---
title: "Advanced Evaluation - Air Market"
description: "When a language model writes something, deciding whether it is good is the hard part. This helps you set up automatic grading: scoring answers, comparing two side by side, and checking that the grade…"
canonical: "https://airmarket.ai/app/advanced-evaluation"
---

[Air Market](/) / [Data & Analytics](/category/data) / Advanced Evaluation

Skill by [Muratcan Koylan](/@muratcankoylan)

# Advanced Evaluation

Judge model output with something better than a gut feel

## What this does

When a language model writes something, deciding whether it is good is the hard part. This helps you set up automatic grading: scoring answers, comparing two side by side, and checking that the grader is not skewed. Useful when you have too much output to read yourself but still need to know if quality is holding.

### Top 3 things it does for you

- Set up a model to grade output
- Compare two answers head to head
- Calibrate a rubric so scores mean something

## Information

**Advanced Evaluation 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 | 60 KB |
| Licence | MIT |
| Repository | [muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85e40fe2bda7c1fec91ff64cf5285434934/skills/advanced-evaluation) |
| GitHub stars | 17,811 (as of Nov 2026) |

## Security report

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

**What Advanced Evaluation's check was run against**

|  |  |
| --- | --- |
| Commit | c578e85e40fe2bda7c1fec91ff64cf5285434934 |
| Content hash | c3b666b47dceff2e92c8c8f09a78e5c5d2bf364a75dfe2d0204569c7b7f71fda |
| Files read | [Browse the files at this exact commit](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/blob/c578e85e40fe2bda7c1fec91ff64cf5285434934/skills/advanced-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 Advanced Evaluation](/security/advanced-evaluation)

## About Advanced Evaluation

This covers evaluating language model output with a model as the judge: scoring an answer on its own, and comparing two answers against each other.

It goes past the basic setup to the parts that decide whether the scores are worth anything - calibrating the rubric, mitigating the biases an evaluator brings, and attaching confidence to a result.

Reach for it when quality assessment needs to run automatically rather than by hand.

## What's inside

- SKILL.md - instructions
- references/bias-mitigation.md - reference
- references/evaluation-pipeline.md - reference
- references/implementation-patterns.md - reference
- references/metrics-guide.md - reference
- scripts/evaluation_example.py - script

## Questions

### Is Advanced Evaluation safe to install?

AIR scanned this exact version of Advanced Evaluation 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/advanced-evaluation.

### How do I install Advanced Evaluation?

Open https://airmarket.ai/app/advanced-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/advanced-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/advanced-evaluation>