from typing import Iterator, Literal, Optional from langchain_core.document_loaders import BaseLoader from langchain_core.documents import Document from langchain_core.utils import get_from_env class FireCrawlLoader(BaseLoader): """Load web pages as Documents using FireCrawl. Must have Python package `firecrawl` installed and a FireCrawl API key. See https://www.firecrawl.dev/ for more. """ def __init__( self, url: str, *, api_key: Optional[str] = None, mode: Literal["crawl", "scrape"] = "crawl", params: Optional[dict] = None, ): """Initialize with API key and url. Args: url: The url to be crawled. api_key: The Firecrawl API key. If not specified will be read from env var FIRECRAWL_API_KEY. Get an API key mode: The mode to run the loader in. Default is "crawl". Options include "scrape" (single url) and "crawl" (all accessible sub pages). params: The parameters to pass to the Firecrawl API. Examples include crawlerOptions. For more details, visit: https://github.com/mendableai/firecrawl-py """ try: from firecrawl import FirecrawlApp except ImportError: raise ImportError( "`firecrawl` package not found, please run `pip install firecrawl-py`" ) if mode not in ("crawl", "scrape"): raise ValueError( f"Unrecognized mode '{mode}'. Expected one of 'crawl', 'scrape'." ) api_key = api_key or get_from_env("api_key", "FIRECRAWL_API_KEY") self.firecrawl = FirecrawlApp(api_key=api_key) self.url = url self.mode = mode self.params = params def lazy_load(self) -> Iterator[Document]: if self.mode == "scrape": firecrawl_docs = [self.firecrawl.scrape_url(self.url, params=self.params)] elif self.mode == "crawl": firecrawl_docs = self.firecrawl.crawl_url(self.url, params=self.params) else: raise ValueError( f"Unrecognized mode '{self.mode}'. Expected one of 'crawl', 'scrape'." ) for doc in firecrawl_docs: yield Document( page_content=doc.get("markdown", ""), metadata=doc.get("metadata", {}), )