Star200+

Use-case shortlist

Best Agent Skills for Web Scraping

Compare skills for crawling sites, extracting structured data, converting pages to markdown, and feeding reliable web context into agent workflows.

Run resolve APIView use caseAgent API docs

Decision prompt

I need my agent to scrape websites, extract structured data, and turn web pages into clean markdown.

12
Shortlist
best
Intent
Web scrapingUpdated Jun 2026

Recommended shortlist

Start with these skills

Ranked from current marketplace data
Adopt100/100
Crawl4AI

Open-source LLM-friendly web crawler and scraper

Stars73K
Trust90/100
Audit93/100
Quality100/100
RiskSafe to try
Claude CodeOpenAI AgentsLangChain
$ npx skills add unclecode/crawl4ai
Adopt100/100
Firecrawl

The API to search, scrape, and interact with the web at scale. 🔥

Stars139K
Trust87/100
Audit90/100
Quality100/100
RiskSafe to try
Web scrapingDocument processing
$ npx skills add firecrawl/firecrawl
Adopt100/100
Scrapegraph AI

Python scraper based on AI

Stars27K
Trust88/100
Audit91/100
Quality100/100
RiskSafe to try
Web scrapingBrowser automation
$ npx skills add ScrapeGraphAI/Scrapegraph-ai
Adopt100/100
Firecrawl

Turn any website into LLM-ready markdown or structured data

Stars134K
Trust87/100
Audit90/100
Quality100/100
RiskSafe to try
Claude CodeOpenAI AgentsLangChain
$ npx skills add firecrawl/firecrawl

How to use this guide

Move from search to adoption

01

Define the output contract

Decide whether the agent needs markdown, JSON fields, tables, screenshots, or source citations.

02

Run a messy-page test

Try a real target page with navigation, dynamic content, and imperfect markup.

03

Add a downstream skill

Pair extraction with RAG, document processing, or data analysis only after the crawler is stable.

Evaluation notes

What to check before installing

What to evaluate in a scraping skill

Scraping quality is about reliability, output shape, and maintainability. A high-star crawler still needs to prove it can return clean data for your target pages.

  • +Check whether the skill returns structured fields, markdown, screenshots, or raw HTML.
  • +Prototype against one easy site and one messy real-world site.
  • +Review rate limits, robots policies, and data handling before production use.

Where the shortlist fits

Use crawling skills for research agents, RAG ingestion, monitoring workflows, lead enrichment, and any agent that needs fresh web context.

  • +Use crawler-first skills for multi-page collection.
  • +Use browser automation companions when the site requires interaction.
  • +Use document or RAG companions after extraction when you need indexing.

FAQ

Common questions

Should I pick Crawl4AI or Firecrawl first?

Start with the one that matches your output contract and install constraints. The comparison guide on OpenAgentSkill shows readiness signals and alternatives side by side.

Can these skills feed a RAG system?

Yes, but validate the extracted text and metadata before indexing. Clean source content matters more than crawler popularity.

More candidates

Additional skills to review

Browse full marketplace

Crawlee

Primary pick

Crawlee—A web scraping and browser automation library for Node.js to build reliable crawlers. In JavaScript and TypeScript. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Puppeteer, Playwright, Cheerio, JSDOM, and raw HTTP. Both headful and headless mode. With proxy rotation.

24K stars100/100 ready

Colly

Primary pick

Elegant Scraper and Crawler Framework for Golang

25K stars100/100 ready

Crawlee Python

Primary pick

Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.

9.2K stars100/100 ready

Newspaper

Primary pick

newspaper3k is a news, full-text, and article metadata extraction in Python 3. Advanced docs:

15K stars100/100 ready

Claude Seo

Primary pick

Universal SEO skill for Claude Code. 25 sub-skills + 18 sub-agents covering technical SEO, E-E-A-T, schema, GEO/AEO, backlinks, local SEO, maps intelligence, semantic clustering, e-commerce SEO, international SEO, Google APIs, and PDF/Excel reporting. Optional DataForSEO, Firecrawl, and Banana extensions.

8.9K stars100/100 ready

Maxun

Primary pick

🔥 The open-source no-code platform for web scraping, crawling, search and AI data extraction • Turn websites into structured APIs in minutes 🔥

16K stars100/100 ready

Scrapling

Primary pick

Adaptive web scraping for agent data collection

70K stars100/100 ready

EasySpider

Primary pick

A visual no-code/code-free web crawler/spider易采集：一个可视化浏览器自动化测试/数据采集/网页爬虫软件，可以无代码图形化的设计和执行爬虫任务。别名：ServiceWrapper面向Web应用的智能化服务封装系统。

44K stars100/100 ready

Next guides

Keep building the workflow

Comparison

Crawl4AI vs Firecrawl

A decision-oriented comparison for agent builders choosing between Crawl4AI, Firecrawl, and related web extraction skills.

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