Content
66%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The skill is an exceptionally well-sequenced, gate-driven workflow with strong validation checkpoints, but loses points on conciseness (motivational/boilerplate filler) and actionability (the statistical sample-size computation is specified as a requirement but not as executable how-to guidance).
Suggestions
Provide a concrete method for the sample-size step — a formula, a named calculator/tool, or a code snippet — since 'Estimate required sample size per variant' is currently a requirement with no executable guidance.
Remove or tighten the 'Final Reminder' motivational section and the generic 'When to Use'/'Limitations' boilerplate to reclaim token budget without losing signal.
De-duplicate 'Key Principles (Non-Negotiable)' against the earlier gates, or fold it into the relevant gate sections to avoid restating 'one hypothesis', 'one primary metric', and 'no peeking' twice.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Mostly lean bullet checklists that assume Claude knows MDE/statistical power/guardrails, but the 'Key Principles' section repeats earlier gates, the 'Final Reminder' is motivational filler, and 'When to Use'/'Limitations' are generic boilerplate that could be trimmed. | 3 / 5 |
Actionability | Tracking verification gives concrete thresholds ('30 seconds', '5+ events per variant', '±5%', 'first 100 records') and gates/refusal conditions are explicit, but the core sample-size step only lists what to define with no formula, tool, or command for how to compute it — a key missing detail. | 3 / 5 |
Workflow Clarity | A strongly sequenced numbered workflow (1-8) with explicit hard gates, validation checkpoints (assumptions check, tracking verification before Gate 8), and feedback loops ('if any fails, stop and resolve before Gate 8'), matching the anchor for clear sequence with explicit validation and checklists. | 5 / 5 |
Progressive Disclosure | No bundle files exist and the ~250-line file is monolithic (so the under-50-line exception does not apply), but it is well organized with numbered headers and logical flow, with little content that genuinely belongs in separate files; minor organization gaps keep it below 5. | 4 / 5 |
Total | 15 / 20 Passed |