RAG & Knowledge Basesfree

Hybrid RAG

by ChristoUpdated Aug 2026

1/5

FLOWS

STEPS · 17

Run manually by an operator

On manual trigger or chat, embeds documents with Ollama into a Qdrant vector store and answers questions using hybrid retrieval.

GitHub Content To Vector DB

On manual run, fetches data via HTTP, pulls from GitHub, and indexes it into a vector database.

On manual run, indexes documents into Pinecone, then a Gemini agent retrieves context and writes outputs to Google Docs, Sheets, and Drive.

On manual trigger, answers queries via a Gemini and OpenAI agent over a Pinecone vector store built from Google Docs, Sheets, and Drive.