1
AI-powered scraping framework purpose-built to crawl pages and extract structured data with LLM parsing.
Best WEB Scraping Skills for Claude Code (2026)
The best Claude Code skills for web scraping work — from official skill repos to community contributors. Hand-filtered from 12 genuinely relevant results across 30,000+ skills.
✅ 10 curated📊 12 relevant in catalog
At a glance
Our top pick for web scraping is crawl4ai: AI-powered scraping framework purpose-built to crawl pages and extract structured data with LLM parsing. firecrawl-2 and Firecrawl Automation round out the podium. This list includes skills maintained by OpenClaw, OpenAI. 9 of the 10 picks are rated high-relevance for this exact use case.
2
Firecrawl API skill to fetch pages as markdown, screenshot, extract structured data, and crawl whole doc sites.
3
Composio-integrated Firecrawl for crawling sites, batch-scraping URLs, mapping structure, and extracting structured data.
4
Runs Apify Actors and manages datasets to scrape data and retrieve crawl results via Composio.
5
Develop, debug, and deploy custom Apify Actors for serverless cloud web scraping at scale.
6
Drives a real browser from the terminal for navigation, form filling, and data extraction from JS-heavy pages.
7
Browser automation and scraping via go-rod/CDP, including stealth anti-bot-detection patterns for tough sites.
8
Automates browser navigation, form filling, and data extraction for interactive scraping of dynamic sites.
9
Cloud web scraping and social-media data extraction for lead-generation workflows via PhantomBuster.
10
Platform-specific crawler that batch-scrapes trending content from Xiaohongshu, Douyin, and Bilibili.
Frequently asked
What is the best web scraping skill for Claude Code?
crawl4ai (from openclaw/skills) is our #1 pick. AI-powered scraping framework purpose-built to crawl pages and extract structured data with LLM parsing. It ranked first out of 12 genuinely relevant skills we evaluated for web scraping.
Are there official web scraping skills from major companies?
Yes — this ranking includes skills maintained by OpenClaw, OpenAI. Official and corporate-maintained skills tend to be better documented and more actively updated than one-off community scripts.
How do I install a web scraping skill in Claude Code?
Open any skill on this list for full instructions. In most cases you copy the skill folder (with its SKILL.md) into your project's .claude/skills/ directory, or install it via the source repo's plugin marketplace. All 10 listed skills are open source and free.