---
title: "Observability - Air Market"
description: "Some code runs while nobody is watching - background jobs, servers, watchers - and when it breaks at an awful hour, whoever shows up has nothing to go on. This adds the signals that make diagnosis po…"
canonical: "https://airmarket.ai/app/observability"
---

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

Skill by [GSD](/@gsd-build)

# Observability

Leave signals behind for whoever debugs this at 3am

## What this does

Some code runs while nobody is watching - background jobs, servers, watchers - and when it breaks at an awful hour, whoever shows up has nothing to go on. This adds the signals that make diagnosis possible: structured logs, a health endpoint, failed states written down, failure modes made explicit. Reach for it when building or reworking something that will run on its own.

### Top 3 things it does for you

- Add logging to something that runs unattended
- Make this subsystem possible to diagnose later
- Make failures explicit instead of silent

## Information

**Observability at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [GSD](/@gsd-build) |
| Category | [IT & Ops](/category/ops) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 8 KB |
| Licence | MIT |
| Repository | [gsd-build/gsd-2](https://github.com/gsd-build/gsd-2/tree/4ea7d80e76af01a6c566a44989b451bae51ec6f3/src/resources/skills/observability) |
| GitHub stars | 7,762 (as of Nov 2026) |

## Security report

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

**What Observability's check was run against**

|  |  |
| --- | --- |
| Commit | 4ea7d80e76af01a6c566a44989b451bae51ec6f3 |
| Content hash | 812abfbb75ab5c96ff0ad5d42e93b820152178d452624741f726e18d37345182 |
| Files read | [Browse the files at this exact commit](https://github.com/gsd-build/gsd-2/blob/4ea7d80e76af01a6c566a44989b451bae51ec6f3/src/resources/skills/observability/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 Observability](/security/observability)

## About Observability

Adds agent-first observability to code: structured logs, health endpoints, persistence of failure state, and explicit failure modes. The goal is stated plainly - the next agent hitting a problem at 3am should have the signals it needs to diagnose the problem.

Use it when you ask for logging, observability or metrics, when you catch yourself saying you will debug it later, or when you are building or refactoring a subsystem that runs unattended: an auto-mode engine, background jobs, servers, watchers.

It operationalizes the agent-first observability principle set out in VISION.md.

## What's inside

- SKILL.md - instructions

## Questions

### Is Observability safe to install?

AIR scanned this exact version of Observability and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 4ea7d80e76af, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/observability.

### How do I install Observability?

Open https://airmarket.ai/app/observability 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/gsd-build/gsd-2/tree/4ea7d80e76af01a6c566a44989b451bae51ec6f3/src/resources/skills/observability. Install from that link, not the branch.

## Related on Air Market

- [More IT & Ops listings](/category/ops)
- [Everything by GSD](/@gsd-build)

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