App Overview

ChefGPT: AI Calories Tracker icon

ChefGPT: AI Calories Tracker

MIU Digital Limited · Food & Drink

HOW TO USE CHEFGPT:

Free · In-app purchases

PRICE
Free
In-app purchases
BUSINESS MODEL
Freemium
No overall Grossing estimate available
RATING
4.5
226 ratings · Top 15%

Evidence scope: No current overall US chart position is available. Category-chart positions shown in discovery are a separate scope. Revenue is a directional model estimate, not verified earnings.

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Build Kit

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A product spec, screen plans, and build steps for your coding agent.

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What's included17 files

A product spec, phased build plan, differentiation notes, and screen references.

  • START_HERE
  • AGENTS
  • EVIDENCE
  • SPEC
  • BUILD_PLAN
  • DIFFERENTIATION
  • skills/
  • screens/
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Illustrative example: an invoice app for independent contractors. Your kit is tailored to the app you choose; this is not its generated content.

Feature spec

Goal: Send a clear invoice after finishing a job.

  • Add a client, line items, a due date, and payment instructions.
  • Preview the total before exporting a PDF.
  • Keep an editable draft if export fails.

Screen plan

Invoice editor: Client at the top, editable line items in the middle, total and preview action at the bottom.

States: Empty draft, validation errors beside each field, exporting, and a retry action that preserves the draft.

Differentiate and validate

Hypothesis: Contractors need faster repeat invoices more than more templates.

First experiment: Test duplicating a previous job with five contractors. Watch where they hesitate before expanding the feature set.

The full kit adds a phased build plan, evidence notes, tool prompts, and implementation guidance. It is a plan for your coding agent, not a finished app.

Usage: Mechanics are fair game; never reuse the original name, branding, assets, or verbatim copy.

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Quick prompt

> SELECT BUILD PLATFORM:

Good fit for mobile-first iOS and Android prototypes with managed app scaffolding.

// RORK SYSTEM PROMPT
Rork plan preview for ChefGPT: AI Calories Tracker: map the core Food & Drink workflow, choose the smallest differentiated feature set, define the data and monetization boundaries, then prototype the riskiest user journey first.
            

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Opportunities

AI-GENERATED OPPORTUNITY HYPOTHESES

These are generated suggestions, not verified review quotations. Check current App Store reviews and speak with users before treating a possible gap as a requirement.

Hypothesis 1

Implement community-sourced data or partnerships with food databases.

Assumption to check: Limited database of foods and nutritional information

Validate with people who use this workflow before building.

Hypothesis 2

Enhance AI algorithms with user feedback and data.

Assumption to check: Inaccurate calorie estimates from AI

Validate with people who use this workflow before building.

Hypothesis 3

Incorporate gamification elements to retain users.

Assumption to check: User engagement drops after initial use

Validate with people who use this workflow before building.

Hypothesis 4

Offer a freemium model with valuable features available for free.

Assumption to check: Subscription tiers may not appeal to all users

Validate with people who use this workflow before building.

App evidence

Original App Store material. Ratings and screenshots describe the existing app, not proof of demand for your version.

App Store description

HOW TO USE CHEFGPT: 1) Answer lifestyle questions to build your tailored plan 2) Create recipes and meal plans with ChefGPT’s advanced AI models: a. PantryChef – Open PantryChef, select the ingredients you have on hand – Tap “Generate” to see AI-crafted recipes that use exactly what’s in your pantry b. MasterChef – Search for any dish or dietary preference – Customize ingredient swaps, portion sizes, and cooking methods c. MacrosChef – Enter your macronutrient targets (protein, carbs, fats) – Get recipes tailored to hit your health and wellness goals d. MealPlanChef – Build your weekly meal plan in seconds – Auto-generate a consolidated shopping list for stress-free grocery trips 3) Snap a photo of your meal 4) Get your nutritional breakdown and track your daily calories intake. If you want to crush your goals, ChefGPT will help you get there with less time spent than anyone else. We aren't another complicated recipes app. We are your all in one kitchen and diet companion that empowers YOU to be confident your journey to achieve your health and fitness goals. We will support you and give you the tools and information you need to get where you want to be. Support & Feedback Questions or recipe ideas? Email us at [email protected] Important: Access to ChefGPT's features require an active paid subscription. Terms of Use: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/

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Screenshots

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Build scope

Plan a focused first version with your coding agent. These are planning assumptions, not a delivery guarantee.

Define the first version

Choose one audience and one core workflow. Use the kit to agree on its screens, data, and acceptance criteria before building.

Set boundaries

Decide which secondary features, integrations, and platform support can wait. Your version does not need to reproduce everything in the original.

Check the hard parts

Validate external services, specialist technology, data access, and ongoing costs for your chosen scope.

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BUILD KIT DIFFICULTY
Advanced

From the Build Kit assessment.

A reliable timeline needs an agreed scope and a technical check. Ask your agent to estimate the phases in BUILD_PLAN.md after that review.