RAG-Powered n8n Doc Assistant, No Hallucinations

# AI chatbot for n8n docs with RAG, vector search, and conversation memory

This workflow builds an AI assistant that answers technical questions about n8n by retrieving information exclusively from the official documentation. Powered by RAG (Retrieval-Augmented Generation), Google Gemini embeddings, and an in-memory vector store, it enables developers and technical teams to get precise, up-to-date answers without AI hallucinations.

## Who it´s for
- n8n developers who need fast, accurate access to node and function documentation.
- Technical specialists learning n8n and requiring real-time guidance during implementation.
- DevOps teams automating processes and relying on error-free knowledge sources.
- Trainers and educators in low-code automation using RAG to build educational bots.

## What the automation does
- Scrapes and indexes text from the official n8n documentation using an HTTP Web Scraper.
- Splits content into chunks and generates vector embeddings via Google Gemini.
- Stores vectors in an in-memory vector database for fast retrieval.
- On user query via webhook, triggers a LangChain RAG agent to find relevant documentation snippets.
- Generates accurate responses with contextual awareness using conversation memory.
- Supports follow-up questions by preserving dialogue history.

## What´s included
- Ready-to-use workflow for n8n.
- Trigger logic (manual, HTTP webhook, execute trigger).
- Integrations with Google AI API, n8n Documentation, and HTTP Web Scraper.
- Basic setup and adaptation guide.

## Requirements for setup
- n8n instance with workflow editing access.
- Google AI API key for Gemini access.
- Internet connection to scrape n8n documentation.

## Benefits and outcomes
- Eliminates AI hallucinations — all answers are grounded in official docs.
- Speeds up technical lookup by orders of magnitude.
- Reduces dependency on senior experts for onboarding new team members.
- Acts as an internal n8n expert for growing teams.
- Easily scalable for organizational knowledge sharing.
- No external databases required — runs fully in memory after indexing.

## Important: template only
Important: you are purchasing a ready-made automation workflow template only. Rollout into your infrastructure, connecting specific accounts and services, 1:1 setup help, custom adjustments for non-standard stacks and any consulting support are provided as a separate paid service at an individual rate. To discuss custom work or 1:1 help, contact via chat