Automation library · Research and reporting

Automate website tool analysis with Telegram and Apify

Started by an incoming Telegram message, and works across Google Sheets and Telegram. It hands the judgement calls to OpenRouter. 15 steps, 1 branch: a working afternoon to understand properly.

MediumCalls a model: OpenRouter

Download free
15 stepsMedium: a working afternoon
1Branch: places the flow splits
0Loops or waits
2Services it connects to

The flow

Starts it 1Model 4Logic 5Service 5

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

  1. 1Telegram TriggerTelegram triggerStarts it
  2. 2OpenRouter Chat ModelLm Chat Open RouterModel
  3. 3Fetch Profile from Google SheetsGoogle Sheets ToolService
  4. 4Structure AI Analysis OutputOutput Parser StructuredModel
  5. 5Extract URL from MessageCodeLogic
  6. 6Clean Website ContentChain LlmModel
  7. 7Contextual Website Analyzer AIAgentModel
  8. 8URL Present?IfLogic
  9. 9Set Clean Detailed ContextSetLogic
  10. 10Record Website Analysis ResultsGoogle SheetsService
  11. 11Set Input URL FieldSetLogic
  12. 12Notify User: No Link FoundTelegramService
  13. 13Send a text message1TelegramService
  14. 14Launch Web Content ExtractionHttp RequestService
  15. 15Set Raw Web ContentSetLogic

How it's built

Starts on
An incoming Telegram message
Steps
15, with 1 branch
Size
Medium: a working afternoon
Connects to
Google Sheets, Telegram
Model
OpenRouter

Questions

What does it need to run?

An n8n account, plus your own Google Sheets and Telegram accounts, and a key for OpenRouter. 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 OpenRouter. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 15 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 15 steps before you point it at anything that matters.