n8n automation
Workflow Description
Advanced template for building an intelligent AI agent powered by OpenAI with memory and vector search capabilities, enabling sophisticated query processing and efficient information retrieval from knowledge bases.
How it works
- 1.Trigger the agent via manual trigger or webhook endpoint
- 2.Process user queries using OpenAI language model with memory context
- 3.Search vector store and retrieve relevant documents
- 4.Split large datasets into batches for parallel processing
- 5.Return optimized results to the user or application
Use cases
- Create an intelligent chatbot answering questions from a custom knowledge base
- Automate complex query processing while maintaining conversational context
- Extract and summarize information from large data repositories efficiently
Requirements
- Valid OpenAI API key and authentication credentials
- Pre-configured vector store with embedded documents
- Access permissions to connected applications and data sources
Service Value
Ideal as a smart automation service combining integrations and AI to produce ready-to-use results.
Apps Used
Details
How to Use
- 1.Click "Download Template"
- 2.Open your n8n dashboard
- 3.Go to Workflows > Import from File
- 4.Select downloaded file and configure credentials
Nodes Used (34)
When clicking ‘Test workflow’
Manual Trigger
Sticky Note6
Sticky Note
AI Agent
Agent
OpenAI Chat Model
OpenAI
Window Buffer Memory
Memory Buffer Window
Vector Store Retriever
Retriever Vector Store
In-Memory Vector Store
Vector Store In Memory
Embeddings OpenAI
OpenAI
Question and Answer Chain
Chain Retrieval Qa
Switch
Switch
IF
If
Dummy Node
No Op
Dummy Node (1)
No Op
Loop Over Items
Split In Batches
Dummy Node (2)
No Op
Dummy Node (3)
No Op
Dummy Node (4)
No Op
Dummy Node (5)
No Op
Dummy Node (6)
No Op
Dummy Node (7)
No Op
Dummy Node (8)
No Op
Dummy Node (9)
No Op
Dummy Tool
HTTP Request
Dummy Tool (1)
HTTP Request
OpenAI Chat Model (1)
OpenAI
Update n8n Workflow
N8N
Magic Positioning IA2S
HTTP Request
POST /workflow/magic/position/id
Webhook
Sticky Note
Sticky Note
Get n8n Workflow
N8N
Simple Webhook Response
Webhook
Schedule Trigger
Schedule Trigger
Magic Positioning
HTTP Request
Sticky Note1
Sticky Note