Automation library · Chat assistants

Find and rank job listings from Adzuna and Remotive

Started by an incoming Telegram message, and works across Google Sheets and Telegram. It hands the judgement calls to Gemini. 29 steps, 2 branches: large, and worth reading before you trust it with anything live.

LargeCalls a model: Gemini

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

The flow

Starts it 1Model 6Logic 12Service 10

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

  1. 1When Telegram Message ReceivedTelegram triggerStarts it
  2. 2Parse Search Plan OutputOutput Parser StructuredModel
  3. 3Google Gemini Search Plan ModelLm Chat Google GeminiModel
  4. 4Parse Ranked Jobs OutputOutput Parser StructuredModel
  5. 5Google Gemini Ranking ModelLm Chat Google GeminiModel
  6. 6Set Search ConfigurationSetLogic
  7. 7AI Build Search Plan AgentChain LlmModel
  8. 8AI Rank Top Jobs AgentChain LlmModel
  9. 9If Valid Search DomainIfLogic
  10. 10Fetch Adzuna Jobs APIHttp RequestService
  11. 11Fetch Remotive Jobs APIHttp RequestService
  12. 12Send Search Plan FailureTelegramService
  13. 13Format Telegram Report ChunksSetLogic
  14. 14Split Top Jobs OutputSplit OutLogic
  15. 15Send Ranking Failure MessageTelegramService
  16. 16Send Search AcknowledgmentTelegramService
  17. 17Send Usage InstructionsTelegramService
  18. 18Normalize Adzuna JobsSetLogic
  19. 19Normalize Remotive JobsSetLogic
  20. 20Split Report ChunksSplit OutLogic
  21. 21Prepare Google Sheets RowSetLogic
  22. 22Merge Job SourcesMergeLogic
  23. 23Send Top Jobs MessageTelegramService
  24. 24Append Jobs to SheetsGoogle SheetsService
  25. 25Read Logged Jobs from SheetsGoogle SheetsService
  26. 26Collect Logged URLsAggregateLogic
  27. 27Combine Candidate JobsSetLogic
  28. 28If Jobs FoundIfLogic
  29. 29Send No Jobs Found MessageTelegramService

How it's built

Starts on
An incoming Telegram message
Steps
29, with 2 branches
Size
Large: read it before trusting it with anything live
Connects to
Google Sheets, Telegram
Model
Gemini

Questions

What does it need to run?

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

What starts it?

It starts on an incoming Telegram message.

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 29 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 29 steps before you point it at anything that matters.