The flow
Starts it 2Model 14Logic 1Service 8
The steps in the order they run, from what starts it.
- 1CalculatorTool CalculatorModel
- 2OpenAI Chat ModelLm Chat Open AiModel
- 3DeepSeek Chat ModelLm Chat Deep SeekModel
- 4Send a text message in TelegramTelegram ToolService
- 5similarwebHttp Request ToolService
- 6ahrefsHttp Request ToolService
- 7google-keywordsHttp Request ToolService
- 8SEO-toolsMcp Client ToolModel
- 9meteoHttp Request ToolService
- 10wazeHttp Request ToolService
- 11Telegram TriggerTelegram triggerStarts it
- 12OpenAI Chat Model1Lm Chat Open AiModel
- 13OpenAI Chat Model2Lm Chat Open AiModel
- 14Simple MemoryMemory Buffer WindowModel
- 15MCP toolsMcp Client ToolModel
- 16AI Reasoning ToolTool ThinkModel
- 17SEO Agent - Persistent Memory (Postgres)Memory Postgres ChatModel
- 18SEO Orchestrator AgentAgentModel
- 19User Request Parser (URL/Query)Information ExtractorModel
- 20MCP-tools triggerMcp triggerStarts it
- 21Text ClassifierText ClassifierModel
- 22General Assistant AgentAgentModel
- 23Send a text messageTelegramService
- 24scrape_urlHttp RequestService
- 25MergeMergeLogic
How it's built
- Starts on
- An incoming Telegram message
- Steps
- 25
- Size
- Large: read it before trusting it with anything live
- Connects to
- Telegram
- Model
- DeepSeek, 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 Telegram account, and a key for DeepSeek and 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 DeepSeek and 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 itNothing 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.