---
title: "optimize - Air Market"
description: "Your agent runs, but you cannot tell how good it is, why it drags, or what it costs. This helps you set up quality checks, monitor it while it runs, put quality gates in your pipeline, see its traces…"
canonical: "https://airmarket.ai/app/agents-optimize"
---

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

Skill by [Amazon Web Services](/@aws)

# optimize

For an agent that works but is slow, pricey, or unmeasured

## What this does

Your agent runs, but you cannot tell how good it is, why it drags, or what it costs. This helps you set up quality checks, monitor it while it runs, put quality gates in your pipeline, see its traces and logs, and reduce cost and latency. Reach for it when the agent is working but not good enough.

### Top 3 things it does for you

- Set up evaluators and run evals
- Find out why the agent is slow
- Get observability and dashboards in place

## Information

**optimize at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Amazon Web Services](/@aws) |
| Category | [IT & Ops](/category/ops) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.0.0 |
| Size | 37 KB |
| Licence | Apache-2.0 |
| Repository | [aws/agent-toolkit-for-aws](https://github.com/aws/agent-toolkit-for-aws/tree/14780bf3440aa1532eadfbb2ff547f58969fcfb2/plugins/aws-agents/skills/agents-optimize) |
| GitHub stars | 2,420 (as of Nov 2026) |
| Installs | 2,056, counted by skills.sh (Nov 2026) |

## Security report

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

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

|  |  |
| --- | --- |
| Commit | 14780bf3440aa1532eadfbb2ff547f58969fcfb2 |
| Content hash | b63d5633e4df9bb5989548d40d82a76f6a7d0a3752a1b1687f66188dff022e62 |
| Files read | [Browse the files at this exact commit](https://github.com/aws/agent-toolkit-for-aws/blob/14780bf3440aa1532eadfbb2ff547f58969fcfb2/plugins/aws-agents/skills/agents-optimize/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 optimize](/security/agents-optimize)

## About optimize

For measuring or improving agent quality and performance: setting up evaluators, online monitoring, CI/CD quality gates, observability, and cost optimization.

It covers running evals and the errors they throw, reducing latency, dashboards, and traces and logs that are not showing up, including local dev traces.

Slow but correct work belongs here; something outright broken routes to the debugging skill instead.

## What's inside

- SKILL.md - instructions
- references/cost.md - reference
- references/evals.md - reference
- references/observability.md - reference

## Questions

### Is optimize safe to install?

AIR scanned this exact version of optimize and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 14780bf3440a, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/agents-optimize.

### How do I install optimize?

Open https://airmarket.ai/app/agents-optimize 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/aws/agent-toolkit-for-aws/tree/14780bf3440aa1532eadfbb2ff547f58969fcfb2/plugins/aws-agents/skills/agents-optimize. Install from that link, not the branch.

## Related on Air Market

- [More IT & Ops listings](/category/ops)
- [Everything by Amazon Web Services](/@aws)

---

Canonical URL: <https://airmarket.ai/app/agents-optimize>