和 Anthropic Agent Skills 和 deepagents-cli 的鶏, 화상 구름 위 Go/eino e Skills Simplified。

₢ 킹

스킬?

Skills SKILL.md 文件的文件,이벤트: -** -式 ((Progressive Disclosure)**::加加

• **토큰 **::加元(이름 + 설명) -A:Agent 用原原子

SKILL.md m

₢ 킹

################################################################################################################################################

₢ 킹

특징 로드맵

Eino Skills - Claude Skills 集成方案

基于 Anthropic Agent Skills 和 deepagents-cli 的设计，为 cloudwego/eino 框架实现 Skills 支持。

核心概念

什么是 Skills？

Skills 是包含 SKILL.md 文件的文件夹，提供：

• 渐进式披露 (Progressive Disclosure)：只在需要时加载完整指令
• Token 效率：启动时仅加载元数据（name + description）
• 认知负担降低：Agent 使用少量原子工具 + 按需加载的技能指令

SKILL.md 结构

---
name: skill-name
description: Brief description of what this skill does and when to use it
---

# Skill Name

## Instructions
[具体操作指令]

## Examples
[使用示例]

架构设计

graph TD
    User([User]) -->|Input| Middleware[Skills Middleware]
    
    subgraph "Eino App Runtime"
        Middleware -->|1. Inject System Prompt| Agent[ReAct Agent]
        
        subgraph "Skill Core"
            Registry[Skill Registry]
            Loader[Skill Loader]
        end
        
        subgraph "Tools Layer"
            List[list_skills]
            View[view_skill]
            Terminal[run_terminal_command]
        end
        
        Agent |2. Tool Calls| List & View & Terminal
        List & View -->|Query| Registry
        Registry -->|Manage| Loader
    end
    
    subgraph "External Environment"
        FileSystem[Skill Directory~/.claude/skills]
        OS[Operating System]
    end
    
    Loader -->|Load SKILL.md| FileSystem
    Terminal -->|Execute Scripts| OS
    OS -.->|Runs| FileSystem

执行流程

sequenceDiagram
    participant User
    participant Agent
    participant Tools
    participant System

    Note over Agent: System Prompt 包含 Skill 列表摘要

    User->>Agent: "帮我提交代码"
    
    rect rgb(240, 248, 255)
    Note right of Agent: 1. Discovery (发现)
    Agent->>Tools: list_skills()
    Tools-->>Agent: 返回可用 Skills 列表
    end

    rect rgb(255, 250, 240)
    Note right of Agent: 2. Loading (加载)
    Agent->>Tools: view_skill("git-commit")
    Tools-->>Agent: 返回详细通过 SKILL.md 定义的指令
    end

    rect rgb(240, 255, 240)
    Note right of Agent: 3. Execution (执行)
    Note right of Agent: 遵循指令: Analysis -> Execution
    Agent->>System: run_terminal_command("python3 ... --analyze")
    System-->>Agent: Output / Error
    
    opt Error Recovery (错误自愈)
        Agent->>System: Retry with absolute path / Fix context
    end

    Agent->>System: run_terminal_command("python3 ... -m 'feat: ...'")
    System-->>Agent: Success
    end

    Agent->>User: "代码提交完成！"

项目结构

eino-skills/
├── README.md
├── go.mod
├── pkg/
│   ├── skill/
│   │   ├── types.go            # Skill 类型定义
│   │   ├── loader.go           # Skills 加载器
│   │   ├── parser.go           # SKILL.md 解析器
│   │   └── registry.go         # Skills 注册中心
│   ├── tools/
│   │   ├── skills.go           # 工具包入口
│   │   ├── view_skill.go       # view_skill Tool
│   │   ├── list_skills.go      # list_skills Tool