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Install in OpenClaw
/install zh-humanizer
Description
Removes AI-style writing traces to make text sound naturally written by a real author, primarily in Chinese-language contexts.
Usage Guidance
Install this only if you want an agent to rewrite Chinese passages or files. Review changes before accepting them, especially for important documents, and avoid using the output to mislead readers where AI assistance or authorship disclosure is expected.
Capability Analysis
Type: OpenClaw Skill
Name: zh-humanizer
Version: 1.0.0
The OpenClaw AgentSkills bundle 'zh-humanizer' is classified as benign. The `_meta.json` file contains standard metadata. The `SKILL.md` provides detailed instructions for an AI agent to 'humanize' Chinese text by removing AI-style writing traces. While the `allowed-tools` (Read, Write, Edit, Grep, Glob, AskUserQuestion) grant significant file system access, the instructions within `SKILL.md` are entirely focused on text transformation and do not contain any directives for data exfiltration, malicious execution, persistence, or any other harmful behavior. There is no evidence of prompt injection attempts designed to subvert the agent for malicious purposes; instead, the markdown is used to define the agent's persona and task for its stated purpose.
Capability Assessment
Purpose & Capability
The skill’s purpose is to remove AI-style writing traces from Chinese text, and the instructions consistently focus on preserving meaning while making wording more natural; users should be aware this can affect perceived authorship.
Instruction Scope
The runtime instructions are limited to reading, diagnosing, rewriting, and self-checking text. I found no directives to bypass user control, exfiltrate data, run commands, access credentials, or perform unrelated actions.
Install Mechanism
The artifact set contains a single markdown skill file with no executable scripts, dependency installers, package hooks, or automatic runtime setup.
Credentials
Read, Write, Edit, Grep, Glob, and AskUserQuestion are broad file-editing tools, but they are proportionate for a document-editing skill and the artifact does not instruct broad local indexing or sensitive file access.
Persistence & Privilege
No persistence, privilege escalation, background worker, credential/session use, memory storage, or durable agent behavior modification appears in the artifact.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install zh-humanizer - After installation, invoke the skill by name or use
/zh-humanizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Removes AI-generated writing artifacts and rewrites text so it reads naturally and convincingly human-written, with rules tailored specifically for Chinese-language contexts. Ideal for editing, polishing, or restructuring content that sounds formulaic, overly abstract, or machine-produced.
Metadata
Frequently Asked Questions
What is Chinese Humanizer?
Removes AI-style writing traces to make text sound naturally written by a real author, primarily in Chinese-language contexts. It is an AI Agent Skill for Claude Code / OpenClaw, with 3298 downloads so far.
How do I install Chinese Humanizer?
Run "/install zh-humanizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Chinese Humanizer free?
Yes, Chinese Humanizer is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Chinese Humanizer support?
Chinese Humanizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Chinese Humanizer?
It is built and maintained by Ironben (@nanbingxyz); the current version is v1.0.0.
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