trace-multi-agent-system

Debug a multi-agent system by generating a navigable trace tree that visualizes complex interactions and highlights individual agent activities to pinpoint failures. This lets you quickly diagnose and resolve inefficient workflows or errors.

A trace tree is a nested span tree view that tracks and visualizes complex interactions among multiple agents, sub-agents, and tool loops. It provides a clear structure to monitor individual agent activities within LLM applications.

Track interactions across multiple agents and tool loops by generating a trace of system activity. This produces a nested span tree view that clearly maps out the workflow and highlights individual agent behaviors.

Yes, you can pinpoint inefficient workflows in LLM applications by using trace tree visualization to highlight individual agent activities. This assists in identifying bottlenecks and debugging agent failures within complex systems.

The best way to trace sub-agents is to generate a trace of the workflow, which creates a nested span tree visualization. This allows you to navigate complex interactions and debug individual sub-agent activities effectively.

Multi-agent workflows often fail due to complex interactions between sub-agents and tool loops. Generating a trace tree visualizes these individual agent activities, helping you pinpoint the exact issue and resolve problems quickly.