An advanced 6-step professional proofreading and polishing workflow designed for high-quality Chinese article creation within the Openclaw Skills ecosystem.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install nini-writing-proofreading
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 nini-writing-proofreading 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 Writing Proofreading?
This skill serves as a comprehensive writing assistant that goes beyond simple grammar checks. It implements a rigorous, human-centric 6-step process to refine structure, ensure reader context, normalize language style based on professional literary standards, verify sources, maintain personal voice, and automate Markdown formatting.
By integrating with Openclaw Skills, it allows AI agents to provide heuristic feedback rather than making unilateral changes. This ensures the writer remains in control while the agent handles the heavy lifting of structural diagnosis and linguistic refinement, resulting in professional-grade prose that avoids common AI writing patterns.
Writing Proofreading Use Cases
- Polishing raw draft articles for structural clarity and thematic consistency.
- Converting academic or AI-generated text into natural, professional Chinese prose.
- Verifying data sources and managing footnotes for technical or journalistic writing.
- Automating Markdown linting and formatting for repository-based documentation.
- Enhancing reader comprehension by identifying logical leaps or unexplained technical jargon.
How Writing Proofreading Works
- Structural Diagnosis: The agent analyzes the document structure and proposes 2-3 reorganization options for discussion before any modifications are made.
- Context Validation: It performs a deep dive into the reader experience, identifying missing background information, unexplained acronyms, or logical jumps.
- Linguistic Refinement: Sentences are polished to remove redundant phrases and passive voice, following established professional Chinese writing principles.
- Source Verification: The agent verifies claims and data points against a hierarchy of authoritative sources, prioritizing official data over personal blogs.
- Style Consistency: It ensures the tone remains conversational and consistent with the user's specific brand voice while stripping away repetitive AI markers.
- Technical Linting: The workflow concludes with automated Markdown validation to ensure correct heading hierarchies and standardized syntax.
Writing Proofreading Setup
To leverage this skill within your Openclaw Skills environment, ensure you have the necessary CLI tools available. While the agent can guide you through installation, you can pre-configure the environment using the following commands:
# Check Markdown formatting without installation
npx markdownlint-cli2 article.md
# Automatically fix common Markdown syntax issues
npx markdownlint-cli2 --fix article.md
Ensure your repository is initialized with the required reference guides for style and structure to allow the agent to follow your specific writing standards.
Writing Proofreading Data Schema & Taxonomy
The skill organizes its workflow by interacting with local Markdown files and specific metadata headers. It uses a non-destructive editing approach by segregating removed content.
| Component | Description |
|---|---|
| article.md | The primary Markdown file being reviewed and polished. |
| 素材.md | A dedicated storage file for discarded or moved content, ensuring no original ideas are lost during restructuring. |
| references/ | A directory containing specific rulebooks like chinese-style.md and personal-style.md. |
| Metadata | YAML frontmatter tracks skill requirements such as markdownlint-cli2 dependencies within Openclaw Skills. |
Writing Proofreading Advanced Features
- Heuristic Questioning: The agent is configured to use guided questions rather than making direct edits, preserving the author's original intent.
- Segmented Review Protocol: To maintain high precision, the skill processes documents section-by-section based on Markdown headers.
- Source Priority Logic: Implements a weighted verification system (Official > Authority Media > Industry Media > Personal Blogs).
- Automated Style Enforcement: Specifically identifies and removes common AI-generated sentence patterns and excessive emoji usage.
- Integrated Markdown Linting: Supports seamless integration with markdownlint-cli2 for technical documentation standards.
SKILL.md
Loading
Related Openclaw Skills
Writing Inspiration
A heuristic writing assistant that helps users brainstorm, structure, and draft articles through interactive, step-by-step questioning.
Immich API Bridge
A powerful REST API bridge for managing self-hosted Immich photo instances, enabling seamless automation for media assets and libraries.
Skill Security Reviewer
An advanced security auditing tool designed to detect malicious behaviors and obfuscated code within AI agent skills.
Clown Suit (clown-suit)
An operational framework for AI agents that prioritizes direct function and authentic pattern recognition over corporate image management.
Zaregoto Miko Style Conversion
A specialized character voice skill that converts standard text into the whimsical, high-energy metaphorical style of Aoi Miko from the Zaregoto series.
Zaregoto Miko Style Conversion
An AI-driven style transformer that converts standard input into the high-energy, metaphorical, and paradoxical dialogue style of Aoi Miko.
Featured*
