Automation library · AI assistants

Email-based book recommendations with Ollama LLM

Started by an arriving email, and works across Email. It hands the judgement calls to a local model. 15 steps, 1 branch, 1 loop or waits: a working afternoon to understand properly.

MediumCalls a model: a local model

15 stepsMedium: a working afternoon
1Branch: places the flow splits
1Loop or waits
1Service it connects to

The flow

Model 2Logic 7Service 6

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

  1. 1Ollama ModelLm Chat OllamaModel
  2. 2Email Trigger – Book RequestEmail Read ImapService
  3. 3Analyze Email with OllamaAgentModel
  4. 4Create Book Search QuerySetLogic
  5. 5Call Book Search APIHttp RequestService
  6. 6Check API ResponseIfLogic
  7. 7Check Book NameCodeLogic
  8. 8Handle No Book FoundEmail SendService
  9. 9Extract Book SummaryHttp RequestService
  10. 10Wait for Summary ResponseWaitLogic
  11. 11Retrieve Book DetailsHttp RequestService
  12. 12Format Book DataSetLogic
  13. 13Enhance Data with CodeCodeLogic
  14. 14Generate Email ContentSetLogic
  15. 15Send Recommendation EmailEmail SendService

How it's built

Starts on
An arriving email
Steps
15, with 1 branch, 1 loop or waits
Size
Medium: a working afternoon
Connects to
Email
Model
a local model

Questions

What does it need to run?

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

What starts it?

It starts on an arriving email.

Does it use AI?

Yes. It calls a local model. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 15 steps is enough that you should read each one before running it.

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 15 steps before you point it at anything that matters.