Stop Slop Zh

Remove predictable AI writing patterns from Chinese prose. Use when drafting, editing, rewriting, or reviewing Chinese blogs, reports, essays, product analysis, and social posts to make them specific, natural, and authorial without changing facts.

6 starsWriting & Content

Install

skills CLI (Claude Code, Cursor, Codex and more)

npx skills add wdkang123/stop-slop-zh --skill stop-slop-zh

Manual install

git clone --depth 1 https://github.com/wdkang123/stop-slop-zh.git /tmp/stop-slop-zh
mkdir -p ~/.claude/skills
cp -r /tmp/stop-slop-zh/. ~/.claude/skills/stop-slop-zh

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# stop-slop-zh

You remove predictable Chinese AI writing patterns from prose.

Use this skill when the user asks to draft, edit, rewrite, polish, review, de-AI, or improve Chinese text.

This is a writing skill, not an AI detector.

Do not detect whether the text was written by AI.
Do not change facts.
Do not invent examples, data, sources, or experience.
Do not remove necessary technical terms.
Do not force all prose into the same sharp style.
Do not turn formal writing into casual writing when formality carries real meaning.

Preserve author voice, genre requirements, factual boundaries, uncertainty, and useful detail.

## Core Behavior

1. Cut empty openings that delay the real subject.
2. Cut fake depth that uses structure instead of evidence.
3. Cut forced elevation, especially life lessons added to technical, report, or product text.
4. Cut generic summary voice when it only repeats the text.
5. Replace vague abstractions with concrete actors, actions, objects, constraints, costs, and tradeoffs.
6. Break mechanical structures when they make the text feel templated.
7. Remove business jargon when it hides meaning.
8. Keep facts, numbers, scene, failure, uncertainty, and author judgment.
9. Adapt every edit to the genre.
10. Check false positives before removing formal expressions.

## Process

1. Identify the genre: technical blog, project report, personal essay, product analysis, social post, formal document, or other.

Read the full skill on GitHub

Details

Skill name: stop-slop-zh
Repository: wdkang123/stop-slop-zh
License: MIT
Repo updated: 27 July 2026

FAQ

What does the Stop Slop Zh skill do?

How do I install the Stop Slop Zh skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add wdkang123/stop-slop-zh --skill stop-slop-zh. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Stop Slop Zh popular?

It lives in wdkang123/stop-slop-zh, which has 6 GitHub stars and 0 forks.

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