Utilora

LLM Agent Trace Visualizer

AI & LLM Tools

What is LLM Agent Trace Visualizer?

Trace Visualizer parses and displays LLM agent execution traces in a readable timeline format. Multi-agent systems generate complex logs with tool calls, reasoning steps, messages between agents, and nested sub-tasks. Raw JSON traces are hard to read — this tool normalizes them into a color-coded timeline that shows the flow of messages, tool invocations, and decisions. It handles LangChain LCEL event streams, AutoGen message arrays, and any JSON array with recognizable fields (role, type, content, tool, action, agent).

How it works

The visualizer parses the input JSON array and classifies each entry by its structure: system messages, user messages, assistant responses, tool calls, tool results. Entries are rendered as a chronological list with color coding by type. Tool calls show the function name and arguments; tool results show the return value. Nesting is preserved for parallel or nested sub-agents.

Features & Benefits

  • Makes unstructured thought/action logs easy to interpret
  • Runs exactly on your machine with no data leaks

Frequently Asked Questions

What formats does it support?

Any JSON array whose items have recognisable fields: role, type, content, tool, action, or agent. LangChain LCEL event streams and AutoGen message arrays are normalised automatically.

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