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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>