---
title: "LLM Evaluation - Air Market"
description: "You built something on a language model and the only test so far is that it looks fine when you try it. This helps you measure it properly - automatic scoring, human review, and benchmarks to compare…"
canonical: "https://airmarket.ai/app/llm-evaluation"
---

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

Skill by [Seth Hobson](/@wshobson)

# LLM Evaluation

Find out whether your AI feature is actually any good

## What this does

You built something on a language model and the only test so far is that it looks fine when you try it. This helps you measure it properly - automatic scoring, human review, and benchmarks to compare against. Reach for it when you need to know whether a change made things better or worse.

### Top 3 things it does for you

- Measure how well an LLM feature performs
- Set up a repeatable way to score output
- Collect human judgement on answers

## Information

**LLM Evaluation at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Seth Hobson](/@wshobson) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 18 KB |
| Licence | MIT |
| Repository | [wshobson/agents](https://github.com/wshobson/agents/tree/b6af3711058190e4b5c5274b9758498fe626ec5a/plugins/llm-application-dev/skills/llm-evaluation) |
| GitHub stars | 39,077 (as of Nov 2026) |
| Installs | 13,387, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of LLM Evaluation and recorded 0 findings and 2 flagged items. AIR's verdict: **safe**.

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

|  |  |
| --- | --- |
| Commit | b6af3711058190e4b5c5274b9758498fe626ec5a |
| Content hash | d0dcdb8d2ad64739ff607444c857b65fe7154269d568c740c254b2a781cf7524 |
| Files read | [Browse the files at this exact commit](https://github.com/wshobson/agents/blob/b6af3711058190e4b5c5274b9758498fe626ec5a/plugins/llm-application-dev/skills/llm-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 LLM Evaluation](/security/llm-evaluation)

## About LLM Evaluation

Sets up evaluation for LLM applications using automated metrics, human feedback, and benchmarking.

Fits the moments when you need to test how an LLM performs, measure the quality of an AI application, or put a lasting evaluation framework in place rather than judging output by eye.

## What's inside

- SKILL.md - instructions
- references/details.md - reference

## Questions

### Is LLM Evaluation safe to install?

AIR scanned this exact version of LLM Evaluation and recorded 0 findings and 2 flagged items. AIR's verdict: safe. The verdict is named by the content that was read, at commit b6af37110581, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/llm-evaluation.

### How do I install LLM Evaluation?

Open https://airmarket.ai/app/llm-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/wshobson/agents/tree/b6af3711058190e4b5c5274b9758498fe626ec5a/plugins/llm-application-dev/skills/llm-evaluation. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by Seth Hobson](/@wshobson)

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