write-skill

Detect and rewrite AI writing patterns to produce natural text.

Updated Mar 16, 2026
One-click install
npx skills add https://github.com/zhouxiumin/zxm-skills --skill write-skill-zhouxiumin
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: write-skill
Source: https://github.com/zhouxiumin/zxm-skills/tree/main/skills/write-skill
Command: npx skills add https://github.com/zhouxiumin/zxm-skills --skill write-skill-zhouxiumin

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Editors and reviewers often encounter AI-generated text that sounds mechanical or impersonal. This Skill helps identify and remove AI writing traces, making prose sound more natural and human-like, while preserving core meaning.

Core Features & Use Cases

  • Detect and rewrite common AI writing patterns (overly promotional language, vague attributions, excessive -ing endings, and other listed heuristics) to produce more natural text.
  • Apply to drafts, emails, articles, and academic abstracts to improve readability and tone.
  • Use cases include polishing marketing copy, revising reports, and refining blog posts for an authentic voice.

Quick Start

Provide the text you want to humanize, and I will edit it to remove AI traces and make it sound more natural.

Frequently Asked Questions about write-skill

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I remove AI writing traces from text to make it sound more natural?

To remove AI writing traces, provide your draft text to the Skill. It detects mechanical patterns like overly promotional language and vague attributions, paraphrasing the content to read more naturally while preserving your core meaning and tone.

What is the best way to humanize AI-generated marketing copy and blog posts?

The best way to humanize AI-generated marketing copy is to apply targeted edits that identify excessive -ing endings and impersonal phrasing. This Skill rewords drafts to produce authentic, human-like text suitable for polished marketing materials and blog posts.

Can I use this to revise emails and academic abstracts without changing the original meaning?

Yes, you can use this Skill to revise emails and academic abstracts without losing meaning. It rewords drafts by detecting listed AI heuristics and rewriting content to improve readability and tone while strictly preserving the original message.

How do editors detect and rewrite common AI writing patterns in articles?

Editors detect and rewrite common AI writing patterns by checking text against a defined list of heuristics, such as vague attributions and overly promotional language. This process refines articles to ensure an authentic voice and natural flow.

Does this approach work for refining long documents and reports?

Yes, this approach works for refining long documents and reports. It supports editing and review workflows by rewording drafts to eliminate mechanical, impersonal language, ensuring your documents sound natural and human-like throughout.