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Yezery/aigc-down-skill
AIGC 一键降低,中文学术论文去 AIGC Skill.
History
Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.
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SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
First observation → dc47917ab69d
No earlier version was observed for comparison.
Heat
2.5- Star growth, last 7 daysNot available
- Star growth, last 24 hoursNot available
- Rank movement, last 7 daysNot available
- Commits, last 30 daysNot available
- Accounts asking about it through MCP, last 7 daysNot available
- Hot votes this weekNot available
Heat never changes the order by stars, and sponsorship never touches it. How heat works
Stars over time
30-day change not yet available: not enough history.
Individual skills in this repository
How it works
aigc-down-skill
When your agent uses it
降低中文学术写作(本/专科毕业论文)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、AIGC检测报告。
What it loads into context
Frontmatter
262 tokensAlways available to the agent
SKILL.md
7,884 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 你的任务
- 核心认知
- ▶ 收到文本或检测报告文件后的默认流程
- ⚠ 强制硬约束(命中即失败)
- 文体标定(改写前确认)
- 内容层面的AI模式
- 语言层面的AI模式
- 风格层面的AI模式
- 写作气质层面
- 操作流程(SOP)
- 快速自检清单(最终输出前逐项核查)
- 质量评分(改写完成后评估)
- 完整改写示例
- 常见误区
- 适用范围说明
Scripts executed separately
README.md
Files
.gitignoreasset10 bytesLICENSE.txtdoc1,070 bytesREADME.mdruns2,671 bytesSKILL.mdcore27,974 bytes
Read SKILL.md
# AIGC-Down: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** —— 保持论文的学术程度,不能过度口语化
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
View the complete source on GitHubSkills included
- aigc-down-skill
Repository facts
- License
- MIT
- Created
- Mar 17, 2026
- Last pushed
- Mar 18, 2026
- Forks
- 8
- Open issues
- 0
- Project activity
- Slowing
Before you install
Local scriptsAutomated signals, not a guarantee
Checked Nov 6, 2026
- No broad tool permissions
- No dangerous shell commands
- 2 network referencesin 1 file: README.md:89
- No hidden or obfuscated text
- No instruction overrides
- 2 executable scriptsin 2 files: README.md:1 SKILL.md:1
- No access to secrets
- No requests to vote in Hot
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Signal confidence: 4 facts
- Executable script in prose of a file that runsREADME.md:1Low confidence
- Network access in prose of a file that runsREADME.md:89Low confidence
- Network access in prose of a file that runsREADME.md:90Low confidence
- Executable script in the frontmatter of the SKILL.mdSKILL.md:1Low confidence
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Compatible | Standard SKILL.md SKILL.md | .claude/skills/<skill-name>/ |
| Codex | Compatible | Standard SKILL.md SKILL.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Compatible | Standard SKILL.md SKILL.md | .opencode/skills/<skill-name>/ |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.