AI-powered nutrition assistant for Telegram — log meals, set goals, and get personalized daily reports with Google Sheets integration.
This n8n template creates a Telegram-based Nutrition AI Assistant 🥑🔥 designed as an open-source alternative to the Cal AI mobile app.
It allows users to interact with an AI agent via text, voice, or images to track meals, calculate macros, and monitor nutrition goals directly from Telegram.
The system integrates Google Sheets as the database, handling both user profiles and meal logs, while leveraging Gemini AI for natural conversation, food recognition, and daily progress reports.
💬 Multi-input support: Text, voice messages (transcribed), and food images (AI analysis).
📊 Macro calculation: Automatic estimation of calories, proteins, carbs, and fats.
📝 User-friendly registration: Simple onboarding without storing personal health data (no weight/height required).
🎯 Goal tracking: Users can set and update calorie and protein targets.
📈 Daily reports: Personalized progress messages with visual progress bars.
🗂 Google Sheets integration:
Profile
table for user targets.Meals
table for food logs.🔄 Advanced n8n nodes: Includes use of Merge
, Subworkflow
, and Code
nodes for data processing and report generation.
Inspired by the Cal AI concept 💡 — this template demonstrates how to reproduce its main functionality with n8n, Telegram, and AI agents as a flexible, open-source automation workflow.
telegram
ai-assistant
nutrition
meal-tracking
google-sheets
food-logging
voice-transcription
image-analysis
daily-reports
n8n-template
merge-node
subworkflow-node
code-node
telegram-trigger
google-gemini
Use this template if you want to:
🗂 Create two Google Sheets tables:
User_ID, Name, Calories_target, Protein_target
User_ID, Date, Meal_description, Calories, Proteins, Carbs, Fats
🔌 Configure the Telegram Trigger with your bot token.
🤖 Connect your AI provider credentials (Gemini recommended).
📑 Connect Google Sheets with your credentials.
▶️ Deploy the workflow in n8n.
🎯 Start interacting with your nutrition assistant via Telegram.
If you’d like help customizing or extending this workflow, feel free to reach out:
📧 Email: [email protected]
🔗 LinkedIn: John Alejandro Silva Rodríguez