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agents-optimize

Skill

Use when measuring or improving agent quality and performance — set up evaluators, online monitoring, CI/CD quality gates, observability, or cost optimization. Triggers on: "evaluate my agent", "add evaluator", "measure quality", "quality gate", "run evals", "agent too slow", "why is it slow", "redu

0Monitoring

Install

git clone https://github.com/aws/agent-toolkit-for-aws.git ~/.claude/skills/agents-optimize

What is agents-optimize?

Use when measuring or improving agent quality and performance — set up evaluators, online monitoring, CI/CD quality gates, observability, or cost optimization. Triggers on: "evaluate my agent", "add evaluator", "measure quality", "quality gate", "run evals", "agent too slow", "why is it slow", "reduce latency", "set up observability", "CloudWatch dashboard", "how much does my agent cost", "cost optimization", "logs not showing up", "logs missing", "spans not found", "eval failing", "eval error", "dev traces", "local traces", "agentcore dev traces", "traces to CloudWatch". Not for debugging errors or crashes — use agents-debug. Slow but correct routes here; broken routes to debug.

What this can do

Capabilities declared in this component's own frontmatter — not inferred.

~172 tokens of context used while enabled, before you invoke anything

All declared tools (1)
Read Grep Glob Bash

Documentation

README · ~2 min read

optimize

Measure and improve your AgentCore agent's quality through evaluation, monitoring, and observability.

When to use

  • You want to know if your agent is giving good answers
  • You want to set up continuous quality monitoring in production
  • You want to add a quality gate to your CI/CD pipeline
  • You want to understand agent behavior through logs, metrics, and traces
  • You want to set up CloudWatch dashboards or X-Ray tracing

Do NOT use for:

  • Debugging a specific broken agent (wrong answers, errors) → use agents-debug

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