Automation library · Alerts and monitoring

Monitor Lis Pendens real estate filings with Telegram

Started by an incoming Telegram message, and works across Telegram. It hands the judgement calls to Gemini and OpenRouter. 23 steps, 1 branch, 2 loops or waits: large, and worth reading before you trust it with anything live.

LargeCalls a model: Gemini, OpenRouter

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23 stepsLarge: read it before trusting it with anything live
1Branch: places the flow splits
2Loops or waits
1Service it connects to

The flow

Starts it 1Model 8Logic 10Service 4

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

  1. 1Google GeminiLm Chat Google GeminiModel
  2. 2OpenRouter ModelLm Chat Open RouterModel
  3. 3OpenRouter Model1Lm Chat Open RouterModel
  4. 4User Sends Message to BotTelegram triggerStarts it
  5. 5Chatting With UserAgentModel
  6. 6Analyze Data & Format for TelegramAgentModel
  7. 7Structured OutputOutput Parser StructuredModel
  8. 8Validate user InputAgentModel
  9. 9Structured Output ParserOutput Parser StructuredModel
  10. 10Answer the UserTelegramService
  11. 11Split Out Generated ContentSplit OutLogic
  12. 12Check For Input TypeSwitchLogic
  13. 13Loop Over ItemsSplit In BatchesLogic
  14. 14Send AlertTelegramService
  15. 15Calculate "To_Date"Date TimeLogic
  16. 16Today's DateDate TimeLogic
  17. 17Prevent Rate LimitsWaitLogic
  18. 18Format To_Date to Specific FormatCodeLogic
  19. 19Calculate "From_Date"Date TimeLogic
  20. 20Send Lead Data to TelegramTelegramService
  21. 21Wait for Both PathsMergeLogic
  22. 22Format From_Date to Specific FormatCodeLogic
  23. 23Extract Lis Pendens DataBrowser ActService

How it's built

Starts on
An incoming Telegram message
Steps
23, with 1 branch, 2 loops or waits
Size
Large: read it before trusting it with anything live
Connects to
Telegram
Model
Gemini, OpenRouter

Questions

What does it need to run?

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

How long does it take to set up?

Take your time. At 23 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 23 steps before you point it at anything that matters.