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fluidsim

Plans, configures, inspects, restarts, and analyzes bounded FluidSim computational-fluid-dynamics simulations with explicit numerical-validity and HPC safety checks. Use for FluidSim solver selection, parameter review, FFT/MPI setup, output diagnostics, or restart compatibility.

Quality

94%

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SKILL.md
Quality
Evals
Security

Quality

Content

92%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-engineered skill body: executable versioned commands and code, a gated multi-step workflow with validation and feedback loops, and clean one-level-deep progressive disclosure into real reference and script files. The only weakness is moderate: dated verification and citation material sits inline where a consolidated, trimmable section would better respect the token budget.

DimensionReasoningScore

Conciseness

The body is dense with non-obvious, version-pinned specifics (0.9 API corrections, renamed CFL/forcing fields, restart CLI safety warnings) and contains no concept-explanation padding. It falls short of a 5 because time-sensitive detail (verification dates like 2026-09-30/2026-10-01, the verification-coverage inventory, and the lengthy citation procedure) is not confined to a deprecated/old-patterns section and could be trimmed.

4 / 5

Actionability

Guidance is fully executable: copy-paste-ready uv lock/sync commands, working parameter-setting code using real 0.9 field paths, concrete bundled-tool invocations with flags, and load/plot snippets covering the common analysis cases. This matches the anchor for copy-paste-ready commands covering common cases.

5 / 5

Workflow Clarity

The 9-step required workflow sequences the process with explicit validation checkpoints (bundled validator/estimator at step 4, pilot inspection at step 6), a refine-feedback loop (step 7), hard stop conditions when assumptions are missing, and a scientific acceptance-gate checklist. This matches the anchor for explicit validation steps, feedback loops, and checklists.

5 / 5

Progressive Disclosure

The body is a well-organized overview that defers detail to six clearly signaled references (each section ends with a "See [X](references/X)" pointer), all of which exist and contain no nested second-level references; bundled scripts are listed and real. This matches "clear overview with well-signaled one-level-deep references; easy navigation".

5 / 5

Total

19

/

20

Passed

Description

92%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description: third-person, action-dense, with an explicit and itemized 'Use for' trigger clause tied to the named FluidSim domain. The only gap is minor synonym coverage (e.g., the CFD acronym and common physics terms) that would make natural-language triggering even more robust.

DimensionReasoningScore

Specificity

The description lists five concrete lifecycle actions ("Plans, configures, inspects, restarts, and analyzes") with scope qualifiers ("bounded ... simulations with explicit numerical-validity and HPC safety checks"), comprehensively covering the workflow without vague filler. It exceeds the score-4 anchor ("several specific actions; minor gaps") because the actions span the entire plan-to-analysis lifecycle.

5 / 5

Completeness

Both questions are answered explicitly: the first sentence states what the skill does, and "Use for FluidSim solver selection, parameter review, FFT/MPI setup, output diagnostics, or restart compatibility" gives concrete when-to-use triggers. It is not the 4 anchor because the 'when' clause is fully explicit and itemized rather than improvable.

5 / 5

Trigger Term Quality

Natural trigger phrases users would say are present ("FluidSim solver selection", "parameter review", "FFT/MPI setup", "output diagnostics", "restart compatibility"), but a few common synonyms are missing — e.g., the "CFD" acronym itself (only the spelled-out "computational-fluid-dynamics" appears) and terms like "turbulence" or "Navier-Stokes". This matches "good keyword coverage; a few natural terms missing" rather than the comprehensive-synonym coverage of a 5.

4 / 5

Distinctiveness Conflict Risk

The skill occupies a clear niche (the named FluidSim framework) with distinct triggers, so overlap with other skills is minimal; the broad phrase "computational-fluid-dynamics" is anchored to FluidSim throughout. It fits "clear niche with distinct triggers; minimal conflict risk".

5 / 5

Total

19

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

K-Dense-AI/scientific-agent-skills

Path

skills/fluidsim/SKILL.md

Reviewed

Table of Contents

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