Content
90%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 highly actionable, well-sectioned skill body built almost entirely from executable examples and domain-specific reference material, with a clear selection workflow and a useful gotchas section. The only gaps are an explicit validation/feedback loop in the main flow and the absence of any progressive-disclosure reference files.
Suggestions
Add an explicit validate-then-proceed checkpoint in the Quick start flow (e.g. 'Confirm entity_types matches your schema before handing off to loading-openmed-models') to lift workflow_clarity to 5.
Consider extracting the ModelInfo attribute table and ModelQuery filter list into a reference file referenced one level deep, to push progressive_disclosure toward 5.
Make the Disease vs Oncology vs Privacy decision a short numbered checklist rather than three parallel code blocks, so the selection workflow reads as a single sequenced process.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Lean and efficient: nearly every section is executable code or tightly-scoped domain-specific reference (e.g. the ModelInfo attribute table) that Claude would not already know, with minimal connective prose and no padding about general concepts. | 5 / 5 |
Actionability | Fully executable, copy-paste-ready examples throughout — list_model_categories, get_models_by_category, search_models(ModelQuery(...)), get_pii_models_by_language, the CLI — each with realistic inputs and expected outputs covering the common cases. | 5 / 5 |
Workflow Clarity | A clear browse→inspect→hand-off sequence is present (numbered Quick start, explicit 'Hand-off to / from OpenMed' section) and the 'Edge cases & gotchas' list supplies checks ('Match labels before committing', 'get_default_pii_model can return None'), but there is no explicit validate→fix→retry loop within the main workflow. | 4 / 5 |
Progressive Disclosure | Well-organized into clearly-labeled sections (When to use, Quick start, ModelInfo, Disease vs Oncology, PII by language, search, CLI, hand-off, edge cases, references) with an external pointer to the HF org; no bundle files exist, and most content is appropriately inline, though some API reference material (ModelInfo attributes, ModelQuery filters) could conceivably live in a separate file. | 4 / 5 |
Total | 18 / 20 Passed |