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cfd-open-discovery

cfd-open-discovery is a skill for Claude Code, Codex from csml-rpi/AI-CFD-Scientist. It costs 108 tokens per session (18,662 once invoked), scanned C, original, no licence file.

An open-ended CFD discovery workflow that proposes model changes, implements them, runs simulations, and compares them with a baseline and reference results. CFD means studying fluid flow with computer simulations.

In plain words
What is it for?
Use it to explore changes to models such as Spalart–Allmaras or k-omega variants, evaluate their results, and repeat the process within a set budget.
Why use it?
It supports repeated testing when the best model change is not known in advance.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 60repo +2 16d ago C scan 108 tokens no licence

Good fit Use it to explore changes to models such as Spalart–Allmaras or k-omega variants, evaluate their results, and repeat the process within a set budget.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/csml-rpi/ai-cfd-scientist/cfd-open-discovery
View source ↗ csml-rpi/AI-CFD-Scientist
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add csml-rpi/AI-CFD-Scientist --skill cfd-open-discovery
Clone the repo
git clone --depth 1 https://github.com/csml-rpi/AI-CFD-Scientist

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for cfd-open-discovery

README.md
[![agentmods](https://agentmods.dev/badge/skills/csml-rpi/ai-cfd-scientist/cfd-open-discovery/github.svg)](https://agentmods.dev/skills/csml-rpi/ai-cfd-scientist/cfd-open-discovery)
Your own site
<a href="https://agentmods.dev/skills/csml-rpi/ai-cfd-scientist/cfd-open-discovery"><img src="https://agentmods.dev/badge/skills/csml-rpi/ai-cfd-scientist/cfd-open-discovery/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for cfd-open-discovery

Your own site · 80×15
<a href="https://agentmods.dev/skills/csml-rpi/ai-cfd-scientist/cfd-open-discovery"><img src="https://agentmods.dev/badge/skills/csml-rpi/ai-cfd-scientist/cfd-open-discovery.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 108 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 18,662 The whole file, excluding the scripts and references it only reads on demand.
Security scan C 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00108 $0.18662
Opus 5.5 $0.00043 $0.07465
Sonnet 5.5 $0.00022 $0.03732
Haiku 4.5 $0.00011 $0.01866

Measured 2mo ago against content hash 352ce3aa4d2b, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade C, and why

cfd-open-discovery scanned grade C with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Recursive force deletehighDestructive command

rm -rf with a variable or a broad path is one typo away from removing the wrong tree.

rm -rf <OUT_DIR>/paper_figs
cfd-skills/cfd-open-discovery/SKILL.md · 1,482 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 1,482 lines · 108 tokens per session scan C 352ce3aa4d2b

Subscribe to this mod's changes

cfd-open-discovery is a skill published in the GitHub repository csml-rpi/AI-CFD-Scientist (60 stars, last pushed 16d ago), with no licence file. It adds 108 tokens to every session and 18,662 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it C with 1 finding (recursive force delete). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Scientific
Related

cfd-open-discovery compared with skills from other repositories

cfd-open-discovery next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
cfd-open-discoverycsml-rpi/AI-CFD-ScientistSkill6016d agononeC108Claude Code, Codex
instrument-data-to-allotropeanthropics/knowledge-work-pluginsSkill35k2d agoApache-2.0A123Claude Code
exploratory-data-analysisK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA83Claude Code
matlabK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA44Claude Code
phylogeneticsK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA71Claude Code, Codex
research-engineerdavila7/claude-code-templatesSkill33kyesterdayMITA43Claude Code, Codex
mapping-to-snomedmaziyarpanahi/openmedSkill5.8kyesterdayApache-2.0A205Claude Code