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Humanize AI text

Detect and transform AI-generated text to sound natural and bypass AI detectors like GPTZero, Turnitin, and Originality.ai.

moltbrov1.0.1
CommunicationProductivityAI PoweredCLI
VM에 연결 중...
VM에 연결 중...
npx clawhub@latest install humanize-ai-text
111별점
25.7k다운로드
206현재 설치 수
94누적 설치 수
v1.0.1버전
Feb 27, 2026업데이트
소스 보기(ClawHub)

Humanize AI Text is a comprehensive CLI toolkit for detecting and transforming AI-generated text. Based on Wikipedia's "Signs of AI Writing" guide, it scans text for 16 pattern categories that signal AI authorship — from critical markers like citation bugs and chatbot artifacts to subtler stylistic signals like curly quotes and em-dash overuse — then automatically rewrites flagged patterns to produce natural, human-sounding output.

작동 원리

The skill includes three Python scripts: detect.py scans text and reports an AI probability score (low/medium/high/very high) based on issue count and density across 16 categories. transform.py automatically rewrites detected patterns — fixing citation bugs, removing markdown artifacts, replacing AI vocabulary, simplifying filler phrases, and converting copula avoidance patterns. compare.py runs both detection and transformation, showing a side-by-side before/after analysis.

주요 기능

16 Detection Categories
Checks for citation bugs, knowledge cutoff phrases, chatbot artifacts, markdown, AI vocabulary, significance inflation, promotional language, copula avoidance, filler phrases, and more
AI Probability Scoring
Rates text as low, medium, high, or very high probability of AI authorship based on issue count and density
Automatic Transformation
Fixes citation bugs, removes markdown, strips chatbot sentences, replaces AI-typical phrases with natural alternatives
Aggressive Mode
Optional deeper transformation that simplifies -ing clauses and reduces em-dash usage
Before/After Comparison
Side-by-side analysis showing detection scores before and after transformation
Customizable Patterns
Edit patterns.json to add or modify detection rules for vocabulary, phrases, and replacements
Batch Processing
Process multiple files at once with simple shell loops

요구 사항

Python 3
Scripts run via python3; no additional API keys or external services needed

활용 사례

Academic Writing
Detect and remove AI patterns from research papers and essays before submission
Content Editing
Clean up AI-assisted drafts to sound more natural and authentic
Quality Assurance
Scan content for telltale AI markers before publication
Batch Content Review
Process entire directories of documents to assess and improve AI-likeness scores

설치 방법

1
Run in your terminal
npx clawhub@latest install humanize-ai-text
or
2
Click the Install button at the top of this page for one-click setup

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