Refine Chinese Texts: AI Skill for Natural and Polished Writing

Refine Chinese Texts: AI Skill for Natural and Polished Writing

The Refine Chinese Texts skill is designed to enhance the readability and natural flow of Chinese texts while maintaining the original meaning, facts, and style. It addresses issues such as AI-generated artifacts, overly formal templates, and rigid written structures without introducing new facts or altering the intended tone.

What this skill does

• Identifies and preserves non-editable content, including legal, medical, and contractual language, ensuring no unauthorized changes to critical information.
• Retains original uncertainties and hedging terms like "可能" (possible) or "据称" (allegedly), avoiding unwarranted certainty.
• Analyzes text to determine if rewrites are necessary based on abstract language, repetitive structures, or unsuitable tones.
• Applies selective rephrasing techniques to enhance style and natural expression without compromising the original facts or ideas.
• Maintains the original document's format and intended use, ensuring emails read like emails, and reports retain a formal tone.

Who it is for

• Developers and technical writers using AI agents such as Claude Code, Cursor, and Codex to streamline content refinement.
• Content creators looking to polish machine-generated or initial drafts in Chinese.
• Teams requiring consistent textual quality across reports, emails, and public communications.

Use cases

• Improving the readability of AI-generated Chinese content for newsletters and reports.
• Refining human-written scripts, stories, and social media posts to better engage audiences.
• Enhancing the natural flow of product descriptions and reviews in Chinese markets.

Technical details

• Integrates with AI coding tools such as Claude Code, Cursor, and Codex via claude-skills and aiapplication.
• Utilizes advanced rewrite methodologies as outlined in references/guided-methods.md for effective content enhancement.

Source & Licence

This package is built on open-source work published by adoresever (adoresever/baimiao) and distributed under Apache-2.0. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted under the Apache License 2.0, which also includes an express patent grant. Attribution and any NOTICE file must be retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.