RAG & Knowledge Basesfree

Transform Your Website Into a Smart AI Chatbot Knowledge

by riandraUpdated Aug 2026

RequiresOpenAI

1/5

FLOWS

STEPS · 10

Run manually by an operator

On manual run, scrapes a website with MrScraper, embeds content into Pinecone via OpenAI, and answers questions through an OpenAI chat agent.

Google Docs — Google Gemini

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.

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