RAG & Knowledge Basesfree

Email History RAG

by Zain AliUpdated Aug 2026

RequiresOpenAI

Gmail

1/5

FLOWS

STEPS · 5

Starts from a chat message

On a chat message, indexes Gmail messages into a Qdrant vector store with OpenAI embeddings and answers questions through a retrieval agent.

Emailreadimap with Email (IMAP) & Email (SMTP)

On incoming IMAP email, classifies and answers it with OpenAI agents and a Qdrant knowledge base, replying through Gmail.

Reads IMAP email, classifies and summarizes it with OpenAI and DeepSeek over Qdrant and Google Drive docs, replying via SMTP and Gmail.

On manual run, indexes documents into Pinecone, then a Gemini agent retrieves context and writes outputs to Google Docs, Sheets, and Drive.