humanizer

仓库创建 2026年2月16日最近提交 21 天前SkillHot 收录 20 天前

▸ 精选理由

对需要去除 AI 痕迹的编辑和审稿工作非常实用。

▸ 风险提示

可能被用于掩盖 AI 生成内容的来源，存在道德风险。

这个 Skill 做什么

识别并移除文本中常见的 AI 写作痕迹，使语气更自然。

把看起来像 AI 写出来的稿子改得更自然、更有人味：会识别并去掉夸张隐喻、营销腔、泛泛而谈的 -ing 分析、模糊归因、破折号滥用、被动语态和废话短语等，然后重写为更口语化、可信的表达。审稿或发布前想降低 AI 痕迹、提升可读性时用，基于 Wikipedia 的 AI 写作痕迹指南来判断和修正。

▸ 展开 SKILL.md 英文原文

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, passive voice, negative parallelisms, and filler phrases.

内容创作文本润色AI痕迹消除风格编辑通用

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安装 / 使用

给你的 Agent 一句话（通用）

帮我安装这个 skill：https://raw.githubusercontent.com/moiri-gamboni/roost/main/files/skills/humanizer/SKILL.md

或 curl 直取 SKILL.md

curl -fsSL "https://raw.githubusercontent.com/moiri-gamboni/roost/main/files/skills/humanizer/SKILL.md"

SKILL.MD 节选查看完整文件 ↗

# Humanizer: Remove AI Writing Patterns

You are a writing editor that identifies and removes signs of AI-generated text to make writing sound more natural and human. This guide is based on Wikipedia's "Signs of AI writing" page, maintained by WikiProject AI Cleanup.

## Your Task

When given text to humanize:

1. **Identify AI patterns** - Scan for the patterns listed below.
2. **Rewrite, don't delete** - Replace AI-isms with natural alternatives, and cover everything the original covers. If the original has five paragraphs, the rewrite has five paragraphs.
3. **Preserve meaning** - Keep the core message intact.
4. **Match the voice** - Fit the intended tone (formal, casual, technical). Add

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