humanize

Rewrite AI-generated Traditional Chinese text into natural human prose.

43|3|Updated Mar 29, 2026

Search Tags:#writing #markdown #editing #ai-writing #humanize #tone-adjustment

Ready to run

npx skills add https://github.com/tzengyuxio/skills --skill humanize-tzengyuxio

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: humanize
Source: https://github.com/tzengyuxio/skills/tree/main/humanize
Command: npx skills add https://github.com/tzengyuxio/skills --skill humanize-tzengyuxio

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Remove AI-generated writing tics and rewrite passages to sound natural and human.

Core Features & Use Cases

Scans text for common AI writing patterns and flags issues across Content, Structure, Vocabulary, and Meta.
Provides Before/After examples to guide rewriting.
Performs a two-pass anti-AI audit and outputs a cleaned file (e.g., article_clean.md) while preserving the original.

Quick Start

Run /humanize path/to/article.md to rewrite AI-written passages into natural human prose.

Frequently Asked Questions about humanize

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

FAQPage Schema

How do I make AI-written text sound more natural?▼

To make AI-written text sound natural, use a tool that identifies robotic writing patterns and rewrites passages into human prose. This process applies a 26-item checklist to scan for AI tics across content, structure, vocabulary, and meta tags, then rewrites flagged passages into natural human language.

How do I remove AI writing tics from a markdown file without losing the original content?▼

You can remove AI writing tics from a markdown file by running a two-pass anti-AI audit that saves a cleaned version as a new file, such as article_clean.md. This approach preserves your original markdown content while outputting the rewritten, natural text separately.

What are the most common AI writing patterns to look for when editing generated text?▼

Common AI writing patterns to look for when editing generated text span across content, structure, vocabulary, and meta elements. A comprehensive 26-item checklist uses hard and soft flags to systematically identify and categorize these specific AI-generated writing tics for targeted rewriting.

Can I humanize AI-generated content for Traditional Chinese and bilingual contexts?▼

Yes, you can humanize AI-generated content for Traditional Chinese and bilingual contexts, including inline text and markdown formats. The rewriting process is specifically designed to handle the nuances of Traditional Chinese text alongside bilingual content to ensure natural prose.

What is the best way to audit markdown text for AI-generated writing tics?▼

The best way to audit markdown text for AI-generated writing tics is to perform a two-pass anti-AI audit. This method systematically scans for issues using a 26-item checklist with hard and soft flags, then applies guided before and after examples to rewrite flagged passages.

Does this AI text humanization process overwrite my original markdown files?▼

No, this AI text humanization process does not overwrite your original markdown files. It performs a two-pass anti-AI audit and saves the cleaned, rewritten version as a new file, ensuring your original input remains completely preserved and untouched.