App Overview

CleanEats: Scan & Plan Meals icon

CleanEats: Scan & Plan Meals

Coda Labs Ltd · Health & Fitness

CleanEats is the ultimate food scanner

Free

PRICE
Free
No in-app purchases
BUSINESS MODEL
Free
No overall Grossing estimate available
RATING
4.9
5,566 ratings · Top 5%

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 included

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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Free quick prompt For a smaller starting point

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 CleanEats: Scan & Plan Meals: map the core Health & Fitness 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

Enhance database integration for more food items.

Assumption to check: Limited food database for scanning.

Validate with people who use this workflow before building.

Hypothesis 2

Improve scanning algorithm for accuracy.

Assumption to check: Occasional scanning errors.

Validate with people who use this workflow before building.

Hypothesis 3

Add social features for sharing meal plans.

Assumption to check: Lack of social features for meal sharing.

Validate with people who use this workflow before building.

Hypothesis 4

Implement offline mode for meal planning.

Assumption to check: No offline functionality.

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

CleanEats is the ultimate food scanner. Scan meals, barcodes and labels to find out calories, hidden ingredients and health score. Easily track your calories and achieve your goals. If you want to lose weight, gain muscle, get healthier or boost your energy, CleanEats is here to help you win. PERSONALIZED NUTRITION GUIDE Get a custom health model based on your unique body, with nutrition guidance catered specifically to your goals. RECIPES MADE FOR YOU Browse a library of healthy recipes suited to your dietary needs, paired with a personalized meal plan and shopping list to take the guesswork out of eating well. INSTANT FEEDBACK Scan your food to discover what's been causing your health problems and find the quickest solution. FAST RESULTS Log your food every day to get feedback. Start seeing results in as little as 2 weeks. Our insights are backed by trusted scientific guidelines from reputable sources such as the World Health Organization (WHO), American Heart Association (AHA), National Institutes of Health (NIH), and European Food Safety Authority (EFSA). New subscribers get a free trial. After the trial, a subscription is required to keep using CleanEats. Terms https://www.apple.com/legal/internet-services/itunes/dev/stdeula/ Privacy https://www.cleaneats.app/privacypolicy

Written user reviews are not shown here. Check current App Store reviews >

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.

SUGGESTED BUILD STACK
React Native
Expo
Supabase
Zustand
expo-camera
@react-navigation/native
BUILD KIT DIFFICULTY

Not assessed in a Build Kit yet.

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.