An observability platform that traces every OpenClaw agent action across sessions and providers with full replay
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.
Demand Breakdown
Social Proof 2 sources
Gap Assessment
3 tools exist (ClawShield, ClawMetry, Langfuse) but gaps remain: Security-focused only, no trace replay, no performance analysis, no cost attribution, no UI; Early stage, basic metrics only, no trace capture, no replay, no anomaly detection.
Features3 agent-ready prompts
Competitive LandscapeFREE
| Product | Does | Missing |
|---|---|---|
| ClawShield | Agent-to-agent firewall with eBPF monitoring, defense-in-depth, 500 GitHub stars | Security-focused only, no trace replay, no performance analysis, no cost attribution, no UI |
| ClawMetry | Free open-source observability dashboard for OpenClaw agents | Early stage, basic metrics only, no trace capture, no replay, no anomaly detection |
| Langfuse | LLM observability with traces, cost tracking, prompt management, evaluation | Not OpenClaw-specific, requires manual instrumentation, no agent action replay, no file diff view |
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