stop-slop-zh: 消除中文 AI 写作痕迹的 Claude Skill:拆排比三件套、去名词化、换抽象主语为具体细节

by VincentOld · Claude Skill · ★ 93

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 58/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

ai-writingclaudeclaude-skillskill

Quick Facts

Stars93
Forks5
CategoryClaude Skill
LicenseMIT
Quality Score58/100
Last Updated2026-05-28
Created2026-05-28
Platformsclaude-code
Est. Tokens~2k

About stop-slop-zh

Stop AI Slop · 中文版 让 AI 写出来的中文不再像 AI 写的。 这是一套提示词 Skill,给 Claude / GPT / Gemini / 文心 / 通义 / DeepSeek 等模型用,识别并消除中文 AI 写作的典型痕迹:套话、排比三件套、名词化动词、抽象主语、金句收尾、总分总八股。 灵感来自 hardikpandya/stop-slop 英文项目,但不是翻译——中文 AI 味跟英文 AI 味的指纹完全不一样,整套规则、词表、句式、评分都是为中文重做的。 这套规则解决什么 你大概见过这样的中文: 在当今 AI 蓬勃发展的时代,我们正面临前所未有的机遇与挑战。AI 不仅是一种工具,更是一种思维方式,是推动社会进步的重要力量。让我们以更开放的姿态拥抱变化,共创美好未来。 每一句都对,但你一眼能看出是 AI 写的。本 Skill...

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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