Content
75%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-organized, information-dense skill: the seven-profile comparison table and regulation-to-profile decision map directly answer the selection question, and edge cases (mappings are PHI, global registry mutation, licensing) anticipate real failure modes. Weaknesses are minor: one non-executable placeholder in the customization code, some restatement after the code block, and validation that lives in a sibling skill rather than an inline checkpoint.
Suggestions
Define or stub MyClinicalProvider in the customization snippet (or replace it with a minimal concrete BaseProvider subclass) so all shown code is copy-paste executable.
Trim the paragraph following the customization code block — the annotated code and its comments already convey when to use register_label_generator vs register_clinical_provider vs AnonymizerConfig.custom_providers.
Add a one-line inline validation checkpoint (e.g. "run deidentify(..., audit=True) and confirm zero residual identifiers before treating output as compliant") so the verification loop doesn't depend on loading a sibling skill.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is dense and assumes competence — the profile table, dimension list, and gotchas are project-specific knowledge rather than re-taught concepts, and the opening definition of a policy profile is necessary context. It falls short of the lean anchor only because the paragraph after the customization code block ("Use register_label_generator(canonical_label, fn) to swap one label's surrogate; use register_clinical_provider(provider)...") restates what the annotated code directly above already demonstrates. | 4 / 5 |
Actionability | The Quick start is copy-paste ready for three distinct profiles and the customization snippet is concrete (a real hospital_mrn generator with signature shown), but `register_clinical_provider(MyClinicalProvider)` references an undefined placeholder class, so that snippet is not executable as-is. This is exactly the 'mostly executable with minor gaps' anchor rather than fully copy-paste ready. | 4 / 5 |
Workflow Clarity | The 'Choosing: map regulation → profile' section gives an unambiguous decision sequence, and verification is addressed by hand-off ("Verify coverage: auditing-deidentification-runs (audit=True)"), but no validation checkpoint is executed inline — the user must consult the paired skill to verify a run. Fits 'clear sequence with most checkpoints present; minor validation gaps', not the explicit inline validate-fix-retry loop of level 5. | 4 / 5 |
Progressive Disclosure | Sections are clear and well-ordered (quick start, profile table, decision map, customization, hand-offs, gotchas), with sibling-skill and source-path references clearly signaled (openmed/core/policies/<name>.json). No bundle files exist, so everything is inlined; the core selection table earns its place, but the standards citations and deep edge-case/legal detail could live in a reference file to keep the overview leaner — 'good structure; minor organization gaps'. | 4 / 5 |
Total | 16 / 20 Passed |