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break-ai-slop

100 / 100 · Low risk

Fine to try.

By suyuan2022/suyuan-skill (GitHub) · coding · 543 stars · scanned at commit 5a6848f

Break AI Slop — force the AI to think like a real expert before doing anything. Extracts tacit knowledge, surfaces hidden failure modes, and distills the one constraint that decides success or failure. Use before any non-trivial task to eliminate generic, low-quality AI output. Triggers: 'break-ai-slop', 'anti-slop', 'slopbreak', 'slop check', '行家模式', '专家预检', '防止AI水货', '别给我水货', '认真做', '先想清楚再做', '这个别敷衍', '高质量输出'.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'break-ai-slop' ] || [ -L ~/.agents/skills/'break-ai-slop' ]; then echo 'A skill folder named break-ai-slop already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/suyuan2022/suyuan-skill' "$d" && git -C "$d" checkout --quiet '5a6848ffd3c2b4f6705aa18547117ed1b1bf05cb' -- 'break-ai-slop' && mkdir -p ~/.agents/skills && cp -R "$d"/'break-ai-slop' ~/.agents/skills/'break-ai-slop' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'break-ai-slop' ~/.claude/skills/'break-ai-slop' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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