AI-Native Nutrition Tracker

An Indian-food-first nutrition app where the primary input is a photo. Point the camera at a thali, tiffin, street food, or home-cooked meal and Gemini 2.0 Flash vision identifies each item, classifies the meal type, and returns a per-item macro breakdown grounded in a 22,628-row Indian food database with Hindi names. An AI Coach answers questions over streaming SSE, NutriCards turn each meal into a shareable card, and streaks keep daily logging sticky.

Specifications

Features

• 01Photo-first input: snap thali / tiffin / street food / home-cooked meal
• 02Gemini 2.0 Flash vision identifies each item and classifies meal type
• 03Per-item macro breakdown grounded in 22,628-row Indian food database
• 04Hindi names supported throughout (en/hi bilingual UI)
• 05Streaming AI Coach over SSE for real-time nutrition Q&A
• 06NutriCards turn every meal into a shareable card
• 07BMR/TDEE onboarding produces personalised macro targets
• 08Daily logging streaks for habit retention

Architecture