RAG & Knowledge Basesfree

Website Content Scraper to Knowledge Base Vector Store (RAG Ready)

by Dean PikeUpdated Aug 2026

RequiresGoogle Gemini

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STEPS · 14

Starts on an incoming request

On a form submission, scrapes website content over HTTP, embeds it with Google Gemini, and stores vectors in Supabase for RAG.

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On manual run, fetches and extracts web content with Google Gemini, then embeds it and upserts the vectors into a Pinecone store.

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Website Content Scraper to Knowledge Base Vector Store (RAG Ready)

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Related workflows

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Create AI Ready Vector Datasets for Llms with Bright Data, Gemini & Pinecone

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