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feat(memory): optimize style-skill-memory process by simplifying data extraction and enhancing documentation clarity

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catlog22
2025-11-14 23:29:54 +08:00
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@@ -63,8 +63,8 @@ package-name Style reference package name (required)
```json ```json
[ [
{"content": "Validate style reference package", "status": "in_progress", "activeForm": "Validating package"}, {"content": "Validate style reference package", "status": "in_progress", "activeForm": "Validating package"},
{"content": "Read package data and extract design references", "status": "pending", "activeForm": "Reading package data"}, {"content": "Read package data", "status": "pending", "activeForm": "Reading package data"},
{"content": "Generate SKILL.md with progressive loading", "status": "pending", "activeForm": "Generating SKILL.md"} {"content": "Generate SKILL.md with design references", "status": "pending", "activeForm": "Generating SKILL.md"}
] ]
``` ```
@@ -129,127 +129,53 @@ if (regenerate_flag && skill_exists) {
--- ---
### Phase 2: Read Package Data & Extract Design References ### Phase 2: Read Package Data
**Purpose**: Extract package information and primary design references for SKILL description generation **Purpose**: Read all package files for SKILL description generation
**Step 1: Count Components** **Step 1: Read All JSON Files**
```bash ```bash
bash(jq '.layout_templates | length' .workflow/reference_style/${package_name}/layout-templates.json 2>/dev/null || echo 0) # Read layout templates
``` Read(file_path=".workflow/reference_style/${package_name}/layout-templates.json")
Store result as `component_count` # Read design tokens
**Step 2: Extract Component Types and Classification**
```bash
# Extract component names from layout templates
bash(jq -r '.layout_templates | keys[]' .workflow/reference_style/${package_name}/layout-templates.json 2>/dev/null | head -10)
# Count universal vs specialized components
bash(jq '[.layout_templates[] | select(.component_type == "universal")] | length' .workflow/reference_style/${package_name}/layout-templates.json 2>/dev/null || echo 0)
bash(jq '[.layout_templates[] | select(.component_type == "specialized")] | length' .workflow/reference_style/${package_name}/layout-templates.json 2>/dev/null || echo 0)
# Extract universal component names only
bash(jq -r '.layout_templates | to_entries | map(select(.value.component_type == "universal")) | .[].key' .workflow/reference_style/${package_name}/layout-templates.json 2>/dev/null | head -10)
```
Store as:
- `COMPONENT_TYPES`: List of available component types (all)
- `UNIVERSAL_COUNT`: Number of universal (reusable) components
- `SPECIALIZED_COUNT`: Number of specialized (project-specific) components
- `UNIVERSAL_COMPONENTS`: List of universal component names
**Step 3: Read Design Tokens**
```bash
Read(file_path=".workflow/reference_style/${package_name}/design-tokens.json") Read(file_path=".workflow/reference_style/${package_name}/design-tokens.json")
# Read animation tokens (if exists)
bash(test -f .workflow/reference_style/${package_name}/animation-tokens.json && echo "exists" || echo "missing")
Read(file_path=".workflow/reference_style/${package_name}/animation-tokens.json") # if exists
``` ```
**Extract Primary Design References**: **Step 2: Extract Metadata for Description**
**Colors** (top 3-5 most important): Only extract minimal metadata needed for intelligent SKILL description:
```bash
bash(jq -r '.colors | to_entries | .[0:5] | .[] | "\(.key): \(.value)"' .workflow/reference_style/${package_name}/design-tokens.json 2>/dev/null | head -5)
```
**Typography** (heading and body fonts):
```bash
bash(jq -r '.typography | to_entries | select(.key | contains("family")) | .[] | "\(.key): \(.value)"' .workflow/reference_style/${package_name}/design-tokens.json 2>/dev/null)
```
**Spacing Scale** (base spacing values):
```bash
bash(jq -r '.spacing | to_entries | .[0:5] | .[] | "\(.key): \(.value)"' .workflow/reference_style/${package_name}/design-tokens.json 2>/dev/null)
```
**Border Radius** (base radius values):
```bash
bash(jq -r '.border_radius | to_entries | .[] | "\(.key): \(.value)"' .workflow/reference_style/${package_name}/design-tokens.json 2>/dev/null)
```
**Shadows** (elevation levels):
```bash
bash(jq -r '.shadows | to_entries | .[0:3] | .[] | "\(.key): \(.value)"' .workflow/reference_style/${package_name}/design-tokens.json 2>/dev/null)
```
Store extracted references as:
- `PRIMARY_COLORS`: List of primary color tokens
- `TYPOGRAPHY_FONTS`: Font family tokens
- `SPACING_SCALE`: Base spacing values
- `BORDER_RADIUS`: Radius values
- `SHADOWS`: Shadow definitions
**Step 4: Read Animation Tokens (if available)**
```bash ```bash
# Check if animation tokens exist # Count components and classify by type
bash(test -f .workflow/reference_style/${package_name}/animation-tokens.json && echo "available" || echo "not_available") bash(jq '.layout_templates | length' layout-templates.json)
bash(jq '[.layout_templates[] | select(.component_type == "universal")] | length' layout-templates.json)
bash(jq '[.layout_templates[] | select(.component_type == "specialized")] | length' layout-templates.json)
bash(jq -r '.layout_templates | to_entries[] | select(.value.component_type == "universal") | .key' layout-templates.json | head -5)
``` ```
If available, extract: **Summary Variables**:
```bash - `COMPONENT_COUNT`: Total components
Read(file_path=".workflow/reference_style/${package_name}/animation-tokens.json") - `UNIVERSAL_COUNT`: Universal components count
- `SPECIALIZED_COUNT`: Specialized components count
- `UNIVERSAL_COMPONENTS`: Universal component names (first 5 for description)
- `HAS_ANIMATIONS`: Whether animation-tokens.json exists
- `DESIGN_TOKENS_DATA`: Complete design-tokens.json content (from Read)
- `LAYOUT_TEMPLATES_DATA`: Complete layout-templates.json content (from Read)
- `ANIMATION_TOKENS_DATA`: Complete animation-tokens.json content (from Read, if available)
# Extract primary animation values **Note**: All design token extraction (colors, typography, spacing, etc.) is performed directly in Phase 3 during SKILL.md generation using the read file contents, not through separate jq commands.
bash(jq -r '.duration | to_entries | .[] | "\(.key): \(.value)"' .workflow/reference_style/${package_name}/animation-tokens.json 2>/dev/null)
bash(jq -r '.easing | to_entries | .[0:3] | .[] | "\(.key): \(.value)"' .workflow/reference_style/${package_name}/animation-tokens.json 2>/dev/null)
```
Store as:
- `ANIMATION_DURATIONS`: Animation duration tokens
- `EASING_FUNCTIONS`: Easing function tokens
**Step 5: Count Files**
```bash
bash(cd .workflow/reference_style/${package_name} && ls -1 *.json *.html *.css 2>/dev/null | wc -l)
```
Store result as `file_count`
**Summary Data Collected**:
- `COMPONENT_COUNT`: Number of components in layout templates
- `UNIVERSAL_COUNT`: Number of universal (reusable) components
- `SPECIALIZED_COUNT`: Number of specialized (project-specific) components
- `COMPONENT_TYPES`: List of component types (first 10)
- `UNIVERSAL_COMPONENTS`: List of universal component names (first 10)
- `FILE_COUNT`: Total files in package
- `HAS_ANIMATIONS`: Whether animation tokens are available
- `PRIMARY_COLORS`: Primary color tokens with values
- `TYPOGRAPHY_FONTS`: Font family tokens
- `SPACING_SCALE`: Base spacing scale
- `BORDER_RADIUS`: Border radius values
- `SHADOWS`: Shadow definitions
- `ANIMATION_DURATIONS`: Animation durations (if available)
- `EASING_FUNCTIONS`: Easing functions (if available)
**TodoWrite Update**: **TodoWrite Update**:
```json ```json
[ [
{"content": "Read package data and extract design references", "status": "completed", "activeForm": "Reading package data"}, {"content": "Read package data", "status": "completed", "activeForm": "Reading package data"},
{"content": "Generate SKILL.md with progressive loading", "status": "in_progress", "activeForm": "Generating SKILL.md"} {"content": "Generate SKILL.md with design references", "status": "in_progress", "activeForm": "Generating SKILL.md"}
] ]
``` ```
@@ -287,7 +213,9 @@ main-app-style-v1 project-independent design system with 5 universal layout temp
**Step 3: Write SKILL.md** **Step 3: Write SKILL.md**
Use Write tool to generate SKILL.md with the following optimized content: Use Write tool to generate SKILL.md with the following optimized content.
**Data Source**: All design token values (colors, typography, spacing, etc.) are extracted directly from the read JSON file contents (`DESIGN_TOKENS_DATA`, `LAYOUT_TEMPLATES_DATA`, `ANIMATION_TOKENS_DATA`) during SKILL.md generation. Template variables like `{FOR each color in ...}` iterate over the read data structure, not pre-extracted lists.
```markdown ```markdown
--- ---
@@ -299,7 +227,12 @@ description: {intelligent description from Step 2}
## Package Overview ## Package Overview
**Location**: `../../../.workflow/reference_style/{package_name}/` **Base Location**: `.workflow/reference_style/{package_name}/`
**JSON Files**:
- **Design Tokens**: `.workflow/reference_style/{package_name}/design-tokens.json`
- **Layout Templates**: `.workflow/reference_style/{package_name}/layout-templates.json`
- **Animation Tokens**: `.workflow/reference_style/{package_name}/animation-tokens.json` {has_animations ? "(available)" : "(not available)"}
**Package Details**: **Package Details**:
- Package: {package_name} - Package: {package_name}
@@ -307,8 +240,7 @@ description: {intelligent description from Step 2}
- **Universal Components**: {universal_count} (reusable, project-independent) - **Universal Components**: {universal_count} (reusable, project-independent)
- **Specialized Components**: {specialized_count} (project-specific, excluded) - **Specialized Components**: {specialized_count} (project-specific, excluded)
- Universal Component Types: {comma-separated list of UNIVERSAL_COMPONENTS} - Universal Component Types: {comma-separated list of UNIVERSAL_COMPONENTS}
- Animation Tokens: {has_animations ? "✓ Available" : "Not available"} - Preview: `.workflow/reference_style/{package_name}/preview.html`
- Preview: `../../../.workflow/reference_style/{package_name}/preview.html`
--- ---
@@ -326,33 +258,33 @@ description: {intelligent description from Step 2}
--- ---
## 🎨 样式理解及设计参考 (Style Understanding & Design References) ## 🎨 Style Understanding & Design References
**IMPORTANT**: Reference values extracted from codebase. Dynamically adjust based on specific design needs. **IMPORTANT**: Reference values extracted from codebase. Dynamically adjust based on specific design needs.
### 艺术规则与设计原则 (Design Principles) ### Design Principles
**视觉层次 (Visual Hierarchy)** **Visual Hierarchy**
- Use scale, color, and spacing to establish clear information hierarchy - Use scale, color, and spacing to establish clear information hierarchy
- Primary actions and content should be immediately recognizable - Primary actions and content should be immediately recognizable
- Guide user attention through deliberate contrast and emphasis - Guide user attention through deliberate contrast and emphasis
**一致性原则 (Consistency)** **Consistency**
- Maintain consistent token usage across components (spacing, colors, typography) - Maintain consistent token usage across components (spacing, colors, typography)
- Repeated patterns create familiarity and reduce cognitive load - Repeated patterns create familiarity and reduce cognitive load
- Systematic application builds trust and predictability - Systematic application builds trust and predictability
**对比与平衡 (Contrast & Balance)** **Contrast & Balance**
- High contrast for critical actions and accessibility (WCAG AA/AAA) - High contrast for critical actions and accessibility (WCAG AA/AAA)
- Balance visual weight through size, color intensity, and whitespace - Balance visual weight through size, color intensity, and whitespace
- Harmonious color relationships using systematic palette - Harmonious color relationships using systematic palette
**节奏与韵律 (Rhythm & Flow)** **Rhythm & Flow**
- Progressive spacing scale creates natural visual rhythm (e.g., 4px base × 2^n) - Progressive spacing scale creates natural visual rhythm (e.g., 4px base × 2^n)
- Typography scale establishes typographic rhythm and readability - Typography scale establishes typographic rhythm and readability
- Animation easing creates natural, fluid motion feeling - Animation easing creates natural, fluid motion feeling
**可读性与可访问性 (Readability & Accessibility)** **Readability & Accessibility**
- Minimum 4.5:1 contrast for text (WCAG AA) - Minimum 4.5:1 contrast for text (WCAG AA)
- Clear typographic hierarchy with adequate line-height - Clear typographic hierarchy with adequate line-height
- Touch targets ≥44px for mobile, adequate spacing for interaction - Touch targets ≥44px for mobile, adequate spacing for interaction
@@ -407,9 +339,9 @@ description: {intelligent description from Step 2}
--- ---
## 🔍 快速索引 (Quick Index) ## 🔍 Quick Index
### JSON 中已有字段 (Available JSON Fields) ### Available JSON Fields
**High-level structure overview for quick understanding** **High-level structure overview for quick understanding**
@@ -448,18 +380,18 @@ description: {intelligent description from Step 2}
--- ---
### jq 索引示例 (Progressive jq Usage Guide) ### Progressive jq Usage Guide
#### 🔰 Level 0: 基础查询 (~5K tokens) #### 🔰 Level 0: Basic Queries (~5K tokens)
```bash ```bash
# 查看完整文件 | View entire file # View entire file
jq '.' <file>.json jq '.' <file>.json
# 查看顶层字段 | List top-level keys # List top-level keys
jq 'keys' <file>.json jq 'keys' <file>.json
# 提取特定字段 | Extract specific field # Extract specific field
jq '.<field_name>' <file>.json jq '.<field_name>' <file>.json
``` ```
@@ -467,19 +399,19 @@ jq '.<field_name>' <file>.json
--- ---
#### 🎯 Level 1: 筛选与提取 (~12K tokens) #### 🎯 Level 1: Filter & Extract (~12K tokens)
```bash ```bash
# 统计数量 | Count items # Count items
jq '.<field> | length' <file>.json jq '.<field> | length' <file>.json
# 筛选条件 | Filter by condition # Filter by condition
jq '[.<field>[] | select(.<key> == "<value>")]' <file>.json jq '[.<field>[] | select(.<key> == "<value>")]' <file>.json
# 提取名称列表 | Extract names # Extract names
jq -r '.<field> | to_entries[] | select(<condition>) | .key' <file>.json jq -r '.<field> | to_entries[] | select(<condition>) | .key' <file>.json
# 格式化输出 | Formatted output # Formatted output
jq -r '.<field> | to_entries[] | "\(.key): \(.value)"' <file>.json jq -r '.<field> | to_entries[] | "\(.key): \(.value)"' <file>.json
``` ```
@@ -489,22 +421,22 @@ jq -r '.<field> | to_entries[] | "\(.key): \(.value)"' <file>.json
--- ---
#### 🚀 Level 2: 组合与转换 (~20K tokens) #### 🚀 Level 2: Combine & Transform (~20K tokens)
```bash ```bash
# 模糊搜索 | Pattern search # Pattern search
jq '.<field> | keys[] | select(. | contains("<pattern>"))' <file>.json jq '.<field> | keys[] | select(. | contains("<pattern>"))' <file>.json
# 正则匹配 | Regex match # Regex match
jq -r '.<field> | to_entries[] | select(.key | test("<regex>"; "i"))' <file>.json jq -r '.<field> | to_entries[] | select(.key | test("<regex>"; "i"))' <file>.json
# 多文件合并 | Multi-file query # Multi-file query
jq '.' file1.json && jq '.' file2.json jq '.' file1.json && jq '.' file2.json
# 嵌套提取 | Nested extraction # Nested extraction
jq '.<field>["<name>"].<nested_field>' <file>.json jq '.<field>["<name>"].<nested_field>' <file>.json
# 预览服务 | Preview server # Preview server
cd .workflow/reference_style/{package_name} && python -m http.server 8080 cd .workflow/reference_style/{package_name} && python -m http.server 8080
``` ```
@@ -512,7 +444,7 @@ cd .workflow/reference_style/{package_name} && python -m http.server 8080
--- ---
### 常用查询速查表 (Common Query Cheatsheet) ### Common Query Cheatsheet
| Task | Pattern | | Task | Pattern |
|------|---------| |------|---------|
@@ -554,8 +486,8 @@ bash(test -f .claude/skills/style-${package_name}/SKILL.md && echo "success" ||
```json ```json
[ [
{"content": "Validate style reference package", "status": "completed", "activeForm": "Validating package"}, {"content": "Validate style reference package", "status": "completed", "activeForm": "Validating package"},
{"content": "Read package data and extract design references", "status": "completed", "activeForm": "Reading package data"}, {"content": "Read package data", "status": "completed", "activeForm": "Reading package data"},
{"content": "Generate SKILL.md with progressive loading", "status": "completed", "activeForm": "Generating SKILL.md"} {"content": "Generate SKILL.md with design references", "status": "completed", "activeForm": "Generating SKILL.md"}
] ]
``` ```
@@ -598,10 +530,10 @@ SKILL Location: .claude/skills/style-{package_name}/SKILL.md
- Animation: {count ANIMATION_DURATIONS} durations, {count EASING_FUNCTIONS} easing functions - Animation: {count ANIMATION_DURATIONS} durations, {count EASING_FUNCTIONS} easing functions
} }
⚡ 快速索引 (Quick Index): ⚡ Quick Index:
- Level 0: 基础查询 (~5K) - View structure, extract categories - Level 0: Basic Queries (~5K) - View structure, extract categories
- Level 1: 筛选与提取 (~12K) - Filter universal components, format output - Level 1: Filter & Extract (~12K) - Filter universal components, format output
- Level 2: 组合与转换 (~20K) - Search patterns, combine queries, preview - Level 2: Combine & Transform (~20K) - Search patterns, combine queries, preview
💡 Quick Start: 💡 Quick Start:
```bash ```bash
@@ -667,27 +599,24 @@ See SKILL.md for detailed commands and usage examples.
- Trigger keywords (reusable UI components, design tokens, layout patterns, visual consistency) - Trigger keywords (reusable UI components, design tokens, layout patterns, visual consistency)
- Action verbs (working with, analyzing, implementing) - Action verbs (working with, analyzing, implementing)
### Primary Design References Extraction ### Design Token Display in SKILL.md
**Required Data Extraction** (from design-tokens.json): **No Pre-Extraction Required**: Design token values (colors, typography, spacing, etc.) are NOT extracted in Phase 2. Instead, they are directly accessed from the read file contents during SKILL.md generation in Phase 3.
- Colors: Primary, secondary, accent colors (top 5)
- Typography: Font families for headings and body text
- Spacing Scale: Base spacing values (first 5)
- Border Radius: All radius tokens
- Shadows: Shadow definitions (top 3 elevation levels)
**Component Classification Extraction** (from layout-templates.json): **Display Strategy**:
- Universal Count: Number of components with `component_type: "universal"` - **Colors**: Iterate `DESIGN_TOKENS_DATA.colors` and display all key-value pairs
- Specialized Count: Number of components with `component_type: "specialized"` - **Typography**: Iterate `DESIGN_TOKENS_DATA.typography` and display all key-value pairs
- Universal Component Names: List of universal component names (first 10) - **Spacing**: Iterate `DESIGN_TOKENS_DATA.spacing` and display all key-value pairs
- **Border Radius**: Iterate `DESIGN_TOKENS_DATA.border_radius` and display all key-value pairs
- **Shadows**: Iterate `DESIGN_TOKENS_DATA.shadows` and display all key-value pairs
- **Animations** (if available): Iterate `ANIMATION_TOKENS_DATA.duration` and `ANIMATION_TOKENS_DATA.easing`
**Optional Data Extraction** (from animation-tokens.json if available): **Component Classification** (minimal extraction for description only):
- Animation Durations: All duration tokens - Universal Count: `jq '[.layout_templates[] | select(.component_type == "universal")] | length'`
- Easing Functions: All easing functions - Specialized Count: `jq '[.layout_templates[] | select(.component_type == "specialized")] | length'`
- Universal Component Names: `jq -r '.layout_templates | to_entries[] | select(.value.component_type == "universal") | .key' | head -5`
**Extraction Format**: **Benefit**: Eliminates 10+ separate jq extraction commands in Phase 2, simplifies data flow.
Use `jq` to extract tokens from JSON files. Display key and value only, no verbose usage guidelines.
For component classification, filter by `component_type` field.
### Progressive Loading Structure with Embedded Commands ### Progressive Loading Structure with Embedded Commands
@@ -733,6 +662,7 @@ Regenerate command
## Benefits ## Benefits
- **Simplified Data Flow**: Read complete JSON files once, iterate during generation (eliminates 10+ jq extraction commands)
- **Enhanced Design Understanding**: 5 art principles (hierarchy, consistency, contrast, rhythm, accessibility) provide design context - **Enhanced Design Understanding**: 5 art principles (hierarchy, consistency, contrast, rhythm, accessibility) provide design context
- **Cleaner Structure**: Organized into Core Rules + Style Understanding (principles + tokens) + Quick Index - **Cleaner Structure**: Organized into Core Rules + Style Understanding (principles + tokens) + Quick Index
- **No Content Overlap**: Single Core Rules section + focused Design Principles section - **No Content Overlap**: Single Core Rules section + focused Design Principles section
@@ -754,17 +684,14 @@ style-skill-memory (Optimized)
│ ├─ Check package exists in .workflow/reference_style/ │ ├─ Check package exists in .workflow/reference_style/
│ └─ Check if SKILL already exists (skip if exists and no --regenerate) │ └─ Check if SKILL already exists (skip if exists and no --regenerate)
│ │
├─ Phase 2: Read Package Data & Extract Primary References ├─ Phase 2: Read Package Data
│ ├─ Count components from layout-templates.json │ ├─ Read design-tokens.json (complete content)
│ ├─ Extract universal/specialized counts (component_type filtering) │ ├─ Read layout-templates.json (complete content)
│ ├─ Extract universal component names (first 10) │ ├─ Read animation-tokens.json (if exists, complete content)
│ ├─ Extract primary colors (top 5, key:value only) │ └─ Extract minimal metadata for description:
│ ├─ Extract typography (font families, key:value only) │ ├─ Component count
│ ├─ Extract spacing scale (first 5, key:value only) │ ├─ Universal/specialized counts
│ ├─ Extract border radius tokens (all, key:value only) │ └─ Universal component names (first 5)
│ ├─ Extract shadow definitions (top 3, key:value only)
│ ├─ Extract animation tokens (if available, key:value only)
│ └─ Count total files in package
│ │
└─ Phase 3: Generate Optimized SKILL.md └─ Phase 3: Generate Optimized SKILL.md
├─ Create SKILL directory ├─ Create SKILL directory
@@ -785,26 +712,29 @@ style-skill-memory (Optimized)
└─ Display concise completion message └─ Display concise completion message
Data Flow: Data Flow:
design-tokens.json → jq extraction → PRIMARY_COLORS, TYPOGRAPHY_FONTS, Read Files:
SPACING_SCALE, BORDER_RADIUS, SHADOWS design-tokens.json → DESIGN_TOKENS_DATA (complete)
(values only, no guidelines) layout-templates.json → LAYOUT_TEMPLATES_DATA (complete)
animation-tokens.json → jq extraction → ANIMATION_DURATIONS, EASING_FUNCTIONS animation-tokens.json → ANIMATION_TOKENS_DATA (if available, complete)
(if available)
layout-templates.json → jq extraction → COMPONENT_COUNT, UNIVERSAL_COUNT,
SPECIALIZED_COUNT, UNIVERSAL_COMPONENTS
→ component_type filtering → Universal vs Specialized
Extracted data → SKILL.md generation → Package Overview Minimal Extraction (for description only):
→ Core Rules (consolidated warnings) layout-templates.json → jq → COMPONENT_COUNT, UNIVERSAL_COUNT,
→ Design Principles (static art rules) SPECIALIZED_COUNT, UNIVERSAL_COMPONENTS (first 5)
→ Design Token Values (extracted data)
→ Quick Index (JSON fields + jq guide + cheatsheet) SKILL.md Generation:
→ Concise completion message Read file contents → Direct iteration during Write → Package Overview
→ Core Rules
→ Design Principles (static)
→ Design Token Values (iterate DESIGN_TOKENS_DATA)
→ Quick Index
→ Completion message
Optimization Impact: Optimization Impact:
✅ Simplified Phase 2 (Read files once instead of 10+ jq extractions)
✅ Cleaner structure with art principles (~250 → ~280 lines with design rules) ✅ Cleaner structure with art principles (~250 → ~280 lines with design rules)
✅ Zero content overlap (1 Core Rules + 1 Design Principles section) ✅ Zero content overlap (1 Core Rules + 1 Design Principles section)
✅ Enhanced understanding (5 art rules for design context) ✅ Enhanced understanding (5 art rules for design context)
✅ Direct iteration (generate SKILL.md from read data, not pre-extracted variables)
✅ Embedded commands (no external script dependencies) ✅ Embedded commands (no external script dependencies)
✅ Package-specific queries (exact paths in jq commands) ✅ Package-specific queries (exact paths in jq commands)
✅ Self-contained loading (all logic in SKILL.md) ✅ Self-contained loading (all logic in SKILL.md)