OpenClaw TracingSee what your agent is really doing

Full-stack observability for OpenClaw agents — from Call Tree to Graph Analytics

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Call Tree

Nested span hierarchy with auto-collapsing consecutive tool calls. New spans highlight on refresh.

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Force-directed SVG showing agents, subagents, models, and per-entity tool nodes.

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Agent productivity scoring — tool density, token efficiency, idle detection. Know if your agent is working or spinning.

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Query traces with DuckDB SQL. Export to Parquet. Sync to Iceberg or PuppyGraph for graph analytics.

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/traces in Telegram, traces:summary in CLI, or traces:query for SQL — access your data anywhere.

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JSONL by default, DuckDB optional, Iceberg & PuppyGraph for scale. Start simple, grow as needed.

Nested execution hierarchy with collapsible tool groups and new-span highlighting.

Call Tree

Force-directed visualization of agent-tool-model relationships.

Entity Graph

Agent productivity scoring with time-series chart and phase breakdown.

Work Index