RAG & Knowledge Basesfree

Retrieve and Answer Gmail Email Queries with Llama 3.2, Mxbai Embed, and Qdrant

by Neloy BarmanUpdated Aug 2026

Requires

Google Drive

GmailOpenAI

1/5

FLOWS

STEPS · 12

Starts on a Google Drive event

On a new Drive file, indexes documents into Qdrant, then on incoming Gmail retrieves relevant context and sends an AI-drafted reply.

Drive Knowledge Base Chat Agent

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

On a webhook chat query, retrieves answers from Google Drive documents embedded in Qdrant using OpenAI and responds to the request.

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