Stop AI Slop (Japanese)

Strips AI tells from Japanese prose: false agency, hedging, flat rhythm

Tested · Works

Test report

Verdict
Tested · Works
Score
9.6/10
Tested
Jul 17, 2026
Environment
Claude Code 2.x (agent harness)
Upstream re-checked
Aug 10, 2026 · 8ea564c

Task: rewrite a typical AI-slop Japanese post about リモートワーク (1470 bytes) — first with my usual 'make it more human' without the skill, then strictly following the skill's body; measured with a detector built from its own checklist and references/phrases.md. Original had 38 AI-臭 markers; baseline had 18 — it removed emojis, 定型句, and '3つのポイント', but left 7 偏愛語 (解像度/本質/手触り/熱量), propositional H2, and even increased 両論併記 from 4 to 5; the skill had 1 marker. Positive metrics, which the baseline completely lacked: 一人称 0→7, 伝聞 0→2, specific numbers 0→8; paragraph length variance (that very ムラ) 15.5 → 10.0 for baseline (became flatter = worse) → 38.6 for the skill, share of the most frequent ending 50%→42%→38%. On the skill's own scale, baseline scored 18/50, which was below its own threshold of 35 'rewrite from scratch', versus 42/50. I also checked the numerical claims in the docs: structures.md had exactly 6 系統, phrases.md 8 系統, examples.md 18 pairs against the promised 17 — it under-promised, not over-promised.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

  • Installs cleanly 5/5
  • Triggers reliably 5/5
  • Output vs. baseline 9/10
  • Docs & honesty 5/5

What Stop AI Slop (Japanese) does

Editing rules for Japanese text that go past em-dashes and pet words to the structural tells — absent author, thesis-style H2s, both-sides hedging, uniform rhythm. Triggers when drafting, editing, or reviewing Japanese writing that reads AI-generated.

How to install Stop AI Slop (Japanese)

git clone https://github.com/iKora128/stop-ai-slop-jp.git
mkdir -p ~/.claude/skills/stop-ai-slop-jp
cd stop-ai-slop-jp && cp -r SKILL.md references ~/.claude/skills/stop-ai-slop-jp/

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger Stop AI Slop (Japanese)

  • /stop-ai-slop-jp Strips AI tells from Japanese prose: false agency, hedging, flat rhythm

It also activates on plain-language prompts like these:

  • このブログ記事、いかにもAIっぽさが抜けなくて硬いので、もっと自然に直してほしいのですが
  • 一人称も具体的な数字もない、ふわっとした文章をもっと人間らしく書き直してもらえますか
  • 段落の長さがどこも同じで単調で、AI臭いと編集長に言われた記事を直してほしいのですが

Frequently asked questions

Is the Stop AI Slop (Japanese) skill free?
Yes. The skill itself is free from iKora128/stop-ai-slop-jp. SkillProof publishes the install command and an independent test verdict at no cost.
Does Stop AI Slop (Japanese) work with Claude Code?
We tested it with Claude Code 2.x (agent harness) on Jul 17, 2026. Verdict: Tested · Works. Task: rewrite a typical AI-slop Japanese post about リモートワーク (1470 bytes) — first with my usual 'make it more human' without the skill, then strictly following the skill's body; measured with a detector built from its own checklist and references/phrases.md. Original had 38 AI-臭 markers; baseline had 18 — it removed emojis, 定型句, and '3つのポイント', but left 7 偏愛語 (解像度/本質/手触り/熱量), propositional H2, and even increased 両論併記 from 4 to 5; the skill had 1 marker. Positive metrics, which the baseline completely lacked: 一人称 0→7, 伝聞 0→2, specific numbers 0→8; paragraph length variance (that very ムラ) 15.5 → 10.0 for baseline (became flatter = worse) → 38.6 for the skill, share of the most frequent ending 50%→42%→38%. On the skill's own scale, baseline scored 18/50, which was below its own threshold of 35 'rewrite from scratch', versus 42/50. I also checked the numerical claims in the docs: structures.md had exactly 6 系統, phrases.md 8 系統, examples.md 18 pairs against the promised 17 — it under-promised, not over-promised.
What is the Stop AI Slop (Japanese) SkillProof Score?
9.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.
How do I install Stop AI Slop (Japanese)?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use Stop AI Slop (Japanese) with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.