Conciseness

The body is dense and table-driven with no explanation of concepts Claude already knows, but it enumerates symptoms three times — the 12-layer table's 'What Goes Wrong' column, the Failure Pattern 'Symptoms' bullets, and the Quick Diagnostic Questions table — which is redundant token spend. It is not a 5 because of that redundancy; not a 3 because there is no padded or hand-holding prose anywhere.

Actionability

The rg command block in Phase 2 is copy-paste ready with per-anti-pattern searches, and evidence sources are concretely named (logs, config, memory files). Phase 1 ('Define what you're auditing') and Phase 3 field descriptions are more descriptive than executable, leaving minor gaps. Not a 5 because there is no worked example of applying the workflow or running the full audit end-to-end; not a 3 because the concrete material is executable, not pseudocode.

Workflow Clarity

The audit workflow has a clear four-phase sequence (Scope, Evidence Collection, Failure Mapping, Fix Strategy) with the Quick Diagnostic Questions table acting as a triage checklist and confidence scores on findings. It is not a 5 because there is no explicit validation or feedback checkpoint (e.g. verifying a recommended fix actually resolves the symptom); not a 3 because the sequence is well-defined with checkpoints present via the diagnostic table and confidence discipline. This is a read-only diagnostic, so the destructive-operation cap does not apply.

Progressive Disclosure

A single well-sectioned file with clear headers, no buried or nested references, and a clearly signaled 'Related Skills' boundary section — there are no bundle files, so nothing is misfiled. It is not a 5 because ~250 lines of body inline the Report Schema JSON and the rg command catalog, reference-shaped material that would sit better in separate files; not a 3 because the structure and navigation are genuinely good, with no content that clearly belongs elsewhere dominating the file.

Specificity

The description enumerates multiple concrete, specific actions — 'Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline failures, hidden repair loops, and rendering corruption' and 'Produces severity-ranked findings with code-first fixes' — giving comprehensive coverage rather than just several actions. It is not a 4 because the coverage is both broad and precise about failure classes and the deliverable, not leaving minor gaps.

Completeness

It explicitly answers both what ('Full-stack diagnostic... Audits the 12-layer agent stack... Produces severity-ranked findings with code-first fixes') and when ('Use when an agent or LLM feature misbehaves and the failing layer is unknown, or before shipping an agent stack') with concrete trigger phrases. A 4 would require the 'when' to be less explicit, which it is not.

Trigger Term Quality

Good keyword coverage with natural terms like 'agent', 'LLM', 'misbehaves', and 'before shipping an agent stack', but common user-side synonyms such as 'chatbot', 'assistant', 'agent is broken/flaky', or 'debugging an agent' are absent. It is not a 5 because a user describing the problem in everyday words would not reliably hit these triggers; not a 3 because the terms present are natural, not jargon-only.

Distinctiveness Conflict Risk

The 12-layer agent-stack audit is a clear niche distinct from code review or security scanning, but the broad trigger 'agent or LLM feature misbehaves' could also match general agent-debugging skills, creating minor overlap risk. It is not a 5 because of that overlap; not a 3 because the niche and its triggers are far more specific than generic document/skill examples.