Openclaw Ultra Scraping

OpenClaw Ultra Scraping

Adaptive web scraping framework for OpenClaw agents. 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 all dependencies + browser engines 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"

# Ultra-stealth (Kasada / FingerprintJS / reCAPTCHA Enterprise)
# Requires: pip install cloakbrowser
$PYTHON scripts/scrape.py fetch "https://enterprise-protected.com" --ultra-stealth --css ".data"

# Ultra-stealth with human-like behavior + residential proxy
$PYTHON scripts/scrape.py fetch "https://heavily-protected.com" --ultra-stealth --humanize --proxy "http://user:pass@residential:8080" --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

| Tier | Scenario | Fetcher | Flag | |------|----------|---------|------| | 1 | Normal sites, fast scraping | Fetcher | (default) | | 2 | JS-rendered SPAs | DynamicFetcher | --dynamic | | 3 | Cloudflare / anti-bot protected | StealthyFetcher | --stealth | | 3 | Cloudflare Turnstile challenge | StealthyFetcher | --stealth --solve-cloudflare | | 4 | Kasada / FingerprintJS / reCAPTCHA Enterprise | CloakBrowser | --ultra-stealth |

Tiers 1-3 auto-escalate on failure. Tier 4 (CloakBrowser) is optional — install once when needed:

pip install cloakbrowser   # ~200MB, one-time download

When --stealth fails against enterprise-grade protection, the agent will automatically show the install prompt. After installing, retry with --ultra-stealth.

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=True on first run, adaptive=True later — elements are found even after site redesign
• Proxy rotation: Pass proxy="http://host:port" or use ProxyRotator
• Sessions: FetcherSession, StealthySession, DynamicSession for 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

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: LeoYeAI
• Source: LeoYeAI/openclaw-ultra-scraping
• License: MIT
• Homepage: https://myclaw.ai

Install and usage instructions live in the source repository linked above.