RAG & Knowledge Basesfree

YouTube RAG Search with Frontend Using Apify, Qdrant and AI

by JimleukUpdated Aug 2026

RequiresOpenAI

Redis

1/5

FLOWS

STEPS · 6

Run manually by an operator

On a web request, retrieves relevant YouTube transcript chunks from a Qdrant vector store and returns an OpenAI-generated answer, caching with Redis.

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.