Conciseness

The body is efficient — no concept explanations Claude already knows, and every section carries operational content (commands, flags, output paths). It sits at 4 rather than 5 because of minor trimmable repetition: the reviewer script path is stated three times (Workflow bullets, the bash comment block, and the Installation section), and the Resources section partially restates scoring behavior already implied by the workflow.

Actionability

Every step ships copy-paste-ready commands with real flags ('uv run "$REVIEWER" --project-root . --emit-llm-prompt --output-dir reports/'), concrete output filenames, and specific weight arguments. Even the orchestration-oriented Step 2 gives exact instructions (read the generated prompt file, return strict JSON, save for merge), matching the score-5 'fully executable' anchor rather than 4, which would require minor gaps.

Workflow Clarity

Steps 1-4 are clearly sequenced with commands per step, plus an Optional Controls section. It is 4 rather than 5 because there are no explicit validation checkpoints (e.g., 'verify the LLM JSON matches the schema before merging' would be a natural one) — Step 2 only says 'Ask the LLM to return strict JSON output' without a verify/retry loop.

Progressive Disclosure

The body is a well-organized overview with one-level-deep references to real bundle files ('LLM schema: references/llm_review_schema.md', 'Rubric detail: references/scoring_rubric.md') and the script path, all of which exist. It is 4 rather than 5 because the references appear only as bare paths at the bottom without signaling what each contains or when to read it, and the skills-index output explanation is inline where a pointer could serve.

Specificity

The description lists multiple concrete actions with the mechanisms behind them: 'deterministic code-based checks (structure, scripts, tests, execution safety)', 'LLM deep review findings', 'reproducible quality scoring', 'gate merges with a score threshold (for example 90+)', and 'concrete improvement items for low-scoring skills'. This matches the score-5 anchor ('lists multiple specific concrete actions; comprehensive coverage') and exceeds the score-4 anchor because coverage of the review, scoring, gating, and improvement outputs is comprehensive rather than having minor gaps.

Completeness

It explicitly answers 'what' ('dual-axis method: (1) deterministic code-based checks ... and (2) LLM deep review findings') and 'when' ('Use when you need reproducible quality scoring ..., want to gate merges with a score threshold ..., or need concrete improvement items'). Both are concrete and explicit, matching the score-5 anchor exactly; it is clearly not the score-4 anchor where the 'when' could be more specific.

Trigger Term Quality

Natural phrases a user would say are present: 'review skills', 'quality scoring', 'score threshold', 'gate merges', 'improvement items', plus the concrete path 'skills/*/SKILL.md'. It falls at score 4 rather than 5 because common synonyms like 'audit', 'evaluate', or 'lint skills' are absent, so a few natural trigger terms are missing.

Distinctiveness Conflict Risk

The niche is clear — scoring skills under 'skills/*/SKILL.md' with merge gating and a 90+ threshold — so it is 'mostly distinct'. It stops short of score 5 because the generic word 'review' and 'quality' phrasing creates minor overlap risk with general code-review or quality skills unless the user mentions skills specifically.