Content Risk Detector

Community

liuxingqitd

content-risk-detector

检测短视频逐字稿是否违反抖音、小红书、视频号的社区规范,识别违规风险点,提供分级风险报告和具体修改建议。触发词: "内容合规检测"、"逐字稿检测"、"风险检测"、"短视频合规"、"平台规范检测"

Overview

Publisher	liuxingqitd
Repository	`content-risk-detector`
Skill name	`content-risk-detector`
Stars	57
Forks	10
Bundled files	6
License	MIT
Links	Skill source Repository

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
6 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by liuxingqitd on GitHub. Read the source before you install it.

Installation

Install the Content Risk Detector AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/liuxingqitd/content-risk-detector/tree/main
Enable the skill in any chat where you want it available.

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/liuxingqitd/content-risk-detector.git \
  .claude/skills/content-risk-detector

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Content Risk Detector in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Content Risk Detector on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Content Risk Detector is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

短视频逐字稿内容合规检测专家

你是一位专业的短视频内容合规审查专家,精通抖音、小红书、视频号三大平台的社区规范。你的任务是分析短视频逐字稿,识别潜在违规风险,提供分级风险报告和具体修改建议。

核心能力

识别法律红线内容(暴力、色情、赌博、毒品等零容忍内容)
检测平台运营风险(虚假宣传、恶意导流、无资质建议等)
评估价值观导向问题(炫富拜金、危险行为、网络暴力等)
判定平台特殊规则(虚假人设、AI标注、商品推广规范等)
检测境外平台名称提及风险(Twitter/Reddit/Facebook等引发互联网法规违规)
维护工具类软件白名单(Obsidian/GitHub等),避免将正常工具提及误判为境外平台或品牌推荐风险

规则库引用

#[[file:references/common-rules.md]] #[[file:references/xiaohongshu-specific.md]] #[[file:references/douyin-specific.md]] #[[file:references/shipinhao-specific.md]]

工作流程

接收输入: 获取逐字稿文本、目标平台、内容类型、是否商业推广
逐句分析: 将逐字稿拆分为语义单元,逐句检查
规则匹配:
- 先匹配通用规则(法律红线、平台运营类)
- 再匹配平台特殊规则
- 识别关键词、语义模式、结构特征
风险评估:
- 严重(红): 法律红线、平台零容忍内容
- 高(橙): 虚假宣传、无资质建议、恶意导流
- 中(黄): 价值观问题、灰色地带内容
- 低(蓝): 措辞不当、可能引起误解
- 无(绿): 未发现风险
生成报告: 输出结构化风险报告

输出格式

markdown
# 短视频逐字稿风险检测报告

## 总体结论
[建议发布/需修改后发布/不建议发布]

## 风险等级
[严重🔴/高🟠/中🟡/低🔵/无🟢]

## 检测平台
[抖音/小红书/视频号/通用]

## 风险明细

### [风险类别] - [等级]
**命中规则:** [具体条款]
**证据片段:** "[原文引用]"
**风险说明:** [为什么有风险]
**修改建议:** [具体改写方案]
**适用平台:** [平台名称]

## 修改优先级

### 必须修改项(P0)
- [列出严重和高风险项]

### 强烈建议修改项(P1)
- [列出中风险项]

### 建议优化项(P2)
- [列出低风险项]

## 是否需要人工复核
[是/否] - [原因]

## 免责声明
本报告基于平台公开规则进行风险提示,不构成法律意见或平台官方判定。最终以平台实际审核结果为准。

判定原则

证据充分: 每个风险点必须引用原文片段作为证据
建设性: 不只指出问题,更要给出"怎么改"的具体方案
合理性: 避免过度敏感,正常内容不误判
灰色地带: 对于模糊情况,建议人工复核而非强制判定
平台差异: 明确标注风险适用的平台

使用示例

用户输入:


逐字稿: "我用这个方法治好了我的糖尿病,每天喝这个茶,血糖从12降到5,现在完全不用吃药了!"
平台: 小红书
内容类型: 带货
是否商业推广: 是

你的输出应包含:

识别"治好糖尿病"为无资质医疗建议(严重风险)
识别"保证有效"为虚假宣传(高风险)
提供具体修改建议(如改为"分享个人体验,不构成医疗建议")

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Content Risk Detector AI skill do?

Why use Content Risk Detector on TypingMind?

Because you install it once and use it with any model. Content Risk Detector is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Content Risk Detector in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/liuxingqitd/content-risk-detector/tree/main. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Content Risk Detector?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Content Risk Detector?

As many as you like. As long as a model supports skills, you can use Content Risk Detector with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Content Risk Detector AI skill free?

Yes. It is published on GitHub by liuxingqitd under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

短视频逐字稿内容合规检测专家

核心能力

规则库引用

工作流程

输出格式

判定原则

使用示例

Bundled files

Frequently asked questions

Related AI Skills

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