Automation library · AI assistants

Recipe recommendations with Qdrant and Mistral

Started by someone opening a chat with it, and works across Qdrant. It puts Mistral behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 24 steps, 1 loop or waits: large, and worth reading before you trust it with anything live.

LargeCalls a model: MistralRetrieval

Download free
24 stepsLarge: read it before trusting it with anything live
0Branches: places the flow splits
1Loop or waits
1Service it connects to

The flow

Starts it 3Model 7Logic 10Service 4

The steps in the order they run, from what starts it.

  1. 1When clicking "Test workflow"Manual triggerStarts it
  2. 2Embeddings Mistral CloudEmbeddings Mistral CloudModel
  3. 3Recursive Character Text SplitterText Splitter Recursive Character Text SplitterModel
  4. 4Chat TriggerChat triggerStarts it
  5. 5Qdrant Recommend APITool WorkflowModel
  6. 6Execute Workflow TriggerExecute Workflow triggerStarts it
  7. 7Mistral Cloud Chat ModelLm Chat Mistral CloudModel
  8. 8Get This Week's MenuHttp RequestService
  9. 9Qdrant Vector StoreVector Store QdrantModel
  10. 10Default Data LoaderDocument Default Data LoaderModel
  11. 11AI AgentAgentModel
  12. 12Wait for Rate LimitsWaitLogic
  13. 13Extract Server DataHtmlLogic
  14. 14Get Mistral EmbeddingsHttp RequestService
  15. 15Extract Available CoursesCodeLogic
  16. 16Use Qdrant Recommend APIHttp RequestService
  17. 17Get Course MetadataSetLogic
  18. 18Get RecipeHttp RequestService
  19. 19Get Recipes From DBCodeLogic
  20. 20Merge Course & RecipeMergeLogic
  21. 21Extract Recipe DetailsHtmlLogic
  22. 22Get Tool ResponseSetLogic
  23. 23Prepare DocumentsSetLogic
  24. 24Save Recipes to DBCodeLogic

How it's built

Starts on
Someone opening a chat with it
Steps
24, 1 loop or waits
Size
Large: read it before trusting it with anything live
Connects to
Qdrant
Model
Mistral
Retrieval
Answers are drawn from documents you supply, not from the model alone

Questions

What does it need to run?

An n8n account, plus your own Qdrant account, and a key for Mistral. You connect your own accounts after importing it; none are included.

What starts it?

It starts on someone opening a chat with it.

Does it use AI?

Yes. It calls Mistral. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Take your time. At 24 steps it is large: read it before trusting it with anything live.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

Before you run it

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 24 steps before you point it at anything that matters.