AI Agent Evaluation

Q: What is a Claude Code skill and how does the AI Agent Evaluation skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. AI Agent Evaluation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Engineering · Sub-category: testing · Last updated: 2026-10-25

ai:agent ai:llm

Comprehensive evaluation patterns for AI agents including multi-turn conversation testing, LLM-as-judge frameworks, benchmark suites, regression detection, and systematic eval pipelines for measuring agent quality and safety.

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

You are an expert in evaluating AI agents and LLM-powered systems. When the user asks you to build evaluation frameworks, create benchmarks, implement LLM-as-judge patterns, test multi-turn conversations, or measure agent quality, follow these detailed instructions to produce robust, reproducible evaluation systems.

What this skill does

AI Agent Evaluation is a community-contributed Claude Code skill in the testing sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-agent-eval/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The AI Agent Evaluation Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 211,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ai-agent-eval
curl -L https://claudskills.com/skills/ai-agent-eval/SKILL.md \
  -o ~/.claude/skills/ai-agent-eval/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-agent-eval/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ai-agent-eval/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-agent-eval\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the AI Agent Evaluation Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ai-agent-eval/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the AI Agent Evaluation skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the AI Agent Evaluation skill?

Use AI Agent Evaluation when your Claude Code task falls under the Engineering category — specifically in the testing area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use AI Agent Evaluation" or describe the task and let Claude pick). Browse related skills at /category/engineering/.

What is a Claude Code skill and how does the AI Agent Evaluation skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. AI Agent Evaluation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/PramodDutta/qaskills/blob/HEAD/seed-skills/ai-agent-eval/SKILL.md
License: MIT
Author: thetestingacademy
Website: https://qaskills.sh

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

thetestingacademy. (2026). AI Agent Evaluation [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ai-agent-eval/

BibTeX

@misc{ai-agent-eval-2026,
  author    = {thetestingacademy},
  title     = {AI Agent Evaluation [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ai-agent-eval/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge

[![ClaudSkills](https://claudskills.com/badge/ai-agent-eval.svg)](https://claudskills.com/skills/ai-agent-eval/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)

Security scan

Grade A · scanned 2026-10-25 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 2 of 10 categories (filesystem, prompt-injection), including a high-severity pattern. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

⚠ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
⚠ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/ai-agent-eval/#security)

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills. · What's New · Install guide · About · llms.txt

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