RAG & Knowledge BasesproFluxonLab library

OpenAI Milvus RAG Chatbot

by FluxonLab Importadapted from SplitoutUpdated May 2026

RequiresOpenAI

1/5

FLOWS

STEPS · 5

Starts from a chat message

On a chat message, embeds scraped web content into Milvus with OpenAI and answers questions via retrieval QA.

Website RAG Agent With Milvus

On chat message, scrapes web pages, embeds them into Milvus with OpenAI, and answers via a retrieval agent.

Processes files and images, builds OpenAI embeddings, and stores extracted, enriched records in Airtable.

On manual run, scrapes and splits HTML content, embeds it into Qdrant, and uses OpenAI to extract details into Google Sheets.