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ax-go-agent-observability

Inspect Ax Go agent traces, usage, runtime envelopes, action logs, and replay state.

2.9k|186|Updated Feb 23, 2023
Search Tags:#debugging#agent#go#observability#tracing#ax#replay
One-click install
npx skills add https://github.com/ax-llm/ax --skill ax-go-agent-observability
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ax-go-agent-observability
Source: https://github.com/ax-llm/ax/tree/main/website/static/go/.well-known/agent-skills/ax-go-agent-observability
Command: npx skills add https://github.com/ax-llm/ax --skill ax-go-agent-observability

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps developers understand and troubleshoot Ax agents in Go by making traces, usage, runtime envelopes, action logs, and replay data easier to inspect.

Core Features & Use Cases

  • Agent Tracing: Review execution flow, model/tool activity, and runtime progress for generated Go agents.
  • Usage and Diagnostics: Inspect token usage, envelopes, checkpoints, and replay data to find issues in production.
  • Debugging Workflow: Use the generated Ax Go package and example patterns to choose the right observability hooks and runtime profile.
  • Use Case: A team can trace a failing agent loop, compare action logs, and identify whether the issue comes from runtime state, provider behavior, or callback wiring.

Quick Start

Ask the assistant to inspect a Go Ax agent trace, explain the usage and action logs, and recommend the correct observability pattern for debugging.

Frequently Asked Questions about ax-go-agent-observability

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

FAQPage Schema
How do I trace and debug an Ax Go agent execution loop?▼

Debug an Ax Go agent by inspecting execution traces, token usage, runtime envelopes, and action logs to identify whether issues originate from runtime state, provider behavior, or callback wiring.

What is the best way to inspect token usage and runtime envelopes in Go agents?▼

Inspect token usage and runtime envelopes by applying generated Ax Go package APIs and observability hooks to review diagnostic data and find production issues in agent execution.

How do I set up observability hooks for a Go agent using the Ax package?▼

Set up observability hooks by using the generated Ax Go package and example patterns to choose the correct runtime profile and callback wiring for deterministic and real-network workflows.

Can I replay agent state and checkpoints to diagnose production issues in Go?▼

Yes, replay agent state and inspect checkpoints to diagnose production issues by leveraging runtime diagnostics and replay data from the Ax Go package.

Does Ax Go agent observability support both deterministic and real-network workflows?▼

Yes, Ax Go agent observability supports both deterministic and real-network workflows by utilizing generated capability manifests, runtime profiles, and example-driven guidance for debugging.

Why does my Ax Go agent callback wiring fail during execution?▼

Callback wiring failures can be identified by comparing action logs and tracing the failing agent loop to determine if the issue stems from runtime state or provider behavior.

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