62. The nutrition-label log
📣 Real-user report — shared publicly by a Muse user, not independently verified.
The job: Spacefaring Civilization (@Anonymo42055065), answering @Musecases' question "What is the most annoying chore Muse took off your plate?", said constant food logging in MyFitnessPal. They had Muse build a full dashboard tracking everything they care about — macros, calories, daily weight, and how big each day's calorie surplus or deficit was. The ongoing workflow is a photo of the nutrition label plus a portion note in one sentence (the example given: "I had half a box"), and Muse handles the rest.
Build me a food-tracking dashboard for macros, calories, daily weight, and the size of each day's calorie surplus or deficit. Each time I send a photo of a nutrition label plus a portion note like "I had half a box," do the serving-size math, log it, and update the dashboard. Show me the running totals for the day.
What Muse will do:
- Tell Muse what to track — macros, calories, daily weight, surplus/deficit — and have it build the dashboard
- For each meal, photograph the nutrition label and add the portion in one sentence ('I had half a box')
- Let Muse do the serving-size math and update the running totals
- Check the dashboard at the end of the day instead of reopening a tracking app after every meal
Why it works: Food-tracking apps fail on friction: every meal is a database search and five taps of entry, so most people quit within weeks. A photo plus one sentence collapses logging to seconds, and the agent owns the dashboard, so the running totals are always current without ever opening another app.
Common failures:
- The source quotes only the daily interaction ('I had half a box'); the dashboard-building prompt above is this site's reconstruction — adapt it to your own tracking goals.
- The post doesn't say how the dashboard is implemented or how daily weight gets into it — ask Muse to show you the dashboard's structure before you rely on it.
- Calculation accuracy wasn't independently checked: spot-check the first few days' macro math against the label before trusting the totals.
- No health outcome is claimed — this is a logging workflow, not a diet result.
Prompt variations:
- Log the whole pantry: photograph labels when you shop, then log portions as you eat
- Add a weekly review: have Muse average the week's deficit and flag the outlier days
- Flip it for a bulk: swap the deficit target for a surplus target
Reported by @Anonymo42055065 on X · Oct 2026
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