humanizer

Detect and rewrite AI-generated patterns to produce natural human-like prose.

Updated Feb 25, 2026
One-click install
npx skills add https://github.com/futuretea/x-project --skill humanizer-futuretea
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer
Source: https://github.com/futuretea/x-project/tree/main/.claude/skills/humanizer
Command: npx skills add https://github.com/futuretea/x-project --skill humanizer-futuretea

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Many texts written or polished by AI read formulaic, promotional, or overly neutral and fail to convey a real human voice; this Skill identifies those AI-specific patterns and provides targeted rewrites so content reads more natural, believable, and engaging while preserving facts.

Core Features & Use Cases

  • Pattern detection: Identifies AI hallmarks such as promotional adjectives, -ing list fragments, vague attributions, rule-of-three lists, and repetitive sentence rhythms.
  • Preservative rewriting: Rewrites flagged passages to remove AI artifacts while keeping the original meaning, tone, and factual claims intact.
  • Humanization guidance: Injects subtle human traits—varying sentence length, measured opinion, and small imperfections—to restore personality appropriate to the original voice.
  • Use case: Edit an AI-drafted blog post or technical summary to reduce promotional language, clarify attributions, and make the prose feel authored by a knowledgeable human.

Quick Start

Humanize the following text to remove AI-writing patterns while preserving meaning, tone, and factual content.

Frequently Asked Questions about humanizer

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 text sound natural, rewrite mechanical patterns like promotional adjectives and repetitive rhythms by varying sentence length and clarifying vague attributions. This preserves original facts and meaning while removing formulaic artifacts that signal AI generation.

What are common AI writing patterns to remove when editing drafts?

Common AI writing patterns include promotional phrasing, -ing list fragments, vague attributions, rule-of-three lists, and repetitive sentence rhythms. Identifying and rewriting these specific hallmarks restores a believable human voice while keeping factual claims intact.

Can I humanize marketing copy without changing the core facts?

Yes, humanizing marketing copy uses preservative rewriting to remove AI artifacts while keeping core meaning, tone, and factual claims intact. It adjusts verbosity and attribution clarity without altering the underlying promotional facts or accessing external data.

Does humanizing text affect the original tone of technical documentation?

Humanizing text preserves the original tone of technical documentation while adjusting sentence rhythm and attribution clarity. It injects subtle human traits appropriate to the existing voice, ensuring documentation remains factual but reads authored by a knowledgeable human.

When should I not use a humanizer to rewrite mixed AI-human drafts?

You should not use a humanizer when external fact-checking or data verification is required, as it preserves existing facts without accessing external data. It is also unsuitable if you need to fundamentally alter the core meaning rather than adjust tone and readability.