Scrapling OfficialSAFE
🧠 Curated collection of 1209+ best OpenClaw skills — weekly updated by MyClaw.ai
Overview
From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.
These examples scrape 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:
pip install "scrapling[all]>=0.4.2" scrapling install --force
Examples
Running
Python scripts:
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
4f3b4a2a472eOBSERVED · 2026-10-08Install
Commands as the repository documents them. They are shown, not run.
pip install "scrapling[all]>=0.4.2"
pip install "scrapling[all]>=0.4.2"
Host compatibility
What the documentation claims. We have not run a compatibility test.
| Host | Status | Notes |
|---|---|---|
| openclaw | mentioned |
What it tells the agent
The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
--- 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: 0.4.2 license: BSD-3-Clause --- # 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.** ## Setup (once) Create a virtual Python environment through any way available, like `venv`, then inside the environment do: `pip install "scrapling[all]>=0.4.2"` 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: scrapling extract [OPTIONS] COMMAND [ARGS]... Commands: get Perform a GET request and save the content to a file. post Perform a POST request and save the content to a file. put Perform a PUT request and save the content to a file. delete Perform a DELETE request and save the content to a file. fetch Use a browser to fetch content with browser automation and flexible options. stealthy-fetch Use a stealthy browser to fetch content with advanced stealth features. ``` ### Usage pattern - Choose your output format by changing the file extension. Here are some examples for the `scrapling extract get` command: - Convert the HTML content to Markdown, then save it to the file (great for documentation): `scrapling extract get "https://blog.example.com" article.md` - Save the HTML content as it is to the file: `scrapling extract get "https://example.com" page.html` - Save a clean version of the text content of the webpage to the file: `scrapling extract get "https://example.com" content.txt` - Output to a temp file, read it back, then clean up. - All commands can use CSS selectors to extract specific parts of the page through `--css-selector` or `-s`. Which command to use generally: - Use **`get`** with simple websites, blogs, or news articles. - Use **`fetch`** with modern web apps, or sites with dynamic content. - Use **`stealthy-fetch`** with protected sites, Cloudflare, or anti-bot systems. > When unsure, start with `get`. If it fails or returns empty content, escalate to `fetch`, then `stealthy-fetch`. The speed of `fetch` and `stealthy-fetch` is nearly the same, so you are not sacrificing anything. #### Key options (requests) Those options are shared between the 4 HTTP request commands: | Option | Input type | Description | |:-------------------------------------------|:----------:|:-----------------------------------------------------------------------------------------------------------------------------------------------| | -H, --headers | TEXT | HTTP headers in format "Key: Value" (can be used multiple times) | | --cookies | TEXT | Cookies string in format "name1=value1; name2=value2" | | --timeout | INTEGER | Request timeout in seconds (default: 30) | | --proxy | TEXT | Proxy URL in format "http://username:password@host:port" | | -s, --css-selector | TEXT | CSS selector to extract specific content from the page. It returns all matches. | | -p, --params | TEXT | Query parameters in format "key=value" (can be used multiple times) | | --follow-redirects / --no-follow-redirects | None | Whether to follow redirects (default: True) | | --verify / --no-verify | None | Whether to verify SSL certificates (default: True) | | --impersonate | TEXT | Browser to impersonate. Can be a single brow
Trust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | WARN |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (6)
<key>k5Ey9KFlkqpj+SDkUw+5ED9lTA3En/qUi0zdrydUCH3kMWTE3Eh65NXnFCaxlY2omY2JHnlEoK7Li7oOEvM7eG5VPdcO/sFlMfoCRdnLYdepJ+uLzYwOWR8W4yQVve/clxVFTVRL4DFleKInGdpAxIbHZT2yi4ADAMENls1N1XSLojRuqXePXDeAT/4Mv4TTx0s
>>> page = Fetcher.post('https://scrapling.requestcatcher.com/post', data={'key': 'value'}, proxy='http://username:password@localhost:8030', impersonate="chrome")>>> page = Fetcher.post('https://example.com/submit', data={'username': 'user', 'password': 'pass'}, http3=True)>>> page = await AsyncFetcher.post('https://scrapling.requestcatcher.com/post', data={'key': 'value'}, proxy='http://username:password@localhost:8030', impersonate="chrome")>>> page = await AsyncFetcher.post('https://example.com/submit', data={'username': 'user', 'password': 'pass'}, http3=True)page2 = session.post('https://scrapling.requestcatcher.com/post', data={'key': 'value'})Gates applied: no_behavioural_pass.
4f3b4a2a472efull audit observations/trust-audit/skill/leoyeai__scrapling-official.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-08 | 4f3b4a2a472e | SAFE | B | 89 | first audit |
Questions
What does the Scrapling Official skill do?
🧠 Curated collection of 1209+ best OpenClaw skills — weekly updated by MyClaw.ai
Is Scrapling Official safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Scrapling Official access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
Which assistants does Scrapling Official work with?
Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.
How current is this page?
The grade is for one exact copy of the source (4f3b4a2a472e), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.