AI Engineer

专注于 LLM 应用开发,涵盖 RAG 和 LangChain 架构。

181 stars

Best use case

AI Engineer is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

专注于 LLM 应用开发,涵盖 RAG 和 LangChain 架构。

Teams using AI Engineer should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/08-ai-engineer/SKILL.md --create-dirs "https://raw.githubusercontent.com/majiayu000/claude-skill-registry/main/skills/data/08-ai-engineer/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/08-ai-engineer/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How AI Engineer Compares

Feature / AgentAI EngineerStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

专注于 LLM 应用开发,涵盖 RAG 和 LangChain 架构。

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# AI Engineer Skills

提供构建现代 AI 应用的核心能力。

## 包含的技能模块

### 1. [RAG 实现 (RAG Implementation)](./RAG实现.md)
- **核心价值**: 构建基于私有知识库的问答系统。
- **关键技术**: 向量数据库, 文本分块, 检索增强生成.
- **使用场景**: 智能客服、文档问答助手。

### 2. [LangChain 架构 (LangChain Architecture)](./LangChain架构.md)
- **核心价值**: 掌握 LLM 应用开发的通用框架。
- **关键技术**: Chains, Agents, Memory, Tools.
- **使用场景**: 复杂 AI 工作流编排、Agent 开发。

## 如何使用

- **RAG 开发**: "请参考 RAG 实现,帮我设计一个文档问答系统的架构。"
- **Agent 编排**: "请使用 LangChain 架构,帮我写一个能搜索互联网的 Agent。"

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