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humanizer-zh
by
liuxy951129-cpu
· GitHub ↗
· v1.0.0
12779
Downloads
24
Stars
253
Active Installs
1
Versions
Install in OpenClaw
/install humanizer-zh
Description
去除文本中的 AI 生成痕迹。适用于编辑或审阅文本，使其听起来更自然、更像人类书写。
基于维基百科的"AI 写作特征"综合指南。检测并修复以下模式：夸大的象征意义、
宣传性语言、以 -ing 结尾的肤浅分析、模糊的归因、破折号过度使用、三段式法则、
AI 词汇、否定式排比、过多的连接性短语。
Usage Guidance
Install only from the intended repository, use it on documents you are comfortable rewriting, and review the rewritten text or diff before accepting changes. Do not use it to hide AI assistance in academic, professional, legal, publishing, or other contexts where disclosure is required.
Capability Analysis
Type: OpenClaw Skill
Name: humanizer-zh
Version: 1.0.0
The OpenClaw skill 'humanizer-zh' is classified as benign. While it requests broad file system permissions (`Read`, `Write`, `Edit`) in `SKILL.md`, these are plausibly needed for its stated purpose of processing and humanizing text, including content from files, as demonstrated in the `README.md` usage examples. Crucially, the `SKILL.md` instructions, which guide the AI agent, are entirely focused on text analysis and rewriting, containing no evidence of prompt injection, data exfiltration, malicious execution, persistence mechanisms, or any other intentional harmful behavior.
Capability Assessment
Purpose & Capability
The stated purpose is to identify and rewrite AI-like writing patterns, and the artifacts consistently focus on that text-editing function. It could be misused to obscure AI authorship, so users should follow disclosure rules where they apply.
Instruction Scope
Read, Write, Edit, and AskUserQuestion fit a skill that can rewrite pasted text or file contents. The output section says to provide rewritten text and an optional summary, and I found no instruction to automatically overwrite files, but users should review changes before accepting edits.
Install Mechanism
The package contains only README.md and SKILL.md. The README recommends npx, git clone, or manual install from a GitHub repository, which is standard but should be verified before installation.
Credentials
The artifacts do not request credentials, shell execution, runtime network access, API keys, broad indexing, or external data transfer.
Persistence & Privilege
There is no background worker, privilege escalation, autonomous persistence, credential/session access, or mechanism beyond normal installation into a skills directory.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install humanizer-zh - After installation, invoke the skill by name or use
/humanizer-zh - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
humanizer-zh 1.0.0 发布说明
- 首次发布中文“去除 AI 写作痕迹”技能，基于维基百科和相关 AI 文本识别社区指南。
- 明确列出 24 种常见 AI 写作模式及具体示例，包括夸大语言、三段式、AI 词汇、模糊归因等。
- 详细提供针对每种模式的改写方法及前后对比，附带内容与语言风格的操作建议。
- 补充“注入灵魂”写作指导，强调人性化表达和节奏变化。
- 内置编辑流程、快速检查清单和 50 分制质量评分标准，用于自查与复评。
Metadata
Frequently Asked Questions
What is humanizer-zh?
去除文本中的 AI 生成痕迹。适用于编辑或审阅文本，使其听起来更自然、更像人类书写。 基于维基百科的"AI 写作特征"综合指南。检测并修复以下模式：夸大的象征意义、 宣传性语言、以 -ing 结尾的肤浅分析、模糊的归因、破折号过度使用、三段式法则、 AI 词汇、否定式排比、过多的连接性短语。 It is an AI Agent Skill for Claude Code / OpenClaw, with 12779 downloads so far.
How do I install humanizer-zh?
Run "/install humanizer-zh" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is humanizer-zh free?
Yes, humanizer-zh is completely free (open-source). You can download, install and use it at no cost.
Which platforms does humanizer-zh support?
humanizer-zh is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created humanizer-zh?
It is built and maintained by liuxy951129-cpu (@liuxy951129-cpu); the current version is v1.0.0.
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