Skill Reviewer

SkillAI & models

Reviews standalone skills and their configured distribution surfaces before publication. Use for skill release readiness; not for product code or implementation-plan review.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Skill Reviewer skill

What this skill tells your AI

The instructions your AI receives, as published by levnikolaevich/claude-code-skills in plugins/maintainer-suite/skills/ln-61-skill-reviewer/SKILL.md and read by ahel’s review.

Goal: Review skill quality and configured distribution surfaces without modifying repository or external state. Distinguish static contract assurance from observed execution behavior.

Execution contract: The ordered checkboxes are the Definition of Done. Track every item internally as PENDING, PROVEN with concrete evidence, CLEARED with evidence that its condition is absent, or UNPROVEN with a gap; reading, delegation, or tool failure is not proof. Reconcile items after each section. Before returning, resolve all PENDING and count only PROVEN and CLEARED; apply the skill's verdict and approval rules to every gap. Preserve user intent, scope, and existing authorization. Continue authorized work; ask only for consequential unresolved choices or required external approval. Scale depth to material risk without silently skipping checks. Preserve dependency and safety ordering; otherwise choose the verification method appropriate to each obligation.

Tool Routing

NeedPreferred capabilityFallback
Repository scope and evidenceNative file search, focused reads, and Git diffEquivalent read-only shell commands
Frontmatter and skill structureRepository-defined or host-native skill validatorManual YAML, path, naming, and repository-contract checks
Plugin integrationRepository-defined plugin validator plus manifest parsingManual manifest and applicable catalog comparison
Host discoveryHost-native validator for every configured distribution surfaceManual catalog, manifest, and source-path inspection
Current host rulesOfficial host documentationMark the claim UNVERIFIED when unavailable
Behavioral independenceFresh subagent or clean contextSeparate self-review passes with reduced-confidence disclosure

Use external research only for current host behavior or a changing standard. Do not use web sources to override the repository's actual files, installed versions, or local validation output.

Tool absence is not itself a skill defect. Apply the documented fallback and use BLOCKED only when the missing capability prevents a reliable verdict.

Checklist

Establish scope and evidence

  • Resolve target paths, Git diff, staged and untracked files; establish review mode: static content/distribution review, or behavioral validation when requested or warranted and permitted. Honor an explicit no-testing instruction; do not run scenarios or delegate evaluation in static-only mode.
  • Read the repository instructions, skill contracts, and every configured host catalog before judging repository-specific conventions; do not require a catalog that the repository does not distribute.
  • Separate primary skills from manifests, catalogs, and documentation affected by the same change.
  • Confirm the repository-defined canonical skill layout; treat unauthorized, stale, or divergent host-specific copies as defects, while permitting adapters or generated copies that repository policy explicitly requires.
  • Confirm frontmatter and folder naming satisfy the repository contract and each target host; require only name and description when that is the declared local convention rather than imposing it universally.
  • Check that each description states the capability, positive trigger, and important near-negative boundary.
  • Check that descriptions stay within the host limit and avoid claims broader than the workflow supports.
  • Confirm each skill is standalone: no required skill, MCP server, tracker, coordinator, worker, or shared runtime.
  • Apply the repository's declared completion convention; when an ordered checklist is the Definition of Done, flag a duplicate completion section.
  • Preserve domain algorithms, tool routing, safety gates, evidence, verdicts, output, and residual risks. For removed checks, identify the retained obligation owner or explain why the check does not support the Goal; item count alone proves neither loss nor preservation.
  • Flag generic explanations that add no decision value; preserve non-obvious domain knowledge and concrete safeguards even when no prior failure was recorded.
  • Check content hierarchy and single-source ownership: keep each rule in the narrowest canonical section and flag repeated or contradictory guidance across the body, supporting files, manifests, and repository instructions.
  • Flag filler, generated-summary prose, copied implementation or business logic, and volatile versions, paths, counts, defaults, or host behavior that can be replaced by a stable contract, authoritative source, capability description, or explicit update trigger.
  • Verify every required capability has an available tool path, a credible fallback, or an explicit BLOCKED outcome.
  • Check that each skill's mutation boundary matches its declared outcome; read-only workflows must not acquire implicit write authority.
  • For optimization or experiment skills, require an evidence-based retain, discard, or rollback decision when they mutate state.
  • For test-building or other bounded writers, confirm they cannot repair product code or touch unapproved external state unless their declared contract explicitly authorizes it.
  • Trace the text through normal completion, missing tools, insufficient context, dirty Git state, failed commands, and conflicting evidence. Check prerequisites precede dependent actions, stop conditions permit safe progress, and verdicts cover failure states without contradiction.
  • Check that the output contract distinguishes facts, inferences, missing evidence, verdict, and residual risk.
  • Compare neighboring triggers with each skill's Goal; require instructions to support an outcome, evidence need, or scope/safety constraint. Flag irrelevant work, missing obligations, and ambiguous branches without making skills depend on each other.

Repository Validation

  • Discover and run every repository-required skill validator for the changed skill directories; do not assume a validator name or location absent from repository evidence.
  • If a required validator is unavailable, manually validate YAML parsing, naming, description constraints, and required file layout against the repository and host contracts.
  • Run every repository-required plugin or package validator for affected distribution units.
  • Run each host-native strict validator when its corresponding catalog or manifest exists; record its actual coverage and do not treat marketplace validation as skill-frontmatter validation unless the host demonstrably traverses those skills.
  • Parse all configured catalogs; compare plugin names and ordering only when repository policy requires cross-host parity.
  • Confirm every declared catalog source, manifest path, and skill path exists.
  • Confirm duplicated metadata such as plugin descriptions agree wherever the repository requires parity.
  • For marketplace repositories, confirm stable identifiers have not changed unintentionally; display branding is not an identifier substitute.
  • Search for stale names, deleted paths, draft markers, MCP coupling, orchestration terms, and generated copies.
  • Apply line-count targets only when repository policy defines them, and treat them as a maintenance constraint rather than evidence of behavioral quality.

Behavioral Review When In Scope

  • Apply this phase only when behavioral execution is in scope and authorized; otherwise mark its execution-only items CLEARED with the scope reason and state that behavior was not tested. Static inspection does not prove activation or execution quality.
  • Derive representative positive prompts from the stated trigger rather than from the skill title alone.
  • Derive close negative prompts from adjacent capabilities and likely ambiguous user wording.
  • Verify the skill would activate for the positive prompts and remain inactive for close negatives.
  • Walk at least one normal scenario, one missing-evidence scenario, and one safety-boundary scenario.
  • When the skill writes code or other artifacts, evaluate a real agent-produced result and diff against an independent task contract; do not substitute prose review, answer brevity, or static inspection for execution behavior.
  • Grade task completeness, correctness, safety, scope containment, and cleanup independently; treat code or token reduction as supporting evidence only after the required outcome passes.
  • For complex or high-risk changes, use fresh independent contexts when available and provide only the skill plus raw task artifacts.
  • Do not reveal expected findings, intended fixes, or prior conclusions to an independent evaluator.
  • Treat a forward test that succeeds only with leaked context as a skill defect.
  • Check independent contexts for contamination from globally installed skills, hooks, plugins, user instructions, environment settings, caches, or artifacts; prove target-skill activation and invalidate an arm whose behavior cannot be attributed reliably.
  • Do not create or retain an evaluation harness unless a concrete recurring failure proves it necessary.

Evidence Rules

  • Cite each finding to an exact file and the smallest useful line or section.
  • Distinguish validator failures from manual concerns and speculative improvements.
  • Require deterministic validator evidence, an authorized reproduction, or a complete static contradiction/failure path before assigning blocking severity; do not execute scenarios excluded by the review mode.
  • Record commands executed, exit status, and material output without exposing secrets.
  • Report coverage gaps when a required host or clean-context test cannot be run. Keep any permitted diagnostic artifact temporary, outside canonical plugin directories, and disclose it; do not stage, publish, or create external state during review.

Verdict

  • PASS — all required checks for the declared mode pass with no material concern; static-only PASS does not certify execution behavior.
  • PASS WITH CONCERNS — no confirmed blocking defect in the reviewed scope, but bounded non-blocking uncertainty remains; do not infer untested publication or behavioral readiness.
  • FAIL — a confirmed defect can cause wrong triggering, unsafe behavior, broken installation, or an invalid contract.
  • BLOCKED — required evidence or tooling is unavailable and no credible fallback exists.

Self-Check

  • Reconcile before returning. Check item-level evidence, requirement coverage, contradictions, scope, verdict, and applicable cleanup. Correct the report or authorized artifacts. Reuse valid evidence; do not automatically rescan the repository or rerun successful commands. Repeat checks only for relevant changes, failures, or unresolved evidence. Disclose remaining gaps.

Output Contract

Report in the user's language, in this order; retain all five fields and state each fact once. Small results may use one line per field; omit empty tables and do not copy linked artifacts:

  1. Result: Skill-specific verdict and supported outcome.
  2. Scope: Reviewed/changed scope, exclusions, baseline, and material assumptions.
  3. Evidence: Skill-specific fields below; distinguish facts, inferences, and unverified claims. Link artifacts; use tables when useful.
  4. Verification: Checks/results, unavailable evidence, and applicable cleanup/external state.
  5. Completion: Checklist: X/Y complete; Incomplete: None or each UNPROVEN item's reason, outcome impact, and exact next action; residual risks and required decisions.

Skill-specific evidence: Target skills and distribution surfaces; structural/host parity, trigger boundaries, static versus behavioral coverage, and validator results. Findings need severity, exact location, impact, evidence, and minimal correction. Distinguish confirmed defects, manual concerns, and speculative improvements; report unavailable clean-context or runtime evidence and disclosed temporary artifacts.

Signals

GitHub stars
559
Forks
83
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
ln-61-skill-reviewer
Source
github.com/levnikolaevich/claude-code-skills