Conciseness

The body is dense and command-first with no explanations of concepts Claude already knows, but a few meta-justification sentences ("This skill is not 'run aislop and report back' — the user could do that themselves. The value is the judgement layer...") and some repetitive escalation guidance could be trimmed. Efficient with minor instances of over-explanation matches 4; it never drifts into the padded or explanatory territory of 3.

Actionability

Fully executable guidance throughout: copy-paste commands ("aislop scan --changes --json", "aislop fix", pinned-install decision order), concrete grep targets ("pino", "winston", "bunyan", "logger.ts"), a decision table mapping findings to actions, and a complete worked report example. Specific examples cover the common cases, matching the 5 anchor.

Workflow Clarity

A clearly sequenced 7-step workflow with an explicit feedback loop (fix, re-scan, "Loop steps 4-6 until" the bar is met), explicit exit criteria ("Do not say 'done' before this point"), and a false-positive verification checklist. Validation checkpoints are present, so the missing-validation cap does not apply, and this matches the 5 anchor's validate-fix-retry structure.

Progressive Disclosure

The body keeps only a category-name index inline and links references/PREVENTIONS.md and references/FIX_GUIDE.md at their point of use; both files exist in the bundle, are one level deep, and are clearly signaled. The split is appropriate — workflow stays in SKILL.md, catalogs live in references — matching the 5 anchor.

Specificity

"Scans with aislop, fixes what is mechanical, addresses the rest in-session in the project style, then reports what changed" lists a comprehensive pipeline of concrete actions, but "Always invoke when you finish editing" uses second person, which the guidelines penalize by reducing specificity by 1. It exceeds level 3 (only 1-2 actions) but the voice penalty bars it from 5.

Completeness

Explicitly answers both: what ("Code-quality gate and coding guardrail... Scans with aislop, fixes what is mechanical, addresses the rest in-session... then reports what changed") and when ("Always invoke when you finish editing and prepare to hand control back... Trigger on commit, push, PR, or phrases like...") with concrete trigger phrases. This matches the 5 anchor directly; level 4's weaker 'when' does not apply.

Trigger Term Quality

Quoted natural phrases "any slop", "remove slop", "review my code", "run aislop", "score my code" plus commit/push/PR are phrasings users would actually say, but common variations present in the body ("any duplicates", "can we dedupe this", "audit my deps", "is this too long") are missing. Good coverage with a few natural terms missing matches 4, not comprehensive enough for 5 and well above the sparse coverage of 3.

Distinctiveness Conflict Risk

The aislop/slop niche is distinct with tool-specific triggers, but "review my code", "commit, push, PR", and the always-on "when you finish editing" invocation overlap with code-review and commit-message skills. Mostly distinct with minor overlap risk against closely related skills fits 4; the always-invoke breadth prevents a 5.