Self Evaluation

Q: What is a Claude Code skill and how does the Self 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. Self Evaluation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: automation · Last updated: 2026-05-28

type:review

Self-Rewarding + GRPO hybrid evaluation system for autonomous quality assessment, optimization, and improvement. Combines Meta Self-Rewarding patterns with Group Relative Policy Optimization (GRPO) for rule-based self-learning without judge AI. Auto-activates when: task completed, quality review needed, performance trends requested, team optimization needed. Triggers: evaluate, self-assess, quality, improve, performance, trend, score, feedback, grpo, optimize, candidates, compare

About this skill (catalog notes)

Self Evaluation includes at least one code block. The SKILL.md runs to about 1,401 words, in the catalog's typical mid-range.

Source: github.com/Yoodaddy0311/artibot
Original author: Yoodaddy0311
Indexed lastmod: 2026-05-28
Catalog position: General · automation
Indexed related skills: 10

How Self Evaluation fits the catalog

Self Evaluation sits in the General category under the automation sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

What this skill does

Self Evaluation is a community-contributed Claude Code skill in the automation sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/self-evaluation/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Self Evaluation Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 76,000+ 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/self-evaluation
curl -L https://claudskills.com/skills/self-evaluation/SKILL.md \
  -o ~/.claude/skills/self-evaluation/SKILL.md

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

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

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 Self Evaluation Claude Code skill?

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

What does the Self 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 Self Evaluation skill?

Use Self Evaluation when your Claude Code task falls under the General category — specifically in the automation 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 Self Evaluation" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Self 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. Self Evaluation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/Yoodaddy0311/artibot/blob/HEAD/plugins/artibot/skills/self-evaluation/SKILL.md
Author: Yoodaddy0311
Website: https://github.com/Yoodaddy0311/artibot

Cite this skill

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

APA

Yoodaddy0311. (2026). Self Evaluation [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/self-evaluation/

BibTeX

@misc{self-evaluation-2026,
  author    = {Yoodaddy0311},
  title     = {Self Evaluation [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/self-evaluation/}
}

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Badge

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

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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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