aero-cfd

Vehicle aerodynamics simulation and optimization expertise

509 stars

Best use case

aero-cfd is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Vehicle aerodynamics simulation and optimization expertise

Teams using aero-cfd should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/aero-cfd/SKILL.md --create-dirs "https://raw.githubusercontent.com/a5c-ai/babysitter/main/library/specializations/domains/science/automotive-engineering/skills/aero-cfd/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/aero-cfd/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How aero-cfd Compares

Feature / Agentaero-cfdStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Vehicle aerodynamics simulation and optimization expertise

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Aerodynamics CFD Skill

## Purpose
Provide vehicle aerodynamics simulation and optimization expertise for drag reduction, cooling airflow, and wind noise prediction.

## Capabilities
- Full vehicle CFD simulation (Star-CCM+, Fluent)
- Drag and lift coefficient analysis
- Underbody flow optimization
- Cooling airflow management
- Wind noise prediction
- Soiling and water management
- Rotating wheel modeling
- Active aerodynamics simulation

## Usage Guidelines
- Use appropriate mesh resolution for aerodynamic features
- Validate CFD against wind tunnel data
- Optimize underbody for drag reduction
- Ensure adequate cooling airflow to heat exchangers
- Predict wind noise sources for NVH improvement
- Document aerodynamic performance coefficients

## Dependencies
- Star-CCM+
- ANSYS Fluent
- PowerFLOW
- ANSA

## Process Integration
- VSE-001: Vehicle Architecture Definition
- TVL-001: Vehicle-Level Validation Testing