Observability Dashboard

I. Philosophy

Observability is the ability to answer questions about system behavior that you did not anticipate when building the system. For multi-agent workflows, the fundamental questions are: What happened? Why did it happen? What should I do about it?

This skill covers the operational side -- deploying, configuring, and using the dashboard. For designing new dashboard specs, use observability-dashboard-spec. For the underlying hook taxonomy, use hooks-reference.

II. When to Use

• Setting up a monitoring dashboard for a multi-agent workflow for the first time.
• Debugging coordination failures between parallel agents.
• Auditing which tools were called, how often, and with what results across a session.
• Building real-time visibility into agent execution for demonstrations or reviews.
• Comparing agent behavior across sessions (before/after a CLAUDE.md change).