A sophisticated tool designed to strip away the robotic tone of AI-generated Chinese e-commerce copy, replacing it with natural, high-conversion human-like expression.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install ecommerce-copy-humanizer-zh
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install ecommerce-copy-humanizer-zh using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Ecommerce Copy Humanizer ZH?
The Ecommerce Copy Humanizer ZH is a specialized utility within the Openclaw Skills framework designed to address the common issue of AI flavor in Chinese marketing text. Unlike generic polishers, this skill focuses on commercial authenticity, ensuring that selling points and conversion intents remain intact while the language is shifted to sound like it was written by an experienced human operations team.
By leveraging deep linguistic analysis of common Chinese AI patterns—such as repetitive structures and hollow marketing buzzwords—this skill helps developers and marketers create content that resonates with real users. It balances natural expression with platform-specific requirements, ensuring that the final output is not just readable, but commercially effective.
Ecommerce Copy Humanizer ZH Use Cases
- Humanizing product detail pages to reduce the perceived gap between the brand and the buyer.
- Rewriting advertising copy to increase click-through rates by removing template-like language.
- Optimizing live stream and short video scripts for a more natural, oral storytelling style.
- Localizing raw AI drafts or English translations into authentic Chinese e-commerce contexts.
- Refining customer service and private message scripts to foster better user engagement.
How Ecommerce Copy Humanizer ZH Works
- Diagnoses AI signals by identifying rigid structures, repetitive rhythm, and generic buzzwords often found in LLM outputs.
- Defines the commercial objective of the copy, whether it is to drive clicks, facilitate orders, or reduce buyer hesitation.
- Rewrites the content based on platform-specific contexts, such as the social-sharing vibe of Xiaohongshu or the direct sales approach of Tmall.
- Scans for compliance and risk, replacing prohibited absolute terms with credible, evidence-supported descriptions.
- Performs a quality self-check against a dedicated rewrite checklist to ensure the output meets professional standards.
Ecommerce Copy Humanizer ZH Setup
To integrate this capability into your workflow for Openclaw Skills, you must ensure the required reference assets are available in your local environment.
# Navigate to your skills directory
cd skills/ecommerce-humanizer
# Verify reference documentation is accessible
cat references/ai-patterns-zh.md
cat references/platform-guide-zh.md
Ecommerce Copy Humanizer ZH Data Schema & Taxonomy
The skill organizes its output into a structured package to provide maximum utility for the user:
| Component | Description |
|---|---|
| Problem Diagnosis | Identifies specific phrases or structures that trigger AI detection or lower trust. |
| Primary Rewrite | The recommended version of the copy, ready for immediate use. |
| Alternative Versions | Scenario-specific variations, such as social-heavy or conversion-heavy versions. |
| Risk Replacements | A table mapping original risky terms to compliant, safer alternatives. |
| Usage Notes | Strategic advice on which platform or scenario best fits each rewritten version. |
Ecommerce Copy Humanizer ZH Advanced Features
- Context-aware rewriting that adjusts tone for over 8 distinct e-commerce scenarios including live scripts and comment replies.
- Integrated compliance engine that monitors for high-risk advertising terms and suggests legal alternatives.
- Commercial intent preservation that ensures calls-to-action (CTA) remain powerful even after linguistic smoothing.
- Pattern-based detection for 20+ specific Chinese AI linguistic markers to ensure a truly human feel.
SKILL.md
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