evaluation

evaluation is a plugin for Claude Code from Owl-Listener/ai-design-skills. Its manifest loads nothing; the 7 skills, 3 commands it bundles cost 184 tokens per session together, scanned A, original, MIT.

A tool for measuring the quality and results of AI-generated work and user experiences.

In plain words
What is it for?
It is for evaluating AI responses, whether users succeed at tasks, how satisfied they are, and how well a design works.
Why use it?
It helps replace guesswork with checks of output quality, user satisfaction, task completion, and design results.

Plugin for Claude Code

Written for Claude Code: a Claude Code plugin manifest.

Good fit It is for evaluating AI responses, whether users succeed at tasks, how satisfied they are, and how well a design works.

Compare 6 plugins from other repositories ↓
Install in Claude Code
/plugin marketplace add Owl-Listener/ai-design-skills
/plugin install evaluation
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/Owl-Listener/ai-design-skills

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for evaluation

README.md
[![agentmods](https://agentmods.dev/badge/plugins/owl-listener/ai-design-skills/evaluation/github.svg)](https://agentmods.dev/plugins/owl-listener/ai-design-skills/evaluation)
Your own site
<a href="https://agentmods.dev/plugins/owl-listener/ai-design-skills/evaluation"><img src="https://agentmods.dev/badge/plugins/owl-listener/ai-design-skills/evaluation/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for evaluation

Your own site · 80×15
<a href="https://agentmods.dev/plugins/owl-listener/ai-design-skills/evaluation"><img src="https://agentmods.dev/badge/plugins/owl-listener/ai-design-skills/evaluation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session not measured What this adds to a session before it is invoked.
When invoked not measured The manifest loads nothing itself; its 7 skills, 3 commands cost 184 tokens a session between them.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Security

Grade A, and why

evaluation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

claude-plugin/evaluation/.claude-plugin/plugin.json · 11 lines

What it actually says

{
  "name": "evaluation",
  "description": "Measure AI output quality, user satisfaction, task success, and design effectiveness.",
  "version": "1.0.0",
  "author": {
    "name": "MC Dean",
    "url": "https://github.com/Owl-Listener"
  },
  "license": "MIT"
}
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 11 lines scan A ab6c9efc1594

Subscribe to this mod's changes

evaluation is a plugin published in the GitHub repository Owl-Listener/ai-design-skills (189 stars, last pushed 4mo ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.