Automation library · Research and reporting

AI research assistant with Telegram and OpenAI

Started by an incoming Telegram message, and works across Telegram. It puts DeepSeek and OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 8 steps: small enough to read in one sitting and change without fear.

SmallCalls a model: DeepSeek, OpenAIRetrieval

8 stepsSmall: readable in one sitting
0Branches: places the flow splits
0Loops or waits
1Service it connects to

The flow

Starts it 1Model 6Service 1

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

  1. 1DeepSeek Chat ModelLm Chat Deep SeekModel
  2. 2Simple MemoryMemory Buffer WindowModel
  3. 3OpenAI Chat ModelLm Chat Open AiModel
  4. 4SerpAPITool Serp ApiModel
  5. 5Telegram TriggerTelegram triggerStarts it
  6. 6DeepSeek R1 AI AgentAgentModel
  7. 7Research AI AgentAgentModel
  8. 8Send a text messageTelegramService

How it's built

Starts on
An incoming Telegram message
Steps
8
Size
Small: readable in one sitting
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?

Not long. At 8 steps it can be read in one sitting and changed without fear.

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 8 steps before you point it at anything that matters.