natural-writing

Remove AI writing tells from text and generate human-sounding prose.

Updated Apr 27, 2026
One-click install
npx skills add https://github.com/csansoon/skillset --skill natural-writing-csansoon
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: natural-writing
Source: https://github.com/csansoon/skillset/tree/main/skills/natural-writing
Command: npx skills add https://github.com/csansoon/skillset --skill natural-writing-csansoon

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

AI-generated text often contains detectable patterns, formulaic phrasing, and overused vocabulary that flags it as non-human, making it unsuitable for professional, academic, or public-facing contexts where authentic, human-sounding prose is required.

Core Features & Use Cases

  • AI Tell Removal: Identifies and fixes documented AI writing patterns including overused vocabulary, structural formulas, promotional language, and formatting tells.
  • Dual Mode Operation: Supports both editing existing text to remove AI traces and generating new original content that avoids common LLM output patterns from the start.
  • Reference Catalog: Includes a full catalog of anti-patterns with before/after examples for context-specific fixes, applicable to Wikipedia entries, academic papers, journalism, professional documents, and any use case where AI detection is a concern.

Quick Start

Use the natural-writing skill to rewrite the provided draft to sound less like AI-generated text while preserving all original information and intent.

Frequently Asked Questions about natural-writing

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

FAQPage Schema
How do I make text sound natural and not AI-generated?

To make text sound natural, you must remove identifiable AI writing tells like formulaic phrasing and overused vocabulary. This skill edits existing drafts or generates new content by applying multi-pass workflows to produce prose that reads as human-authored.

What are common AI writing tells that trigger AI detection tools?

Common AI writing tells include overused vocabulary, structural formulas, promotional language, and specific formatting patterns. This skill identifies these anti-patterns and provides a reference catalog with before and after examples to fix them effectively.

Can I use this to edit academic papers and professional documents to avoid AI detection?

Yes, you can use this to edit academic papers, journalism, Wikipedia contributions, and professional documents. It supports context-specific fixes to minimize AI detection risk by removing formulaic phrasing across various use cases.

What is the best way to rewrite existing text to remove AI traces?

The best way to remove AI traces is through a structured multi-pass editing workflow. This skill applies proactive generation rules and a reference catalog of anti-patterns to rewrite your draft while preserving all original information and intent.

Does this skill generate original content or only edit existing text?

This skill operates in a dual mode to both edit existing text and generate new original content. When generating new content, it proactively applies rules to avoid common LLM output patterns from the start.