novel-anti-detection SKILL.md skillA

novel-anti-detection from uu201/character-arc is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add uu201/character-arc/novel-anti-detection@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
uu201/character-arc
Path
resources/skills/Distilled-Novel-Toolbox/novel-anti-detection/SKILL.md
Versions recorded
2
Latest version
v1.0.0, committed Jun 23, 2026
First version recorded
May 27, 2026
Size
4,372 bytes
Repository stars
590
License
MIT

网文反AI检测与风控。当用户需要了解AIGC检测原理、降低AI文本被识别率、了解平台AI检测政策、设计混合创作模式时触发。覆盖检测技术原理、绕过策略、平台政策、混合创作模式(AI+人工改写双盲测试仅29%识别率)。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 反AI检测与风控

## Purpose

提供AIGC检测的技术原理与应对策略,帮助作者了解各平台AI检测政策,设计合规的混合创作模式,在AI辅助与原创性之间找到平衡。

## When to Use

- 用户需要了解AIGC检测原理
- 用户需要降低AI文本被识别率
- 用户需要了解平台AI检测政策
- 用户需要设计AI+人工混合创作流程

## Instructions

### AIGC检测技术原理

#### 核心检测指标(200+项)

1. **词汇多样性指数**:AI文本词汇多样性偏低
2. **句长变异系数**:AI文本句长过于均匀
3. **概念跳跃频率**:AI文本概念过渡过于平滑
4. **困惑度(Perplexity)**:AI文本困惑度偏低
5. **一致性分析**:AI文本风格一致性过高
6. **信息密度均匀度**:AI文本信息密度过于均匀
7. **连接词频率**:AI文本过度使用连接词
8. **情感波动幅度**:AI文本情感波动过于平缓

#### 检测方法

1. **统计特征分析**:分析文本的统计特征
2. **语言模型指纹**:检测AI模型的输出特征
3. **水印技术**:AI生成文本可能包含隐形水印
4. **风格一致性检测**:检测文本风格是否过于一致
5. **多维度综合判定**:综合多项指标进行判定

### 绕过策略

#### 分层处理策略

**词汇层替换**:
- 将AI偏好词汇替换为同义但更自然的词汇
- 增加口语化词汇和语气词
- 使用不常见但准确的词汇

**句式层变换**:
- 打破AI的句式模式
- 增加句长变化
- 插入碎片句和不完整句
- 使用倒装、反问等特殊句式

**段落层重组**:
- 打破AI的段落结构
- 增加突兀的转折
- 调整信息密度分布
- 插入个人化的思考片段

**风格层注入**:
- 注入个人写作风格特征
- 增加不规则的写作习惯
- 引入独特的表达方式
- 添加"不完美"的写作痕迹

### 平台AI检测政策

#### 晋江文学城
- 已发布《关于AI辅助写作使用、判定的试运行公告》
- 要求作者对AI辅助使用情况进行标注
- 对AI生成内容占比高的作品进行标记
- 检测方式:AI审核+人工审核

#### 起点中文网
- 对AI辅助写作持谨慎态度
- 要求作者声明AI使用情况
- 对AI生成占比高的内容可能影响推荐
- 检测方式:技术检测+读者举报

#### 番茄小说
- 对AI辅助写作相对宽松
- 但对纯AI生成内容有限制
- 检测方式:技术检测

#### 飞卢小说
- 对AI辅助写作相对宽松
- 关注内容质量而非生成方式
- 检测方式:较少主动检测

#### 2026年9月1日起
- 《生成式AI服务管理办法》正式施行
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add uu201/character-arc/novel-anti-detection@sha256:07ae0c8e0206195a

The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_omobzkw7oq44p63q.svg)](https://markdownregistry.com/a/art_omobzkw7oq44p63q)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between May 27, 2026 and Jun 23, 2026, about one every 27 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-06-23 3c3b098 4,372 BA view · diff
v1.0.02026-05-27 83a53f7 4,134 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4372 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

uu201/character-arc · 590 stars · license MIT · pushed 2026-10-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_omobzkw7oq44p63q
GET https://markdownregistry.com/api/v1/resolve?ref=uu201/character-arc/novel-anti-detection
GET https://markdownregistry.com/api/v1/blob/07ae0c8e0206195a314d7d4f5733dc72720be60dc34324249f069a2097c08cc7

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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