RAG & Knowledge Basesfree

RAG Pipeline and Chatbot

by MohsinUpdated Aug 2026

Requires

Google DriveOllama

1/5

FLOWS

STEPS · 5

Starts on a Google Drive event

On a Google Drive file, embeds documents with Ollama into Qdrant, then answers chat queries from the indexed knowledge base.

Calendar Slack RAG Assistant

On a new Google Calendar event, posts to Slack, retrieves context from a vector database, and answers with OpenAI.

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

When files are added to Google Drive, embeds them into Pinecone with Gemini, letting a chat agent answer questions over the documents.