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Documentation Index

Fetch the complete documentation index at: https://spacesail.mintlify.app/llms.txt

Use this file to discover all available pages before exploring further.

The Firecrawl Reader uses the Firecrawl API to scrape and crawl web content, converting it into documents for your knowledge base.

Code

examples/concepts/knowledge/readers/firecrawl_reader.py
import os

from agno.knowledge.reader.firecrawl_reader import FirecrawlReader

api_key = os.getenv("FIRECRAWL_API_KEY")

reader = FirecrawlReader(
    api_key=api_key,
    mode="scrape",
    chunk=True,
    # for crawling
    # params={
    #     'limit': 5,
    #     'scrapeOptions': {'formats': ['markdown']}
    # }
    # for scraping
    params={"formats": ["markdown"]},
)

try:
    print("Starting scrape...")
    documents = reader.read("https://github.com/agno-agi/agno")

    if documents:
        for doc in documents:
            print(doc.name)
            print(doc.content)
            print(f"Content length: {len(doc.content)}")
            print("-" * 80)
    else:
        print("No documents were returned")

except Exception as e:
    print(f"Error type: {type(e)}")
    print(f"Error occurred: {str(e)}")

Usage

1

Create a virtual environment

Open the Terminal and create a python virtual environment.
python3 -m venv .venv
source .venv/bin/activate
2

Install libraries

pip install -U firecrawl-py agno
3

Set API Key

export FIRECRAWL_API_KEY="your-firecrawl-api-key"
4

Run Agent

python examples/concepts/knowledge/readers/firecrawl_reader.py

Params

ParameterTypeDefaultDescription
api_keyOptional[str]NoneFirecrawl API key for authentication
paramsOptional[Dict]NoneAdditional parameters to pass to the Firecrawl API
modeLiteral["scrape", "crawl"]"scrape"Mode of operation - "scrape" for single page, "crawl" for multiple pages
urlstrRequiredURL of the website to scrape or crawl