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Humanizer

Detect and remove signs of AI-generated writing from text, making it sound more natural and human-written based on Wikipedia's AI writing patterns guide.

B*Tv1.0.0
PDF & DocumentsProductivityAI PoweredDeveloper Tool
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npx clawhub@latest install humanizer
291Star 數
32.7k下載次數
685目前安裝數
331累計安裝數
v1.0.0版本
Feb 26, 2026更新時間
查看原始碼(ClawHub)

Humanizer scans your text for common AI writing patterns and rewrites problematic sections to sound more natural. It identifies 24 distinct pattern categories — from inflated symbolism and promotional language to em dash overuse and sycophantic tone — and replaces them with concrete, specific, human-sounding alternatives while preserving the original meaning.

運作原理

When given text to humanize, the skill reads through the content and identifies instances of documented AI writing patterns. It then rewrites each problematic section, replacing vague claims with specific details, cutting filler phrases, varying sentence structure, and injecting genuine personality. The skill uses file tools (Read, Write, Edit, Grep, Glob) to work directly with your documents and can ask clarifying questions when needed.

核心功能

24 pattern categories
Detects content patterns (inflated significance, promotional language, vague attributions), language patterns (AI vocabulary words, copula avoidance, negative parallelisms), style patterns (em dash overuse, boldface overuse, title case), and communication artifacts (sycophantic tone, knowledge-cutoff disclaimers)
Meaning preservation
Rewrites problematic sections while keeping the core message intact
Voice injection
Goes beyond removing bad patterns to add genuine personality, varied rhythm, and specific details
File-level editing
Works directly on your files using Read, Write, Edit, Grep, and Glob tools
Before/after examples
Based on real-world examples from Wikipedia's AI Cleanup project for each pattern type

系統需求

No external dependencies
Works entirely within Clawdbot using built-in file tools

使用情境

Blog post editing
Clean up AI-assisted drafts before publishing to remove telltale AI patterns
Documentation review
Make technical documentation sound more natural and less robotic
Content quality control
Review marketing copy, articles, or reports for AI writing artifacts
Academic writing
Remove AI patterns from research papers or essays to ensure authentic voice

安裝方式

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

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