Plano Observability Debugging

DevOps & Security

plano-observability-debugging

Plano Observability Debugging is an Agent Skill for devops & security published in the katanemo/plano repository on GitHub: a SKILL.md instruction file an AI agent can load to do this task.

Improve Plano tracing and debugging workflows. Use for sampling strategy, span attributes, and trace query-based root-cause analysis.

View on GitHub ↗

QUICK START

How to use this skill

Bring this guide into your coding agent with a prompt tailored to the tool you use.

Open your project in Codex.
Copy and paste the prompt below.
Review files and risks before approving any action.

Prompt to paste

Inspect the Agent Skill at https://github.com/katanemo/plano/blob/HEAD/skills/plano-observability-debugging/SKILL.md and all supporting files. Report provenance, permissions, scripts, dependencies, and security risks. Propose an exact installation into .agents/skills/plano-observability-debugging, but wait for my approval before writing files or running scripts.

Copying this prompt does not install or run the skill. Review third-party files before use.

Plano Observability and Debugging

Use this skill to make routing and latency behavior inspectable and debuggable.

When To Use

"Enable tracing correctly"
"Add useful span attributes"
"Debug why a request routed incorrectly"
"Inspect filter/model latency from traces"

Apply These Rules

observe-tracing
observe-span-attributes
observe-trace-query

Execution Checklist

Enable tracing with environment-appropriate sampling.
Add useful static and header-derived span attributes.
Use planoai trace filters to isolate route and latency issues.
Prefer trace evidence over assumptions in recommendations.
Return exact commands to reproduce and validate findings.