RAG & Knowledge BasesproFluxonLab library

OpenAI Qdrant Knowledge Indexer

by FluxonLab Importadapted from SplitoutUpdated May 2026

RequiresOpenAI

Google Sheets

1/5

FLOWS

STEPS · 12

Run manually by an operator

On manual run, scrapes web pages, embeds the content with OpenAI into a Qdrant vector store, extracts fields, and logs results to Google Sheets.

Wait & HTTP Request — Google Gemini

When triggered, splits and embeds documents with Google Gemini into a Qdrant vector store, then classifies and extracts structured fields.

Fetches documents via HTTP, chunks and embeds them with Gemini into a Qdrant vector store, classifies, and extracts structured fields.

On a chat message or Google Drive upload, embeds files into Supabase and answers questions with an OpenAI RAG agent.