Technical Infrastructure & DevOps

Building RAG Chatbot for Movie Recommendations with Qdrant and Open AI

Complex

High

Nodes

Complex

Trigger

High

Complexity

7/22/2025

Added

Workflow Overview

Total Nodes

Node Types

manual Trigger

When clicking ‘Test workflow’

1 node

github

GitHub

1 node

extract From File

Extract from File

1 node

embeddings Open Ai

Embeddings OpenAI

1 node

document Default Data Loader

Default Data Loader

1 node

text Splitter Token Splitter

Token Splitter

1 node

vector Store Qdrant

Qdrant Vector Store

1 node

chat Trigger

When chat message received

1 node

lm Chat Open Ai

OpenAI Chat Model

1 node

sticky Note

Sticky Note, Sticky Note1

2 nodes

tool Workflow

Call n8n Workflow Tool

1 node

memory Buffer Window

Window Buffer Memory

1 node

execute Workflow Trigger

Execute Workflow Trigger

1 node

merge

Merge, Merge1

2 nodes

split Out

Split Out, Split Out1

2 nodes

aggregate

Aggregate

1 node

agent

AI Agent

1 node

http Request

Embedding Recommendation Request with Open AI, Embedding Anti-Recommendation Request with Open AI, Calling Qdrant Recommendation API, Retrieving Recommended Movies Meta Data

4 nodes

set

Extracting Embedding, Extracting Embedding1, Selecting Fields Relevant for Agent

3 nodes

Workflow JSON

20.5 KB

{
  "id": "a58HZKwcOy7lmz56",
  "meta": {
    "instanceId": "178ef8a5109fc76c716d40bcadb720c455319f7b7a3fd5a39e4f336a091f524a",
    "templateCredsSetupCompleted": true
  },
  "name": "Building RAG Chatbot for Movie Recommendations with Qdrant and Open AI",
  "tags": [],
  "nodes": [
    {
      "id": "06a34e3b-519a-4b48-afd0-4f2b51d2105d",
      "name": "When clicking ‘Test workflow’",
      "type": "n8n-nodes-base.manualTrigger",
      "position": [
        4980,
        740
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "9213003d-433f-41ab-838b-be93860261b2",
      "name": "GitHub",
      "type": "n8n-nodes-base.github",
      "position": [
        5200,
        740
      ],
      "parameters": {
        "owner": {
          "__rl": true,
          "mode": "name",
          "value": "mrscoopers"
        },
        "filePath": "Top_1000_IMDB_movies.csv",
        "resource": "file",
        "operation": "get",
        "repository": {
          "__rl": ...

Showing first 1000 characters. Click "Expand" to view the full JSON.