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Nutrition Tracker & Meal Logger with Telegram, Gemini AI and Google Sheets logo

Nutrition Tracker & Meal Logger with Telegram, Gemini AI and Google Sheets

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Track meals and nutrition goals via Telegram with Gemini AI and Google Sheets.

n8nAI & LLMIntermediate👁 4.2K views
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Updated 2026-06-15

What is the Nutrition Tracker & Meal Logger with Telegram, Gemini AI and Google Sheets workflow?

This n8n workflow creates a Telegram nutrition assistant that recognizes foods, calculates macros, logs entries, and monitors goals by connecting Gemini AI to Google Sheets storage.

It suits users who want an open-source chat-based alternative to calorie-tracking apps for managing daily nutrition directly from messaging.

What it automates

Daily meal logging via chat

Users send text, voice notes, or food photos through Telegram and the workflow automatically extracts and logs nutrition details into Google Sheets.

Goal tracking with summaries

The agent pulls stored logs and user goals from Sheets to generate daily progress reports sent back via Telegram.

Profile management on the fly

Users update personal details like dietary preferences or targets through Telegram messages that the AI agent saves to the Sheets profile tab.

Apps & integrations used

Google SheetsTelegramAI AgentSimple MemoryCall n8n Workflow ToolGoogle Gemini Chat ModelGoogle Gemini

How to set up Nutrition Tracker & Meal Logger with Telegram, Gemini AI and Google Sheets

  1. 1Import the workflow template into n8n
  2. 2Add Telegram bot credentials
  3. 3Connect your Google Sheets account
  4. 4Configure Google Gemini API credentials
  5. 5Link the AI Agent and Simple Memory nodes
  6. 6Activate the workflow and test with a sample message

Nutrition Tracker & Meal Logger with Telegram, Gemini AI and Google Sheets: pros & cons

Pros

  • +Supports text, voice, and image inputs
  • +Centralizes data in Google Sheets
  • +Generates automated daily summaries
  • +Uses memory for context-aware responses

Cons

  • –Requires Telegram bot and Gemini API setup
  • –Needs Google Sheets access and permissions
  • –May need customization for specific nutrition fields
Did you find this helpful?

Frequently asked questions

It turns Telegram messages into logged meal data and daily nutrition summaries stored in Google Sheets using Gemini AI.

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