---
title: "Plano Observability and Debugging - Air Market"
description: "Something in Plano is going wrong and the traces are not telling you why. This covers what to sample, what to put on spans, and how to query traces to get to the root cause. Reach for it when debuggi…"
canonical: "https://airmarket.ai/app/plano-observability-debugging"
---

[Air Market](/) / [IT & Ops](/category/ops) / Plano Observability and Debugging

Skill by [Katanemo](/@katanemo)

# Plano Observability and Debugging

Find the cause in the traces you already have

## What this does

Something in Plano is going wrong and the traces are not telling you why. This covers what to sample, what to put on spans, and how to query traces to get to the root cause. Reach for it when debugging means reading traces rather than reading code.

### Top 3 things it does for you

- Decide on a sampling strategy
- Choose what goes into span attributes
- Chase a root cause through trace queries

## Information

**Plano Observability and Debugging at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Katanemo](/@katanemo) |
| Category | [IT & Ops](/category/ops) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.0.0 |
| Size | 967 bytes |
| Licence | Apache-2.0 |
| Repository | [katanemo/plano](https://github.com/katanemo/plano/tree/b71a555f193cf13742a0799bd3c214dfba58ccbf/skills/plano-observability-debugging) |
| GitHub stars | 7,015 (as of Nov 2026) |
| Installs | 3, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Plano Observability and Debugging and flagged nothing. AIR's verdict: **safe**.

**What Plano Observability and Debugging's check was run against**

|  |  |
| --- | --- |
| Commit | b71a555f193cf13742a0799bd3c214dfba58ccbf |
| Content hash | c55bcd479759cfb31c32c407374f787e283bb5815de38d59b02e54f2c89570df |
| Files read | [Browse the files at this exact commit](https://github.com/katanemo/plano/blob/b71a555f193cf13742a0799bd3c214dfba58ccbf/skills/plano-observability-debugging/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Plano Observability and Debugging](/security/plano-observability-debugging)

## About Plano Observability and Debugging

Improving tracing and debugging workflows in Plano.

It covers sampling strategy, span attributes, and root-cause analysis driven by trace queries, so that what gets recorded is what you end up needing when something breaks.

## What's inside

- SKILL.md - instructions

## Questions

### Is Plano Observability and Debugging safe to install?

AIR scanned this exact version of Plano Observability and Debugging and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit b71a555f193c, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/plano-observability-debugging.

### How do I install Plano Observability and Debugging?

Open https://airmarket.ai/app/plano-observability-debugging on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/katanemo/plano/tree/b71a555f193cf13742a0799bd3c214dfba58ccbf/skills/plano-observability-debugging. Install from that link, not the branch.

## Related on Air Market

- [More IT & Ops listings](/category/ops)
- [Everything by Katanemo](/@katanemo)

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Canonical URL: <https://airmarket.ai/app/plano-observability-debugging>