AICycling_mcp/templates/ftp_gear_analysis.txt

# templates/workflows/estimate_ftp_no_power.txt

Estimate FTP (Functional Threshold Power) for cycling workouts without a power meter.

WORKOUT DATA FOR FTP ESTIMATION:
================================

Basic Metrics:
- Duration: {duration_minutes} minutes
- Distance: {distance_km} km  
- Average Speed: {avg_speed_kmh} km/h
- Elevation Gain: {elevation_gain_m} m
- Average Heart Rate: {avg_hr} bpm
- Max Heart Rate: {max_hr} bpm

Calculated Intensity Factors:
- Heart Rate Intensity: {hr_intensity:.1%} of max HR
- Speed-Power Estimation: {estimated_power_from_speed} watts
- Elevation-Adjusted Power: {elevation_adjusted_power} watts
- Estimated FTP: {estimated_ftp} watts

Historical FTP Estimates:
{% for estimate in ftp_history %}
- {estimate.date}: {estimate.estimated_ftp}W ({estimate.workout_type})
{% endfor %}

ANALYSIS FRAMEWORK:

1. **Speed-Based Power Estimation**: 
   - Uses relationship between speed and power requirements
   - Accounts for air resistance (speed²) and rolling resistance
   - Formula: Power ≈ (speed_m/s)^2.5 × 3.5 × elevation_factor

2. **Heart Rate Validation**:
   - FTP typically occurs at 75-85% of max heart rate
   - Current workout intensity: {hr_intensity:.1%}
   - Scaling factor applied based on HR zones

3. **Terrain Adjustment**:
   - Elevation gain per km: {elevation_per_km:.1f} m/km
   - Power requirement increases ~10W per 1% gradient
   - Applied elevation factor: {elevation_factor:.2f}

Please provide:

1. **FTP Estimate Validation**: Is the estimated {estimated_ftp}W reasonable for this workout intensity?

2. **Comparison with History**: How does this estimate compare to previous estimates? Are there trends?

3. **Confidence Assessment**: Rate confidence in this estimate (1-10) based on:
   - Heart rate data quality
   - Workout duration and intensity
   - Terrain consistency
   - Historical estimate consistency

4. **Improvement Recommendations**: To get more accurate FTP estimates without power:
   - What types of workouts provide better estimates?
   - How to improve heart rate data quality?
   - When might a power meter become worthwhile?

5. **Training Zone Implications**: Based on estimated FTP of {estimated_ftp}W, what are the training zones?

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# templates/workflows/single_speed_gear_analysis.txt

Analyze single speed bike gear selection and optimization.

SINGLE SPEED GEAR ANALYSIS:
===========================

Current Ride Analysis:
- Average Speed: {avg_speed_kmh} km/h
- Duration: {duration_minutes} minutes
- Elevation Gain: {elevation_gain_m} m
- Terrain Classification: {terrain_type}

Estimated Gear Usage:
- Primary Gear: {estimated_chainring}t × {estimated_cog}t
- Gear Ratio: {estimated_gear_ratio:.1f}
- Gear Inches: {gear_inches:.1f}"
- Development: {development_meters:.1f}m per pedal stroke

Available Gear Options:
{% for gear in available_gears %}
- {gear.chainring}t × {gear.cog}t = {gear.ratio:.1f} ratio ({gear.gear_inches:.1f}", {gear.development:.1f}m)
{% endfor %}

Gear Usage by Terrain Type:
{% for terrain, usage in gear_usage_by_terrain.items() %}
{terrain}:
  {% for gear, percentage in usage.items() %}
  - {gear}: {percentage}% of rides
  {% endfor %}
{% endfor %}

Optimization Analysis:
- Best gear for flat terrain: {best_flat_gear}
- Best gear for climbing: {best_climbing_gear}  
- Most versatile gear: {most_versatile_gear}
- Current efficiency rating: {efficiency_rating}/10

GEAR SELECTION SCIENCE:

1. **Gear Ratio Calculation**:
   - Ratio = Chainring teeth ÷ Rear cog teeth
   - Higher ratio = harder to pedal, higher top speed
   - Lower ratio = easier to pedal, better for climbing

2. **Development (Rollout)**:
   - Distance traveled per pedal stroke
   - Formula: (Chainring ÷ Cog) × Wheel circumference
   - Typical range: 3.5-7.0 meters

3. **Cadence Relationship**:
   - Speed = Cadence (RPM) × Development ÷ 60
   - Optimal cadence typically 80-100 RPM
   - Current estimated cadence: {estimated_cadence} RPM

Please analyze:

1. **Current Gear Efficiency**: How well suited was the {estimated_chainring}×{estimated_cog} gear for this ride's terrain and intensity?

2. **Alternative Gear Performance**: Which of the available gear options would have been better/worse and why?

3. **Terrain-Specific Recommendations**:
   - Best gear for steep climbs ({elevation_per_km:.1f}m/km elevation rate)
   - Best gear for flat speed sections
   - Most versatile single gear for mixed terrain

4. **Cadence Analysis**: 
   - Was the estimated {estimated_cadence} RPM cadence in optimal range?
   - How would different gears affect cadence for this speed?

5. **Future Gear Selection**: Based on your riding patterns, recommend:
   - Primary chainring/cog combination
   - Backup gear for different conditions
   - When gear changes might be worth the effort

6. **Training Implications**: How does single speed riding with this gear ratio affect:
   - Power development
   - Cadence skills  
   - Climbing technique
   - Overall fitness adaptation

Focus on practical gear optimization based on the calculated ratios and usage patterns.