# Orcawave Mesh Generation Panel Quality Thresholds

> Sub-skill of orcawave-mesh-generation: Panel Quality Thresholds (+1).

- Skill: `vamseeachanta/orcawave-mesh-generation-panel-quality-thresholds` (Agent Skill)
- Install (CLI): `npx skillmds@latest add vamseeachanta/orcawave-mesh-generation-panel-quality-thresholds`
- Raw SKILL.md: https://api.skillmd.com/api/skills/vamseeachanta/orcawave-mesh-generation-panel-quality-thresholds/raw
- Safety review: PASS (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: vamseeachanta (https://skillmd.com/u/vamseeachanta)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/vamseeachanta/orcawave-mesh-generation-panel-quality-thresholds

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# Panel Quality Thresholds (+1)

## Panel Quality Thresholds


| Metric | Excellent | Good | Acceptable | Poor |
|--------|-----------|------|------------|------|
| Aspect Ratio | < 2.0 | < 3.0 | < 5.0 | >= 5.0 |
| Skewness | < 0.3 | < 0.5 | < 0.7 | >= 0.7 |
| Panel Count | 2000-4000 | 1000-5000 | 500-8000 | < 500 or > 10000 |
| Quality Score | > 0.9 | > 0.7 | > 0.5 | <= 0.5 |

## Validation Checks


```python
from digitalmodel.diffraction.geometry_quality import GeometryQualityChecker

# Initialize checker
checker = GeometryQualityChecker()

# Run all quality checks
results = checker.validate(
    mesh_file="geometry/hull.gdf",
    checks=[

*See sub-skills for full details.*