Camel AI | Firecrawl

Official CAMEL docs: docs.camel-ai.org/key_modules/loadersFirecrawl ships as a CAMEL loader, turning any site into LLM-ready markdown for your agents

Installation

pip install camel-ai

Set your Firecrawl key so the loader picks it up automatically:

export FIRECRAWL_API_KEY="fc-your-api-key"

Usage

With Camel AI and Firecrawl you can quickly build multi-agent systems that use data from the web.

Using Firecrawl to Gather an Entire Website

crawl returns once the job finishes. Check status, then read the markdown from data.

from camel.loaders import Firecrawl

firecrawl = Firecrawl()

response = firecrawl.crawl(url="https://www.camel-ai.org/about")
print(response["status"])  # "completed" when the crawl has finished

print(response["data"][0]["markdown"])

Using Firecrawl to Gather a Single Page

from camel.loaders import Firecrawl

firecrawl = Firecrawl()

response = firecrawl.scrape(url="https://www.camel-ai.org/about")
print(response["markdown"])

Firecrawl() reads FIRECRAWL_API_KEY from the environment. Pass api_key=... to override it, or api_url=... to point at a self-hosted instance.

Resources