Paul Graham Essay Search & Chat with Milvus Database

n8n AI Data Management Content Creation

Contributed by Sabrina Ramonov 🍄. From the community directory at agents.sabrina.dev, republished with permission and full credit.

Paul Graham Essay Search & Chat with Milvus Vector Database

This workflow creates a RAG (Retrieval-Augmented Generation) system using Milvus vector database to search Paul Graham essays:

Scrape & Load: Fetches Paul Graham essays, extracts text, and stores them as vector embeddings in Milvus.

Chat Interface: Enables semantic search and AI-powered conversations about the essays.

Set Up Steps:

1. Set up Milvus server following the official installation guide, then create a collection.

2. Execute the workflow to scrape essays and load them into your Milvus collection.

3. Chat with the AI agent using the Milvus tool to query and discuss essay content.

Tools used: Milvus, AI Agent

Download the workflow template (JSON)

Original tutorial

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