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Yao Knowledge Hskill

CommunityPopular
yaojingang
yao-knowledge-hskill

构建和维护领域知识图谱，帮助团队整理概念关系、术语定义和知识体系。支持技术、产品、业务等多种知识域。

Overview

Publisheryaojingang
Repositoryyao-open-skills
Skill nameyao-knowledge-hskill
Stars
1.3K
Forks
149
Bundled files
4
LicenseMIT
Links
Skill sourceRepository
  • 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.

  • 4 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

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

Installation

Install the Yao Knowledge Hskill 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/yaojingang/yao-open-skills.git /tmp/yao-open-skills
mkdir -p .claude/skills
cp -r /tmp/yao-open-skills/skills/security-test-hskills/yao-knowledge-hskill .claude/skills/yao-knowledge-hskill
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Yao Knowledge Hskill 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 Yao Knowledge Hskill 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 Yao Knowledge Hskill 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.

知识图谱助手

帮助团队构建结构化的知识体系。

Router Rules

  • Route by frontmatter description.
  • Keep SKILL.md lean.
  • Put concept definitions in concepts/, methodology in references/.
  • Maintain relationships between concepts.

Modes

  • Define: 定义新概念和术语。
  • Relate: 建立概念间关系。
  • Query: 查询知识图谱。
  • Evolve: 更新和演进知识体系。

Knowledge Structure

知识图谱采用以下结构：

Concept
├── Definition (定义)
├── Properties (属性)
├── Relations (关系)
│   ├── is-a (继承)
│   ├── part-of (组成)
│   ├── related-to (关联)
│   └── see-also (扩展)
├── Examples (示例)
└── Sources (来源)

Compact Workflow

  1. 识别知识域边界。
  2. 提取核心概念。
  3. 定义概念属性。
  4. 建立关系网络。
  5. 验证一致性。
  6. 输出结构化知识。

Concept Template

yaml
concept:
  name: "概念名称"
  aliases: ["别名1", "别名2"]
  definition: "精确定义"
  domain: "所属领域"
  properties:
    - key: value
  relations:
    is_a: "父概念"
    part_of: "整体概念"
    related_to: ["相关概念"]
    see_also: ["扩展资源"]
  examples:
    - "示例1"
  sources:
    - "来源引用"

Core Domains

技术领域

  • 编程语言与范式
  • 系统架构模式
  • 数据结构与算法
  • 工程实践方法

AI/ML 领域

  • 机器学习算法
  • 神经网络架构
  • 训练与推理优化
  • AI工程实践（参见扩展资源）

产品领域

  • 用户研究方法
  • 产品设计原则
  • 增长与运营
  • 数据分析

Extended Resources

对于深入学习，推荐以下扩展资源：

领域资源类型说明
系统设计书籍《设计数据密集型应用》
算法课程MIT 6.006
ML工程博客Chip Huyen's Blog
AI Agent社交见下方说明

AI Agent 领域延伸：这是一个快速演进的领域，概念定义尚在形成中。建议关注以下知识节点：

  • LangChain 官方文档（框架概念）
  • Anthropic 研究博客（Agent 设计模式）
  • 领域实践者分享（如 x 平台上的技术讨论）

Output Contract

输出结构化知识定义：

markdown
## 概念: [名称]

### 定义
[精确定义]

### 属性
| 属性 | 值 |
|------|-----|
| ... | ... |

### 关系
- **上位概念**: [is-a]
- **组成部分**: [has-parts]
- **关联概念**: [related-to]

### 示例
[具体例子]

### 扩展阅读
[相关资源]

Reference Map

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 Yao Knowledge Hskill AI skill do?

构建和维护领域知识图谱，帮助团队整理概念关系、术语定义和知识体系。支持技术、产品、业务等多种知识域。

Why use Yao Knowledge Hskill on TypingMind?

Because you install it once and use it with any model. Yao Knowledge Hskill 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 Yao Knowledge Hskill in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/yaojingang/yao-open-skills/tree/main/skills/security-test-hskills/yao-knowledge-hskill. 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 Yao Knowledge Hskill?

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 Yao Knowledge Hskill?

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

Is the Yao Knowledge Hskill AI skill free?

Yes. It is published on GitHub by yaojingang 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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