The flow
Starts it 1Model 3Service 8
The steps in the order they run, from what starts it.
- 1OpenAI Chat ModelLm Chat Open AiModel
- 2Airbnb ExecuteMcp Client ToolService
- 3Brave SearchMcp Client ToolService
- 4Brave ExecuteMcp Client ToolService
- 5FireCrawl ExecuteMcp Client ToolService
- 6FireCrawl ListMcp Client ToolService
- 7Simple MemoryMemory Buffer WindowModel
- 8Listen for Telegram UpdatesTelegram triggerStarts it
- 9Airbnb SearchMcp Client ToolService
- 10Analyze Message with AIAgentModel
- 11Send Telegram AlertTelegramService
- 12Send Gmail NotificationGmailService
How it's built
- Starts on
- An incoming Telegram message
- Steps
- 12
- Size
- Medium: a working afternoon
- Connects to
- Gmail, 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 Gmail 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?
Plan an afternoon. 12 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.
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 12 steps before you point it at anything that matters.