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Inefficient calorie logging workflow and poor meal scanning

💚 healthproduct problem2 reports ●●●●● severity 2/5

A MyFitnessPal user reports that the app's user interface forces a summary page to load every time the app is opened, creating friction for frequent logging, and notes that the meal scanner feature is highly inaccurate for tracking meals that are not manually weighed.

Who's affected: A MyFitnessPal user who tracks meals multiple times per day and possibly others who rely on the meal scanner feature.

What people do today

🔧 Fix this

Ideas a builder, maker or community group could start on:

  1. A mobile app setting that allows users to bypass the summary page and default directly to the food logging screen.
  2. An AI-powered meal scanner tool that uses computer vision to better estimate portion sizes and identify ingredients from photos.
  3. A browser-based or mobile shortcut widget that provides a one-tap direct link to the 'Add Food' interface.
  4. A settings toggle to disable gamification features like streak animations and fireworks.
  5. A cross-meal search feature that allows users to pull saved meals from any time slot into the current entry.
I want to build this

Real voices

“Everytime you open to log it automatically opens a summary page... it’s gets massively annoying. The meal scanner is the worst I’ve used.”

Source: App Store review: myfitnesspal

“the “streak” celebration that I have to stop and click out of while it shoots fireworks at my eyes... the issue of when you create your own recipe and you say it serves 2 ppl but then you put olive oil and it automatically puts that your recipe calls for 1 whole gallon”

Source: App Store review: myfitnesspal

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