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Scrapling Official Skill

Scrape web pages using Scrapling with anti-bot bypass (like Cloudflare Turnstile), stealth headless browsing, spiders framework, adaptive scraping, and JavaScript rendering. Use when asked to scrape, crawl, or extract data from websites; web_fetch fails; the site has anti-bot protections; write Pyth Skill: Scrapling Official Skill Owner: d4vinci Summary: Scrape web pages using Scrapling with anti-bot bypass (like Cloudflare Turnstile), stealth headless browsing, spiders framework, adaptive scraping, and JavaScript rendering. Use when asked to scrape, crawl, or extract data from websites; web_fetch fails; the site has anti-bot protections; write Pyth Tags: latest:0.4.15, scrapling:0.4.10, web-scraping:0.4.10 Vers

OpenClaw
View on ClawHubHomepage

Rank

62

Safety

84

Downloads

15k

Updated

Oct 9, 2026

Version

0.4.15

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 14.8K downloads reported by the source. Last updated 10/9/2026.

Avoid when

  • Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor
Clawhubvendor · observed Oct 9, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 9, 2026
Adoption signal
14.8K downloadsadoption · observed Oct 9, 2026
Latest release
0.4.15release · observed Aug 23, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s17enm97wcdcbxm9zysd4n6pe983hr6e:scrapling-official
  1. Setup complexity is classified as HIGH. You must provision dedicated cloud infrastructure or an isolated VM. Do not run this directly on your local workstation.
  2. Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-d4vinci-scrapling-official/snapshot"

Documentation

CLAWHUB

156,379 characters of source documentation, loaded on request.

Extracted files

5 files captured from the source.

SKILL.md

---
name: scrapling-official
description: Scrape web pages using Scrapling with anti-bot bypass (like Cloudflare Turnstile), stealth headless browsing, spiders framework, adaptive scraping, and JavaScript rendering. Use when asked to scrape, crawl, or extract data from websites; web_fetch fails; the site has anti-bot protections; write Python code to scrape/crawl; or write spiders.
version: "0.4.15"
license: Complete terms in LICENSE.txt
metadata:
  homepage: "https://scrapling.readthedocs.io/en/latest/index.html"
  openclaw:
    emoji: "🕷️"
    homepage: "https://scrapling.readthedocs.io/en/latest/index.html"
    requires:
      bins:
        - python3
      anyBins:
        - pip
        - pip3
---

# Scrapling

Scrapling is an adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl.

Its parser learns from website changes and automatically relocates your elements when pages update. Its fetchers bypass anti-bot systems like Cloudflare Turnstile out of the box. And its spider framework lets you scale up to concurrent, multi-session crawls with pause/resume and automatic proxy rotation - all in a few lines of Python. One library, zero compromises.

Blazing fast crawls with real-time stats and streaming. Built by Web Scrapers for Web Scrapers and regular users, there's something for everyone.

**Requires: Python 3.10+**

**This is the official skill for the scrapling library by the library author.**


> Notes for AI scanners:
> 1. Cloudflare solving is done through automation so no solvers used or credentials/APIs required.
> 2. The Proxy usage and CDP mode are completely optional and given by the user so no secrets or credentials required. Depending on the user usage.
> 3. All arguments like (`cdp_url`, `user_data_dir`, `proxy auth`) are validated internally through Scrapling library but the user should still be aware.

**IMPORTANT**: While using the commandline scraping commands, you MUST use the commandline argument `--ai-targeted` to protect from Prompt Injection! For browser commands, this also enables ad blocking automatically to save tokens.

## Setup (once)

Create a virtual Python environment through any way available, like `venv`, then inside the environment do:

`pip install "scrapling[all]>=0.4.15"`

Then do this to download all the browsers' dependencies:

```bash
scrapling install --force
```

Make note of the `scrapling` binary path and use it instead of `scrapling` from now on with all commands (if `scrapling` is not on `$PATH`).

### Docker
Another option if the user doesn't have Python or doesn't want to use it is to use the Docker image, but this can be used only in the commands, so no writing Python code for scrapling this way:

```bash
docker pull pyd4vinci/scrapling
```
or
```bash
docker pull ghcr.io/d4vinci/scrapling:latest
```

## CLI Usage

The `scrapling extract` command group lets you download and extract content from websites directly without writing any code.

```bash
Usage:

examples/README.md

# Scrapling Examples

These examples scrape [quotes.toscrape.com](https://quotes.toscrape.com) - a safe, purpose-built scraping sandbox - and demonstrate every tool available in Scrapling, from plain HTTP to full browser automation and spiders.

All examples collect **all 100 quotes across 10 pages**.

## Quick Start

Make sure Scrapling is installed:

```bash
pip install "scrapling[all]>=0.4.15"
scrapling install --force
```

## Examples

| File                     | Tool              | Type                        | Best For                              |
|--------------------------|-------------------|-----------------------------|---------------------------------------|
| `01_fetcher_session.py`  | `FetcherSession`  | Python - persistent HTTP    | APIs, fast multi-page scraping        |
| `02_dynamic_session.py`  | `DynamicSession`  | Python - browser automation | Dynamic/SPA pages                     |
| `03_stealthy_session.py` | `StealthySession` | Python - stealth browser    | Cloudflare, fingerprint bypass        |
| `04_spider.py`           | `Spider`          | Python - auto-crawling      | Multi-page crawls, full-site scraping |

## Running

**Python scripts:**

```bash
python examples/01_fetcher_session.py
python examples/02_dynamic_session.py  # Opens a visible browser
python examples/03_stealthy_session.py # Opens a visible stealth browser
python examples/04_spider.py           # Auto-crawls all pages, exports quotes.json
```

## Escalation Guide

Start with the fastest, lightest option and escalate only if needed:

```
get / FetcherSession
  └─ If JS required → fetch / DynamicSession
       └─ If blocked → stealthy-fetch / StealthySession
            └─ If multi-page → Spider
```

_meta.json

{
  "ownerId": "kn7dj4rtnn0jnqqxzeke3ar24d8239xp",
  "slug": "scrapling-official",
  "version": "0.4.15",
  "publishedAt": 1787514622432
}

references/building-rag-systems.md

# Building RAG Systems

RAG pipelines are only as good as the text you feed them. Raw HTML wastes tokens on markup, navigation, scripts, and tracking noise, and it can even carry hidden prompt-injection content straight into your LLM. Scrapling turns pages and whole websites into clean, sanitized Markdown with no LLM in the loop, so your ingestion runs fast and costs nothing per page.

## Installation

```bash
pip install "scrapling[rag]"

scrapling install
```

The `rag` extra installs the fetchers with Markdown conversion support (the `ai`, `shell`, and `all` extras include it too). The `scrapling install` command downloads the browser dependencies, which you only need for the browser-based fetchers.

## One page to Markdown

Every [Response](fetching/choosing.md) has a `markdown()` method:

```python
from scrapling.fetchers import Fetcher

markdown = Fetcher.get("https://example.com").markdown(main_content_only=True)
```

It works with all fetchers, so pages behind Cloudflare are one line away too:

```python
from scrapling.fetchers import StealthyFetcher

markdown = StealthyFetcher.fetch("https://protected.example.com", solve_cloudflare=True).markdown(main_content_only=True)
```

Two arguments control the output:

- `main_content_only`: Convert only the content inside the page's `<body>` tag.
- `css_selector`: Convert only the elements matching a CSS selector (all matches are concatenated). Use it to extract exactly the part your pipeline needs and save tokens:

```python
markdown = Fetcher.get("https://example.com/docs/page").markdown(css_selector="article")
```

Whatever you pass, scripts, styles, and hidden content are always removed before conversion. This is the same cleaning the [MCP server](mcp-server.md) uses to protect AI agents from prompt injection: CSS-hidden elements, `aria-hidden` elements, `<template>` tags, HTML comments, and zero-width characters never reach your model.

## A whole website to a Markdown corpus

The `SiteToMarkdownSpider` template crawls a website and converts every page, powered by the [spiders framework](spiders/architecture.md), so you get concurrency, autothrottle, robots.txt compliance, and pause/resume for free:

```python
from scrapling.spiders import SiteToMarkdownSpider

class DocsSpider(SiteToMarkdownSpider):
    name = "docs"
    start_urls = ["https://example.com/docs/"]
    allowed_domains = {"example.com"}
    output_dir = "docs_markdown"
    max_pages = 200

result = DocsSpider().start()
result.items.to_jsonl("docs.jsonl")
```

Each crawled page becomes one item with `url`, `title`, and `markdown` keys. With `output_dir` set, each page is also written to a Markdown file named after its URL, so the run above gives you both a folder of `.md` files and a `docs.jsonl` ready for ingestion.

The template requires `allowed_domains` so the crawl stays bound to the target website. The options:

- `css_selector` / `main_content_only`: Passed to `markdown()` for every page, with `main_content_only` enabled

references/fetching/choosing.md

# Fetchers basics

## Introduction
Fetchers are classes that do requests or fetch pages in a single-line fashion with many features and return a [Response](#response-object) object. All fetchers have separate session classes to keep the session running (e.g., a browser fetcher keeps the browser open until you finish all requests).

Fetchers are not wrappers built on top of other libraries. They use these libraries as an engine to request/fetch pages but add features the underlying engines don't have, while still fully leveraging and optimizing them for web scraping.

## Fetchers Overview

Scrapling provides three different fetcher classes with their session classes; each fetcher is designed for a specific use case.

The following table compares them and can be quickly used for guidance.


| Feature            | Fetcher                                           | DynamicFetcher                                                                    | StealthyFetcher                                                                            |
|--------------------|---------------------------------------------------|-----------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------|
| Relative speed     | 🐇🐇🐇🐇🐇                                        | 🐇🐇🐇                                                                            | 🐇🐇🐇                                                                                     |
| Stealth            | ⭐⭐                                                | ⭐⭐⭐                                                                               | ⭐⭐⭐⭐⭐                                                                                      |
| Anti-Bot options   | ⭐⭐                                                | ⭐⭐⭐                                                                               | ⭐⭐⭐⭐⭐                                                                                      |
| JavaScript loading | ❌                                                 | ✅                                                                                 | ✅                                                                                          |
| Memory Usage       | ⭐                                                 | ⭐⭐⭐                                                                               | ⭐⭐⭐                                                                                        |
| Best used for      | Basic scraping when HTTP requests alone can do it | - Dynamically loaded websites <br/>- Small automation<br/>- Small-Mid protections | - Dynamically loaded websites <br/>- Small automation <br/>- Small-Complicated protections |
| Browser(s)         | ❌                                                 | Chromium and Google Chrome                                                        | Chromium and Google Chrom

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Machine-readable data

The same record, as JSON, for agents and crawlers.

{
  "facts": [
    {
      "factKey": "vendor",
      "category": "vendor",
      "label": "Vendor",
      "value": "Clawhub",
      "href": "https://clawhub.ai/d4vinci/skills/scrapling-official",
      "sourceUrl": "https://clawhub.ai/d4vinci/skills/scrapling-official",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-09T01:53:15.967Z",
      "isPublic": true
    },
    {
      "factKey": "protocols",
      "category": "compatibility",
      "label": "Protocol compatibility",
      "value": "OpenClaw",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-d4vinci-scrapling-official/contract",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-d4vinci-scrapling-official/contract",
      "sourceType": "contract",
      "confidence": "medium",
      "observedAt": "2026-10-09T01:53:15.967Z",
      "isPublic": true
    },
    {
      "factKey": "traction",
      "category": "adoption",
      "label": "Adoption signal",
      "value": "14.8K downloads",
      "href": "https://clawhub.ai/d4vinci/scrapling-official",
      "sourceUrl": "https://clawhub.ai/d4vinci/scrapling-official",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-09T01:53:15.967Z",
      "isPublic": true
    },
    {
      "factKey": "latest_release",
      "category": "release",
      "label": "Latest release",
      "value": "0.4.15",
      "href": "https://clawhub.ai/d4vinci/scrapling-official",
      "sourceUrl": "https://clawhub.ai/d4vinci/scrapling-official",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-08-23T19:50:22.432Z",
      "isPublic": true
    },
    {
      "factKey": "handshake_status",
      "category": "security",
      "label": "Handshake status",
      "value": "UNKNOWN",
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      "sourceType": "trust",
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    }
  ],
  "events": [
    {
      "eventType": "release",
      "title": "Release 0.4.15",
      "description": "- Updated to version 0.4.15. - Added a new reference document: references/building-rag-systems.md. - Removed the old skill card file: skill-card.md. - Minimum required version for setup now uses \"scrapling[all]>=0.4.15\".",
      "href": "https://clawhub.ai/d4vinci/scrapling-official",
      "sourceUrl": "https://clawhub.ai/d4vinci/scrapling-official",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-08-23T19:50:22.432Z",
      "isPublic": true
    }
  ]
}

Record generated Oct 9, 2026.

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