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CLUSTER PHOTOS-ESTIMATE-MEALS · 15 ENTRIES · EARLIEST ENTRY 2026-08-15

Photo-based nutrition tracking apps

This cluster consists of apps that use photos of meals, often combined with text or label analysis, to estimate calories and macronutrients and track users' dietary intake against personalized goals. The dated entry history, based on months before the index start, shows a sparse but consistent trickle from April 2024 through June 2026, with occasional months having two new entries. The traction leaders all show zero activity stars, indicating no significant user engagement.

Entry timeline

ENTRY TIMELINE

OCT 2010: 1DEC 2025: 2JUN 2026: 1AUG 2026: 3SEP 2026: 4OCT 2026: 4
OCT 2010OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 2 ai-built · 2 hand-coded · 11 unlabelled

Operator · 9 hobby · 2 indie · 1 commercial · 3 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 15 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01ha-food-diary1★5 dayslivehobbyCalorie and macro diary that stores food data in Home Assistant and logs meals from an iPhone app with Apple Health sync.
  2. 02calorie-counting1★17 days—hobbyAndroid app that estimates calories and macronutrients from meal photos and stores food diary locally.
  3. 03kaloriokut0★1 day—hobbyMobile app that estimates calories and macros from a photo of a meal, focused on Turkish dishes.
  4. 04nutrition-ai0★1 dayliveWeb app that analyzes food photos to provide nutritional breakdowns, tracks daily goals, and gives personalized diet coaching.
  5. 05foodtrack0★15 days—hobbyMobile web app that identifies foods from meal photos, estimates portion sizes, and logs calories and macros to a daily nutrition diary.
  6. 06bitewise0★2 daysliveindieWeb app that tracks daily calories and macros by parsing plain-language meal descriptions into nutrition data and logs meals against personal goals.
  7. 07bytebite0★1 mo—Mobile-first web app that extracts meal plans from uploaded PDF documents and displays them by day and meal with checkable items.
  8. 08Comidas0★1 molivehobbyWeb app that lets users upload daily meal photos and generates PDF summaries for a date range.
  9. 09MyCalorieDiary0★1 mo—hand-codedhobbyDesktop application for recording daily meals and tracking calorie and macronutrient intake from a local food database.
  10. 10FitBITE0★2 moliveai-builthobbyWeb app that analyzes photos of meals to estimate calories and macronutrients and tracks progress against daily nutrition goals.
  11. 11VitaLens1★3 mo—hand-codedindieSnap a photo of a meal to get accurate macro breakdown grounded in USDA data, with daily diary and coaching.
  12. 12Nutri_Scan0★10 mostale—hobbyApp that analyzes photos of food to estimate calories and macronutrients, and tracks the resulting nutrition history over time.
  13. 13api-tracker0★10 mostaleliveai-builthobbyWeb app that analyzes photos of meals, nutrition labels, and text descriptions to score antioxidant intake against a user's activity goals.
  14. 14Nutrients - Nutrition Facts0★3 yrabandonedlivecommercialMobile app that provides nutritional facts for hundreds of thousands of foods offline with food journaling and recipe analysis.
  15. 15AI Calorie Tracker — Count Calories from Photo Online0★unknownliveWeb app that identifies meals from photos and estimates calories and macronutrients with a food diary.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.