Automation library · Research and reporting

Match CVs to job descriptions with Gemini

Started by another system calling it, and works across Gmail. It hands the judgement calls to Gemini. 12 steps: a working afternoon to understand properly.

MediumCalls a model: Gemini

12 stepsMedium: a working afternoon
0Branches: places the flow splits
0Loops or waits
1Service it connects to

The flow

Starts it 2Model 4Logic 3Service 3

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

  1. 1 Webhook - CV Optimizer FormWebhookStarts it
  2. 2 Gemini Model - PrimaryLm Chat Google GeminiModel
  3. 3Gemini ModelLm Chat Google GeminiModel
  4. 4Webhook Response - HTML FormRespond To WebhookStarts it
  5. 5Extract CV Text (PDF)Extract From FileService
  6. 6AI CV AnalyzerAgentModel
  7. 7Parse AI JSON OutputOutput Parser StructuredModel
  8. 8Prepare CV TextSetLogic
  9. 9Send report GmailService
  10. 10Fetch Job PostingHttp RequestService
  11. 11Merge CV + Job DataMergeLogic
  12. 12Job Text CleanerCodeLogic

How it's built

Starts on
Another system calling it
Steps
12
Size
Medium: a working afternoon
Connects to
Gmail
Model
Gemini

Questions

What does it need to run?

An n8n account, plus your own Gmail account, 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. 12 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 12 steps before you point it at anything that matters.