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.
npx skills add SciMate-AI/HPC-Skills --skill hpc-openfoamgit clone --depth 1 https://github.com/SciMate-AI/HPC-SkillsWrote 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.
[](https://agentmods.dev/skills/scimate-ai/hpc-skills/hpc-openfoam)<a href="https://agentmods.dev/skills/scimate-ai/hpc-skills/hpc-openfoam"><img src="https://agentmods.dev/badge/skills/scimate-ai/hpc-skills/hpc-openfoam/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.
<a href="https://agentmods.dev/skills/scimate-ai/hpc-skills/hpc-openfoam"><img src="https://agentmods.dev/badge/skills/scimate-ai/hpc-skills/hpc-openfoam.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00090 | $0.01394 |
| Opus 5 | $0.00045 | $0.00697 |
| Sonnet 5 | $0.00018 | $0.00279 |
| Haiku 4.5 | $0.00009 | $0.00139 |
Grade A, and why
hpc-openfoam scanned grade A with 0 findings 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 13d 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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 90 lines — stays where its author put it; the contents beside it link to each section on GitHub.
HPC OpenFOAM
Follow a progressive loading workflow.
Start
- Read
references/case-setup.mdbefore creating or editing any OpenFOAM case. - Read
references/solver-selection.mdwhen selecting a solver family or pressure convention. - Read
references/boundary-condition-playbook.mdfor concrete BC syntax (fixedValue, inletOutlet, wall functions, etc.). - Read
references/turbulence-bc-recipes.mdfor turbulence model setup, inlet value estimation, and wall function selection with y+ guidance. - Read
references/numerics-and-schemes-guide.mdfor fvSchemes and fvSolution tuning with scheme selection tables. - Read
references/case-recipes.mdfor complete case configurations (internal flow, external aero, VOF, PIMPLE, buoyant). - Read
references/function-object-recipes.mdfor probes, forces, yPlus monitoring. - Read
references/validation-parallel-and-observability.mdfor validation, post-processing, and parallel execution. - Read
references/cluster-execution-playbook.mdfor scheduler-backed cluster execution. - Read
references/error-recovery.mdfor diagnostic commands, decision tree, and fix sequences.
Scenario Recipes
Load the relevant recipe when the task involves:
references/numerics-and-schemes-guide.md— fvSchemes convection/gradient/time schemes, fvSolution solver settings, relaxation factors, SIMPLE/PISO/PIMPLE algorithm controls, progressive scheme upgrade strategyreferences/heat-transfer-and-compressible-cases.md— thermophysicalProperties (Boussinesq, ideal gas, Sutherland), buoyant solvers, conjugate heat transfer (chtMultiRegionFoam), solid properties, fluid-solid coupling BCsreferences/multiphase-vof-recipes.md— interFoam setup, alpha transport, MULES settings, maxAlphaCo, phase initialization (setFields), VOF boundary conditionsreferences/mesh-quality-and-generation-guide.md— checkMesh thresholds and interpretation, blockMesh grading, snappyHexMesh workflow, y+ targeted layer meshing
Work Sequence
What ships with it
30 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agents/openai.yaml 210 B
- assets/templates/interfoam-minimal/README.txt 662 B
- assets/templates/openfoam-parallel-slurm.sh 640 B runs code
- assets/templates/simplefoam-minimal/0/p.txt 1.2 KB
- assets/templates/simplefoam-minimal/0/U.txt 1.2 KB
- assets/templates/simplefoam-minimal/constant/transportProperties 938 B
- assets/templates/simplefoam-minimal/constant/turbulenceProperties.txt 1.2 KB
- assets/templates/simplefoam-minimal/README.txt 511 B
- assets/templates/simplefoam-minimal/system/blockMeshDict 1.6 KB
- assets/templates/simplefoam-minimal/system/controlDict.txt 1.1 KB
- assets/templates/simplefoam-minimal/system/decomposeParDict 914 B
- assets/templates/simplefoam-minimal/system/fvSchemes.txt 1.7 KB
- assets/templates/simplefoam-minimal/system/fvSolution.txt 1.9 KB
- references/boundary-condition-playbook.md 6.9 KB
- references/case-recipes.md 9.0 KB
- references/case-setup.md 2.7 KB
- references/cluster-execution-playbook.md 3.6 KB
- references/error-recovery.md 7.4 KB
- references/field-and-dictionary-matrix.md 2.2 KB
- references/function-object-recipes.md 1.9 KB
- references/fvsolution-and-residual-control.md 2.1 KB
- references/heat-transfer-and-compressible-cases.md 6.7 KB
- references/mesh-and-blockmeshdict-manual.md 2.3 KB
- references/mesh-quality-and-generation-guide.md 6.5 KB
- references/multiphase-vof-recipes.md 6.0 KB
- references/numerics-and-schemes-guide.md 6.5 KB
- references/solver-selection.md 3.5 KB
- references/turbulence-and-numerics.md 3.2 KB
- references/turbulence-bc-recipes.md 5.8 KB
- references/validation-parallel-and-observability.md 2.9 KB
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.
- 13d ago First seen · 90 lines · 90 tokens per session scan A 1ca70b4e325e
hpc-openfoam is a skill published in the GitHub repository SciMate-AI/HPC-Skills (86 stars, last pushed 5mo ago), licensed MIT. It adds 90 tokens to every session and 1,394 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
trace
Evidence-driven tracing lane that orchestrates competing tracer hypotheses in Claude built-in team mode.
smiles-validation
Strict SMILES validation, structural comparison, and modification verification. Catches invalid LLM-generated molecules.
social-physics-filter
Unified boundary enforcement, interpersonal diagnostic, and relational audit engine. Absorbs 40 psychology + 2 social protocols and all relationship case studies.
cnsplots
Create, revise, and troubleshoot publication-ready scientific plots in Python with cnsplots, including distribution, regression, heatmap, genomics, survival, set, flow, and multi-panel figures. Use when a user asks for cnsplots code, Cell/Nature/Science-style visualization, precise physical figure dimensions…
relax-dev-debug
Develop and debug the Relax reinforcement learning project. Use this skill whenever modifying code in the relax/ directory, or running remote training jobs on a Ray cluster for validation. Also use it when the user mentions training, debugging training runs, submitting Ray jobs, or fixing training errors.
anomaly-characterization
SOP: Describe and classify anomalous phenomena that existing theory cannot explain.