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providing-performance-optimization-advice

Turn existing logs, measurements, or user reports into a prioritized performance improvement plan. It ranks frontend, backend, database, and infrastructure changes by expected impact and effort, and suggests validation steps for checking whether improvements worked.

OriginalShow the original description

Produce a prioritized performance-optimization roadmap across frontend, backend, and infrastructure. Use as an explicit/manual helper after bottlenecks are known or suspected, not as the owner of regression detection, profiling capture, or test execution.

See how to install

Good for

  • Prioritizing website loading improvements
  • Planning database query optimization
  • Organizing API response time improvements
  • Reviewing infrastructure cost reduction options

Files included (7)

  • SKILL.md1.5 KB
  • assets/README.md432 B
  • references/README.md870 B
  • scripts/impact_estimator.py2.9 KB
  • scripts/optimization_suggestions.py2.9 KB
  • scripts/performance_profiler.py2.9 KB
  • scripts/README.md481 B

SKILL.md (original)

Review the instructions the agent will receive before you install.

Performance Optimization Advisor

Positioning

Treat this skill as an explicit/manual advisor for prioritizing optimization work.

When to Use

Use this skill when:

  • Prioritizing known or suspected performance bottlenecks from existing logs, traces, benchmarks, or user reports.
  • Get recommendations for improving website loading speed.
  • Optimize database query performance.
  • Improve API response times.
  • Reduce infrastructure costs.

Not For / Boundaries

  • Build-to-build regression detection: use detecting-performance-regressions
  • Raw benchmark execution or profiling capture: use performance-testing
  • Test-result packaging for QA audiences: use generating-test-reports

Typical Outputs

  • A ranked optimization backlog by impact and effort
  • Concrete hotspots by layer: frontend, backend, infra, or database
  • Suggested validation steps to prove the optimization worked

Related Skills

  • detecting-performance-regressions to prove there is a real regression
  • performance-testing to collect the measurements behind the advice

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