Automation library · Content

Human in loop social media agent with Gemini and Telegram

Started by an incoming Telegram message, and works across Telegram and X. It hands the judgement calls to Gemini. 10 steps: a working afternoon to understand properly.

MediumCalls a model: Gemini

10 stepsMedium: a working afternoon
0Branches: places the flow splits
0Loops or waits
2Services it connects to

The flow

Starts it 1Model 4Logic 1Service 4

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

  1. 1Telegram_TriggerTelegram triggerStarts it
  2. 2Gemini 2.5 FlashLm Chat Google GeminiModel
  3. 3Serp APIHttp Request ToolService
  4. 4X Post AgentAgentModel
  5. 5Text ClassifierText ClassifierModel
  6. 6Re-edit AgentAgentModel
  7. 7Set PostSetLogic
  8. 8X PostTwitterService
  9. 9Request FeedbackTelegramService
  10. 10Send a text messageTelegramService

How it's built

Starts on
An incoming Telegram message
Steps
10
Size
Medium: a working afternoon
Connects to
Telegram, X
Model
Gemini

Questions

What does it need to run?

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

How long does it take to set up?

Plan an afternoon. 10 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.

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 10 steps before you point it at anything that matters.