---
name: load-skill-memory
description: Manually activate specified SKILL package and load documentation based on task intent
argument-hint: "<skill_name> \"task intent description\""
allowed-tools: Bash(*), Read(*), Skill(*)
---

# Memory Load SKILL Command (/memory:load-skill-memory)

## 1. Overview

The `memory:load-skill-memory` command **manually activates a specified SKILL package** and intelligently loads documentation based on user's task intent. The system automatically determines which documentation files to read based on the intent description.

**Core Philosophy**:
- **Manual Activation**: User explicitly specifies which SKILL to activate
- **Intent-Driven Loading**: System analyzes task intent to determine documentation scope
- **Intelligent Selection**: Automatically chooses appropriate documentation level and modules
- **Direct Context Loading**: Loads selected documentation into conversation memory

**When to Use**:
- Manually activate a known SKILL package for a specific task
- Load SKILL context when system hasn't auto-triggered it
- Force reload SKILL documentation with specific intent focus

**Note**: Normal SKILL activation happens automatically via description triggers. Use this command only when manual activation is needed.

## 2. Parameters

- `<skill_name>` (Required): Name of SKILL package to activate
  - Example: `hydro_generator_module`, `Claude_dms3`
  - Must match directory name under `.claude/skills/`

- `"task intent description"` (Required): Description of what you want to do
  - **Analysis tasks**: "分析builder pattern实现", "理解参数系统架构"
  - **Modification tasks**: "修改workflow逻辑", "增强thermal template功能"
  - **Learning tasks**: "学习接口设计模式", "了解测试框架使用"

## 3. Execution Flow

### Step 1: Activate SKILL and Analyze Intent

**Activate SKILL Package**:
```javascript
Skill(command: "${skill_name}")
```

**What Happens After Activation**:
1. If SKILL exists in memory: System reads `.claude/skills/${skill_name}/SKILL.md`
2. If SKILL not found in memory: Error - SKILL package doesn't exist
3. SKILL description triggers are loaded into memory
4. Progressive loading mechanism becomes available
5. Documentation structure is now accessible

**Intent Analysis**:
Based on task intent description, system determines:
- **Action type**: analyzing, modifying, learning
- **Scope**: specific module, architecture overview, complete system
- **Depth**: quick reference, detailed API, full documentation

### Step 2: Intelligent Documentation Loading

**Loading Strategy**:

The system automatically selects documentation based on intent keywords:

1. **Quick Understanding** ("了解", "快速理解", "什么是"):
   - Load: Level 0 (README.md only, ~2K tokens)
   - Use case: Quick overview of capabilities

2. **Specific Module Analysis** ("分析XXX模块", "理解XXX实现"):
   - Load: Module-specific README.md + API.md (~5K tokens)
   - Use case: Deep dive into specific component

3. **Architecture Review** ("架构", "设计模式", "整体结构"):
   - Load: README.md + ARCHITECTURE.md (~10K tokens)
   - Use case: System design understanding

4. **Implementation/Modification** ("修改", "增强", "实现"):
   - Load: Relevant module docs + EXAMPLES.md (~15K tokens)
   - Use case: Code modification with examples

5. **Comprehensive Learning** ("学习", "完整了解", "深入理解"):
   - Load: Level 3 (All documentation, ~40K tokens)
   - Use case: Complete system mastery

**Documentation Loaded into Memory**:
After loading, the selected documentation content is available in conversation memory for subsequent operations.

## 4. Usage Example

**User Command**:
```bash
/memory:load-skill-memory my_project "修改认证模块增加OAuth支持"
```

**Execution**:
```javascript
// Step 1: Activate SKILL
Skill(command: "my_project")

// Intent Analysis
Keywords: ["修改", "认证模块", "增加", "OAuth"]
Action: modifying (implementation)
Scope: auth module + examples

// Step 2: Load documentation based on intent
Read(.workflow/docs/my_project/auth/README.md)
Read(.workflow/docs/my_project/auth/API.md)
Read(.workflow/docs/my_project/EXAMPLES.md)
```

## 5. Intent Keyword Mapping

**Quick Reference**:
- **Triggers**: "了解", "快速", "什么是", "简介"
- **Loads**: README.md only (~2K)

**Module-Specific**:
- **Triggers**: "XXX模块", "XXX组件", "分析XXX"
- **Loads**: Module README + API (~5K)

**Architecture**:
- **Triggers**: "架构", "设计", "整体结构", "系统设计"
- **Loads**: README + ARCHITECTURE (~10K)

**Implementation**:
- **Triggers**: "修改", "增强", "实现", "开发", "集成"
- **Loads**: Relevant module + EXAMPLES (~15K)

**Comprehensive**:
- **Triggers**: "完整", "深入", "全面", "学习整个"
- **Loads**: All documentation (~40K)