stop-ai-slop-jp

Detect and remove AI writing patterns from Japanese prose during drafting, editing, and review.

1|Updated Jul 16, 2026
One-click install
npx skills add https://github.com/sota411/codex-config --skill stop-ai-slop-jp-sota411
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: stop-ai-slop-jp
Source: https://github.com/sota411/codex-config/tree/main/archived-user-skills/2026-08-20/replaced/stop-ai-slop-jp
Command: npx skills add https://github.com/sota411/codex-config --skill stop-ai-slop-jp-sota411

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Japanese text drafted with LLMs often reads smoothly but carries recognizable AI tells: missing human agency, inflated abstractions, uniform paragraph rhythm, full-width dashes, and overused stock phrases. This Skill provides a systematic rule set to find and fix those patterns before publishing. ## Core Features & Use Cases - Structural pattern detection: Identifies false agency, proposition-style H2 headings, hook-and-reversal openings, uniform rhythm, and both-sides-ism across six structural categories. - Vocabulary blacklist: Flags AI-favored words, translationese verbs, IT-loanword metaphors, hedging stacks, and decorative emoji across eight vocabulary categories. - Scoring and prioritized revision: Rates text on five axes (stance, rhythm, agency, specificity, reduction) out of 50 points and applies fixes in priority order from stance down to symbols. - Use Case: Paste an AI-drafted blog post and ask for a review; the Skill lists issues by severity across stance, agency, structure, vocabulary, and symbols, then rewrites while preserving meaning. ## Quick Start Ask the AI to review your Japanese draft using stop-ai-slop-jp and list the issues in severity order before rewriting.

Frequently Asked Questions about stop-ai-slop-jp

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I remove AI writing patterns from Japanese text?▼

Review the text against the Skill's checklist covering stance, agency, structure, vocabulary, and symbols. Fix in priority order: establish a falsifiable claim first, restore human subjects to verbs, then address structure, vocabulary, and symbols last.

What are common AI tells in Japanese writing?▼

Common tells include false agency where objects perform human verbs, proposition-style H2 headings, uniform paragraph length and endings, full-width dashes, gratuitous quotation marks, and overused words like 解像度, 本質, and 泥臭さ.

Can this Skill review text without rewriting it?▼

Yes. You can request a review-only pass that lists issues in severity order with the passage, why it smells like AI, and how to fix it, without modifying the original text.

Does fixing vocabulary and symbols remove the AI smell?▼

No. Surface fixes like removing dashes and emoji are the lowest priority. If the prose lacks a visible writer with a concrete, arguable stance, the AI quality remains regardless of symbol cleanup.

How is Japanese text scored for AI writing quality?▼

Text is rated 1-10 on five axes: stance, rhythm, agency, specificity, and reduction. A total below 35 out of 50 indicates the draft should be rewritten.