A specialized editing protocol for AI agents to identify and remove machine-generated linguistic patterns in Chinese text.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install natural-chinese-protocol
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 natural-chinese-protocol 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 Natural Chinese Protocol?
The Natural Chinese Protocol is a sophisticated framework designed to bridge the gap between predictable algorithmic generation and authentic human expression. By integrating this into Openclaw Skills, users can transform sterile, machine-translated, or AI-synthesized Chinese into professional writing that flows with natural logic and emotional resonance.
This skill focuses on removing the textbook-like certainty and rigid structures typical of large language models. It replaces grandiose narratives and mechanical parallelism with nuanced, context-aware Chinese that respects linguistic breathing room and cognitive boundaries, ensuring your output reads like it was crafted by a professional human editor.
Natural Chinese Protocol Use Cases
- Polishing AI-generated business reports to sound grounded and realistic rather than purely algorithmic.
- Refining social media copy by removing clichéd triplets and excessive, machine-recommended emojis.
- Humanizing technical documentation to ensure it sounds written by an engineer rather than a direct translation tool.
- Cleaning up official press releases to avoid empty, grandiose rhetoric that often plagues AI writing.
How Natural Chinese Protocol Works
- Context Definition: The protocol first identifies the specific scenario, such as official documents, news, or social media, to set the appropriate tone.
- Trace Scanning: It analyzes the text for specific AI-related patterns like grandiose narratives, 'onion-peeling' explanations, or formulaic endings.
- Humanized Rewriting: Using human-like cognitive biases, it introduces natural hedges, subjective perceptions, and implicit transitions.
- Rhythmic Validation: It ensures the text avoids fragmented telegram-style sentences and maintains a natural reading flow or breathing sense.
Natural Chinese Protocol Setup
To integrate this protocol into your agent environment, use the standard Openclaw Skills installation process:
openclaw skill add natural-chinese-protocol
Once installed, you can invoke the protocol as a post-processing layer for any Chinese text generation workflow.
Natural Chinese Protocol Data Schema & Taxonomy
The protocol operates using a diagnosis-and-repair schema, organizing linguistic metadata into specific pattern categories for systematic processing:
| Pattern Category | AI Trace Example | Humanized Equivalent |
|---|---|---|
| Narrative Style | 'Empowerment', 'Milestone' | Concrete, action-oriented descriptions |
| Explanation | 'In other words', 'This means' | Integrated, implicit logical flow |
| Certainty Level | 'Undoubtedly', 'Absolutely' | 'Expected to', 'From our perspective' |
| Syntax Structure | Rigid 'Subject-Verb-Object' | Natural Chinese zero-subject sentences |
| Discourse Markers | 'It is worth noting that' | Contextual transitions |
Natural Chinese Protocol Advanced Features
- Context-Aware Scening: Automatically adjusts vocabulary and sentence length based on the specified document type.
- Cognitive Hedging Engine: Replaces robotic, all-knowing certainty with realistic human subjective perception and boundaries.
- Implicit Transition Logic: Removes overt, mechanical logical markers in favor of natural Chinese flow and cohesion.
- Multi-Agent Orchestration: Designed to act as a seamless post-processing filter for other generative Openclaw Skills.
SKILL.md
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