docs: 更新SKILL.md生成描述和变量替换指南，增强文档的清晰度和准确性

.claude/commands/memory/workflow-skill-memory.md

@@ -200,18 +200,53 @@ Objectives:
    RULES: Template reference from skill-aggregation.txt
    "
 
+3.5. **Generate SKILL.md Description** (CRITICAL for auto-loading):
+
+   Read skill-index.txt template Section: "Description Field Generation"
+
+   Execute command to get project root:
+   ```bash
+   git rev-parse --show-toplevel  # Example output: /d/Claude_dms3
+   ```
+
+   Apply description format:
+   ```
+   Progressive workflow development history (located at {project_root}).
+   Load this SKILL when continuing development, analyzing past implementations,
+   or learning from workflow history, especially when no relevant context exists in memory.
+   ```
+
+   **Validation**:
+   - [ ] Path uses forward slashes (not backslashes)
+   - [ ] All three use cases present
+   - [ ] Trigger optimization phrase included
+   - [ ] Path is absolute (starts with / or drive letter)
+
 4. Read templates for formatting guidance:
    - ~/.claude/workflows/cli-templates/prompts/workflow/skill-sessions-timeline.txt
    - ~/.claude/workflows/cli-templates/prompts/workflow/skill-lessons-learned.txt
    - ~/.claude/workflows/cli-templates/prompts/workflow/skill-conflict-patterns.txt
    - ~/.claude/workflows/cli-templates/prompts/workflow/skill-index.txt
 
+   **CRITICAL**: From skill-index.txt, read these sections:
+   - "Description Field Generation" - Rules for generating description
+   - "Variable Substitution Guide" - All required variables
+   - "Generation Instructions" - Step-by-step generation process
+   - "Validation Checklist" - Final validation steps
+
 5. Update SKILL documents:
    - sessions-timeline.md: Append new session, update domain grouping
    - lessons-learned.md: Merge lessons into categories, update frequencies
    - conflict-patterns.md: Add conflicts, update recurring pattern frequencies
    - SKILL.md: Regenerate index with updated counts
 
+   **For SKILL.md generation**:
+   - Follow "Generation Instructions" from skill-index.txt (Steps 1-7)
+   - Use git command for project_root: `git rev-parse --show-toplevel`
+   - Apply "Description Field Generation" rules
+   - Validate using "Validation Checklist"
+   - Increment version (patch level)
+
 6. Return result JSON:
    {
      "status": "success",

.claude/workflows/cli-templates/prompts/workflow/skill-aggregation.txt

@@ -1,3 +1,23 @@
+# SKILL.md Index Generation Context
+
+## Description Field Requirements
+
+When generating final aggregated output, remember to prepare data for SKILL.md description field:
+
+**Required Data Points**:
+- Project root path (to be obtained via git command)
+- Use cases: "continuing development", "analyzing past implementations", "learning from workflow history"
+- Trigger phrase: "especially when no relevant context exists in memory"
+
+**Description Format**:
+```
+Progressive workflow development history (located at {project_root}).
+Load this SKILL when continuing development, analyzing past implementations,
+or learning from workflow history, especially when no relevant context exists in memory.
+```
+
+---
+
 You are aggregating workflow session history to generate a progressive SKILL package.
 
 ## Your Task

.claude/workflows/cli-templates/prompts/workflow/skill-index.txt

@@ -123,3 +123,102 @@ Load Level 3 from workflow-progress SKILL for complete development history
 - Group sessions by primary tag
 - Include only top 5 recent sessions in Quick Access
 - Include top 3 watch patterns
+
+---
+
+## Variable Substitution Guide
+
+### Required Variables
+- `{project_root}`: Absolute project path from git root (e.g., "/d/Claude_dms3")
+- `{semantic_version}`: Version string (e.g., "1.0.0", increment patch for each update)
+- `{session_count}`: Total number of archived sessions
+- `{domain_list}`: Comma-separated unique tags sorted by frequency
+- `{earliest_date}`: Earliest session archived_at timestamp
+- `{latest_date}`: Most recent session archived_at timestamp
+
+### Generated Variables
+- `{one_line_description}`: Extract from session description (first sentence, max 80 chars)
+- `{domain_category}`: Primary tag from session metadata
+- `{most_frequent_watch_pattern}`: Top recurring watch pattern across sessions
+- `{date}`: Session archived_at in YYYY-MM-DD format
+
+### Description Field Generation
+
+**Format Template**:
+```
+Progressive workflow development history (located at {project_root}).
+Load this SKILL when continuing development, analyzing past implementations,
+or learning from workflow history, especially when no relevant context exists in memory.
+```
+
+**Generation Rules**:
+1. **Project Root**: Use `git rev-parse --show-toplevel` to get absolute path
+2. **Use Cases**: ALWAYS include these trigger phrases:
+   - "continuing development" (开发延续)
+   - "analyzing past implementations" (分析历史)
+   - "learning from workflow history" (学习历史)
+3. **Trigger Optimization**: MUST include "especially when no relevant context exists in memory"
+4. **Path Format**: Use forward slashes for cross-platform compatibility (e.g., "/d/project")
+
+**Why This Matters**:
+- **Auto-loading precision**: Path reference ensures Claude loads correct project's SKILL
+- **Context awareness**: "when no relevant context exists" prevents redundant loading
+- **Action coverage**: Three use cases cover all workflow scenarios
+
+---
+
+## Generation Instructions
+
+### Step 1: Get Project Root
+```bash
+git rev-parse --show-toplevel  # Returns: /d/Claude_dms3
+```
+
+### Step 2: Read Manifest
+```bash
+cat .workflow/.archives/manifest.json
+```
+
+Extract:
+- Total session count
+- All session tags (for domain list)
+- Date range (earliest/latest archived_at)
+
+### Step 3: Aggregate Session Data
+- Count sessions per domain
+- Extract top 5 recent sessions
+- Identify top 3 watch patterns from lessons
+
+### Step 4: Generate Description
+Apply format template with project_root from Step 1.
+
+### Step 5: Calculate Version
+- Read existing SKILL.md version (if exists)
+- Increment patch version (e.g., 1.0.5 → 1.0.6)
+- Use 1.0.0 for new SKILL package
+
+### Step 6: Build Progressive Loading Sections
+- Level 0: Recent 5 sessions + Top 3 conflicts
+- Level 1: Recent 10 sessions + Best practices
+- Level 2: All sessions + Full lessons + Full conflicts
+- Level 3: Include IMPL_PLAN and TODO_LIST references
+
+### Step 7: Write SKILL.md
+- Apply all variable substitutions
+- Use relative paths: `../../../.workflow/.archives/`
+- Validate all referenced files exist
+
+---
+
+## Validation Checklist
+
+- [ ] `{project_root}` uses absolute path with forward slashes
+- [ ] Description includes all three use cases
+- [ ] Description includes trigger optimization phrase
+- [ ] Version incremented correctly
+- [ ] All session references use relative paths
+- [ ] Domain list sorted by frequency
+- [ ] Date range matches manifest
+- [ ] Quick Access section has exactly 5 recent sessions
+- [ ] Top Watch Patterns section has exactly 3 items
+- [ ] All referenced files exist in archives