Content
65%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 thorough, highly actionable Seaborn reference with extensive executable examples, held back by verbosity and weak progressive disclosure: it inlines a large API reference that belongs in separate files and cites references/*.md files that are not present in the bundle.
Suggestions
Move the bulk function/parameter catalogs, color palette listings, and theming details into the referenced files under references/ (and actually ship those files), keeping SKILL.md a concise overview with quick-start and decision guidance.
Trim explanatory prose Claude already knows — the Design Philosophy section, the long-form vs wide-form tidy-data tutorial, and filler sentences like 'Understanding this distinction is crucial for effective seaborn usage'.
Add a short explicit end-to-end workflow (load/prepare data → choose plot type via the decision matrix → create → customize/save) so the workflow_clarity dimension reflects a real sequenced process.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The ~660-line body is mostly actionable API reference (function lists, parameters, code) but carries unnecessary explanatory prose Claude already knows — the Design Philosophy bullets restating Seaborn's nature, the long-form/wide-form tidy-data explainer, and filler like 'Understanding this distinction is crucial for effective seaborn usage' — so it is efficient in places but could be tightened and offloaded. | 3 / 5 |
Actionability | It provides fully executable, copy-paste-ready code across relational, distribution, categorical, regression, matrix, and grid plot families with specific function names and key parameters, covering the common cases comprehensively; the few undefined placeholder variables (timeseries, data) are minor and consistent with the anchor 5 example. | 5 / 5 |
Workflow Clarity | Content is well organized by plot category and includes a 'Choose the Right Plot Type' decision matrix and recipe-style Common Patterns, but there is no explicit sequenced multi-step workflow with checkpoints; this is acceptable for a non-destructive reference skill yet only moderately satisfies the workflow-sequencing anchor. | 3 / 5 |
Progressive Disclosure | Section structure is clear and a Resources section signals three reference files with descriptions, but the bulk API reference (function catalogs, parameter tables, palette and theming listings) is inlined in SKILL.md rather than split out, and the referenced references/*.md files do not actually exist on disk, matching the anchor where content that should be separate is inline and references are only partially realized. | 3 / 5 |
Total | 14 / 20 Passed |