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

AI Skill Finder

Not sure this is the right skill?

Describe what you want to build — we'll match you to the best skill from 16,000+ options.

Find the right skill

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.

Related Skills

feishu-bitable-sync

Sync a local `wechat-report` result into Feishu Bitable after the user has reviewed the report and confirmed the sync.

abigale-cyber 4473

wechat-formatter

Render article markdown into WeChat-style HTML as an independent executor. Use when Codex needs公众号排版预览, WeChat HTML output, or a publishable HTML artifact generated from an article markdown draft.

abigale-cyber 4473

wechat-collect

Fetch a public WeChat article URL, archive the raw HTML, and convert the article into a stage-1 compatible brief in `content-production/inbox/`. Use when Codex needs to collect公众号文章素材 or start the Stage 2 collect-to-create pipeline from a public `mp.weixin.qq.com` URL.

abigale-cyber 4473

wechat-report

Generate a structured comparison report for multiple WeChat Official Account articles under one topic. Use this when the user wants several公众号文章 collected into one local report with article metadata, engagement status, content structure tables,爆款写法标签, and a later optional Feishu sync step.

abigale-cyber 4473

news-aggregator-skill

Comprehensive news aggregator that fetches, filters, and deeply analyzes real-time content from 28 sources including Hacker News, GitHub, Hugging Face Papers, AI Newsletters, WallStreetCN, Weibo, and Podcasts. Use when user requests 'daily scans', 'tech news', 'finance updates', 'AI briefings', 'deep analysis', or says '如意如意' to open the interactive menu.

abigale-cyber 4473