RAG & Knowledge Basesfree

Auto Update Knowledge Base with Drive, Llamaindex & Azure OpenAI Embeddings

by Khairul MuhtadinUpdated Aug 2026

Requires

Google Drive

1/5

STEPS · 10

Starts on a Google Drive event

On Google Drive file changes, loads documents and indexes them into an in-memory vector store using Azure OpenAI embeddings.

Chat File Agent with HTTP Request

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

When files are added to Google Drive, embeds them into Pinecone with Gemini, letting a chat agent answer questions over the documents.

When files are added to Google Drive, indexes them into Milvus with Cohere embeddings so an OpenAI chat agent answers questions.