Shuorenxhua is an advanced content generation skill designed to remove the AI flavor from text and produce high-engagement, human-like copy for major social platforms.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install humanize-write
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 humanize-write 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 Shuorenxhua (Speak Human)?
Shuorenxhua (Speak Human) is a specialized tool within the Openclaw Skills ecosystem designed to bridge the gap between robotic AI output and authentic human expression. It focuses on de-robotizing text by breaking rigid structures, incorporating oral expressions, and injecting genuine emotion into every sentence. Whether you are creating content for Xiaohongshu, Douyin, WeChat, or Weibo, this skill ensures your message resonates with real people by adopting specific platform tones and personal perspectives.
At its core, the skill utilizes a continuous learning mechanism to evolve with the user. By storing preferences in a dedicated memory file, it adapts to your unique writing style over time. It doesn't just write; it researches current trends, analyzes timeliness, and suggests the best creative angles to maximize traffic and engagement.
Shuorenxhua (Speak Human) Use Cases
- Polishing AI-generated drafts to make them sound natural and less robotic.
- Generating platform-specific content for Xiaohongshu, Douyin, WeChat, and Weibo.
- Analyzing trending topics to create timely social media posts.
- Maintaining a consistent personal brand voice across multiple content pieces.
- Researching industry backgrounds and expert perspectives for deeper content analysis.
How Shuorenxhua (Speak Human) Works
- Time Anchor Confirmation: The skill first asks the user to define the date range (e.g., last 3-6 months) to ensure data accuracy.
- Contextual Research: It performs a targeted search for news, industry data, and public sentiment related to the topic.
- Platform Selection: The user chooses the target social media platform to determine the structural and tonal requirements.
- Perspective Alignment: The agent confirms the creative viewpoint or persona (e.g., industry expert vs. common consumer).
- Humanized Output: Using a 6-step de-AI checklist, it generates the final copy and updates the user writing style memory for future use.
Shuorenxhua (Speak Human) Setup
To integrate this skill into your workflow, ensure your environment has access to the local memory path and the search API. Follow these steps:
# Ensure the memory directory exists for style evolution
mkdir -p /workspace/memory/evolution/
# Initialize your writing style profile
touch /workspace/memory/evolution/user-writing-style.md
Trigger the skill by using keywords like Speak Human, Human Writing, or Polish Copy within your Openclaw Skills enabled environment.
Shuorenxhua (Speak Human) Data Schema & Taxonomy
The skill organizes its intelligence through a systematic memory taxonomy to ensure long-term style consistency:
| File Path | Description | Data Content |
|---|---|---|
/workspace/memory/evolution/user-writing-style.md |
User Style Profile | Records preferences, taboos, catchphrases, and revision patterns. |
/workspace/memory/evolution/YYYY-MM.md |
Evolution Log | Tracks skill updates, operational changes, and expected performance gains. |
Every output includes metadata regarding creation date, target platform, chosen style, and associated background research tags.
Shuorenxhua (Speak Human) Advanced Features
- Style Evolution Engine: Automatically extracts writing features from user edits to update the style profile.
- Timeliness Scoring: Categorizes topics as High, Medium, or Weak timeliness to recommend the best posting strategy.
- Multi-Platform Optimization: Tailors sentence length, emoji usage, and call-to-actions specifically for four major social ecosystems.
- Deep Logic Integration: Instead of just listing data, it integrates personal judgment and logical reasoning into the prose to build authority.
SKILL.md
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