Curated

(5/5)

Recipe Recommendations with Qdrant and Mistral

Step 1. Fetch Available Courses For the Current Week To populate our vectorstore, we'll scrape the weekly menu off the HelloFresh Website. The pages are quite large so may take a while so please be patient.

Integrations Used (10)

HTTP Request

Embeddingsmistralcloud

Documentdefaultdataloader

Textsplitterrecursivecharactertextsplitter

Workflow Structure (24 nodes)

100%

Manual Trigger

When clicking "Test workflow"

Http Request

Get This Week's Menu

Html

Extract Server Data

Set

Get Course Metadata

Http Request

Get Recipe

Merge

Merge Course & Recipe

Set

Prepare Documents

Langchain.embeddings Mistral Cloud

Embeddings Mistral Cloud

Langchain.vector Store Qdrant

Qdrant Vector Store

Langchain.document Default Data Loader

Default Data Loader

Langchain.text Splitter Recursive Character Text Splitter

Recursive Character Text Splitter

Langchain.chat Trigger

Chat Trigger

Langchain.lm Chat Mistral Cloud

Mistral Cloud Chat Model

Langchain.agent

AI Agent

Langchain.tool Workflow

Qdrant Recommend API

Code

Extract Available Courses

Html

Extract Recipe Details

Code

Save Recipes to DB

Execute Workflow Trigger

Wait

Wait for Rate Limits

Http Request

Get Mistral Embeddings

Http Request

Use Qdrant Recommend API

Code

Get Recipes From DB

Set

Get Tool Response

Node Types:

trigger

http

code

default

transform

logic

Requires credentials

Prerequisites

Required Credentials (2)

Mistral Cloud

Used by: Embeddings Mistral Cloud, Mistral Cloud Chat Model +1 more

Docs

Qdrant

Used by: Use Qdrant Recommend API, Qdrant Vector Store

Docs

Complexity

Advanced

Expert level. Custom code, complex logic, many integrations.

Setup time: ~45 min

Score: 73/100

Custom Code

Conditional Logic

4 Integrations

When to Use This Workflow

AI-Powered Content Creation

Automate content generation, summarization, or analysis using AI capabilities.

Save hours of manual work while maintaining quality and consistency.

Real-time Response

React instantly when events happen - new orders, form submissions, or API calls.

Zero delay between trigger and action for time-sensitive workflows.

Error Reduction

Eliminate human error from routine processes with consistent automation.

Improve accuracy and reliability across your workflows.

workflow.json

{
  "meta": {
    "instanceId": "26ba763460b97c249b82942b23b6384876dfeb9327513332e743c5f6219c2b8e"
  },
  "nodes": [
    {
      "id": "1eb82902-a1d6-4eff-82a2-26908a82cea2",
      "name": "When clicking \"Test workflow\"",
      "type": "n8n-nodes-base.manualTrigger",
      "position": [
        720,
        320
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "e0031fc3-27f1-45d9-910b-4c07dd322115",
      "name": "Get This Week's Menu",
      "type": "n8n-nodes-base.httpRequest",
...