---
title: "Evaluation Methods for Agent Systems - Air Market"
description: "When you change an agent, it is hard to tell whether you improved it or broke something else. This is about building the tests that tell you: fixed checks, suites you rerun, rubrics for the fuzzy par…"
canonical: "https://airmarket.ai/app/evaluation"
---

[Air Market](/) / [Data & Analytics](/category/data) / Evaluation Methods for Agent Systems

Skill by [Muratcan Koylan](/@muratcankoylan)

# Evaluation Methods for Agent Systems

Know whether your agent got better or just got different

## What this does

When you change an agent, it is hard to tell whether you improved it or broke something else. This is about building the tests that tell you: fixed checks, suites you rerun, rubrics for the fuzzy parts, and a baseline to compare against. Reach for it when you are tired of judging changes by eye.

### Top 3 things it does for you

- Build a regression suite for an agent
- Write a rubric for judging quality
- Put a gate in front of a change

## Information

**Evaluation Methods for Agent Systems at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Muratcan Koylan](/@muratcankoylan) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 47 KB |
| Licence | MIT |
| Repository | [muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85e40fe2bda7c1fec91ff64cf5285434934/skills/evaluation) |
| GitHub stars | 17,811 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Evaluation Methods for Agent Systems and flagged nothing. AIR's verdict: **safe**.

**What Evaluation Methods for Agent Systems's check was run against**

|  |  |
| --- | --- |
| Commit | c578e85e40fe2bda7c1fec91ff64cf5285434934 |
| Content hash | b73fd6d6a0bee0ff3b62d841fd5aa4d742f74a1942da3cd83d6df9b24b76d03e |
| Files read | [Browse the files at this exact commit](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/blob/c578e85e40fe2bda7c1fec91ff64cf5285434934/skills/evaluation/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 Evaluation Methods for Agent Systems](/security/evaluation)

## About Evaluation Methods for Agent Systems

Agent pipelines are hard to judge by hand, so this covers the machinery for judging them: deterministic checks for the parts with a right answer, and multi-dimensional rubrics for the parts that need judgement.

It also covers keeping that judgement over time - regression suites, comparison against a baseline, quality gates, and monitoring once the pipeline is in production, so outcomes get measured rather than assumed.

## What's inside

- SKILL.md - instructions
- references/metrics.md - reference
- scripts/evaluator.py - script

## Questions

### Is Evaluation Methods for Agent Systems safe to install?

AIR scanned this exact version of Evaluation Methods for Agent Systems and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit c578e85e40fe, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/evaluation.

### How do I install Evaluation Methods for Agent Systems?

Open https://airmarket.ai/app/evaluation 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/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85e40fe2bda7c1fec91ff64cf5285434934/skills/evaluation. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by Muratcan Koylan](/@muratcankoylan)

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