cyberneticlibrary

Measure and optimize agent growth

agent-analyticsskillsetup L33,035
davepoon/buildwithclaude
What it does

Track agent events and run A/B experiments on site elements

Best for

Running lightweight A/B tests on headlines and CTAs without backend infrastructure changes when you want agents to own experiment decisions

Inputs
  • · project domain
  • · event names and properties
  • · experiment variants
  • · goal event name
Outputs
  • · event statistics
  • · funnel analysis
  • · A/B results (probability_best, lift, recommendation)
Requires
  • · agent-analytics.sh CLI
  • · npm/npx
Preconditions

Agent Analytics API key set; site deployed with tracking snippet; tracking snippet includes project write token

Failure modes

Missing API key; tracking snippet not deployed; events not firing; insufficient sample size (<100 per variant for significance)

Trust signals
  • · Bayesian significance testing
  • · real-time event validation
  • · agentanalytics.sh CLI reference