Content
65%Weight 40%Scale 1-3Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The content is highly actionable with strong executable code, but it is over-long for a SKILL.md, relies on reference files that are not present in the bundle, and its workflows use implicit rather than explicit validation gating. Tightening the duplicated reference-capability sections and adding explicit verify-and-proceed checkpoints would lift the weaker dimensions.
Suggestions
Trim the duplicated enumerations: the 'Reference Documentation' section restates the same model/feature lists already covered in 'Core Statistical Modeling Capabilities' — collapse these into brief one-line pointers to the reference files.
Make validation gating explicit in the workflows (e.g. 'Validate: confirm adf_result[1] < 0.05 before proceeding' and 'Stop: refit with NegativeBinomial only if overdispersion > 1.5') rather than leaving checkpoints implicit.
Either add the referenced files (references/linear_models.md, glm.md, discrete_choice.md, time_series.md, stats_diagnostics.md) to the bundle, or remove the inline reference pointers so navigation does not point to missing files.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is ~615 lines and re-states library knowledge Claude already has (exhaustive enumerations of every distribution family, link function, and test), and the "Reference Documentation" section largely duplicates the Core Capabilities sections; not verbose enough to score 1, but clearly could be tightened rather than the lean, every-token-earns-its-place bar of 3. | 2 / 3 |
Actionability | Provides multiple complete, executable examples (OLS, Logit, ARIMA, GLM, formula API, AIC/LR model comparison, cross-validation) with real imports and concrete API calls, matching the copy-paste-ready anchor. | 3 / 3 |
Workflow Clarity | Four numbered multi-step workflows with conditional branches exist, but validation is mostly implicit (e.g. "Check for overdispersion" then proceed) rather than explicit stop-and-verify gating; this fits the anchor where steps are listed but checkpoints are implicit or missing. | 2 / 3 |
Progressive Disclosure | References are clearly signaled one level deep inline ("See references/linear_models.md"), but those reference files do not exist in the bundle, and large capability enumerations that the references are meant to hold are inlined in SKILL.md — matching the anchor where some structure exists but content that should be separate is inline. | 2 / 3 |
Total | 9 / 12 Passed |