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Scrape and Ingest Web Content into Supabase Pgvector with Firecrawl

by FirecrawlUpdated Aug 2026
RequiresSupabaseSupabaseOpenAIOpenRouter
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WeReceive company URLReceive company…CoValidate and normalize URLValidate and no…Check for duplicate in SupabaseCheck for dupli…RTReturn duplicate noticeReturn duplicat…FiScrape company website with FirecrawlScrape company …RTReturn URL validation errorReturn URL vali…DDLoad scraped contentLoad scraped co…Generate OpenAI embeddingsGenerate OpenAI…ChReceive chat messageReceive chat me…AgAnswer query from enriched leadsAnswer query fr…OpenRouter LLMMBChat memoryGenerate OpenAI embeddings1Generate OpenAI…RCRerank results with CohereRerank results …IfSkip if already ingestedSkip if already…VSStore embeddings in SupabaseStore embedding…RTReturn ingestion resultReturn ingestio…VSRetrieve documents from SupabaseRetrieve docume…12345678910
1/5
FLOWS
STEPS · 10
Starts on an incoming request

On a webhook, scrapes web content with Firecrawl, embeds it with OpenAI, and ingests into Supabase pgvector for agent retrieval.

Tags

webhookcomplexSupabaseOpenAIDocument ExtractionAI RAGdiscoveredpending-review
Connects
supabaseSupabaseOpenAIOpenRouter
CategoryRAG & Knowledge Bases
Triggerwebhook
Complexitycomplex
Nodes18
AddedJun 27, 2026