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Hyacehila

Hyacehila/humanizer-zh-next

An Agent Skill that edits Chinese text to remove AI-style filler, repetition and templated phrasing while keeping meaning and facts.

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What is it?

Humanizer-zh-next is an editing skill for AI agents that revises existing Chinese text. It targets filler phrases, repeated wording and formulaic sentence patterns, and aims to keep the original meaning, facts, degree of certainty and the author's voice.

The main SKILL.md holds the general editing rules, Chinese sentence-level guidance, genre judgment, author-sample matching and file protection for code, formulas, links and headings. Separate reference files are loaded on demand for commercial marketing copy, academic writing and grant proposals.

The project has no standalone model or online service; it is a set of instructions read by an agent. A small Python standard-library script can compare Markdown originals and edits for protected content, while plain text editing does not depend on Python.

Key features

  • 01Removes filler phrases, repetition and templated sentence patterns from Chinese text.
  • 02Preserves original meaning, facts, certainty level and author voice.
  • 03Loads separate guidance for commercial copy, academic papers and grant proposals.
  • 04Protects code, formulas, links, headings and step order when editing Markdown files.
  • 05Includes a read-only script for checking protected content between an original and an edited Markdown file.

Use cases

  • Polishing a Chinese blog post or article draft so it reads less like generic AI output.
  • Editing a Chinese academic abstract or discussion section without changing data or citations.
  • Revising marketing copy while keeping claims and figures intact.
  • Cleaning up Chinese documentation files in a repository without breaking code blocks or links.

Quick start

  1. 1

    Install the skill with the skills CLI

    npx skills add https://github.com/Hyacehila/humanizer-zh-next
  2. 2

    Ask your agent to polish Chinese text using the skill

Things to know

  • It is an Agent Skill read by an AI agent, with no standalone model or online service.
  • Installing by copying only the main file loses the genre reference files, so the full directory is needed.
  • Optional validation scripts require Python 3.10+, though plain text editing does not.

Topics

#agent-skill#chinese#writing#ai-writing#text-editing#claude#markdown#ai#humanizer

FAQ

What is humanizer-zh-next?
An Agent Skill that edits Chinese text to remove AI-style filler, repetition and templated phrasing while keeping meaning and facts. Humanizer-zh-next is an editing skill for AI agents that revises existing Chinese text. It targets filler phrases, repeated wording and formulaic sentence patterns, and aims to keep the original meaning, facts, degree of certainty and the author's voice.
Is humanizer-zh-next free to use? What license does it have?
humanizer-zh-next is open source under the MIT license. Check the license terms before using it in commercial products.
Is humanizer-zh-next still maintained?
Actively maintained. The last commit to humanizer-zh-next was on Oct 15, 2026.
What can I use humanizer-zh-next for?
Polishing a Chinese blog post or article draft so it reads less like generic AI output. Editing a Chinese academic abstract or discussion section without changing data or citations. Revising marketing copy while keeping claims and figures intact. Cleaning up Chinese documentation files in a repository without breaking code blocks or links.
How do I install humanizer-zh-next?
Install the skill with the skills CLI: npx skills add https://github.com/Hyacehila/humanizer-zh-next Ask your agent to polish Chinese text using the skill
Where can I get humanizer-zh-next?
The source code and installation instructions are on GitHub: https://github.com/Hyacehila/humanizer-zh-next

Summary generated by AI from the project's README. GitHub stats refresh daily.

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