Content
65%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The body is a well-organized, actionably specific instruction skill with excellent domain heuristics and a clean reference architecture, but it is prose-verbose, lacks explicit validation feedback loops for migration/audit workflows, and contains one broken inline reference to a missing bundle file.
Suggestions
Tighten conciseness: remove concept-explainer one-liners Claude already knows (e.g., "Retention is repeat behavior over time", "Funnels measure progression through a sequence", "A cohort is a group of users…") and trim the narrative intro; lean on the specific heuristics that earn their tokens.
Add explicit validation/verification checkpoints to the schema-versioning and instrumentation-audit workflows (e.g., a "validate against the data contract before retiring v1" step and a verify-then-proceed feedback loop) so batch/migration operations meet the workflow-clarity bar.
Fix the broken progressive-disclosure link: either add the missing `references/retention-measurement-patterns.md` to the bundle or remove/redirect the inline reference in the retention section so every referenced path resolves.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is a ~300-line prose document that, while dense with non-obvious domain heuristics ("Thirty to fifty events is the sweet spot", "Bracket retention over N-day for stability"), also explains concepts Claude already knows ("Retention is repeat behavior over time", "Funnels measure progression through a sequence", "A cohort is a group of users sharing an attribute or behavior") and opens with narrative setup. It is not a 3 because it is long and includes framing explanations that could be trimmed; it is not a 1 because there is no generic filler padding and most tokens carry specific domain judgment. | 2 / 3 |
Actionability | Concrete, specific, actionable guidance throughout — "Past tense, action-oriented", "Object-action format", "snake_case", "Append `_v2` to events when semantics change", "Keep old events firing during the transition (90 days is typical)" — with concrete examples (`checkout_completed`, `subscription_tier`, NSMs like Figma's weekly active editors). It is not a 2 because guidance is complete and specific rather than vague or pseudocode; per the scoring notes, absence of code in an instruction-only skill is not penalized when guidance is this actionable. | 3 / 3 |
Workflow Clarity | A clear sequence exists ("The instrumentation hierarchy" bottom-up stack and the numbered "12 considerations" framework), but validation/verification checkpoints are implicit or missing — the schema-migration pattern (fire both versions, migrate dashboards, deprecate v1) has no explicit "verify then proceed" step. It is not a 3 because explicit validation steps and error-recovery feedback loops are absent for batch/migration operations, which the rubric caps at 2; it is not a 1 because the multi-step sequence is clearly laid out. | 2 / 3 |
Progressive Disclosure | Structure is strong — an overview body, inline "Detail in [`references/…`]" pointers per section, and a dedicated "Reference files" index — but the body references `references/retention-measurement-patterns.md` (retention section) which is NOT present in the bundle, so navigation to that detail fails. It is not a 3 because, scored against the actual bundle structure as the rubric directs, one referenced path is broken; it is not a 1 because references are one level deep, clearly signaled, and the index itself lists only the 9 files that actually exist. | 2 / 3 |
Total | 9 / 12 Passed |