Automation library · Customer support

Answer Telegram data questions with DeepSeek and Open-Meteo

Started by an incoming Telegram message, and works across Google Sheets and Telegram. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 25 steps: large, and worth reading before you trust it with anything live.

LargeCalls a model: OpenAIRetrieval

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

The flow

Starts it 3Model 15Logic 2Service 5

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

  1. 1Telegram TriggerTelegram triggerStarts it
  2. 2Chat MemoryMemory Buffer WindowModel
  3. 3OpenAI ModelLm Chat Open AiModel
  4. 4Weather ToolTool Http RequestModel
  5. 5FX Rates ToolTool Http RequestModel
  6. 6Crypto Prices ToolTool Http RequestModel
  7. 7Earthquakes ToolTool Http RequestModel
  8. 8Gold Price ToolTool Http RequestModel
  9. 9Indonesian Holidays ToolTool Http RequestModel
  10. 10Power Supply ToolTool Http RequestModel
  11. 11OpenAI Fallback ModelLm Chat Open AiModel
  12. 12Weekly Briefing TriggerSchedule triggerStarts it
  13. 13OpenAI Briefing ModelLm Chat Open AiModel
  14. 14Error TriggerError triggerStarts it
  15. 15BI Rates ToolTool Http RequestModel
  16. 16Normalize Incoming MessageSetLogic
  17. 17Handle Tool ErrorAgentModel
  18. 18Get PriceHttp RequestService
  19. 19Write Weekly BriefingAgentModel
  20. 20AI Data Assistant AgentAgentModel
  21. 21Telegram Reply FallbackTelegramService
  22. 22Send Weekly BriefingTelegramService
  23. 23Reattach Chat IDSetLogic
  24. 24Telegram ReplyTelegramService
  25. 25Log Query to SheetsGoogle SheetsService

How it's built

Starts on
An incoming Telegram message
Steps
25
Size
Large: read it before trusting it with anything live
Connects to
Google Sheets, Telegram
Model
OpenAI
Retrieval
Answers are drawn from documents you supply, not from the model alone

Questions

What does it need to run?

An n8n account, plus your own Google Sheets and Telegram accounts, and a key for OpenAI. 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 OpenAI. Its answers draw on documents you give it, not on the model alone. 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.