Content
82%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 high-quality, dense body: executable quick start, complete API field reference, a justified design-rationale section, a sequenced workflow with inspection and verification checkpoints, and an honest edge-cases list. Remaining room: tighten redundant restatements of the hash/offset fields, add explicit failure handling around .sign()/.verify(), and move the field tables to a reference file to slim the main body.
Suggestions
Trim the 'Why audits store offsets + hashes + provenance' section's restatement of fields already covered in the AuditReport table (offsets, hashes, provenance, residual risk) to a one-line rationale, removing redundant tokens.
Add an explicit error-recovery step to the Workflow, e.g., 'If verify returns False, treat the report as untrusted: re-derive the report from the original input and re-sign before relying on it.'
Move the AuditReport/AuditSpan/DetectorInfo/AuditSignature field tables to a reference file (e.g., references/audit-fields.md) and keep a short field summary inline, making SKILL.md a leaner overview.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is largely efficient — the Quick start is copy-paste lean and the 'Why audits store offsets + hashes' section is domain rationale Claude would not already know. A few tokens are spent on over-explanation ('The whole point of de-identification is to *not* retain identifiers. An audit log full of raw names and MRNs would itself be a PHI breach') and the hash/offset/provenance fields are restated after already being tabulated, so it is not fully 'every token earns its place' (5). | 4 / 5 |
Actionability | Fully executable Quick start — 'openmed.deidentify(note, policy="hipaa_safe_harbor", audit=True)', 'report.sign(b"my-release-hmac-key", key_id="release-2026")', 'json.dump(report.to_dict(), ...)', 'report.verify(b"my-release-hmac-key", original_text=note)' — plus a complete field-by-field reference table and concrete gotchas ('Empty/None keys are rejected', 'Store the signing key in a secret manager'). Copy-paste ready and covers the common cases. | 5 / 5 |
Workflow Clarity | The 6-step Workflow is clearly sequenced with checkpoints — step 2 'Inspect residual_risk ... non-zero projected leakage means review' and step 5 'Verify on retrieval with report.verify(key)'. It falls short of 5 because there is no error-recovery feedback loop (e.g., what to do when verify fails or a signature is invalid) and the step-2 conditional is a pointer to another skill rather than an explicit loop. | 4 / 5 |
Progressive Disclosure | Well-organized sections with only one-level-deep, clearly signaled pointers (the HIPAA standards URL, sibling skills, and 'openmed/core/audit.py' source paths); no nested references. At ~130 lines with the full AuditReport/AuditSpan/DetectorInfo/AuditSignature field tables inlined, some reference-grade material could be split into a separate file, so the overview/reference split is good but not ideal (anchor 4 rather than 5). | 4 / 5 |
Total | 17 / 20 Passed |