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AnastasiyaW
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humanize-english

Refine AI-generated English text to improve naturalness and remove AI-marker phrases.

140|23|Updated Mar 28, 2026
Search Tags:#writing#editing#copywriting#style-guide#natural-language#ai-detection
One-click install
npx skills add https://github.com/AnastasiyaW/codex-claude-code-config --skill humanize-english
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: humanize-english
Source: https://github.com/AnastasiyaW/codex-claude-code-config/tree/main/skills/writing/humanize-english
Command: npx skills add https://github.com/AnastasiyaW/codex-claude-code-config --skill humanize-english

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This skill addresses the common issue of AI-generated content sounding robotic, predictable, and overly formal, helping you produce text that feels authentic and human-written.

Core Features & Use Cases

  • Burstiness Optimization: Adjusts sentence length and rhythm to mimic natural human writing patterns.
  • Perplexity Enhancement: Replaces generic, high-probability word choices with specific, surprising, and concrete vocabulary.
  • Use Case: Use this before publishing blog posts, marketing copy, or articles to ensure your content avoids common AI markers and resonates more effectively with human readers.

Quick Start

Apply the humanize-english skill to the current draft to improve its burstiness and remove AI-typical filler words.

Frequently Asked Questions about humanize-english

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

FAQPage Schema
How do I make AI-generated text sound more natural and human-written?▼

To make AI-generated text sound more natural, optimize burstiness and perplexity by adjusting sentence rhythm and replacing high-probability word choices with specific, concrete vocabulary.

What are common AI-marker phrases and how do I remove them from my writing?▼

Common AI-marker phrases are predictable, overly formal filler words that sound robotic; removing them involves replacing generic vocabulary with surprising, concrete terms and avoiding structural anti-patterns to ensure an authentic tone.

What is burstiness and perplexity in natural language editing?▼

Burstiness and perplexity in natural language editing refer to the variation in sentence length and the unpredictability of word choices, which are adjusted to mimic authentic human writing patterns and improve readability.

When do I need to humanize AI content before publishing?▼

You need to humanize AI content before publishing blog posts, marketing copy, or articles to ensure the text avoids common AI detection markers and resonates effectively with human readers.

Can I use a style guide to enforce natural language constraints on AI-generated drafts?▼

Yes, refining AI-generated English text requires adherence to specific stylistic constraints and structural anti-pattern avoidance to ensure the final copy maintains an authentic and human-like quality.

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