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agent-tracing

Inspect and analyze agent execution snapshots and traces via CLI.

Updated Apr 3, 2026
Search Tags:#debugging#cli#agent#tracing#snapshot#inspector
One-click install
npx skills add https://github.com/1154761334/it-bidding-copilot --skill agent-tracing-1154761334
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: agent-tracing
Source: https://github.com/1154761334/it-bidding-copilot/tree/main/frontend/.agents/skills/agent-tracing
Command: npx skills add https://github.com/1154761334/it-bidding-copilot --skill agent-tracing-1154761334

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill provides a comprehensive toolkit for inspecting, analyzing, and debugging agent execution snapshots to enhance understanding and troubleshooting.

Core Features & Use Cases

  • Snapshot Inspection: View detailed execution snapshots, including steps, messages, and events.
  • Trace Listing: List recent snapshots and partial traces for efficient navigation.
  • Step and Message Analysis: Drill down into specific steps, messages, tools, and payloads to diagnose agent behavior.
  • Use Case: Debug an agent operation by examining the sequence of LLM interactions and context changes within a complex multi-step process.

Quick Start

Run the CLI to list recent traces and inspect a specific trace or partial snapshot to start analyzing agent activity.

Frequently Asked Questions about agent-tracing

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I debug agent execution snapshots to find workflow errors?▼

Debug agent execution snapshots by using CLI commands to list recent traces and inspect specific steps, messages, and event data to diagnose complex multi-step agent behavior.

Can I trace LLM interactions and tool payloads within a multi-step agent process?▼

Trace LLM interactions and tool payloads by drilling down into specific execution steps to examine context changes and diagnose agent behavior during complex multi-step workflows.

What is the best way to view partial traces and recent agent snapshots?▼

View partial traces and recent agent snapshots by running the CLI to list recent execution records, allowing efficient navigation and detailed inspection of agent activity.

Do I need specific data structures or CLI knowledge to inspect agent traces?▼

Inspecting agent traces requires an understanding of snapshot data structures and CLI commands to effectively examine messages, tools, and event data within the execution workflow.

Why does my agent tracing fail to capture the full multi-step interaction sequence?▼

Agent tracing may fail if the snapshot data structure is incomplete, requiring you to verify that all steps, messages, and event data are properly recorded before inspection.

When do I need to inspect agent execution snapshots instead of reading application logs?▼

Inspect agent execution snapshots when you need to troubleshoot complex multi-step agent interactions involving detailed messages, tools, and event data that standard logs do not capture.

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