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Firecrawl + LangChain web scraping pipeline

firecrawlintermediate30 min

Firecrawl + LangChain web scraping pipeline

Reliable web scraping/crawling for RAG pipelines, agent tools, and LLM apps needing clean markdown from sites

Prerequisites

→Firecrawl API key from firecrawl.dev
→pip install firecrawl-py langchain-community

Tools used

Further reading

https://docs.langchain.com/oss/python/integrations/document_loaders/firecrawl

Related Concepts

Agent OrchestrationConcept Tool UseConcept Function CallingConcept Agent RuntimeConcept

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Difficulty

intermediate

Time Estimate

30 min

Tools

firecrawl

Related Terms

Agent Orchestration Tool Use Function Calling Agent Runtime

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Firecrawl + LangChain web scraping pipeline — Blueprint | Agentifact