ai-text-humanizer

Detect AI-like patterns in Japanese text and compute an AI-smell score.

5|4|Updated Nov 9, 2025
One-click install
npx skills add https://github.com/takusaotome/claude-skills-library --skill ai-text-humanizer
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ai-text-humanizer
Source: https://github.com/takusaotome/claude-skills-library/tree/main/skills/ai-text-humanizer
Command: npx skills add https://github.com/takusaotome/claude-skills-library --skill ai-text-humanizer

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires re, argparse, json, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

AI(LLM)が生成した日本語テキストに見られる不自然さ(AI臭)を検出し、読み手に自然に響く文章へリライトします。

Core Features & Use Cases

  • AI臭スコアリング(0-100): 6つの「AI特有パターン」を正規表現ベースで検出して定量化します。
  • パターン別の根拠提示: 検出箇所(行番号相当)とパターン別内訳をレポートとして返します。
  • 人間化リライト: 3つの人間化技法(バランスを崩す・客観を崩す・論理を崩す)で文章を自然に整えます。
  • 日本語専用検出: スクリプトによる検出は日本語テキストに最適化されています(英語はClaude側参照方針)。

Quick Start

次の依頼文を使って、対象の日本語テキストを人間らしくリライトしてAI臭スコアと改善提案も一緒に返させてください。

Frequently Asked Questions about ai-text-humanizer

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

FAQPage Schema
How do I detect AI generated Japanese text patterns in a draft?

To detect AI generated Japanese text patterns, this Skill applies regex-based detection across six categories to compute an AI-smell score from 0 to 100. It identifies specific unnatural writing patterns and returns per-pattern evidence with line-level recommendations.

What is the best way to rewrite LLM output to sound more natural in Japanese?

The best way to rewrite LLM output for natural Japanese is using rule-driven rewriting techniques that break balance, objectivity, and rigid logic. This Skill applies these humanization methods to produce a before-and-after improvement workflow with structured reporting.

Can I use regex pattern detection for AI tone scoring on English documents?

Regex pattern detection for AI tone scoring is optimized exclusively for Japanese text. While English text processing relies on Claude's internal reference guidance, the script-based regex detection and pattern scoring mechanisms specifically target Japanese writing structures.

How do I check AI tone in Japanese business documents and emails?

To check AI tone in Japanese business documents and emails, the Skill evaluates text against six AI-specific writing patterns. It generates a 0 to 100 quantification score and provides actionable improvement recommendations tailored for editing contexts like blog drafts and chats.

Does this AI tone detector support markdown cleanup for blog drafts?

Yes, this AI tone detector supports markdown cleanup for blog drafts alongside its core scoring functionality. It evaluates the cleaned text content to identify AI-like patterns and applies humanization rewrites to ensure the final draft reads naturally.

What are the limitations of rule-driven humanization for Japanese text rewriting?

The limitation of rule-driven humanization is its reliance on predefined regex patterns and stored reference guidance, meaning it may miss nuanced contextual subtleties. Detection is strictly optimized for Japanese syntax, making it less effective for English or non-standard text structures.