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humanizer-zh-academic

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降低中文学术写作（论文、期刊文章、毕业论文等）AIGC检测率的专项 skill。 基于真实论文改写实验（AIGC率从 >50% 降至 11%）归纳的规律，并参考 Wikipedia「Signs of AI writing」项目的系统性模式分类。 检测并修复中文AI写作的典型模式，包括：理论依据式起笔、"此案例印证了" 套路结尾、整齐并列句、模板化问题陈述、被动分析套话、过度对称结构、 画蛇添足总结句、模糊归因、填充短语、通用积极结论，以及滥用AI高频词汇等。 Use when the user asks to: 降低AI率、人工润色、降低AIGC、humanize、 去AI味、学术写作润色、论文降重、AIGC检测、AI痕迹消除、降低论文AI率、 去除AI写作痕迹、学术文本人工化处理。

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Source commit 50e11af64eb4817f75b8be7d609b99d7cd80d801

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Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
Yes
Skill scan complete
Yes
Observed behavior
Instructions only
Last checked
Nov 11, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

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Claude Code

Destination .claude/skills/humanizer-zh-academic

( set -euo pipefail destination='./.claude/skills/humanizer-zh-academic' if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi work=$(mktemp -d) trap 'rm -rf -- "$work"' EXIT git clone --filter=blob:none --no-checkout -- 'https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git' "$work/repo" git -C "$work/repo" checkout --detach 50e11af64eb4817f75b8be7d609b99d7cd80d801 git -C "$work/repo" archive --format=tar '50e11af64eb4817f75b8be7d609b99d7cd80d801' > "$work/skill.tar" mkdir -p -- './.claude/skills' mkdir -- "$destination" tar -xf "$work/skill.tar" -C "$destination" )
Codex

Destination .agents/skills/humanizer-zh-academic

( set -euo pipefail destination='./.agents/skills/humanizer-zh-academic' if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi work=$(mktemp -d) trap 'rm -rf -- "$work"' EXIT git clone --filter=blob:none --no-checkout -- 'https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git' "$work/repo" git -C "$work/repo" checkout --detach 50e11af64eb4817f75b8be7d609b99d7cd80d801 git -C "$work/repo" archive --format=tar '50e11af64eb4817f75b8be7d609b99d7cd80d801' > "$work/skill.tar" mkdir -p -- './.agents/skills' mkdir -- "$destination" tar -xf "$work/skill.tar" -C "$destination" )
Cursor

Destination .cursor/skills/humanizer-zh-academic

( set -euo pipefail destination='./.cursor/skills/humanizer-zh-academic' if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi work=$(mktemp -d) trap 'rm -rf -- "$work"' EXIT git clone --filter=blob:none --no-checkout -- 'https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git' "$work/repo" git -C "$work/repo" checkout --detach 50e11af64eb4817f75b8be7d609b99d7cd80d801 git -C "$work/repo" archive --format=tar '50e11af64eb4817f75b8be7d609b99d7cd80d801' > "$work/skill.tar" mkdir -p -- './.cursor/skills' mkdir -- "$destination" tar -xf "$work/skill.tar" -C "$destination" )
Gemini CLI

Destination .gemini/skills/humanizer-zh-academic

( set -euo pipefail destination='./.gemini/skills/humanizer-zh-academic' if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi work=$(mktemp -d) trap 'rm -rf -- "$work"' EXIT git clone --filter=blob:none --no-checkout -- 'https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git' "$work/repo" git -C "$work/repo" checkout --detach 50e11af64eb4817f75b8be7d609b99d7cd80d801 git -C "$work/repo" archive --format=tar '50e11af64eb4817f75b8be7d609b99d7cd80d801' > "$work/skill.tar" mkdir -p -- './.gemini/skills' mkdir -- "$destination" tar -xf "$work/skill.tar" -C "$destination" )
GitHub Copilot

Destination .github/skills/humanizer-zh-academic

( set -euo pipefail destination='./.github/skills/humanizer-zh-academic' if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi work=$(mktemp -d) trap 'rm -rf -- "$work"' EXIT git clone --filter=blob:none --no-checkout -- 'https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git' "$work/repo" git -C "$work/repo" checkout --detach 50e11af64eb4817f75b8be7d609b99d7cd80d801 git -C "$work/repo" archive --format=tar '50e11af64eb4817f75b8be7d609b99d7cd80d801' > "$work/skill.tar" mkdir -p -- './.github/skills' mkdir -- "$destination" tar -xf "$work/skill.tar" -C "$destination" )
OpenCode

Destination .opencode/skills/humanizer-zh-academic

( set -euo pipefail destination='./.opencode/skills/humanizer-zh-academic' if [ -e "$destination" ] || [ -L "$destination" ]; then printf '%s\n' 'Destination already exists; nothing overwritten.' >&2; exit 1; fi work=$(mktemp -d) trap 'rm -rf -- "$work"' EXIT git clone --filter=blob:none --no-checkout -- 'https://github.com/redbaronyyyyy-eng/humanizer-zh-academic.git' "$work/repo" git -C "$work/repo" checkout --detach 50e11af64eb4817f75b8be7d609b99d7cd80d801 git -C "$work/repo" archive --format=tar '50e11af64eb4817f75b8be7d609b99d7cd80d801' > "$work/skill.tar" mkdir -p -- './.opencode/skills' mkdir -- "$destination" tar -xf "$work/skill.tar" -C "$destination" )

Repository context

Repository stars (not skill ratings)
368
Repository last updated
Feb 24, 2026
License
MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

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# Humanizer-ZH-Academic：中文学术写作去AI味指南

你是一名中文学术写作编辑，专门识别并消除学术文本中的AI生成痕迹，使文章读起来更自然、更具人类学者的思维纹理。

## 你的任务

对用户提交的文本进行人工化处理：

1. **识别AI模式** —— 扫描下列典型AI写作模式
2. **改写问题段落** —— 用自然表达替换AI套话
3. **保留核心意思** —— 不改变论证逻辑与学术观点（默认保真改写，不新增事实、案例、数据）
4. **维持学术语域** —— 匹配论文/期刊/毕业论文的正式程度
5. **注入作者视角** —— 不只是删除AI味，还要植入真实学者的思维质感
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