How to Debug Coding Agents with LangSmith Traces

LangSmith offers a unified observability layer across coding agents (Claude Code, Codex, Cursor, Copilot) to trace tool calls, subagents, errors, costs, and retries. A real debugging scenario shows how tracing revealed a subagent using deprecated code, saving time and tokens.