humanizer-zh

Detect and rewrite 24 AI-writing patterns in Chinese text.

2|1|Updated Apr 3, 2026
One-click install
npx skills add https://github.com/GACLove/feishu-aily-skills --skill humanizer-zh-gaclove
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer-zh
Source: https://github.com/GACLove/feishu-aily-skills/tree/main/skills/humanizer-zh
Command: npx skills add https://github.com/GACLove/feishu-aily-skills --skill humanizer-zh-gaclove

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Humanizer-zh detects and removes common AI-generated writing patterns from Chinese text so the output reads more naturally and authentically for human readers. It helps editors and content creators avoid mechanical phrasing, promotional tones, empty disclaimers, and other statistical artifacts typical of LLM outputs while preserving original meaning.

Core Features & Use Cases

  • Pattern-driven detection: Identifies 24 distinct AI-writing markers (e.g., overgeneralization, promotional language, filler phrases, -ing endings, excessive dash use) and highlights problematic fragments.
  • Context-preserving rewrites: Rewrites flagged passages to restore natural rhythm, vary sentence length, and inject human perspective while keeping facts and tone consistent.
  • Quality scoring & summary: Produces a 1–50 quality score and a brief summary of edits to help reviewers prioritize revisions.
  • Use case: Ideal for editorial review of marketing copy, academic abstracts, internal reports, and blog posts where teams want to humanize machine-generated Chinese content.

Quick Start

Use humanizer-zh to rewrite the provided Chinese text to remove AI writing patterns while preserving meaning and tone and return a revised version plus a brief summary of changes.

Frequently Asked Questions about humanizer-zh

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

FAQPage Schema
How do I make AI-generated Chinese text sound more human?

To make AI-generated Chinese text sound human, this Skill identifies 24 distinct AI-writing patterns and rewrites flagged fragments to restore natural rhythm while preserving the original meaning and tone.

What are common AI writing patterns in Chinese marketing copy and reports?

Common AI writing patterns in Chinese content include overgeneralization, promotional language, filler phrases, and excessive dash use, which this tool detects and highlights for editorial review.

How do I remove AI stylistic traces from academic abstracts without losing meaning?

You remove AI stylistic traces from academic abstracts by applying context-preserving rewrites that vary sentence length and inject human perspective while keeping facts consistent.

Does this humanizing tool provide a quality score for revised Chinese text?

Yes, the humanizing tool provides a 1–50 quality score and a brief summary of changes to help reviewers prioritize revisions and evaluate the revised Chinese text.

Can I use this to humanize machine-generated internal reports and blog posts?

You can use this to humanize machine-generated internal reports and blog posts, as it targets editorial review scenarios by eliminating mechanical phrasing and statistical artifacts typical of LLM outputs.

What is the best way to avoid promotional tones and empty disclaimers in AI Chinese content?

The best way to avoid promotional tones and empty disclaimers in AI Chinese content is to run it through pattern-driven detection that targets these specific AI artifacts and rewrites them naturally.