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Pommel Horse Aesthetics MCP Server

Pommel Horse Aesthetics MCP Server

by dmarsters

Pommel Horse Aesthetics MCP Server

Categorical aesthetics framework for pommel horse gymnastics routines.

Features

  • Element Groups: Scissors, circles, flairs, travels, spindles, dismounts

  • Spatial Analysis: Zone usage, pommel positioning, trajectory patterns

  • Temporal Qualities: Rhythm, tempo, continuity, phase timing

  • Form Assessment: Body extension, leg position, amplitude, precision

  • Hybrid Architecture: 85% deterministic taxonomy + 15% LLM synthesis

Related MCP server: Author Style "-esque" MCP Server

Installation

cd pommel-horse-aesthetics-mcp
pip install -e ".[dev]"

Testing

./tests/run_tests.sh

Architecture

Follows three-layer olog pattern:

  • Layer 1: Deterministic taxonomy mapping (0 tokens)

  • Layer 2: Structured parameter assembly (0 tokens)

  • Layer 3: Single Claude synthesis call (~200 tokens)

Cost savings: ~86% vs pure LLM approach

Framework Validation

  • Tested across 15 domains (TEST 10-15)

  • 90.9% success rate

  • 99% confidence in universality

  • Deterministic bridge pattern (50% of successes)

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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