Templates / Travel planning assistant with MongoDB Atlas, Gemini LLM and vector search

Travel planning assistant with MongoDB Atlas, Gemini LLM and vector search

Needs changes

by Pavel Duchovny · 3,766 views · created 2025-04-16 · Personal Productivity, AI RAG

Needs changes. This template uses 1 thing(s) that n8n 3.0 removes: AI Agent v1 (old agent modes). 1 breaking item(s) found. Static check, last run 2026-10-19.

What this workflow does

This AI workflow has 11 nodes and runs when a chat message arrives (plus 1 other trigger). Along the way it connects MongoDB Chat Memory, Google Gemini Chat Model, MongoDB Atlas Vector Store and Embeddings OpenAI.

How it runs

Trigger: When a chat message arrives (plus 1 other trigger).

  1. AI Traveling Planner Agent (AI Agent): runs an AI agent, with model: Google Gemini Chat Model; 1 tool (MongoDB Atlas Vector Store); memory: MongoDB Chat Memory
  2. MongoDB Atlas Vector Store: stores documents in the MongoDB Atlas vector store, with embeddings: Embeddings OpenAI; document loader: Default Data Loader

Services it uses

MongoDB Chat MemoryGoogle Gemini Chat ModelMongoDB Atlas Vector StoreEmbeddings OpenAI

Before you upgrade to n8n 3.0

1 thing in this workflow is removed in n8n 3.0. Fix it before you upgrade:

  • AI Agent v1 (old agent modes) in AI Traveling Planner Agent (v1.8): replace with Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.

Rather not rewrite it? Many of these flows can be rebuilt in Make (free plan).

Removed in 3.0Replace with
AI Agent v1 (old agent modes)
AI Traveling Planner Agent (v1.8)
Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.

Nodes used (9)

From the author

Building agentic AI workflows often requires multiple moving parts: memory management, document retrieval, vector similarity, and orchestration. Until now, these pieces had to be custom-wired. But with the new native n8n nodes for MongoDB Atlas, we reduce…

Excerpt from Pavel Duchovny's description on n8n.io.

View the original on n8n.io → Check your own copy

Get the weekly “what broke” email

New templates, newly broken ones, and n8n release changes. One short email a week.

Form not loading? Subscribe here.