A general-purpose output auditing skill for Claude, Codex, Gemini CLI, and other agents
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Updated
Mar 12, 2026
A general-purpose output auditing skill for Claude, Codex, Gemini CLI, and other agents
Review assistant for detecting generic, template-like, and low-specificity AI output patterns across writing, UI, slides, reports, and code.
让 Agent 输出清晰、可验证、可跟进并方便交接:证据、风险、下一步动作一屏说清
Four rules that stop your AI agent from padding, rambling, and shipping one mediocre answer: Implicit-Need Fill, Structured Output, 3-Option-Plus-Premium, Assumption-Circuit-Breaker. A single-file skill for Claude Code, Codex, OpenCode and any SKILL.md-reading agent.
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