Scrapling 让 OpenClaw 能够绕过反爬虫保护并在网站布局变更时自适应抓取数据。

OpenClaw just became the most dangerous AI agent for web research.

Scrapling gives it undetectable access to any website on the internet.

It scrapes websites that actively try to block you. And it adapts when websites change their layout.

No more broken scrapers. No more Cloudflare walls. No more rewriting selectors every week.

Here's how it works:

→ You scrape a website once
→ The website redesigns its entire page
→ You pass adaptive=True
→ Scrapling finds your elements again automatically

It literally learns the structure of web pages and relocates your data when things move.

Here's why this kills everything else:

→ Bypasses Cloudflare Turnstile out of the box
→ Impersonates real browser TLS fingerprints
→ Full browser automation with stealth mode
→ Built-in proxy rotation
→ Concurrent crawling with pause and resume
→ MCP server so AI agents like Claude can scrape for you
→ Interactive shell. Scrape from your terminal without writing code.

Benchmarks? It's 784x faster than BeautifulSoup. Not a typo.

It even has a full Scrapy-like spider framework with multi-session support. Use fast HTTP for normal pages, stealth browser for protected ones. Same spider. Same crawl.

pip install scrapling

100% Open Source. BSD-3 License.