Content
86%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A well-structured, highly actionable skill body: executable commands, a clear validated workflow, and exemplary progressive disclosure into real reference files. The main improvements are consolidating repeated negative-capability caveats and adding an explicit recovery step when the CSV guard rejects rows.
Suggestions
Consolidate the repeated fixed-epochs/no-early-stopping/no-hyperparameter-search caveat (stated in both 'Bundled scripts' and the reference files) into a single location.
Trim negative-capability sentences that do not change agent behavior (e.g., listing everything the script does not export) into the review reference file.
Add an explicit feedback step for CSV-guard rejections, e.g., 'if the guard rejects rows, save them to a rejection audit, correct or drop them, then re-run loading'.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is dense with non-obvious contract details ("MoleculeNet's 'ECFP' alias is 1024 bits, while the fingerprint class defaults to 2048") and assumes competence rather than explaining basics. It falls short of fully lean because the fixed-epochs/no-early-stopping caveat and several negative-capability statements ("does not export split IDs", "simply creating a fresh model is not transfer learning") recur across sections and could be consolidated. | 4 / 5 |
Actionability | Guidance is fully executable: a copy-paste pinned install block, concrete script invocations with arguments, and a model-to-featurizer contract table that maps each model path to its required input. Common cases are covered with specific commands. | 5 / 5 |
Workflow Clarity | The 6-step Workflow is clearly sequenced with embedded checkpoints ("reject empty splits", "AUC requires both observed classes", "evaluate the final holdout once") and the CSV guard validates inputs. It lacks an explicit fix-and-retry feedback loop after validation failures, keeping it just below the top anchor. | 4 / 5 |
Progressive Disclosure | The body is a genuine overview that pushes detail into five well-signaled, one-level-deep reference files (api_reference.md, typical_workflows.md, workflows.md, core_capabilities.md, review.md), all of which exist and are appropriately split by concern. Navigation via the 'References and validation' list is easy. | 5 / 5 |
Total | 18 / 20 Passed |