Humanizer-zh
Humanizer-zh is an Agent Skill for editing formulaic Chinese writing while retaining facts, uncertainty, and the author’s voice; it is not an AI detector.
About this project
Humanizer-zh is an agent skill for editing existing Chinese writing. Its current rules target empty claims, repetition and formulaic expression while preserving facts, uncertainty, author position and writing style. A sentence that is already clear can remain unchanged; this is editing guidance rather than a program for identifying an author.
The README documents npx installation, cloning or copying the skill into a compatible Claude Code skills directory on macOS, Linux or Windows. After reloading the host, users invoke the skill with text or an identified file and specify whether they want edits or suggestions only. Model execution and any service costs come from the chosen agent host.
The repository is MIT-licensed. Its 2026-09-23 revision explicitly protects conditions, attribution, completion status and technical file structure rather than deleting every stylistic pattern mechanically. It does not establish who wrote a document, guarantee an AI-detector outcome, or create factual evidence that was absent from the original.
Project sources
- 歸藏(guizang.ai)
@op7418
Author release
The author announces their own adaptation of the writing skill and links Humanizer-zh.
Source labels distinguish recommendations, neutral mentions and the author’s own releases. Commercial relationships are unknown unless an author relationship is shown. Worthary reviews project eligibility separately.
Why it is worth a look
- Edit formulaic Chinese prose while preserving facts and uncertainty
- Retain author voice and the requested writing style
Before you use it
- Requires a compatible agent skill host
- Review edits for factual and structural fidelity
- Use the current revised rules rather than assuming older promotional claims apply
- This is not an AI detector and cannot guarantee detector outcomes
Requires a compatible agent skill host; Review edits for factual and structural fidelity; Use the current revised rules rather than assuming older promotional claims apply; This is not an AI detector and cannot guarantee detector outcomes; Some requirements have not been verified. Check the official setup instructions.
What it can do
- Edit formulaic Chinese prose while preserving facts and uncertainty
- Retain author voice and the requested writing style
- Text and file-editing instructions for a compatible agent
Who it fits
Polishing existing Chinese articles or technical comments; Removing formulaic wording while retaining an author's position
Proving who authored a document; Adding missing facts or guaranteeing evasion of a detector
Getting started
- Install or copy the official skill into the documented host skills directory
- Reload the host and identify the text or file and intended writing style
- Compare the edit with the original for preserved facts, conditions, attribution and links