Description
Calorist | Mobile App AI Calorie Tracker With Laravel Admin Panel
Calorist | Mobile App AI Calorie Tracker With Laravel Admin Panel is a ready-to-launch native Kotlin + Jetpack Compose calorie and nutrition tracker for Google Play, powered by a complete Laravel admin panel and mobile API. Built for the health & fitness market, it pairs a polished Compose UI with a production-ready PHP backend: Google Gemini handles the AI food analysis server-side, Firebase provides auth, remote configuration and push, and RevenueCat handles Pro subscriptions.
The app is organized around five main slots — Home, History, a center Scan button, Insights, and Profile — giving users a complete workflow from logging a meal to understanding their trends. Snap a photo of a plate, scan a barcode offline, or just describe a meal in words — the server returns calories and macros (protein, carbs, fat) in seconds. Daily goals, a calorie ring, water tracking, weight logging, streaks and an AI nutrition coach keep users on track. Behind the scenes you run the food catalogue, members, subscriptions, feature flags and AI budgets from one Laravel dashboard — no rebuild needed to change them.
Key Value Propositions
- For End Users: Log food three ways — snap a photo, scan a barcode, or describe a meal by voice or text; get instant calories & macros; track daily goals with a calorie ring and water intake; review your full meal history; and see personalized trends and AI coach tips in Insights. Start instantly as a guest and keep every meal when you later create an account.
- For Health-Conscious Users: Set personalized daily calorie and macro targets from your own biometrics (Mifflin-St Jeor), track progress against goals, log weight over time, and get an AI-generated summary of your recent nutrition patterns.
- For App Owners / Developers: A white-label native Android (Kotlin/Compose) + Laravel product ready to rebrand and publish. 7 colour presets, 7 onboarding layouts, 7 paywall layouts, 12 languages with RTL, RevenueCat subscriptions with a webhook-driven entitlement, FCM push, server-owned feature flags and AI budgets, and full unobfuscated Kotlin and PHP source — so you can launch faster and customize with confidence in Android Studio.
Key Features
- AI Photo Logging: Snap a meal photo — Gemini vision returns foods, calories, and macros against a fixed schema.
- Offline Barcode Scanning: On-device ML Kit with a bundled model, resolved against your own food catalogue.
- Describe a Meal: Type or dictate a meal (“2 eggs and toast with butter”) — AI parses it into a log.
- Home Dashboard: Daily calorie ring, macro rings, water tracking, and today’s meals.
- History: The last 30 days with filters, per-day detail, share, and quick edits.
- Insights: AI coach cards plus deterministic streak, trend, macro and weight analytics with charts.
- Profile & Goals: Mifflin-St Jeor daily calorie and macro targets, biometrics, and account management.
- Subscriptions: Weekly/monthly/yearly plans via RevenueCat, with a webhook that is the only way Pro is granted.
- User Accounts: Quick anonymous start with optional Google or email sign-in — guest history is merged in, never lost.
- Settings & Personalization: Light/dark theme, 7 colour presets, and 12 languages.
- Onboarding: Guided welcome flow plus a survey you define remotely, with no rebuild.
