Files
Claude-Code-Workflow/.claude
catlog22 25a358b729 feat: implement dynamic SKILL discovery with intelligent matching
Transform load-skill-memory from manual specification to automatic discovery:

**Core Change**:
- From: User specifies SKILL name manually
- To: System automatically discovers and matches SKILL based on task context

**New Capabilities**:

1. **Three-Step Execution**:
   - Step 1: Discover all available SKILLs (.claude/skills/)
   - Step 2: Match most relevant SKILL using scoring algorithm
   - Step 3: Activate matched SKILL via Skill() tool

2. **Intelligent Matching Algorithm**:
   - **Path-Based** (Highest Priority): Direct path match from file paths
   - **Keyword Matching** (Secondary): Score by keyword overlap
   - **Action Matching** (Tertiary): Detect action verbs (分析/修改/学习)

3. **Updated Parameters**:
   - From: `<skill_name> [--level] [task description]`
   - To: `"task description or file path"`
   - More intuitive user experience

4. **New Examples**:
   ```bash
   /memory:load-skill-memory "分析热模型builder pattern实现"
   /memory:load-skill-memory "D:\dongdiankaifa9\hydro_generator_module\builders\base.py"
   /memory:load-skill-memory "修改workflow文档生成逻辑"
   ```

**Matching Examples**:

Task: "分析热模型builder pattern实现"
- hydro_generator_module: 4 points (thermal+builder+analyzing) 
- Claude_dms3: 1 point (analyzing only)

Task: "D:\dongdiankaifa9\hydro_generator_module\builders\base.py"
- Path match: hydro_generator_module  (exact path)

**Benefits**:
- No manual SKILL name required
- Automatic best match selection
- Path-based intelligent routing
- Keyword scoring for relevance
- Action verb detection for context

**User Experience**:
Before: "/memory:load-skill-memory hydro_generator_module '分析热模型'"
After: "/memory:load-skill-memory '分析热模型实现'"

System automatically discovers and activates hydro_generator_module SKILL.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-03 21:31:06 +08:00
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