Reading
A RAG automation platform built with n8n, OpenAI, MongoDB, and FastAPI, supporting AI agent workflows, vector search, chat memory, and knowledge base integration.
Section 01
A RAG automation platform built with n8n, OpenAI, MongoDB, and FastAPI, supporting AI agent workflows, vector search, chat memory, and knowledge base integration.
Section 02
n8n (pronounced "n-eight-n") is an open-source workflow automation tool that uses a visual node editor to allow developers to build complex automation processes via drag-and-drop. Compared to commercial services like Zapier or Make, n8n supports self-hosting, giving users full control over their data, making it ideal for enterprise-level application scenarios.
Section 03
This project builds a complete AI agent system on top of n8n, with key features including:
Section 04
Through n8n's visual interface, users can design complex AI processing workflows:
Section 05
Deep integration with the OpenAI API, supporting:
Section 06
Using MongoDB for persistent storage of conversation history, enabling:
Section 07
Semantic search implemented based on vector databases:
Section 08
Complete Retrieval-Augmented Generation (RAG) process:
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