Automation library · Data collection

Track meal nutrition from photos with LINE and Gemini

Started by another system calling it, and works across Google Drive and Google Sheets. It hands the judgement calls to Gemini. 13 steps, 2 branches: a working afternoon to understand properly.

MediumCalls a model: Gemini

13 stepsMedium: a working afternoon
2Branches: places the flow splits
0Loops or waits
2Services it connects to

The flow

Starts it 1Model 2Logic 5Service 5

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

  1. 1LINE WebhookWebhookStarts it
  2. 2Google Gemini Chat ModelLm Chat Google GeminiModel
  3. 3ConfigSetLogic
  4. 4Analyze Meal with AIChain LlmModel
  5. 5Check If ImageSwitchLogic
  6. 6Check Analysis ResultIfLogic
  7. 7Download Image from LINEHttp RequestService
  8. 8Parse Nutrition DataCodeLogic
  9. 9Notify Not Food ImageHttp RequestService
  10. 10Merge DataMergeLogic
  11. 11Upload to Google DriveGoogle DriveService
  12. 12Save to Google SheetsGoogle SheetsService
  13. 13Reply to LINEHttp RequestService

How it's built

Starts on
Another system calling it
Steps
13, with 2 branches
Size
Medium: a working afternoon
Connects to
Google Drive, Google Sheets
Model
Gemini

Questions

What does it need to run?

An n8n account, plus your own Google Drive and Google Sheets accounts, and a key for Gemini. You connect your own accounts after importing it; none are included.

What starts it?

It starts on another system calling it.

Does it use AI?

Yes. It calls Gemini. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 13 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 13 steps before you point it at anything that matters.