Humanize Korean: AI Skill for Natural Text Refinement

Humanize Korean: AI Skill for Natural Text Refinement

The Humanize Korean AI skill assists in refining Korean text generated by AI tools like ChatGPT, Claude, and Gemini, making it resemble content crafted by a human writer. It identifies and classifies AI-specific patterns in text, focusing on stylistic improvements such as rhythm and expression, without altering the core content.

What this skill does

• Loads a rulebook to identify AI-related stylistic markers in the text.
• Analyzes the initial portion of the text to estimate the genre, prioritizing user input.
• Scans for specific patterns categorized under ten areas like overuse of passive voice and excessive conjunctions.
• Rephrases sections based on a structured order to refine expressions and rhythms while monitoring the change rate to prevent excessive alterations.
• Conducts self-validation according to a set checklist to ensure adherence to pre-defined guidelines, rolling back changes if necessary.
• Generates final output in a structured directory.

Who it is for

This AI skill is ideal for developers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex. It benefits those seeking to improve the natural flow and readability of machine-generated Korean texts, particularly in professional or formal settings.

Use cases

• Enhancing Korean text generated by AI tools to better align with human writing standards in blogs, reports, or columns.
• Refining translated Korean content to remove translationese and improve naturalness.
• Improving stylistic consistency in texts used for public communication or presentation.

Technical details

• Works seamlessly with tools like Codex and GitHub Copilot CLI for single-call execution.
• Utilizes a multi-step process including detection and targeting refinements, available exclusively for Claude Code.
• Complies with a strict set of rules to preserve the original meaning, reference base, and formal register of the content.

Source & Licence

This package is built on open-source work published by epoko77-ai (epoko77-ai/im-not-ai) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are 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.