humanizer_eng

Revise AI-generated English prose to sound natural while preserving original meaning.

30|1|Updated Apr 15, 2026
One-click install
npx skills add https://github.com/s-choung/Research-Skills --skill humanizer-eng
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer_eng
Source: https://github.com/s-choung/Research-Skills/tree/main/skills/humanizer_eng
Command: npx skills add https://github.com/s-choung/Research-Skills --skill humanizer-eng

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill rewrites AI-generated English so it reads like a specific person wrote it for a specific reader, while preserving meaning and avoiding invented details.

Core Features & Use Cases

  • Humanize English prose: Remove mechanical phrasing, repetitive rhythm, inflated vocabulary, and filler transitions.
  • Preserve fidelity: Keep the original facts, claims, and evidence intact instead of adding new information.
  • Diagnose weak writing: Explain what feels artificial when the user asks what is wrong with a passage.
  • Use cases: Polishing drafts, revising blog posts, improving reports, and making AI output sound natural without changing the message.

Quick Start

Paste the English text you want revised and ask to humanize it into a natural, specific voice.

Frequently Asked Questions about humanizer_eng

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?

To make AI-generated text sound natural, revise the prose to remove mechanical phrasing, repetitive rhythm, inflated vocabulary, and filler transitions while preserving the original facts and meaning. This humanizes the writing so it reads like a specific person wrote it.

Why does my AI writing sound robotic and what causes artificial prose?

AI writing sounds robotic due to banned vocabulary, inflated phrasing, empty transitions, and uniform rhythm. Diagnosing the artificial text reveals these mechanical patterns, allowing you to target and revise the specific issues making the prose feel AI-generated.

Can I humanize AI text without changing the original facts and claims?

Yes, humanizing AI text preserves fidelity by keeping the original facts, claims, and evidence intact without inventing new details. The revision process strictly removes artificial phrasing and filler while maintaining the exact message of your draft.

What is the best way to polish AI drafts into natural English prose?

The best way to polish AI drafts is to rewrite the text by stripping banned vocabulary and empty transitions, then adjusting the rhythm. This prose editing approach transforms mechanical AI output into specific, natural English writing for reports or blog posts.

Does humanizing AI text work for improving business reports and blog posts?

Humanizing AI text works for improving business reports and blog posts by removing uniform rhythm and filler. It revises the mechanical prose into a natural voice suitable for specific readers, without altering the underlying claims or evidence.