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Moai Workflow Gan Loop

Category: General  ·  Sub-category: automation  ·  Last updated:
Builder-Evaluator GAN loop workflow for iterative design quality improvement. Implements Sprint Contract negotiation, 4-dimension scoring (Design Quality, Originality, Completeness, Functionality), stagnation detection, and escalation protocol. Reads parameters from design.yaml.

From the source SKILL.md

Implements the Builder-Evaluator GAN loop for iterative design quality improvement. Absorbed from agency constitution Section 11 and Section 12. Integrates Sprint Contract Protocol, 4-dimension scoring, stagnation detection, and Evaluator Leniency Prevention.

What this skill does

Moai Workflow Gan Loop 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/moai-workflow-gan-loop/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Moai Workflow Gan Loop 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 70,000+ 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/moai-workflow-gan-loop
curl -L https://claudskills.com/skills/moai-workflow-gan-loop/SKILL.md \
  -o ~/.claude/skills/moai-workflow-gan-loop/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/moai-workflow-gan-loop/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/moai-workflow-gan-loop/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\moai-workflow-gan-loop\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.

Attribution & license

Cite this skill

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

APA
ClaudSkills. (2026). Moai Workflow Gan Loop [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/moai-workflow-gan-loop/
BibTeX
@misc{moai-workflow-gan-loop-2026,
  author    = {ClaudSkills},
  title     = {Moai Workflow Gan Loop [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/moai-workflow-gan-loop/}
}

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