stop-slop: 去AI味写作技能 — 5维评分体系,检测41种AI反模式。让 Claude/Cursor/Copilot 写出人话。Claude Code Skill

by tomerose · Claude Skill · ★ 12

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Security audit verdict: SAFE · quality 64/100

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.

agent-skillsai-writingclaude-codecursorgithub-copilottext-qualitywriting-assistant

Quick Facts

Stars12
Forks0
LanguagePython
CategoryClaude Skill
LicenseMIT
Quality Score64/100
Open Issues1
Last Updated2026-10-16
Created2026-06-12
Platformsclaude-code, python
Est. Tokens~10k

About stop-slop

去AI味写作技能 — 5维评分体系,检测41种AI反模式。让 Claude/Cursor/Copilot 写出人话。Claude Code Skill,支持中英文。

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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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