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)
Analyse robots.txt content and report whether a path may be crawled.
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": {
"scrape-le": {
"command": "npx",
"args": [
"-y",
"scrape-le-mcp"
]
}
}
}Run this in your terminal
claude mcp add scrape-le -- npx -y scrape-le-mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"scrape-le": {
"command": "npx",
"args": [
"-y",
"scrape-le-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": {
"scrape-le": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"scrape-le-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 nolindnaidoo, 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 (2.6.0) reached the registry 10 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.
Scrape-LE: Zero Hassle Scrapeability Checks
Load a URL in headless Chromium and see what will block your scraper — before you write it
Anti-bot vendors, rate limits, robots.txt rules, login walls, console errors, screenshots
Useful? A star or rating is how other developers find it —
★ GitHub ·
Run Scrape-LE: Check URL Scrapeability, enter a URL, and the page loads in a real headless Chromium. The report lands in the output channel: HTTP status, page title, load time, console errors, a full-page screenshot, and four detections. Works in VS Code and VS Code–based editors like Cursor and VSCodium (installable from Open VSX).
One-time setup: run Scrape-LE: Setup Browser to install Chromium (~130MB, into Playwright's browser cache).
| Where | What you get | Install |
|---|---|---|
| VS Code | The same check, in your editor, on a keystroke | Marketplace |
| Cursor, VSCodium, Windsurf | The same extension | Open VSX |
| A terminal or a CI step | The same check for one URL or a batch, with exit codes | npx scrape-le · npm or cargo install scrape-le · crates.io |
| Any MCP agent, via Node | analyze_robots_txt over stdio | npx scrape-le-mcp · npm |
The same engine runs as an MCP server, so an agent can call it directly instead of you running a command.
| Editor | How |
|---|---|
| VS Code 1.101+ | Nothing to install — the extension registers analyze_robots_txt with agent mode |
| Claude Code | claude mcp add scrape-le -- npx -y scrape-le-mcp |
| Cursor, Windsurf, anything else | point it at npx scrape-le-mcp |
analyze_robots_txt(content, path, agent?, maxResults?)
Given robots.txt contents and a path, reports whether the rules permit crawling it: the group naming agent when one does, otherwise the generic (User-agent: *) rules, with agent in the answer saying which. Plus the crawl delay, disallowed patterns and any sitemaps.
The server takes content and returns data — it reads no files and makes no network requests of its own. Published as scrape-le-mcp on npm and as io.github.nolindnaidoo/scrape-le in the MCP registry.
Configuring it by hand — any host with an MCP config file
Most hosts read a JSON config. Add one entry:
{
"mcpServers": { "scrape-le": { "command": "npx", "args": ["-y", "scrape-le-mcp"] } } }
-y skips the install prompt on first run. Pin a version if you would rather not track releases — scrape-le-mcp@2.4.0.
Prefer not to go through npx on every launch? Install it once and point at the binary instead:
npm install -g scrape-le-mcp
{
"mcpServers": { "scrape-le": { "command": "scrape-le-mcp" } } }
It speaks MCP over stdio and needs no environment variables, no API key and no configuration of its own. To check it before wiring it into anything:
echo '{"jsonrpc":"2.0","id":1,"method":"tools/list"}' | npx -y scrape-le-mcp
That prints the tool list and exits — if you see analyze_robots_txt, the server works.
The same check runs from a terminal or an agent loop: a Rust CLI in crate/ of this repository, sharing one signature corpus with the extension — crate/signatures/ and crate/fixtures/ — so CI fails if the two ever disagree about a URL.
scrape-le https://example.com/search # summary on stderr, JSON on stdout when piped
scrape-le --input urls.txt # a batch, streamed as it completes scrape-le mcp # the same check over MCP on stdio
Install it from npm (scrape-le) or from crates.io (scrape-le). Both install the same scrape-le command.
npm install -g scrape-le # or run it once: npx scrape-le
cargo install scrape-le
The exit code is the answer: 0 clear · 1 a real no · 2 the question was malformed.
| Detection | How it works |
|---|---|
| Anti-bot vendors | Response headers, script sources, DOM elements, and window globals fingerprint Cloudflare (incl. Turnstile challenges), reCAPTCHA, hCaptcha, DataDome, and PerimeterX |
| Rate limiting | X-RateLimit-* / RateLimit-* / Retry-After response headers, plus HTTP 429 |
| robots.txt | Fetches /robots.txt and evaluates it against your URL with RFC 9309 semantics — the group naming scrape-le.robotsTxt.agent when set and named, otherwise User-agent: *, and the report says which answered; grouped agents, Allow/Disallow longest-match, * wildcards, $ anchors, crawl-delay, sitemaps |
| Authentication | HTTP 401/403, login forms (password + username fields), auth keywords in page text, auth path segments in the final URL |
Honest limitations: signatures are best-effort fingerprints of public integration patterns — a detected widget means the page *can* challenge you, not that it will, and a clean result is not proof a site allows scraping. With scrape-le.robotsTxt.agent empty, only the User-agent: * groups are evaluated. Pages get up to 5 seconds to go network-idle after load, so content rendered later than that can be missed by the page-level detections.
| Command | Description |
|---|---|
Scrape-LE: Check URL Scrapeability | Prompt for a URL and run the full check |
Scrape-LE: Check Selected URL | Run the check on the URL in the current selection (also in the right-click menu) |
Scrape-LE: Setup Browser | Install or verify the Chromium browser |
Scrape-LE: Open Settings | Open Scrape-LE settings |
Scrape-LE: Help & Troubleshooting | Built-in documentation |
No command is bound to a key by default. Give any of them one under Keyboard Shortcuts in the editor.
| Setting | Default | Description |
|---|---|---|
scrape-le.browser.timeout | 30000 | Page-load timeout in ms (5000–120000) |
scrape-le.browser.viewport.width | 1280 | Viewport width |
scrape-le.browser.viewport.height | 720 | Viewport height |
scrape-le.browser.userAgent | "" | Custom User-Agent (empty = Chromium default) |
scrape-le.retry.userAgents | false | On a blocked or failed check, retry under common User-Agents and report which worked |
scrape-le.screenshot.enabled | true | Save a full-page screenshot per check |
scrape-le.screenshot.path | .vscode/scrape-le | Screenshot directory (workspace-relative or absolute) |
scrape-le.screenshot.format | png | png or jpeg |
scrape-le.screenshot.quality | 90 | JPEG quality 0–100 (ignored for png) |
scrape-le.checkConsoleErrors | true | Capture console and page errors while loading |
scrape-le.detections.antiBot | true | Anti-bot vendor detection |
scrape-le.detections.rateLimit | true | Rate-limit detection |
scrape-le.detections.robotsTxt | true | robots.txt fetch + evaluation |
scrape-le.robotsTxt.agent | "" | The crawler robots.txt is evaluated as, e.g. Googlebot or MyBot/1.0; empty, or unnamed by any group, means the User-agent: * rules |
scrape-le.detections.authentication | true | Authentication-wall detection |
scrape-le.notificationsLevel | important | all = every notification, important = warnings + errors, silent = errors only |
scrape-le.statusBar.enabled | true | Show the status bar item |
Twelve languages besides English:
German · Spanish · French · Indonesian · Italian · Japanese · Korean · Portuguese (Brazil) · Russian · Ukrainian · Vietnamese · Chinese (Simplified)
Both halves are covered — the manifest (command titles, setting names and descriptions) and everything shown while the extension runs (notifications, the status bar, quick-picks and prompts). The extension follows VS Code's display language, so it matches whatever the editor is already set to; no setting of its own.
/robots.txt. Nothing is sent anywhere else — no telemetry, no analytics.fetchRobotsTxt builds a URL from an arbitrary origin, which inside an agent loop is an SSRF primitive: the caller supplying the URL is the model, not you. The server analyses robots.txt content you already fetched, and a test asserts no tool accepts a url argument.Only the beginning is shown; read the rest in the repo