Learning Curve Projection

Learning Curve Projection MCP Connector for Claude

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Predictive modeling for surfing skill progression.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner

This MCP server provides predictive modeling to project surfing skill progression. It analyzes practice habits, coaching availability, and current proficiency to forecast growth. Use project_skill_progression to generate a complete growth roadmap, calculate_required_hours to estimate time needed for new levels, identify_skill_plateaus to find periods of stalled progress, and compare_skill_components to identify bottlenecks like Paddling or Pop-up.

surfingskill-acquisitionprogressioncoachingtraining

4 tools expose this connector's capabilities to your AI agent.

calculate_required_hours

Determines the total practice time necessary to reach a specific target skill level

compare_skill_components

Analyzes which specific surfing sub-skills will be the bottleneck for overall progression

identify_skill_plateaus

Pinpoints specific times during a practice regimen where progress is expected to stall

project_skill_progression

Provides a complete roadmap of expected skill growth over a defined period

See how to talk to your AI agent using Learning Curve Projection.

How long will it take me to reach Intermediate level if I practice 3 times a week with a coach?

Based on your current Novice level and practice frequency, it will take approximately 12 weeks to reach the Intermediate level with coaching.

Show me my expected skill growth for the next 10 weeks.

Over the next 10 weeks, your proficiency is projected to increase from Novice to a high-level Novice, with significant gains in Paddling.

Will I hit a plateau soon if I keep practicing twice a week?

Yes, a plateau is expected around week 6 where your improvement rate will temporarily slow down.

Coaching acts as a multiplier for your learning rate, making your practice hours more efficient by optimizing movement patterns.

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