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Status: Available Ingests every OpenClaw agent’s session history from ~/.openclaw/agents/<agent>/sessions/*.jsonl — each user/assistant message becomes a searchable record. Pure tool-call entries are skipped; text blocks are decoded to prose.

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Real-time: multiple concurrent sessions

OpenClaw runs many agents at once, and they need each other’s context. Run duckbrain watch and messages are ingested on send/receive — searchable by every other session within seconds. sync covers the same files in batch as a safety net.