Agent Skills
› KunAgent/Kun
› humanizer-zh
humanizer-zh
GitHub用于润色中文文本，使其具体、流畅且自然，同时保留事实与作者意图。适用于提升文章可读性、修正抽象表达及调整语气的写作优化场景。
Trigger Scenarios
需要润色或改写中文文章
希望提升文本的自然度和流畅性
去除文本中的套话和重复表达
Install
npx skills add KunAgent/Kun --skill humanizer-zh -g -y
SKILL.md
Frontmatter
{
"name": "humanizer-zh",
"description": "Revise Chinese text to sound specific, fluent, restrained, and human while preserving facts and author intent."
}
Chinese Natural Writing
Copyright (c) 2026 KunAgent. Licensed under the MIT License.
Purpose
Revise Chinese text to sound specific, fluent, restrained, and human while preserving facts and author intent.
Tool routing
| Tool or skill | Use |
|---|---|
read |
Read authorized source text. |
edit |
Apply focused edits to a text file when requested. |
office_inspect |
Inspect a supported document. |
office_edit |
Apply document edits with hash protection. |
Workflow
- Identify the speaker, audience, setting, and intended level of formality.
- Mark generic abstractions, repetitive transitions, inflated claims, and uniform sentence patterns.
- Replace abstractions with concrete subjects, actions, and evidence.
- Vary sentence length and connective density naturally.
- Read for cadence and preserve purposeful idiosyncrasies.
Completion gates
- Keep names, numbers, citations, and technical terms unchanged unless verified.
- Avoid adding anecdotes or emotions not present in the source.
- Ensure the revision still answers the original purpose.
Boundaries
- Do not promise detector evasion or misrepresent authorship.
- Do not flatten regional, professional, or personal voice into one generic style.
Delivery
Lead with the outcome, name the evidence used for verification, and disclose any real limitation that remains.
Version History
- a984912 Current 2026-09-09 01:50
