Browser Use
Lets AI do web tasks for you, such as filling forms, searching and extracting data, in the maker’s cloud browsers or on your computer.
Description from the maker (original English)
Real-browser UI checks and speed audits for coding agents, catching fixes that only hide the bug.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"mantis": {
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"mcp"
]
}
}
}Run this in your terminal
claude mcp add mantis -- npx -y @vulinh1704/mantis mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"mantis": {
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"mantis": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@vulinh1704/mantis",
"mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account vulinh1704, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.7.0) reached the registry 8 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Browser Use, Chrome DevTools MCP, MCP Server Browser
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Lets AI do web tasks for you, such as filling forms, searching and extracting data, in the maker’s cloud browsers or on your computer.
Lets AI use Chrome’s developer tools to inspect pages, find what makes them slow and spot errors. Made by the Chrome DevTools team.
MCP server for browser use access
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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 inOnly the beginning is shown; read the rest in the repo