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Analyze weight loss data, calculate metabolic rate, track calorie deficit, manage weight loss stages
npx skill4agent add huifer/claude-ally-health weightloss-analyzerdata/fitness-tracker.jsondata/nutrition-tracker.jsondata/health-logs/YYYY-MM/YYYY-MM-DD.json# Body Composition Analysis Report
## Basic Information
- Gender: Male
- Age: 52 years old
- Height: 175cm
- Weight: 75kg
## Body Metrics
### BMI
- Current BMI: 24.5
- Classification: Overweight
- Ideal Weight: 67kg (BMI=22)
- Weight to Lose: 8kg
### Body Fat Percentage
- Current Body Fat Percentage: 25%
- Classification: Elevated
- Target Body Fat Percentage: 15-20%
### Circumference Analysis
- Waist Circumference: 92cm (Abdominal Obesity Risk)
- Hip Circumference: 98cm
- Waist-to-Hip Ratio: 0.94 (Abdominal Obesity)
## Recommendations
1. Lose 0.5-1kg per week
2. Target Weight Loss Duration: 8-16 weeks
3. Comprehensive Intervention: Diet + Exercise# Metabolic Rate Analysis Report
## BMR Calculation
| Formula | BMR | Description |
|------|-----|------|
| Harris-Benedict | 1650 | Original 1919 Formula |
| Mifflin-St Jeor | 1620 | Recommended ⭐ |
| Katch-McArdle | 1700 | Based on Body Fat Percentage |
**Recommended BMR: 1620 kcal/day**
## TDEE Calculation
- Activity Level: Moderate Exercise
- Activity Factor: 1.55
- TDEE: 1620 × 1.55 = **2511 kcal/day**
### Calorie Distribution
- BMR Basal Metabolism: 65% ≈ 1632 kcal
- Exercise Expenditure: 20% ≈ 502 kcal
- NEAT Daily Activities: 15% ≈ 377 kcal
## Weight Loss Calorie Targets
### Moderate Weight Loss Plan
- Daily Deficit: 500 kcal
- Target Intake: 2011 kcal/day
- Estimated Weight Loss: 0.5kg/week
### Aggressive Weight Loss Plan
- Daily Deficit: 750 kcal
- Target Intake: 1761 kcal/day
- Estimated Weight Loss: 0.75kg/week
### Rapid Weight Loss Plan
- Daily Deficit: 1000 kcal
- Target Intake: 1511 kcal/day
- Estimated Weight Loss: 1kg/week
- ⚠️ For short-term use only
## Safety Check
- Minimum Calorie Requirement for Males: 1500 kcal/day
- Rapid Plan Calories: 1511 kcal/day ✅
- Recommended Plan: Moderate or Aggressive# Calorie Deficit Tracking Report
## Weekly Summary (2025-06-16 to 2025-06-22)
| Date | Intake | Exercise Expenditure | NEAT | Deficit | Compliance |
|------|------|---------|------|------|------|
| Monday | 1800 | 350 | 300 | 961 | ✅ |
| Tuesday | 2100 | 200 | 250 | 461 | ❌ |
| Wednesday | 1750 | 400 | 300 | 1061 | ✅ |
| Thursday | 1950 | 300 | 280 | 741 | ✅ |
| Friday | 2200 | 150 | 200 | 261 | ❌ |
| Saturday | 2400 | 100 | 150 | -89 | ❌ |
| Sunday | 1850 | 350 | 300 | 911 | ✅ |
**Target Deficit: 500 kcal/day**
## Statistical Analysis
- Average Deficit: 642 kcal/day
- Compliance Days: 5/7 days (71%)
- Total Deficit: 4494 kcal
- Estimated Weight Loss: 0.58kg
## Trend Analysis
- Smaller deficits on weekends (increased social activities)
- Recommend planning weekend meals in advance
## Next Week's Targets
- Compliance Days: 7/7 days
- Average Deficit: 700 kcal/day
- Estimated Weight Loss: 0.64kg# Weight Loss Stage Management Report
## Current Phase: Weight Loss Phase
### Progress Tracking
- Start Date: 2025-01-01
- Initial Weight: 82kg
- Current Weight: 75kg
- Target Weight: 67kg
- Weight Lost: 7kg
- Remaining: 8kg
- Progress: 47%
### Weight Loss Rate
- Total Weeks: 24 weeks
- Average Weight Loss: 0.29kg/week
- Last 4 Weeks: 0.35kg/week ⬆️ Accelerating
## Status Analysis
### Current Status: ✅ Good
- Weight loss rate is within healthy range (0.5-1kg/week)
- Metabolic rate is stable
- Muscle mass is well maintained
### Plateau Monitoring
- Change in Last 2 Weeks: -0.8kg
- Status: ❌ Not in Plateau
## Next Steps
1. Continue current calorie plan
2. Increase strength training frequency
3. Monitor body composition weekly/fitness:weightloss-*/nutrition:weightloss-*# Set up weight loss plan
/fitness:weightloss-setup --weight 75 --height 175 --age 52 --gender male
# Calculate metabolic rate
/fitness:weightloss-bmr --formula mifflin
# Track calorie deficit
/nutrition:weightloss-track --intake 1800 --exercise 350
# Generate stage report
/fitness:weightloss-report
# Detect plateau
/fitness:weightloss-plateau-check