RAG & Knowledge Basesfree

Document Q&a System with Voyage Context 3 Embeddings

by JimleukUpdated Aug 2026

Requires

MongoDBOpenAI

1/5

FLOWS

STEPS · 10

Run manually by an operator

Manually triggered, embeds documents into MongoDB, then answers chat questions with OpenAI over the indexed knowledge base.

Email AI Auto responder. Summerize and send email

On incoming IMAP email, classifies and summarizes it using OpenAI and a Qdrant knowledge base, then sends an SMTP reply.

Reads IMAP email, classifies and summarizes it with OpenAI using Qdrant and Google Drive documents, then sends a reply via SMTP.

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