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-built, dense skill body: executable quick start with output, a genuinely useful decision table, non-obvious gotchas (surrogate collision with real ID space, global registry mutation, licensing restrictions), and clear cross-skill navigation. It falls just short of top marks on each dimension due to repeated keep_mapping guidance, a placeholder provider class in the advanced example, a verification step that defers to another skill rather than stating a concrete check, and all content living inline.
Suggestions
State the keep_mapping/reversibility guidance once (e.g., in the workflow step) and reference it from the table and edge cases, cutting ~3 repeated explanations.
Make the verification step concrete: give an inline check (e.g., assert generated surrogate values don't match live keys or openmed.CANONICAL_LABELS validation) instead of only pointing to auditing-deidentification-runs, and note what to do when it fails.
Document the Anonymizer.surrogate signature (argument order and types) next to the example, and either define a minimal MyClinicalProvider stub or explicitly note that it is user-supplied, so the advanced block is runnable as written.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Efficient and dense: no explaining of concepts Claude already knows (what PHI or Faker is), and the mask-vs-replace comparison table earns its tokens. Minor trimming possible: reversibility via keep_mapping is explained three to four times (table row, workflow step 5, edge case, hand-off section) and the opening paragraph restates the frontmatter description, keeping it just below the 'every token earns its place' bar. | 4 / 5 |
Actionability | The quick start is fully executable and shows expected output, and the custom-label generator example is complete. Minor gaps keep it from a 5: the advanced block calls register_clinical_provider(MyClinicalProvider) with an undefined class justified only by an inline comment, and anon.surrogate("1234567", "ID_NUM") argument order is asserted rather than documented. | 4 / 5 |
Workflow Clarity | A clear six-step sequence (choose method, enable consistency/seed, set locale, register custom generators, keep mapping, verify) with most checkpoints present. Not a 5: the final 'Verify' step delegates to the auditing-deidentification-runs skill rather than giving an explicit, concrete validation command with a fix-and-retry feedback loop. | 4 / 5 |
Progressive Disclosure | Good structure as a standalone single-file skill: well-organized sections (when to use, quick start, comparison, custom providers, workflow, hand-off, edge cases, standards) with sibling-skill references clearly signaled in a dedicated hand-off section. Not a 5: all content is inline — the edge cases/gotchas and standards sections are natural candidates for a one-level-deep reference file to keep SKILL.md leaner, and there are no bundle files organizing the material. | 4 / 5 |
Total | 16 / 20 Passed |