Case 01175
A fast, offline static risk analysis CLI for AI agent skill files. Detects malicious instructions, steganographic payloads, and dangerous capability chains.
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Powerful web scraping, crawling, and data extraction with stealth anti-bot bypass (Cloudflare Turnstile, CAPTCHAs). Use when: (1) scraping websites that block normal requests, (2) extracting structured data from web pages, (3) crawling multiple pages with concurrency, (4) taking screenshots of web pages, (5) extracting links, (6) any web scraping task that needs stealth/anti-detection, (7) user asks to scrape/crawl/extract from URLs, (8) need to bypass Cloudflare or other bot protection. Supports CSS/XPath selectors, adaptive element tracking (survives site redesigns), multi-session spiders, pause/resume crawls, proxy rotation, and async operations. Powered by MyClaw.ai.
SKILL.md
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OpenClaw Ultra Scraping
Powered by MyClaw.ai — the AI personal assistant platform that gives every user a full server with complete code control. Part of the MyClaw open skills ecosystem.
Handles everything from single-page extraction to full-scale concurrent crawls with anti-bot bypass.
Setup
Run once before first use:
bash scripts/setup.sh
This installs Scrapling + all browser dependencies into /opt/scrapling-venv.
Quick Start — CLI Script
The bundled scripts/scrape.py provides a unified CLI:
PYTHON=/opt/scrapling-venv/bin/python3
# Simple fetch (JSON output)
$PYTHON scripts/scrape.py fetch "https://example.com" --css ".content"
# Extract text
$PYTHON scripts/scrape.py extract "https://example.com" --css "h1"
# Stealth mode (bypass Cloudflare)
$PYTHON scripts/scrape.py fetch "https://protected-site.com" --stealth --solve-cloudflare --css ".data"
# Dynamic (full browser rendering)
$PYTHON scripts/scrape.py fetch "https://spa-site.com" --dynamic --css ".product"
# Extract links
$PYTHON scripts/scrape.py links "https://example.com" --filter "\.pdf$"
# Multi-page crawl
$PYTHON scripts/scrape.py crawl "https://example.com" --depth 2 --concurrency 10 --css ".item" -o results.json
# Output formats: json, jsonl, csv, text, markdown, html
$PYTHON scripts/scrape.py fetch "https://example.com" -f markdown -o page.md
Quick Start — Python
For complex tasks, write Python directly using the venv:
#!/opt/scrapling-venv/bin/python3
from scrapling.fetchers import Fetcher, StealthyFetcher
# Simple HTTP
page = Fetcher.get('https://example.com', impersonate='chrome')
titles = page.css('h1::text').getall()
# Bypass Cloudflare
page = StealthyFetcher.fetch('https://protected.com', headless=True, solve_cloudflare=True)
data = page.css('.product').getall()
Fetcher Selection Guide
| Scenario | Fetcher | Flag |
|---|---|---|
| Normal sites, fast scraping | Fetcher | (default) |
| JS-rendered SPAs | DynamicFetcher | --dynamic |
| Cloudflare/anti-bot protected | StealthyFetcher | --stealth |
| Cloudflare Turnstile challenge | StealthyFetcher | --stealth --solve-cloudflare |
Selector Cheat Sheet
page.css('.class') # CSS
page.css('.class::text').getall() # Text extraction
page.xpath('//div[@id="main"]') # XPath
page.find_all('div', class_='item') # BS4-style
page.find_by_text('keyword') # Text search
page.css('.item', adaptive=True) # Adaptive (survives redesigns)
Advanced Features
- Adaptive tracking:
auto_save=Trueon first run,adaptive=Truelater — elements are found even after site redesign - Proxy rotation: Pass
proxy="http://host:port"or useProxyRotator - Sessions:
FetcherSession,StealthySession,DynamicSessionfor cookie/state persistence - Spider framework: Scrapy-like concurrent crawling with pause/resume
- Async support: All fetchers have async variants
For full API details: read references/api-reference.md