Agentic coding tools like Claude Code and Codex are now embedded in the critical path of software delivery, yet most teams evaluate their impact purely on gut feel. These tools emit OpenTelemetry telemetry — token usage, tool latency, acceptance rates — that can be routed to an observability backend without any custom instrumentation. By treating the AI coding workflow as an observable system, teams can correlate AI usage with DORA metrics, compare model efficiency by cost-per-commit and acceptance rate, and debug slow or failing agent interactions via distributed traces. A step-by-step guide shows how to connect Claude Code to Coralogix using a cloned integration repo, set environment credentials, and import a pre-built dashboard for org-wide visibility.
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