A robust web scraping tool for Openclaw Skills designed to bypass anti-bot detections and handle dynamic JavaScript content seamlessly.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install scrapling-web-scraper-openclaw
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install scrapling-web-scraper-openclaw using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Scrapling Web Scraping?
Scrapling Web Scraping is an advanced data extraction utility integrated into Openclaw Skills that prioritizes stealth and efficiency. It offers three distinct operating modes—basic for speed, stealth for bypassing protections like Cloudflare, and dynamic for rendering complex JavaScript-heavy single-page applications (SPAs). By automating browser interactions and mimicking human behavior, it ensures high success rates even on highly protected domains.
Built for developers who need reliable data without the headache of constant bot detection, this skill integrates directly with your existing workflows to provide clean, structured data from any web source. Whether you are dealing with simple HTML or complex, interactive sites, it provides the necessary fetcher engines to get the job done.
Scrapling Web Scraping Use Cases
- Extracting data from Cloudflare-protected websites without being blocked by anti-bot systems.
- Scraping dynamic content from modern JavaScript frameworks like React, Vue, or Angular using Openclaw Skills.
- Collecting structured product information, pricing, and availability from e-commerce platforms.
- Automating competitive research and market analysis by gathering data from various web sources.
- Building data pipelines that require high-stealth browser automation to avoid IP blacklisting.
How Scrapling Web Scraping Works
- The user provides a target URL and specifies the scraping mode (basic, stealth, or dynamic) via Openclaw Skills natural language or CLI commands.
- The tool initializes the appropriate fetcher engine based on the selected mode and specific site requirements.
- For protected sites, the stealth engine employs advanced fingerprinting techniques to solve challenges like Cloudflare challenges.
- In dynamic mode, a headless browser renders the full page and waits for specific elements or network idle states to ensure content is loaded.
- Data is extracted using provided CSS selectors and returned as structured content or machine-readable JSON output.
Scrapling Web Scraping Setup
To integrate this capability into Openclaw Skills, follow these installation steps:
# Install the Scrapling package and its dependencies
pip install "scrapling[all]"
# Install the necessary browser engines
scrapling install
# Run a test scrape to verify the installation
python3 /root/.openclaw/skills/scrapling-web-scraping/scrapling_tool.py https://example.com
Scrapling Web Scraping Data Schema & Taxonomy
The skill processes inputs and generates structured data based on the following schema:
| Argument | Type | Description |
|---|---|---|
--mode |
string | Chooses between basic (HTTP), stealth (undetectable), or dynamic (browser) fetchers |
--selector |
string | The CSS selector used to target specific HTML elements for extraction |
--cloudflare |
flag | Activates specific bypass logic for Cloudflare protection in stealth mode |
--wait |
string | Defines a specific CSS element to wait for in dynamic rendering mode |
--json |
flag | Formats the resulting extracted data as a parseable JSON object |
Scrapling Web Scraping Advanced Features
- StealthyFetcher: Utilizes highly undetectable browser profiles to bypass the most sophisticated anti-bot measures within Openclaw Skills.
- Dynamic Rendering: Provides full JavaScript execution support for modern, stateful web applications.
- Flexible Selectors: Supports robust element selection and attribute extraction using standard CSS selectors.
- Custom Scripting: Allows developers to extend functionality by creating specialized Python scraping logic within the skill directory.
- Network Idle Detection: Automatically detects when a page has finished loading all dynamic assets before extracting data.
SKILL.md
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