Official Verified

humanizer-zh

Remove obvious AI-writing traces from Chinese text in a constrained way. Use when Codex needs to reduce AI smell without changing facts, data, or the article's core argument.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/abigale-cyber/content-system-humanizer-zh

Download Source Code (.zip)

Humanizer ZH

This repo-local skill is inspired by op7418/Humanizer-zh and blader/humanizer, but implemented for the content-system runtime.

Quick Start

.venv/bin/python -m skill_runtime.cli run-skill humanizer-zh \
  --input content-production/drafts/harness-engineering-一人公司-article.md

What It Does

Detects obvious AI-writing traces in Chinese prose
Applies a surgical rewrite pass on body paragraphs
Preserves facts, numbers, headings, structure, and article intent
Writes a humanized copy plus a JSON report

Output

content-production/drafts/<slug>-humanized.md
content-production/drafts/<slug>-humanizer-report.json

Constraints

Do not invent new facts or sources
Do not flatten strong viewpoints into neutral filler
Do not rewrite headings or titles by default
Do not pretend the text comes from personal experience if it does not

Read Full Documentation on GitHub

Metadata

Author@abigale-cyber

Stars4473

Updated2026-05-01

View Author Profile

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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-abigale-cyber-content-system-humanizer-zh": {
      "enabled": true,
      "auto_update": true
    }
  }
}

Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.

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