csml-rpiOfficial·17 Agent Skills Included

AI-CFD-Scientist

Automated CFD research from topic to published paper

Runs complete computational fluid dynamics studies from a research topic: literature search, hypothesis generation, mesh-independence checks, OpenFOAM simulations, and result interpretation. Eliminates manual case setup, solver debugging, mesh convergence testing, and figure creation. Produces cross-case analysis, publication-quality plots, and a reviewed LaTeX paper draft automatically.

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npx skills add csml-rpi/AI-CFD-Scientist --all -g -y

Available:

Instructs the agent on how to route a CFD research topic through the staged pipeline (literature, hypothesis, mesh gate, experiments, analysis, paper) and which sub-skill to invoke at each step.

All Skills in This Repository (17)

Pure Emerald Level Indicators

📦 In Repo

csml-rpi

cfd-pipeline

Automate CFD research pipelines from literature review to publication.

cfd-experiment

Automate OpenFOAM CFD case execution with validation and retry logic.

cfd-hypothesis

Generate multiple CFD hypotheses with solver, geometry, and constraint specifications.

cfd-mesh-gate

Automate mesh refinement studies and lock optimal mesh parameters for CFD simulations.

cfd-paper

Automates CFD research paper writing including LaTeX drafting and iterative reviews.

cfd-open-discovery

Automate CFD model proposal, modification, simulation, and multi-metric scoring.

cfd-code-modify

Implement custom turbulence, viscosity, or source models in OpenFOAM cases.

cfd-requirements

Convert CFD hypotheses into FoamAgent requirement JSON files.

cfd-analyze

Aggregate CFD case data and calculate trends and correlations among key metrics.

cfd-literature

Retrieve and normalize CFD research papers from Semantic Scholar, OpenAlex, and arXiv into structured JSON.

cfd-viz

Generate CFD visualization figures with PyVista and vision-based QA.

cfd-interpret

Analyze CFD diagnostic images and logs to validate simulation results.

Official

Intermediate

Frequently Asked Questions

FAQPage Schema

How to install AI-CFD-Scientist?▼

Run `npx skills add csml-rpi/AI-CFD-Scientist --all -g -y` in your terminal to install all skills in this suite globally.

What does AI-CFD-Scientist do?▼

It automates an entire CFD research study: searching literature, generating hypotheses, running mesh-independence-checked OpenFOAM simulations, analyzing results, and drafting a LaTeX paper.

Can it modify OpenFOAM turbulence or viscosity models?▼

Yes. A dedicated code-modification skill implements custom models as case-local compiled libraries without ever editing the OpenFOAM installation.

Does it work with Claude Code and other agents?▼

Yes. The skills follow the standard SKILL.md format and run in Claude Code, Cursor, Codex CLI, and any compatible agent framework.

Do I need CFD expertise to use it?▼

Basic domain knowledge helps, but the agent handles case setup, solver errors, mesh convergence, and paper writing from a plain-English research topic.