Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
作者による説明(英語の原文)
Real-browser UI checks and speed audits for coding agents, catching fixes that only hide the bug.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"mantis": {
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"mcp"
]
}
}
}ターミナルでこれを実行します
claude mcp add mantis -- npx -y @vulinh1704/mantis mcpプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"mantis": {
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"mcp"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"mantis": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"mcp"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント vulinh1704 で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(0.7.0)がレジストリに届いたのは8 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにNode.jsも必要です。
同じカテゴリには:Browser Use, Chrome DevTools MCP, MCP Server Browser
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日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
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
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冒頭だけを表示しています。続きはリポジトリで読めます