Conciseness

The body is largely lean and assumes Claude's competence (no explanation of what prose or readability is), but a few sentences could be trimmed, e.g. "The current AI assistant performs the contextual review and editing; the scorer does not rewrite text and no separate model receives the draft" and some overlapping boundary bullets about not inventing substance. Not a 5 because of these minor padded spots; not a 3 because there is no concept-explanation padding of the kind the anchor 3 example shows.

Actionability

Fully executable guidance: copy-paste commands (`python3 <skill-root>/scripts/slopscore.py --explain <draft>`, `--fidelity <original> <candidate>`), concrete flag guidance (`--genre social` for LinkedIn, `--formal` for research prose), a stdin option, and a defined fallback path (manual inspection via tells.md) — and every documented flag and referenced file was verified to exist in the bundle. Specific examples cover the common cases.

Workflow Clarity

An 8-step numbered sequence with an explicit validation feedback loop: step 7 runs the deterministic fact gate, "A non-zero result blocks an unqualified delivery. Repair the candidate once and rerun the gate", and step 8 rescores the final text with a rule for the residual-failure case. Mode selection and a failure fallback (no Python) are also handled, matching the validate→fix→retry anchor.

Progressive Disclosure

SKILL.md is a clear overview that delegates detail to one-level-deep, well-signaled references, each with an explicit trigger for when to read it: overcorrection.md "before a substantial rewrite", platforms.md for named genres, tells.md as the no-Python fallback. All three reference files plus the bundled script exist and match their stated purposes, so navigation is complete and honest.

Specificity

Names several concrete actions — "Inspect or rewrite prose", "preserving source facts, voice, and format", "prose audits", "a final writing-quality gate" — with only minor gaps (e.g., no mention of specific file formats handled). Not a 5 because the action list is not fully comprehensive and each action is described at a fairly high level; not a 3 because it clearly goes beyond 1-2 generic actions.

Completeness

Explicitly answers both questions: what ("Inspect or rewrite prose that sounds formulaic while preserving source facts, voice, and format") and when ("Use for de-slopping, humanizing, prose audits, or a final writing-quality gate"), plus an explicit negative trigger ("Do not use it as an authorship detector or to evade disclosure requirements"). Matches the anchor 5 example structure of concrete what + concrete trigger phrases.

Trigger Term Quality

Includes natural user phrasings — "de-slopping", "humanizing", "prose audits", "final writing-quality gate", "formulaic" — that a user would plausibly say. A few common variants are missing (e.g., "make this sound less AI", "flat writing"), so it does not reach the comprehensive-with-synonyms level of a 5, but coverage clearly exceeds the 'some relevant keywords' bar of a 3.

Distinctiveness Conflict Risk

Occupies a clear niche (de-slopping/humanizing prose) with distinct trigger terms, and the explicit exclusion clause ("Do not use it as an authorship detector or to evade disclosure requirements") further reduces mis-triggering against adjacent writing/editing skills. Overlap risk with generic editing skills is minimal.