required. Clears the copy's schedule by default. |
gi_accept_screenshot | write | Makes the latest screenshot the new baseline — only if it is the result you looked at, still the latest and finished, with a failing comparison. Returns the baseline it replaced, since the API cannot restore one. |
gi_run_test | run | Executes a test exactly as saved and waits for the verdict. Its own gate, separate from writes. A test that submits a form is refused unless you confirm on that call. |
¹ gi_validate_test saves nothing, but it drives a real browser against a real URL, so it is not marked read-only.
The six write tools refuse unless GHOST_INSPECTOR_ALLOW_WRITES is exactly true, and gi_run_test refuses unless GHOST_INSPECTOR_ALLOW_RUNS is. A refusal changes nothing and names the variable to set. gi_whoami reports both gates.
Not included, on purpose. Deletion of any kind. DELETE /suites/{id}/ cascades to every test in the suite with no undo, and that blast radius does not belong behind an agent; deleting a test is left out for the same reason, since there is no version history to restore from.
Creating a test from nothing is not possible. Ghost Inspector exposes no create endpoint — POST /tests/ returns the test listing, the organization- and folder-scoped variants return 404, and the vendor documents update, duplicate and delete with no create. gi_duplicate_test is the supported route: copy an existing test, place it, rename it. It is named for what it does, because calling it "create" would set the wrong expectation about needing a source.
Dating a regression back to its last green run is gi_test_history. Old results are purged, so every answer carries its horizon: how far back it walked, and whether that was the end of what Ghost Inspector retains or only the end of what was asked for.
You talk to your agent, not to the tools. These are the questions the server is built to answer:
A note on scale. This server earns its place on accounts that have accumulated mess: hundreds of tests, shared modules with unclear ownership, a failing list nobody has triaged in months. On a small, well-tended account — a couple of dozen tests, no modules, everything green — gi_stale_tests, gi_module_usage and gi_vacuous_tests will correctly return nothing, and the server will look like it does very little. That is the honest answer for that account, not a malfunction.
Ghost Inspector's API is small and stable, so a 1:1 wrapper would add nothing over curl. This server is for the three things curl cannot give you:
Other community wrappers of this API exist. The difference here is the posture: nothing is written or executed until you opt in, no deletion at any opt-in level, and every write behind guards that cannot be turned off.
Two worked examples of that third point, because it is the whole thesis.
Marking a test Import Only — Ghost Inspector's way of saying "this is a module, other tests import its steps" — *deletes its stored results*. Every module is therefore permanently "never executed": no results, passing not a boolean, last-run date pinned to the 1970-01-01 epoch sentinel. The obvious implementation of stale-test detection sorts by last-run date, so it reports every module in your account as the deadest, most broken thing in it, and advises deleting exactly the steps all your live tests share. This server knows that, and ships the predicate that prevents it.
And a test whose steps are only execute calls into modules with no steps runs zero steps and passes, because nothing can fail. The dashboard shows it green while it asserts nothing, which is worse than red because nobody investigates green. Emptying one shared module does that to every test importing it, silently and all at once.
That is the smallest of three ways a test can be hollow. On a real account of a few hundred tests, gi_vacuous_tests found that the largest group by far was not this one but tests that run every step and contain no assertion at all — they can only fail if a step errors. A third group asserts only on its final step, which may well have been true before the test did anything. All of them green.
Requires Node 18+. There is nothing to install ahead of time — your MCP client launches the server with:
npx -y ghost-inspector-mcp
That always runs the latest release. To pin one, which is what a team sharing a setup should do, name it: npx -y ghost-inspector-mcp@0.4.1.
[![Install in VS Code](https://im
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요