cyberneticlibrary

Measure performance regressions

benchmarkskillsetup L20
Sheshiyer/skill-clusters
What it does

Measure page/API/build performance baselines and detect regressions

Best for

Catching performance regressions in real browser metrics before and after code changes or before shipping.

Inputs
  • · target URLs or API endpoints
  • · optional baseline snapshot for comparison
Outputs
  • · Core Web Vitals (LCP/CLS/INP/FCP/TTFB)
  • · resource breakdown (JS/CSS/image sizes)
  • · before/after delta report
Requires
  • · browser MCP
  • · Core Web Vitals APIs
Preconditions
  • · page deployed or running locally
  • · URLs are reachable
Failure modes
  • · network variability causes flaky measurements
  • · third-party resources add uncontrollable noise
Trust signals
  • · measures official Core Web Vitals (Google metric)
  • · resource-level breakdown
  • · concurrent load testing mode
  • · before/after comparison with delta