Natural Content Refiner

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Refines AI-generated text into natural, human-like writing by removing common templates, robotic jargon, and repetitive patterns.

The Natural Content Refiner skill is designed to bridge the gap between clinical AI summaries and engaging human communication. It specializes in identifying 'AI smells'—such as hollow buzzwords, excessive bullet points, translation-ese, and predictable template structures—and rewriting them into authentic, conversational, and specific prose. Ideal for polishing social media posts, WeChat articles, video scripts, and product copy, this skill offers multiple modes ranging from simple diagnosis to full final-draft rewriting, ensuring your content resonates with real readers while preserving your original message and tone.

主要功能

01Identifies and removes typical AI-isms like 'in this era' and 'it is worth mentioning'.
02Optimizes sentence flow by reducing em-dash abuse and mechanical transitions.
03Replaces abstract adjectives with concrete scenarios, actions, and data.
04Offers four distinct processing depths: Diagnosis, Light, Deep, and Final Draft.
05643 GitHub stars
06Preserves original author viewpoints, core facts, and intended stance.

使用场景

01Converting technical product notes into engaging marketing copy that avoids marketing fluff.
02Polishing video scripts or speeches to remove robotic phrasing and improve conversational rhythm.
03Refining AI-drafted WeChat Official Account articles for a more professional and human tone.