claude-engineering-skills

Query vapor pressures and NPSH requirements for cavitation assessment

Query thermodynamic properties for 100+ fluids from CoolProp database

Query loss coefficients for pipes, valves, fittings in pump systems

Query fluid viscosities, densities, and material properties vs temperature

Access atmospheric properties and aerospace fluid data from NASA Earthdata

Query high-accuracy thermodynamic properties from NIST REFPROP database (commercial)

Access manufacturer pump curves and specifications from Grundfos, KSB, and other databases

Select and configure turbulence models (k-epsilon, k-omega SST, LES) for CFD

Initialize engineering session with standard constants, units, and imports

Handle common numerical errors in fluid calculations with validation checks

Quick fluid property calculations using empirical formulas without database queries

Enumerate installed packages, databases, and tools for engineering workflows

Decision tree for selecting pump type based on flow, head, and fluid properties

Convert flow rates, pressures, viscosities, and other engineering units

Automate ANSYS Fluent CFD simulations via Python scripting and journal files

Set up coupled fluid-structure interaction for pump vibration analysis

Set up turbulent flow simulations in OpenFOAM with automated case generation

Automate parametric pump impeller design in SolidWorks via API

Pipe flow, pump sizing, friction factor, and compressible flow calculations

Create pump performance curves, velocity contours, and engineering plots

Model hydraulic networks and multi-pump systems using graph theory

Numerical array operations for velocity fields, pump curves, and matrix calculations

Handle engineering units with automatic conversion and dimensional analysis

Create 3D visualizations of velocity fields and pump CFD results

Optimize pump designs and system parameters using scipy.optimize

Derive and solve fluid dynamics and pump equations symbolically

Calculate thermodynamic properties and mixture behavior for pump applications

Systematic workflow for fluid dynamics analysis from problem setup to validation

Calculate NPSH and assess cavitation risk in centrifugal pumps

Design centrifugal pumps using Euler equations, velocity triangles, and specific speed

Maximize pump efficiency through design optimization and operational strategies

Generate and interpret H-Q curves, apply affinity laws, and predict off-design performance

Design and analyze gear, piston, and screw pumps with volumetric efficiency

Design complete pump systems including piping, controls, and parallel/series configurations

FEA workflow for pump casings and impellers under fluid loads

Analyze thermodynamic cycles and heat transfer in pump systems