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Prime Gap

Is there a good app for log meals?

Prime Gap: 5 apps already serve this, and 154 data points mined from real user reviews across 2 sources show where they fall short. Heavily used and done badly — the most disruptable kind of gap.

95
Opportunity /100
98
Demand /100
25
Competition /100
97
Execution gap /100
5
Apps serving it
154
User reports mined

Data refreshed July 20, 2026 · scores recompute weekly as new reviews are mined, so re-check before you build.

What users complain about

The most common complaints behind apps that try to log meals, mined and clustered from real reviews:

Complaint areaTypeMentionsWhat a user said
food list jumps to top on logux3
Every food you log now causes the UI to jump on screen and brings you back to the top of the food list
cumbersome food loggingux2
adding food for daily tracking is really not good
frustrating meal loggingux1
Meal logging is frustrating at best, imposible at worst
meal time-of-day loggingmissing-feature1
не хватает возможности указать время приёма
too complex to log simple mealsux1
non posso scrivere pasta con pomodoro 100cal.. è per frustrati maniaci
hard to log foodux1
I can’t stand trying to log in my food anymore
too many inputs to log a mealux1
it still takes an unnecessarily long amount of inputs to simply log a meal
logging meals much harderux1
logging meals is so much harder than the Fitbit app
hard to log food accuratelyux1
It's difficult to log anything accurately
logs foods not eatenbug1
it logs foods that I haven't eaten recently. I have to constantly delete foods
food logging defaults to wrong meal timeux1
everything goes to anytime then you have to change it to breakfast, lunch or dinner
time-consuming food loggingux1
Es braucht viel Zeit

Apps that already serve this

AppRatingRatingsPrice
The Meal App5.03$0.99
Options Log4.52$1.99
R-Log4.411$1.99
LeanBites - Healthy Dining4.63,095Free
Noom Weight Loss, Food Tracker4.7868,553Free

Should you build it?

Heavily used and done badly — the most disruptable kind of gap. Opportunity here scores 95 out of 100 — a function of demand, how crowded the field is, and how badly the existing apps perform. Use the live map to compare it against adjacent tasks.

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Who has tried building this

6 attempts, 4 active but small (top 29 stars); steady interest yet no breakout—a crowded, low-traction field.

ProjectStatusStarsStack
fraineralex/trackyactive29TypeScript
akutishevsky/nutrition-mcpactive15TypeScript
gshaviv/ninety-twoactive13Swift
umangsh/famnomstale13Python
panwarabhishek345/Log-It-Andoid-Appstale11Java
pallaviXD/NutriMind-Aiactive6JavaScript

Open-source projects that attempted this task — active ones show today's bar; abandoned ones are a signal to validate why earlier attempts died.

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