Conciseness

The body is lean and assumes Claude's competence — no basic-concept explanations, just directives like "Build dependency view up to depth 3, track visited nodes to avoid loops". A few phrases could still be trimmed (e.g., "Complements the markdown — does not replace it", "this is the source of truth"), keeping it just below the every-token-earns-its-place anchor at 5.

Actionability

Gives executable specifics: `npx ai-devkit@latest memory search --query "<entry point name or purpose>"`, the exact output path `docs/ai/implementation/knowledge-{name}.md`, and a concrete normalization example (`calculateTotalPrice` → `calculate-total-price`). Minor gaps remain — no sample knowledge doc or mermaid snippet showing the expected output shape — so it is not fully copy-paste-ready at anchor 5.

Workflow Clarity

Six clearly sequenced steps with a hard gate ("Do not create documentation until the entry point is validated and analysis is complete"), entry-point verification with ambiguity handling, and a Validation section checking output coverage and HTML/mermaid rendering. However, there is no fix-and-recheck feedback loop for validation failures, so it sits at anchor 4 rather than the explicit feedback-loop anchor at 5.

Progressive Disclosure

A single well-sectioned SKILL.md with clear headers (Workflow, HTML Artifact, Red Flags, Validation, Output Template) and no nested or buried references — no bundle files exist. At ~86 lines with the ~20-line HTML Artifact spec inlined, content that could arguably live in a reference file is inline, matching anchor 4's minor organization gaps rather than the cleanly-split anchor 5.

Specificity

Lists several concrete actions — "Document a code entry point", "dependency mapping", "saved knowledge docs" — with only minor abstraction. "Structured analysis" is not a fully concrete action, so it falls just short of the comprehensive anchor at 5 and clearly above the 1-2-action anchor at 3.

Completeness

Clearly answers both: what ("Document a code entry point with structured analysis, dependency mapping, and saved knowledge docs") and when ("Use when users ask to document, understand, or map code for a module, file, folder, function, or API") with concrete trigger phrases. This matches the anchor-5 good example structure exactly; anchor 4's looser 'when' does not fit better.

Trigger Term Quality

"document, understand, or map code for a module, file, folder, function, or API" gives good natural keyword coverage a user would plausibly say. Common variations like "explain this code" or "walk me through" are missing, which keeps it below the comprehensive synonym coverage of a 5 but well above the generic-keyword anchors at 2-3.

Distinctiveness Conflict Risk

The "AI DevKit" prefix and scoped entry-point types carve a mostly distinct niche, but "understand code" is broad enough to overlap with general code-explanation or onboarding skills. Minor overlap risk matches anchor 4; the minimal-conflict clarity of anchor 5 is not fully met.