Firecrawl Web Loader is a powerful web crawling service that transforms websites into LLM-ready content through intelligent crawling and content extraction.

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Description

Firecrawl Web Loader is an advanced web crawling and content extraction service that converts entire websites into LLM-ready formats with:
  • Comprehensive Crawling that automatically discovers and processes all accessible subpages without requiring sitemaps
  • Intelligent Content Processing converting complex web content into clean markdown and structured data
  • Media Handling capabilities for processing PDFs, DOCX files, and images

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Core Features:

  • Web Scraping - Extract content from single URLs in LLM-ready formats
  • Site Crawling - Process entire websites including all discoverable subpages
  • URL Mapping - High-performance discovery of all website URLs
  • Action Automation - Perform clicks, scrolls, form inputs and more

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Output Formats:

  • Clean markdown text
  • Structured data via LLM Extract
  • Page screenshots
  • Raw HTML
  • URL maps and metadata

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Installation

agentstack tools add firecrawl
Set the environment variable 
FIRECRAWL_API_KEY=...

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Usage

Firecrawl can be configured for different behaviors by modifying src/tools/firecrawl_tool.py