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FlowHubFluxonLab
RAG & Knowledge Basesfree

Scrape and Ingest Web Content into Pinecone with Firecrawl

by FirecrawlUpdated Aug 2026
RequiresOpenAIOpenRouter
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WeReceive URLCoValidate and normalize URLValidate and no…FiScrape page with FirecrawlScrape page wit…RTReturn URL validation errorReturn URL vali…VSStore embeddings in PineconeStore embedding…RTReturn ingestion resultReturn ingestio…Generate OpenAI embeddingsGenerate OpenAI…DDLoad scraped contentLoad scraped co…ChReceive chat messageReceive chat me…AgAnswer query from knowledge baseAnswer query fr…OpenRouter LLMMBChat memoryVSRetrieve documents from PineconeRetrieve docume…Generate OpenAI embeddings1Generate OpenAI…RCRerank results with CohereRerank results …1234567
1/5
FLOWS
STEPS · 7
Starts on an incoming request

On a webhook, scrapes a URL with Firecrawl, embeds it via OpenAI into Pinecone, and answers chat queries with an OpenRouter agent.

Tags

webhookcomplexOpenAIOpenRouterDocument ExtractionAI RAGdiscoveredpending-review
Connects
OpenAIOpenRouter
CategoryRAG & Knowledge Bases
Triggerwebhook
Complexitycomplex
Nodes15
AddedJun 27, 2026