ai-humanizer

Detect and rewrite AI writing patterns to produce natural prose.

4|1|Updated Mar 14, 2026
One-click install
npx skills add https://github.com/GPTtang/skill-atlas --skill ai-humanizer
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ai-humanizer
Source: https://github.com/GPTtang/skill-atlas/tree/main/skills/writing/ai-humanizer
Command: npx skills add https://github.com/GPTtang/skill-atlas --skill ai-humanizer

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires @anthropic-ai/sdk, langchain, openai, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill transforms sterile, AI-generated text into natural, human-sounding prose by identifying and eliminating common AI writing patterns and statistical anomalies.

Core Features & Use Cases

  • AI Pattern Detection: Scans text for 24 distinct AI writing patterns across content, language, and style.
  • Statistical Analysis: Evaluates burstiness, type-token ratio, and sentence length variation.
  • Humanization Rewrites: Rewrites problematic sections to sound more natural, specific, and engaging.
  • Use Case: You've used an AI to draft a blog post, but it sounds too generic and robotic. Use this Skill to refine the draft, making it sound like a human wrote it with genuine personality and a unique voice.

Quick Start

Use the ai-humanizer skill to rewrite the following text to sound more human: [Paste your AI-generated text here].

Frequently Asked Questions about ai-humanizer

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

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

To make AI-generated text sound more human, you can rewrite it by detecting common LLM output patterns and statistical anomalies. This process targets content, language, and style to produce natural, specific, and human-like prose.

What writing patterns does AI text typically exhibit?

AI text typically exhibits 24 distinct writing patterns across content, language, and style, alongside statistical anomalies in burstiness, type-token ratio, and sentence length variation. Identifying these helps effectively humanize the output.

How do I rewrite robotic LLM output to improve style and engagement?

To rewrite robotic LLM output, apply humanization rewrites to problematic sections identified through vocabulary and statistical analysis. This refines the draft to sound natural, specific, and engaging with genuine personality.

Can I use LangChain and OpenAI to detect AI writing patterns?

Yes, you can use LangChain and OpenAI integrations to analyze and detect AI writing patterns. The system evaluates statistical anomalies and a catalog of 500+ AI vocabulary terms to identify and rewrite generic text.

What is the best way to remove AI vocabulary from generated content?

The best way to remove AI vocabulary is to scan the text against a catalog of 500+ common AI terms and 24 writing patterns. Rewriting these flagged elements ensures the content sounds like a human wrote it.

Why does my AI writing have low burstiness and uniform sentence length?

Low burstiness and uniform sentence length are statistical anomalies common in AI writing. Humanizing the text involves evaluating these metrics and rewriting sections to introduce natural sentence length variation and specific language.