Observability

Monitor multi-agent workflows by activating the observability dashboard, which streams all agent events, tool calls, and session data live via WebSocket to a Vue.js interface. Track which agents are active, what tools they're calling, and identify bottlenecks as they happen.

Debug multi-agent workflows by viewing the real-time dashboard to see exactly which agent is blocked, what tools are being called, and where execution stalls. The live WebSocket stream and JSONL logs show the complete activity trace without persistence delays.

Yes, the observability dashboard runs on a Bun + Express backend with a Vue + TypeScript frontend, designed to monitor PAI multi-agent activity. WebSocket streaming connects the backend to the live dashboard interface for real-time event ingestion.

Use hook-driven event ingestion to capture tool calls, session starts and ends, and agent activity across all running agents simultaneously. The dashboard aggregates these events into a single real-time view without requiring persistent storage.

No, the observability dashboard uses ephemeral in-memory storage, meaning events exist only during the active session. For persistent logging, you can export data from the JSONL logs or integrate external storage after debugging.

Events are ingested through hooks triggered during agent execution, streamed live over WebSocket to the dashboard, and logged to JSONL format. The system watches the filesystem and processes activation commands like start observability, monitor agents, and debug workflows.