RAG & Knowledge BasesproFluxonLab library

FTP Document Embedding To Qdrant

by FluxonLab Importadapted from ManualUpdated May 2026

RequiresOpenAI

1/5

STEPS · 8

Run manually by an operator

On manual trigger, loads files from FTP, embeds them with OpenAI, and stores the vectors in Qdrant in batches.

Google Docs — OpenAI

On manual run, embeds documents into Qdrant, then generates content with Gemini and OpenAI and writes results to Google Docs.

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

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