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Scrape-LE

by nolindnaidooversion 2.6.0i★ –iRuns on your computer
Registry nameio.github.nolindnaidoo/scrape-le

Install

Overview

Description from the maker (original English)

Analyse robots.txt content and report whether a path may be crawled.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Web & browsers

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • The registry lists no key to fill in.

You need

  • npmNode.js installed (for the npx command)

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-mcp

Open in Cursor

Or copy the settings yourself

Paste 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.

Open in VS Code

Or copy the settings yourself

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.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

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

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account nolindnaidoo, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Web & browsersi

  • More stars than 0% of the other 881 servers in this category
  • Published to the registry more recently than 76% of the other 881 servers in this category
  • Basic checks equal to or better than 100% of the other 881 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Scrape-LE safe?

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.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

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).

Is it still maintained?

The GitHub repo last changed –, and the latest version (2.6.0) reached the registry 10 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: Browser Use, Chrome DevTools MCP, MCP Server Browser

Alternatives

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

Browser Use

by 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.

Computer or cloud★ 120,087MITUpdated 17 days ago
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Chrome DevTools MCP

by ChromeDevTools

Lets AI use Chrome’s developer tools to inspect pages, find what makes them slow and spot errors. Made by the Chrome DevTools team.

Runs on your computer★ 54,821Apache-2.0Updated 16 days ago
Install

MCP Server Browser

by bytedance

MCP server for browser use access

Runs on your computer★ 39,550Apache-2.0Updated 14 months ago
Install

README from the maker

Open the README

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 ·

★ Open VSX ·

★ Marketplace

What it does

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).

Install

WhereWhat you getInstall
VS CodeThe same check, in your editor, on a keystrokeMarketplace
Cursor, VSCodium, WindsurfThe same extensionOpen VSX
A terminal or a CI stepThe same check for one URL or a batch, with exit codesnpx scrape-le · npm or cargo install scrape-le · crates.io
Any MCP agent, via Nodeanalyze_robots_txt over stdionpx scrape-le-mcp · npm

Use it from an AI agent

The same engine runs as an MCP server, so an agent can call it directly instead of you running a command.

EditorHow
VS Code 1.101+Nothing to install — the extension registers analyze_robots_txt with agent mode
Claude Codeclaude mcp add scrape-le -- npx -y scrape-le-mcp
Cursor, Windsurf, anything elsepoint 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 CLI

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.

Detections

DetectionHow it works
Anti-bot vendorsResponse headers, script sources, DOM elements, and window globals fingerprint Cloudflare (incl. Turnstile challenges), reCAPTCHA, hCaptcha, DataDome, and PerimeterX
Rate limitingX-RateLimit-* / RateLimit-* / Retry-After response headers, plus HTTP 429
robots.txtFetches /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
AuthenticationHTTP 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.

Commands

CommandDescription
Scrape-LE: Check URL ScrapeabilityPrompt for a URL and run the full check
Scrape-LE: Check Selected URLRun the check on the URL in the current selection (also in the right-click menu)
Scrape-LE: Setup BrowserInstall or verify the Chromium browser
Scrape-LE: Open SettingsOpen Scrape-LE settings
Scrape-LE: Help & TroubleshootingBuilt-in documentation

No command is bound to a key by default. Give any of them one under Keyboard Shortcuts in the editor.

Settings

SettingDefaultDescription
scrape-le.browser.timeout30000Page-load timeout in ms (5000–120000)
scrape-le.browser.viewport.width1280Viewport width
scrape-le.browser.viewport.height720Viewport height
scrape-le.browser.userAgent""Custom User-Agent (empty = Chromium default)
scrape-le.retry.userAgentsfalseOn a blocked or failed check, retry under common User-Agents and report which worked
scrape-le.screenshot.enabledtrueSave a full-page screenshot per check
scrape-le.screenshot.path.vscode/scrape-leScreenshot directory (workspace-relative or absolute)
scrape-le.screenshot.formatpngpng or jpeg
scrape-le.screenshot.quality90JPEG quality 0–100 (ignored for png)
scrape-le.checkConsoleErrorstrueCapture console and page errors while loading
scrape-le.detections.antiBottrueAnti-bot vendor detection
scrape-le.detections.rateLimittrueRate-limit detection
scrape-le.detections.robotsTxttruerobots.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.authenticationtrueAuthentication-wall detection
scrape-le.notificationsLevelimportantall = every notification, important = warnings + errors, silent = errors only
scrape-le.statusBar.enabledtrueShow the status bar item

Languages

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.

Privacy & security

  • Network access is the feature, and it is scoped. A check talks to exactly two things: the URL you enter (loaded in headless Chromium, which fetches that page's own resources like any browser) and that origin's /robots.txt. Nothing is sent anywhere else — no telemetry, no analytics.
  • Screenshots stay local, written to the configured path inside your workspace.
  • The MCP server makes no network request at all — unlike the extension, deliberately. 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.
  • Error notifications redact home directories and credential-shaped fragments.
  • Respect the sites you check: a scrapeability report is information, not permission.
  • One rating prompt, at most twice. On the 3rd successful use the extension asks once whether you would

Only the beginning is shown; read the rest in the repo

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