Plan Review Performance
Review whether the plan introduces avoidable performance or scaling risk.
Guardrails
- Focus on performance risks introduced or exposed by the plan.
- Do not optimize without a plausible bottleneck, metric, or user impact.
- Prefer simple query, batching, caching, or pagination fixes over broad rewrites.
- Require a test, benchmark, trace, log, or metric for important claims.
Evaluate
- N+1 queries and repeated remote calls.
- Missing indexes or inefficient filters.
- Memory growth, streaming, batching, and pagination.
- Cache correctness and invalidation.
- Latency-sensitive user paths.
- Background job retries, queue growth, and idempotency.
- Load spikes, rate limits, and external API quotas.
Output
Return performance findings ordered by severity with:
- Risk
- Trigger
- User or system impact
- Recommendation
- Test or metric needed
Install:
npx skills add ChristopherAlphonse/calphonse-skills --skill plan-review-performance