Automation library · Hiring

Automate job search & resume matching with LinkedIn and Gemini

Started by a clock, and works across Gmail, Google Drive and Google Sheets. It hands the judgement calls to Gemini. 25 steps, 2 loops or waits: large, and worth reading before you trust it with anything live.

LargeCalls a model: Gemini

25 stepsLarge: read it before trusting it with anything live
0Branches: places the flow splits
2Loops or waits
3Services it connects to

The flow

Starts it 1Model 6Logic 11Service 7

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

  1. 1Google Gemini Chat ModelLm Chat Google GeminiModel
  2. 2Google Gemini Chat Model1Lm Chat Google GeminiModel
  3. 3Schedule TriggerSchedule triggerStarts it
  4. 4Gemini ModelLm Chat Google GeminiModel
  5. 5Job Matching AgentAgentModel
  6. 6Resume Editor AgentAgentModel
  7. 7ConfigSetLogic
  8. 8Resume Analyzer AgentAgentModel
  9. 9Prepare Values for GSheetSetLogic
  10. 10Update Rows with Job DetialsGoogle SheetsService
  11. 11Download fileGoogle DriveService
  12. 12Build Search RowsCodeLogic
  13. 13Loop Over ItemsSplit In BatchesLogic
  14. 14Extract from FileExtract From FileService
  15. 15Append row in sheetGoogle SheetsService
  16. 16Send a messageGmailService
  17. 17WaitWaitLogic
  18. 18LinkedIn Search URLCodeLogic
  19. 19Parse Job LinksHttp RequestService
  20. 20Fetch jobs from LinkedInHttp RequestService
  21. 21Extract HTML Job DetailsHtmlLogic
  22. 22HTMLHtmlLogic
  23. 23Set Job DetailsSetLogic
  24. 24Limit JobsCodeLogic
  25. 25Split OutSplit OutLogic

How it's built

Starts on
A clock
Steps
25, 2 loops or waits
Size
Large: read it before trusting it with anything live
Connects to
Gmail, Google Drive, Google Sheets
Model
Gemini

Questions

What does it need to run?

An n8n account, plus your own Gmail, 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 a clock.

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?

Take your time. At 25 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 25 steps before you point it at anything that matters.