Automation library · Content

Analyze articles with Telegram and Groq

Started by an incoming Telegram message, and works across Telegram. It puts Groq behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 23 steps, 2 branches: large, and worth reading before you trust it with anything live.

LargeCalls a model: GroqRetrieval

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23 stepsLarge: read it before trusting it with anything live
2Branches: places the flow splits
0Loops or waits
1Service it connects to

The flow

Starts it 1Model 11Logic 7Service 4

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

  1. 1Telegram TriggerTelegram triggerStarts it
  2. 2Groq - URL Summary - EnglishLm Chat GroqModel
  3. 3Groq - URL chat- EnglishLm Chat GroqModel
  4. 4Groq Model for language detectionLm Chat GroqModel
  5. 5ZepMemory ZepModel
  6. 6Zep1Memory ZepModel
  7. 7Zep2Memory ZepModel
  8. 8Detect if initiation or reply with question as chatIfLogic
  9. 9Detect if "delete" command receivedIfLogic
  10. 10Reply - AI AgentAgentModel
  11. 11AI AgentAgentModel
  12. 12Language detection - EnglishChain LlmModel
  13. 13Chat Memory Manager - DeleteMemory ManagerModel
  14. 14First delete the memoryMemory ManagerModel
  15. 15Build hash key based on "chatID" - for reply flowCryptoService
  16. 16Filter: check if prompt command receivedFilterLogic
  17. 17Crypto - deleteCryptoService
  18. 18TelegramTelegramService
  19. 19Build hash key based on "chatID" - for initial flowCryptoService
  20. 20Build an "output" message after deletion of the memorySetLogic
  21. 21Reply case - Build the prompt and the key fields to be sent to the AI modelSetLogic
  22. 22regex: get the URL part from the textCodeLogic
  23. 23Build the prompt and the key fields to be sent to the AI modelSetLogic

How it's built

Starts on
An incoming Telegram message
Steps
23, with 2 branches
Size
Large: read it before trusting it with anything live
Connects to
Telegram
Model
Groq
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 Telegram account, and a key for Groq. 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 Groq. 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 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.