Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
作者提供的说明(英文原文)
Real-browser UI checks and speed audits for coding agents, catching fixes that only hide the bug.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"mantis": {
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add mantis -- npx -y @vulinh1704/mantis mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"mantis": {
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"mantis": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 vulinh1704 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.7.0)于8天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Browser Use, Chrome DevTools MCP, MCP Server Browser
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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 in只显示了开头部分;其余内容请在仓库中阅读