Skill Quality Gate

OrganizationPopular

ZJU-REAL

skill-quality-gate

发布前质量关卡：合规风险检测（敏感词、绝对化用语、平台规则） + 产物质量审核（完整性、可读性、平台适配度）。一次检查，两道把关。当用户说"检查合规"、"质量检查"、"能不能发"、"有没有敏感词"、 "审核一下"、"发布前检查"、"质量够不够"时使用。合并了原 skill-check-compliance 和 skill-review-deliverable 的能力。

Overview

Publisher	ZJU-REAL
Repository	`Easel`
Skill name	`skill-quality-gate`
Stars	3.5K
Forks	535
Bundled files	8
License	Apache-2.0
Links	Skill source Repository Homepage

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.
8 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by ZJU-REAL on GitHub. Read the source before you install it.

Installation

Install the Skill Quality Gate 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/ZJU-REAL/Easel/tree/main/skills/openclaw/skill-quality-gate
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/ZJU-REAL/Easel.git /tmp/Easel
mkdir -p .claude/skills
cp -r /tmp/Easel/skills/openclaw/skill-quality-gate .claude/skills/skill-quality-gate

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

Use it in TypingMind

Enable Skill Quality Gate 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 Skill Quality Gate 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 Skill Quality Gate 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.

发布前质量关卡

一个 SKILL 完成两道把关：合规风险检测 + 产物质量审核。

输入

用户提供待检查内容：文本、图片路径、视频路径、或混合。可选：目标发布平台。

输出

json
{
  "overall_verdict": "✅ 可发布 | ⚠️ 需修改 | ❌ 不达标",
  "platform": "平台名或 generic",
  "compliance": {
    "risk_level": "low|medium|high",
    "issues": [{ "type": "", "severity": "", "text": "", "reason": "", "suggestion": "" }],
    "passed_checks": []
  },
  "quality": {
    "score": "✅|⚠️|❌",
    "dimensions": [{ "name": "", "score": "", "note": "" }]
  },
  "top_fixes": ["修改建议1", "修改建议2", "修改建议3"]
}

执行步骤

第一关：合规检测

读取内容（文本和/或图片）
加载通用合规规则 → references/general-rules.md
根据 Profile 或用户指定的平台加载对应规则：
- 小红书 → references/platform-xiaohongshu.md
- 抖音 → references/platform-douyin.md
- B站 → references/platform-bilibili.md
- 无平台 → 仅通用规则
逐项检测：绝对化用语、医疗违规、违禁内容、平台特有限制
汇总合规结果

第二关：质量审核

识别产物类型（文本/图片/视频）
按维度逐项检查 → references/review-dimensions.md
给出三级结论 → references/review-levels.md
- ✅ 通过：可直接发布
- ⚠️ 有瑕疵：建议微调后发布
- ❌ 不达标：需返工
如结论为 ❌，按 references/rework-rules.md 给出返工指引

综合判定

合规高风险 → 整体 ❌ 不达标
质量审核为 ❌（返工级）→ 整体 ❌ 不达标
合规低风险 + 质量 ✅ → 整体 ✅ 可发布
其他组合 → 整体 ⚠️ 需修改
输出 Top 3 优先修改建议

Profile 感知

有 Profile：读取 platform 加载平台规则、检查风格适配
无 Profile：仅通用合规检查 + 通用质量标准

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 Skill Quality Gate AI skill do?

Why use Skill Quality Gate on TypingMind?

Because you install it once and use it with any model. Skill Quality Gate 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 Skill Quality Gate in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/ZJU-REAL/Easel/tree/main/skills/openclaw/skill-quality-gate. 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 Skill Quality Gate?

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 Skill Quality Gate?

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

Is the Skill Quality Gate AI skill free?

Yes. It is published on GitHub by ZJU-REAL under the Apache-2.0 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

发布前质量关卡

输入

输出

执行步骤

第一关：合规检测

第二关：质量审核

综合判定

Profile 感知

Bundled files

Frequently asked questions

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