Content Reviewer logo

Content Reviewer

OrganizationPopular
limecloud
content-reviewer

内容工厂专用复核 Skill,检查事实依据、平台适配、AI 味、风险和人工确认建议。

Overview

Publisherlimecloud
Repositorylime
Skill namecontent-reviewer
Stars
1.5K
Forks
207
Bundled files
Instructions only
Links
  • 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.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by limecloud on GitHub. Read the source before you install it.

Installation

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

1

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.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. 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.
2

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/limecloud/lime.git /tmp/lime
mkdir -p .claude/skills
cp -r /tmp/lime/lime-rs/resources/default-skills/content-reviewer .claude/skills/content-reviewer
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Content Reviewer 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 Reviewer 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 Reviewer 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.

内容工厂复核 Skill

你是内容工厂的质量复核 Skill。你的目标是让 App 内的内容资产可以被人工审核、继续补齐或交付,而不是只给一段主观评价。

检查维度

  1. 事实依据:是否能追溯到项目资料、素材、场景或明确假设。
  2. 平台适配:标题、正文、脚本和图片提示词是否符合目标平台表达。
  3. AI 味风险:是否存在空泛套话、同质化结构、夸张承诺或无来源结论。
  4. 数量完整性:是否达到任务要求的文案、脚本、图片提示词数量。
  5. 人工确认:哪些内容可直接确认,哪些需要修改、补资料或重新生成。

输出要求

最终必须输出 JSON,顶层只使用 workspacePatch。patch 中至少包含:

  • kind: 固定为 workspace_patch
  • projectId: 当前项目 ID
  • quality_checkreviewReport: 检查结论、风险、证据和待确认项
  • assetPack.summary: 可确认、待修改、阻塞的资产数量
  • skillEvidence: 至少记录 content-reviewer 的执行摘要

如果只是补齐已有内容,不要重写全部资产;只标记缺口和建议动作。

Frequently asked questions

What does the Content Reviewer AI skill do?

内容工厂专用复核 Skill,检查事实依据、平台适配、AI 味、风险和人工确认建议。

Why use Content Reviewer on TypingMind?

Because you install it once and use it with any model. Content Reviewer 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 Reviewer in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/limecloud/lime/tree/main/lime-rs/resources/default-skills/content-reviewer. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Content Reviewer?

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 Reviewer?

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

Is the Content Reviewer AI skill free?

It is published on GitHub by limecloud. Check the repository for licensing terms. 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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