Can I extract structured data like prices or contact info?

Absolutely. The skill supports the extract endpoint and JSON mode, allowing you to define a schema or use natural language prompts for structured data retrieval.

Does this skill handle JavaScript-heavy websites?

Yes, Firecrawl automatically executes client-side JavaScript to ensure dynamic content is fully captured and rendered before extraction.

What output formats does the scraper support?

It supports Markdown (optimized for LLMs), HTML, JSON, screenshots, summaries, and specialized branding/design system data extraction.

Is there protection against bot detection?

Yes, Firecrawl includes built-in stealth modes and anti-bot bypass mechanisms to successfully scrape sites protected by CAPTCHAs or advanced bot detection systems.

How does the Firecrawl Agent differ from a standard scrape?

The Agent is autonomous; it uses natural language prompts to search, navigate, and gather data across the web without requiring specific URLs from the user.

Firecrawl Web Scraper

Name: Firecrawl Web Scraper
Author: jezweb

byjezweb

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169

Web Scraping & Data Collection

Converts websites into LLM-ready markdown and structured data using the Firecrawl API.

About

Firecrawl Web Scraper is a comprehensive skill designed to bridge the gap between web content and AI models by transforming any URL into clean, optimized markdown or structured JSON. It leverages the Firecrawl v2 API to handle complex web challenges like JavaScript rendering, anti-bot bypass, and document parsing, making it indispensable for building AI agents, conducting market research, or monitoring content changes. Whether you need a single page scrape, a full-site crawl, or an autonomous AI agent to navigate the web for you, this skill provides the implementation patterns and best practices for high-quality data extraction.

Key Features

Converts web content into clean Markdown, JSON, or HTML for LLM consumption
Provides autonomous AI agents for research and data gathering without requiring specific URLs
Supports asynchronous batch operations and real-time content change tracking
169 GitHub stars
Bypasses anti-bot protections and renders dynamic JavaScript content automatically
Extracts structured brand data including color schemes, typography, and design systems

Use Cases

Monitoring competitor pricing or product updates through scheduled change tracking
Scraping documentation or articles to provide context for AI-driven development tasks
Building autonomous research agents that discover and extract data across multiple domains

About

Key Features

Converts web content into clean Markdown, JSON, or HTML for LLM consumption
Provides autonomous AI agents for research and data gathering without requiring specific URLs
Supports asynchronous batch operations and real-time content change tracking
169 GitHub stars
Bypasses anti-bot protections and renders dynamic JavaScript content automatically
Extracts structured brand data including color schemes, typography, and design systems

Use Cases

Monitoring competitor pricing or product updates through scheduled change tracking
Scraping documentation or articles to provide context for AI-driven development tasks
Building autonomous research agents that discover and extract data across multiple domains