Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Real-browser UI checks and speed audits for coding agents, catching fixes that only hide the bug.
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": {
"mantis": {
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add mantis -- npx -y @vulinh1704/mantis mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"mantis": {
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"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": {
"mantis": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"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 vulinh1704 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(0.7.0)은 7일 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.
Mantis
Sees 12 color channels. You see 3. Your coding agent sees 0.
English · Tiếng Việt · 简体中文
▶ Watch the 60-second intro (MP4, 4 MB) · 1080p
Your coding agent builds UI with its eyes closed. It writes the CSS, says "Done ✅", and never opens the browser.
Then someone opens the page on a phone:
Mantis catches the UI bugs your agent can't see, and the ones it hides. It:
| Problem | What you see | Why agents miss it |
|---|---|---|
| Page overflow | Sideways scrolling on a phone | They picture the desktop layout |
| Cut-off text | "Đăng ký nhận bản ti…" | They test with short English strings |
| Right-to-left mistakes | Arabic laid out left to right, a row cut off on the left | They never switch the page to dir="rtl" |
| Overlap | A badge sitting on top of a button | Absolute positioning looks fine at one width |
| Contrast | Gray text you can barely read | Colors are chosen in code, never seen |
| Dark-mode leaks | One white card in a dark page | A hard-coded #fff the theme can't reach |
| Tiny tap targets | 16px icon buttons on a phone | A mouse is precise, a thumb isn't |
| Console errors, broken images | Red errors, empty boxes | Nobody opened DevTools |
| Layout shift | Content jumps while you read | Everything loads instantly on localhost |
| Off-style values | A blue one shade off your brand, a 15px corner among 16px ones | They hard-code a value instead of using your token |
Slow pages (mantis perf) | A 5 s wait on a phone, API calls in a row, a chat widget holding the page | Localhost on a laptop is fast |
/mantis runs the app through every screen × theme × language in a real browser and writes a report the agent reads, with annotated screenshots./mantis-fix fixes causes, not symptoms. It never puts overflow-x: hidden on the body, shrinks text until it fits, or turns dark mode off, and the next run checks that it didn't./mantis-proof makes a before/after sheet, a close-up of one fixed finding, and optionally a video, for your pull request./mantis-perf measures the page like a phone on slow 4G, fixes what slows it down in order of impact and risk, and checks that the page got faster, not emptier (see below).mantis look http://localhost:3000 --routes /,/settings --locales en,vi
Each language cell sets the browser locale and Accept-Language. Many apps pick their language another way, and --locale-strategy handles that (from v0.5):
| The app switches language by | Pass |
|---|---|
a URL prefix, e.g. /vi/settings | --locale-strategy path:/{locale} |
| a query parameter | --locale-strategy query:lang |
| a cookie (next-intl, Rails) | --locale-strategy cookie:NEXT_LOCALE |
| localStorage (i18next) | --locale-strategy storage:i18nextLng |
A language whose page text comes out the same as the first one is reported as "not localized". That usually means the strategy is wrong.
No translations yet? Add the pseudo-locale (from v0.5): --locales en,pseudo. That cell loads the first language and rewrites every visible string the way translations grow. "Subscribe" becomes [Šûƀƀšççŕîîƀéé]: accented, about 40% longer, and bracketed, so a missing ] shows the end was cut. Text the app renders later is rewritten too. Code, form input and translate="no" content are left alone. The pseudo-locale finds layouts that break with longer text. It can't tell which strings are hard-coded, because it rewrites them all.
Right to left. Arabic, Hebrew, Persian and Urdu pages start at the right edge and overflow to the left. Mantis checks them the same way, mirrored. It also reports an error when such a page is laid out left to right because dir="rtl" is missing. To see how an app without those languages would cope, use --locales en,pseudo-rtl: the pseudo-locale, laid out right to left (from v0.5).
An agent told to make the report clean can make it clean without fixing anything. Every mantis look compares itself with the previous run of the same URL, so these tricks don't work:
| Trick | What Mantis reports |
|---|---|
overflow-x: hidden on html, body or the app root | The overflow, still: the element that is cut off, and the rule that hides it |
Hide the broken element (display: none, visibility: hidden, opacity: 0) | cover-up: the issue is gone, but so is the element |
| Hide the *other* element of an overlap | cover-up on that element |
| Shrink the text until it fits | cover-up: 16px → 7px |
| Clip it, or cut the text short | cover-up: less of it is visible, or fewer characters |
| A button, link or heading quietly disappears | lost warning |
A cover-up is an error, so the run still fails. When the fix is honest, the run ends with a receipt:
Mantis: 0 errors, 0 warnings in 24 cells
vs 2026-10-29T11-51-22: 18 fixed · 0 new · 0 cover-ups · 0 lost
mantis perf, from v0.6)Ask an agent to make a page faster and it may remove the hero image, cut the list to five rows, or lazy-load what the first screen shows. The numbers get better, and the page gets worse. mantis perf measures the page, says what makes it slow down to the line of code, ranks the fixes by impact and risk, and fails the run when a "speed-up" only removed content.
mantis perf http://localhost:4173 --routes /,/pricing
Measures like a phone. Every route gets N cold visits (--runs 5 by default) in Chromium. The default profile is a mid-range phone on slow 4G: 4× slower CPU, 562 ms round trips. --profile desktop turns the throttling off. You get the median and spread of LCP, FCP, TBT, CLS, TTFB, when the API data was in, bytes and requests. A development server is called out, since its numbers are not what users get.
One more visit runs without throttling, because throttling hides what it touches:
Says what to fix, ranked. perf.md starts with the fixes:
| bucket | means |
|---|---|
| Do first | worth it, low risk |
| Plan | worth it, the fix needs care |
| Nice to have | small gains |
| Your call | a product decision, such as dropping a vendor |
Each fix names a culprit the agent can open. That is a selector, a URL, or file:line with the function and its callers (loadConfig /app.js:4 ← main /app.js:51). It also gives the metric the fix moves with an estimated saving and how sure that estimate is, and the detected framework's own way to fix it (Next.js, Nuxt, Angular, Vue, React, SvelteKit). It finds:
that hold the first paint;Slow APIs. Every API call is traced to the code that made it. Mantis finds:
Third parties. Grouped by vendor (Google Analytics, Intercom, YouTube, Stripe and about 50 more): their bytes, main-thread time, render-blocking files and iframes. Each kind gets its fix: a facade for chat and video, analytics after the page is interactive, self-hosted fonts. Whether a costly vendor is worth it goes under "Your call".
A receipt you can trust. Run it again after a fix and it compares itself with the previous run of the same URL and profile:
vs 2026-10-30T12-32-02: LCP 2.5 s → 36 ms · TBT 121 ms → 0 ms · CLS 0.164 → 0 · transferred 551 KB → 354 KB · 11 fixed · 0 new · 0 cover-ups
A change counts only beyond the noise, meaning both runs' spread. Anything else is shown as ≈. A route that got faster because its LCP image, its text, its first-screen images, headings or controls went away is a cover-up error: "Faster, or just emptier?". Findings that left with the content are not counted as fixed.
Is this Lighthouse? Lighthouse scores a page. mantis perf is built for the agent loop:
What has been measured so far:
fixtures/buggy-app has 13 planted UI bugs, listed in PLANTED.json. Mantis reports every one of them in exactly the screen, theme and language cells where it was planted, and nothing else. On fixtures/clean-app, the same app with every bug fixed, it reports zero issues. Both checks run in CI.buggy-app behind the same URL (hide the overflow with overflow-x: hidden, hide the menu button, hide the button it overlaps, shrink a label to 7px) are all still reported or flagged as cover-ups. Swapping in앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요