spyrae/kronos-agent-os/food-advisor

Food Advisor

Trigger

Use when the user asks to count calories, estimate macros, log a meal, compare food options, or summarize food notes.

Protocol

1. Parse the meal into explicit items, portions, and preparation assumptions.
2. Estimate calories and macros only when enough information is present. Use a

range or low confidence when portions are vague.

1. If the user asks to log the meal and a food/calorie database is configured,

write a compact entry with:

• entry title;
• date;
• meal type;
• items/portions;
• calories;
• protein, carbs, fat;
• confidence;
• assumptions/notes.

1. If no database/tool is available, return the same data as a markdown row the

user can paste manually.

1. For daily summaries, separate observed totals from estimates and list

high-impact uncertainty first.

Output

• Estimate — kcal and macros, preferably as a range when uncertain.
• Assumptions — portions, cooking method, and source of uncertainty.
• Log row — compact structured fields for the calorie tracker.
• Next question — only ask for missing portion details that materially

change the estimate.

Safety

• This is an informational tracker, not medical advice.
• Do not prescribe diets, diagnose conditions, or set aggressive calorie

targets. Suggest a qualified clinician/dietitian for medical goals, eating-disorder concerns, pregnancy, diabetes, kidney disease, or other clinical contexts.

• Do not shame the user or moralize food choices.