ClawMetry — free open-source observability dashboard for OpenClaw agents

When an OpenClaw agent breaks something or produces a wrong result, developers have no way to replay what happened. Session logs are text blobs with no structure, there is no trace linking a chain of tool calls to a final output, and multi-agent setups produce interleaved logs that are impossible to untangle. ClawShield (500 GitHub stars) tackles the security angle with eBPF monitoring but does not help with debugging or performance analysis. This tool captures every agent action as a structured trace, links them into causal chains, and provides a replay UI where you can step through exactly what the agent did and why.