Content
78%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-structured, domain-dense skill body with excellent progressive disclosure and an actionable output template. The main gaps are minor: no inline example statement, no explicit audit-retry loop, and a couple of trimmable passages.
Suggestions
Include one compact example Data Availability statement (or cite the exact section of references/statement-patterns.md) inline so the most common drafting case is covered without opening a reference file.
Make the audit loop explicit after workflow step 7: 'If the FAIR/metadata audit finds gaps, resolve them and re-run before finalizing' — this adds the error-recovery feedback loop for workflow clarity.
Tighten the opening paragraph (which repeats the frontmatter) and compress the ml-paper-writing memory paragraph to two lines stating when to consult it and what takes precedence.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is dense and domain-specific with no padding explaining concepts Claude already knows, but a few passages could be trimmed: the opening paragraph restates the frontmatter description, and the ml-paper-writing memory paragraph is hedgy ("may offer relevant phrasing examples... If the memory is absent or irrelevant, continue without it"). | 4 / 5 |
Actionability | Guidance is concrete for an instruction-only skill — a copy-paste-ready output template, an enumerated access-route taxonomy, and explicit CN-to-EN term mappings — but no finished example statement appears inline (all patterns are delegated to references/statement-patterns.md), leaving a minor gap for the most common case. | 4 / 5 |
Workflow Clarity | The 8-step workflow is clearly sequenced with an explicit audit checkpoint ("Run the FAIR and metadata audit before finalizing") and journal-conflict escalation, but there is no explicit fix-and-revalidate loop after the audit fails, so it falls between the 4 and 5 anchors. | 4 / 5 |
Progressive Disclosure | The SKILL.md is a lean overview with a 'Related files' table giving an explicit 'Open when' condition per file; all six referenced files exist in references/ and contain no nested references, so navigation is one level deep and clearly signaled. | 5 / 5 |
Total | 17 / 20 Passed |