RAG & Knowledge BasesproFluxonLab library

MCP Qdrant Document Ingestion

by FluxonLab Importadapted from SplitoutUpdated May 2026

RequiresOpenAI

1/5

FLOWS

STEPS · 5

Starts on a Mcp event

Exposes an MCP tool that ingests and chunks documents into Qdrant using OpenAI embeddings for retrieval.

Chat File Agent with HTTP Request

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

Processes files and images, builds OpenAI embeddings, and stores extracted, enriched records in Airtable.

Embeds documents into Supabase with OpenAI, then lets a chat-triggered agent answer questions using the Supabase vector store.