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-structured, instruction-only skill body: compact section patterns, a concrete intake and workflow, and a disciplined reference table that pushes detail out of SKILL.md. Main gaps are the missing fix-and-recheck loop around the paragraph-flow check, the two-level examples nesting, and an external file dependency in the mined-memory section.
Suggestions
Add an explicit feedback loop to step 7 of the Writing workflow: if a paragraph fails the one-message or first-sentence check, revise and re-check before proceeding, rather than treating the flow check as a one-shot step.
Flatten or inline-bridge the examples hierarchy: have the section guides (abstract.md, introduction.md, method.md) link directly to their relevant example files instead of routing through references/examples/index.md, or move the templates up one level.
Make the mined-writing-memory dependency self-contained: either copy the relevant mined patterns into references/ or soften the instruction to an optional lookup, since skills/ml-paper-writing/... will often be absent and the current wording spends setup guidance on a file outside this bundle.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is lean and prescriptive — arrow-chain section patterns ("context/problem -> gap -> approach -> key result -> implication -> boundary"), an intake checklist, and verb-calibration lists with no padding explaining what a manuscript is. A few lines could be trimmed (the opening paragraph restates the frontmatter description, and "Make the paper easy to judge: relevance, novelty, trust, reuse and meaning" is cryptic), placing it at anchor 4 rather than the every-token-earns-its-place of anchor 5. | 4 / 5 |
Actionability | For an instruction-only skill the guidance is highly concrete: a fill-in argument template ("In [system/problem], we show [advance] using [approach], supported by [evidence], with [boundary]"), per-section default patterns, a fixed five-part output format with a claim-evidence map syntax ("Claim: ... | Evidence: ... | Status: supported/needs evidence"), and an intake procedure. It stays at 4 rather than 5 because concrete worked examples are deferred to references/examples/ and some steps (e.g., the paragraph-flow check) point outward without a inline minimal procedure. | 4 / 5 |
Workflow Clarity | The "Writing workflow" gives a clear 8-step sequence (argument -> architecture -> paragraph mapping -> draft -> calibrate -> strip unsupported claims -> flow check -> return with notes), and the Intake section adds an explicit checkpoint: "If any of core claim, evidence or boundary is absent, expose the gap before drafting." It falls short of anchor 5 because the paragraph-flow check (step 7) has no explicit fix-and-recheck loop, and no final validation equivalent to a claim-evidence audit is wired into the workflow itself (that lives in references/paper-review.md). | 4 / 5 |
Progressive Disclosure | SKILL.md is a genuine overview: a "When to open extra files" table maps each of the 11 reference files to a trigger condition, and all referenced paths exist in the bundle. It misses anchor 5 because the examples subtree is two levels deep (references/examples/index.md -> references/examples/abstract/template-a.md), which the rubric flags as nested references, though the index file flattens the listing and mitigates navigation cost; the "Mined writing memory" section also depends on an external skill's file path not in this bundle (with a stated fallback), a minor organization gap. | 4 / 5 |
Total | 16 / 20 Passed |