Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations including Navier-Stokes equations (2D/3D), shallow water equations, stratified flows, or when analyzing turbulence, vortex dynamics, or geophysical flows. Provides pseudospectral methods with FFT, HPC support, and comprehensive output analysis.
8.7
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Excellent CFD simulation skill with comprehensive coverage. The description clearly specifies when to use the skill (Navier-Stokes, shallow water, turbulence analysis, etc.). SKILL.md provides complete working examples for all major use cases with actual code that can be executed. Structure is exemplary - concise main file with well-organized reference documents for detailed topics. Task knowledge is outstanding with the 5-step workflow, multiple solver examples, parameter configuration, and analysis methods. Novelty is strong as CFD simulations are computationally intensive and domain-specific; this skill consolidates complex workflows (MPI parallelization, pseudospectral methods, multiple solvers) that would require significant token expenditure for a CLI agent to orchestrate from scratch. Minor improvement possible: could emphasize performance benchmarks or failure modes, but overall this is a highly effective, production-ready skill.
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