humanizer-zh
Remove obvious AI-writing traces from Chinese text in a constrained way. Use when Codex needs to reduce AI smell without changing facts, data, or the article's core argument.
Best use case
humanizer-zh is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Remove obvious AI-writing traces from Chinese text in a constrained way. Use when Codex needs to reduce AI smell without changing facts, data, or the article's core argument.
Teams using humanizer-zh should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/content-system-humanizer-zh/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How humanizer-zh Compares
| Feature / Agent | humanizer-zh | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Remove obvious AI-writing traces from Chinese text in a constrained way. Use when Codex needs to reduce AI smell without changing facts, data, or the article's core argument.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
Related Guides
Cursor vs Codex for AI Workflows
Compare Cursor and Codex for AI coding workflows, repository assistance, debugging, refactoring, and reusable developer skills.
AI Agents for Coding
Browse AI agent skills for coding, debugging, testing, refactoring, code review, and developer workflows across Claude, Cursor, and Codex.
Best AI Skills for Claude
Explore the best AI skills for Claude and Claude Code across coding, research, workflow automation, documentation, and agent operations.
SKILL.md Source
# Humanizer ZH This repo-local skill is inspired by `op7418/Humanizer-zh` and `blader/humanizer`, but implemented for the content-system runtime. ## Quick Start ```bash .venv/bin/python -m skill_runtime.cli run-skill humanizer-zh \ --input content-production/drafts/harness-engineering-一人公司-article.md ``` ## What It Does - Detects obvious AI-writing traces in Chinese prose - Applies a surgical rewrite pass on body paragraphs - Preserves facts, numbers, headings, structure, and article intent - Writes a humanized copy plus a JSON report ## Output - `content-production/drafts/<slug>-humanized.md` - `content-production/drafts/<slug>-humanizer-report.json` ## Constraints - Do not invent new facts or sources - Do not flatten strong viewpoints into neutral filler - Do not rewrite headings or titles by default - Do not pretend the text comes from personal experience if it does not
Related Skills
humanizer
Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.
ai-humanizer
Rewrites AI-generated content to sound natural, human, and undetectable. Removes robotic patterns, adds voice variety, and preserves meaning.
humanizer-cn
去除中文文本中的 AI 写作痕迹，使其读起来自然。基于维基百科 AI 写作特征指南，检测 24 种 AI 模式。触发词：humanizer-cn、去除 AI 痕迹、去除 AI 写作痕迹、中文文本人性化。
text-humanizer-Instruction-based
Detect and rewrite AI-generated writing patterns, em dashes, rule-of-three lists, sycophantic openers, hollow buzzwords like "delve" and "landscape", and replace them with direct, human-sounding prose.
content-humanizer
Makes AI-generated content sound genuinely human — not just cleaned up, but alive. Use when content feels robotic, uses too many AI clichés, lacks personality, or reads like it was written by committee. Triggers: 'this sounds like AI', 'make it more human', 'add personality', 'it feels generic', 'sounds robotic', 'fix AI writing', 'inject our voice'. NOT for initial content creation (use content-production). NOT for SEO optimization (use content-production Mode 3).
humanizer-pl
Usuwa ślady pisania AI z polskiego tekstu. Używaj przy edycji lub przeglądaniu tekstu, aby brzmiał bardziej naturalnie i po ludzku. Oparte na przewodniku Wikipedii „Signs of AI writing" oraz wzorcach specyficznych dla polszczyzny. Wykrywa i naprawia: napuszanie znaczenia, język promocyjny, powierzchowne analizy z imiesłowami, niejasne przypisania, nadużycie myślników, regułę trzech, słownictwo AI, negatywne paralelizmy i nadmierne frazy łączące.
antibody-humanizer
Humanize murine antibody sequences using CDR grafting and framework optimization to reduce immunogenicity while preserving antigen binding. Predicts optimal human germline frameworks and identifies critical back-mutations for therapeutic antibody development.
---
name: article-factory-wechat
find-skills
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
tavily-search
Use Tavily API for real-time web search and content extraction. Use when: user needs real-time web search results, research, or current information from the web. Requires Tavily API key.
baidu-search
Search the web using Baidu AI Search Engine (BDSE). Use for live information, documentation, or research topics.
agent-autonomy-kit
Stop waiting for prompts. Keep working.