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+# Batch Review Template
+
+## Portfolio Summary
+- Skills reviewed:
+- Highest-risk skills:
+- Common issue clusters:
+
+## Priority Backlog
+### P0
+-
+### P1
+-
+### P2
+-
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+# Common Skill Anti-Patterns
+
+Collection of common mistakes and anti-patterns to avoid when creating Claude Skills. Learn from these examples to improve your skills.
+
+## Anti-Pattern 1: Vague Description (F Grade)
+
+### The Problem
+
+```yaml
+---
+name: helper-skill
+description: Use this skill to help with various tasks and provide useful
+assistance for users.
+version: 1.0.0
+---
+```
+
+**Why this fails:**
+- ❌ No specific trigger phrases
+- ❌ Second person ("Use this skill")
+- ❌ Vague and generic
+- ❌ No clue what it actually does
+- ❌ Users will never discover it
+
+### Score Impact
+
+| Dimension | Score | Why |
+|-----------|-------|-----|
+| Description Quality | 0/100 | No triggers, second person, vague |
+| Overall | F | Cannot even get started |
+
+### The Fix
+
+```yaml
+---
+name: api-contract-manager
+description: This skill should be used when the user asks to "validate API
+contract", "check API compatibility", "version API schema", or "detect
+breaking changes". Manages API contracts through validation, versioning,
+and compatibility checking for OpenAPI 3.0 specifications.
+version: 1.0.0
+---
+```
+
+**Improvement:** 0/100 → 90/100 in description quality
+
+---
+
+## Anti-Pattern 2: Second Person Throughout (D Grade)
+
+### The Problem
+
+```markdown
+# My Skill
+
+## Overview
+You should use this skill when you need to process data files.
+
+## How to Use
+First, you need to select your input file. You can choose from CSV,
+JSON, or XML formats. Then you should configure the processing options.
+
+## Configuration
+You can set the following options:
+- You must specify the output format
+- You should choose a delimiter
+- You need to define the schema
+```
+
+**Why this fails:**
+- ❌ "You should", "you need", "you can" throughout
+- ❌ Not imperative form
+- ❌ Conversational rather than instructional
+- ❌ Unprofessional tone
+
+### Score Impact
+
+| Dimension | Score | Why |
+|-----------|-------|-----|
+| Writing Style | 5/100 | Over 20 instances of "you" |
+| Overall | D | Major style issue |
+
+### The Fix
+
+```markdown
+# Data File Processor
+
+## Overview
+Process data files in CSV, JSON, or XML formats with configurable
+schemas and output options.
+
+## Usage
+Select the input file. Configure processing options. Specify output
+format and delimiter.
+
+## Configuration
+Set the following options:
+- Output format (required)
+- Field delimiter
+- Data schema
+```
+
+**Improvement:** 5/100 → 85/100 in writing style
+
+---
+
+## Anti-Pattern 3: Everything in One File (C Grade)
+
+### The Problem
+
+```
+my-skill/
+└── SKILL.md (12,000 words)
+```
+
+**SKILL.md contains:**
+- Overview
+- Detailed API documentation (3,000 words)
+- 20 complete code examples (5,000 words)
+- Troubleshooting guide (2,000 words)
+- FAQ (1,000 words)
+- Changelog (1,000 words)
+
+**Why this is problematic:**
+- ❌ SKILL.md is 12,000 words (should be <5,000)
+- ❌ Detailed content always loaded
+- ❌ Wastes tokens on rarely-used content
+- ❌ Difficult to navigate
+- ❌ Violates progressive disclosure
+
+### Score Impact
+
+| Dimension | Score | Why |
+|-----------|-------|-----|
+| Content Organization | 10/100 | No progressive disclosure |
+| Overall | C | Major organizational issue |
+
+### The Fix
+
+```
+my-skill/
+├── SKILL.md (1,800 words)
+├── references/
+│ ├── api-reference.md (3,000 words)
+│ ├── troubleshooting.md (2,000 words)
+│ └── faq.md (1,000 words)
+└── examples/
+ ├── basic-usage.md (1,000 words)
+ ├── advanced-usage.md (2,000 words)
+ └── edge-cases.md (2,000 words)
+```
+
+**SKILL.md now contains:**
+- Overview
+- Quick start
+- Basic operations
+- Links to detailed references
+
+**Improvement:** 10/100 → 85/100 in content organization
+
+---
+
+## Anti-Pattern 4: Missing Required Fields (F Grade)
+
+### The Problem
+
+```yaml
+---
+name: my-skill
+# Missing description!
+version: 1.0.0
+author: Someone
+tags: [utility, helper]
+---
+```
+
+**Why this fails:**
+- ❌ Missing required `description` field
+- ❌ Skill will never trigger
+- ❌ Has unnecessary fields (author, tags)
+- ❌ Cannot be discovered
+
+### Score Impact
+
+| Dimension | Score | Why |
+|-----------|-------|-----|
+| Structural Integrity | 0/100 | Missing required field |
+| Description Quality | 0/100 | No description to evaluate |
+| Overall | F | Fundamentally broken |
+
+### The Fix
+
+```yaml
+---
+name: data-validator
+description: This skill should be used when the user asks to "validate data",
+"check data format", "verify data schema", or "sanitize input". Validate and
+sanitize data files against JSON schemas with support for custom validation
+rules.
+version: 1.0.0
+---
+```
+
+**Improvement:** F → B- (80) overall
+
+---
+
+## Anti-Pattern 5: Broken References (D Grade)
+
+### The Problem
+
+**SKILL.md says:**
+```markdown
+## Additional Resources
+
+See `references/api-guide.md` for complete API documentation.
+Check `examples/complete-example.py` for a working example.
+```
+
+**Actual directory structure:**
+```
+my-skill/
+├── SKILL.md
+├── references/
+│ └── setup-guide.md # No api-guide.md!
+└── examples/
+ └── basic-example.py # No complete-example.py!
+```
+
+**Why this fails:**
+- ❌ Referenced files don't exist
+- ❌ Users get errors when trying to follow references
+- ❌ Incomplete skill structure
+
+### Score Impact
+
+| Dimension | Score | Why |
+|-----------|-------|-----|
+| Structural Integrity | 15/100 | Multiple broken references |
+| Overall | D | Structural issues |
+
+### The Fix
+
+Option 1: Create the referenced files
+```
+my-skill/
+├── SKILL.md
+├── references/
+│ ├── api-guide.md # Created!
+│ └── setup-guide.md
+└── examples/
+ ├── complete-example.py # Created!
+ └── basic-example.py
+```
+
+Option 2: Update SKILL.md to match actual files
+```markdown
+## Additional Resources
+
+See `references/setup-guide.md` for setup instructions.
+Check `examples/basic-example.py` for a working example.
+```
+
+**Improvement:** 15/100 → 90/100 in structural integrity
+
+---
+
+## Anti-Pattern 6: Inconsistent Style (C Grade)
+
+### The Problem
+
+```markdown
+## Workflow
+
+### Step 1: Prepare
+First you should create the directory structure.
+
+### Step 2: Configure
+Configure the settings file. You need to specify the endpoint.
+
+### Step 3: Deploy
+Deploy the application. Check the logs to verify.
+```
+
+**Why this fails:**
+- ❌ Mixes imperative ("Configure", "Deploy") with second person ("you should")
+- ❌ Inconsistent throughout
+- ❌ Confusing to read
+
+### Score Impact
+
+| Dimension | Score | Why |
+|-----------|-------|-----|
+| Writing Style | 30/100 | Inconsistent style |
+| Overall | C | Style issues |
+
+### The Fix
+
+```markdown
+## Workflow
+
+### Step 1: Prepare
+Create the directory structure.
+
+### Step 2: Configure
+Specify the endpoint in the settings file.
+
+### Step 3: Deploy
+Deploy the application. Verify by checking the logs.
+```
+
+**Improvement:** 30/100 → 85/100 in writing style
+
+---
+
+## Anti-Pattern 7: Overly Long Description (B Grade)
+
+### The Problem
+
+```yaml
+---
+name: file-processor
+description: This skill should be used when the user asks to "process files",
+"convert file formats", "validate file structure", "check file integrity",
+"transform file data", "merge multiple files", "split large files", "compress
+file size", "encrypt file contents", "decrypt file contents", "archive files",
+"extract archives", "generate file checksums", "verify file signatures", or
+"optimize file storage". This comprehensive file processing utility supports
+over 50 different file formats including PDF, DOCX, XLSX, CSV, JSON, XML,
+HTML, TXT, and many more. It provides advanced features like batch processing,
+parallel execution, error recovery, automatic backup creation, detailed logging,
+progress tracking, and notification support. Ideal for data migration tasks,
+content management workflows, archival operations, and file system maintenance.
+version: 1.0.0
+---
+```
+
+**Why this is problematic:**
+- ❌ 900+ characters (way too long)
+- ❌ Lists too many trigger phrases (dilutes effectiveness)
+- ❌ Becomes unreadable
+- ❌ Loses focus
+
+### Score Impact
+
+| Dimension | Score | Why |
+|-----------|-------|-----|
+| Description Quality | 15/100 | Too long, unfocused |
+| Overall | B | Description issue |
+
+### The Fix
+
+```yaml
+---
+name: file-processor
+description: This skill should be used when the user asks to "process files",
+"convert file formats", "validate file structure", "merge files", or
+"compress files". Supports common formats (PDF, DOCX, CSV, JSON) with
+batch processing and error recovery.
+version: 1.0.0
+---
+```
+
+**Improvement:** 15/100 → 85/100 in description quality
+
+---
+
+## Anti-Pattern 8: No Examples (C Grade)
+
+### The Problem
+
+```
+my-skill/
+├── SKILL.md (2,000 words of theory)
+└── references/
+ └── detailed-guide.md (3,000 words more theory)
+```
+
+**SKILL.md describes concepts but never shows:**
+- How to actually use the skill
+- What input looks like
+- What output looks like
+- Concrete usage patterns
+
+**Why this fails:**
+- ❌ Users can't visualize usage
+- ❌ No working code to copy
+- ❌ Theory without practice
+
+### Score Impact
+
+| Dimension | Score | Why |
+|-----------|-------|-----|
+| Structural Integrity | 50/100 | No examples despite theory |
+| Overall | C | Missing practical component |
+
+### The Fix
+
+```
+my-skill/
+├── SKILL.md (2,000 words)
+├── references/
+│ └── detailed-guide.md
+└── examples/
+ ├── basic-usage.sh (working example)
+ ├── advanced-usage.sh (working example)
+ └── input-output-examples.md (before/after)
+```
+
+**Improvement:** 50/100 → 85/100 in structural integrity
+
+---
+
+## Anti-Pattern 9: Subjective Language (D Grade)
+
+### The Problem
+
+```markdown
+## Overview
+
+This is a really great skill that I think you'll find super useful.
+It's awesome for handling difficult tasks. The best part is how
+easy it is to use - you'll love it!
+
+## Features
+
+- Amazing performance
+- Incredible flexibility
+- Fantastic user experience
+```
+
+**Why this fails:**
+- ❌ Highly subjective ("really great", "super useful")
+- ❌ Marketing language, not instructional
+- ❌ First person ("I think")
+- ❌ Unprofessional tone
+- ❌ No concrete information
+
+### Score Impact
+
+| Dimension | Score | Why |
+|-----------|-------|-----|
+| Writing Style | 20/100 | Subjective, unprofessional |
+| Overall | D | Style issues |
+
+### The Fix
+
+```markdown
+## Overview
+
+Handle complex data processing tasks with configurable validation
+and error recovery. Supports CSV, JSON, and XML formats with
+batch processing capabilities.
+
+## Features
+
+- Processes 10,000+ records per second
+- Configurable validation rules
+- Automatic error recovery
+- Detailed logging
+```
+
+**Improvement:** 20/100 → 80/100 in writing style
+
+---
+
+## Anti-Pattern 10: Invalid YAML (F Grade)
+
+### The Problem
+
+```yaml
+---
+name: my-skill
+description: This skill should be used when the user asks to "validate data"
+or "check schemas". It's designed for: data validation, schema checking, and
+format verification.
+version: 1.0.0
+---
+```
+
+**Error:** Colon after "for" creates invalid YAML syntax
+
+**Why this fails:**
+- ❌ YAML cannot be parsed
+- ❌ Skill fails to load
+- ❌ Completely non-functional
+
+### Score Impact
+
+| Dimension | Score | Why |
+|-----------|-------|-----|
+| Structural Integrity | 0/100 | Invalid YAML |
+| Overall | F | Cannot load |
+
+### The Fix
+
+```yaml
+---
+name: data-validator
+description: This skill should be used when the user asks to "validate data",
+"check schemas", or "verify formats". Performs data validation, schema
+checking, and format verification.
+version: 1.0.0
+---
+```
+
+**Improvement:** F → B (83) overall
+
+---
+
+## Quick Anti-Pattern Checklist
+
+### Description Quality
+- [ ] Not vague like "helps with tasks"
+- [ ] Has 3-5 specific trigger phrases
+- [ ] Uses third person, not second person
+- [ ] Is 100-300 characters long
+- [ ] Mentions concrete use cases
+
+### Content Organization
+- [ ] SKILL.md under 5,000 words
+- [ ] Detailed content in references/
+- [ ] Examples in examples/ directory
+- [ ] Progressive disclosure followed
+
+### Writing Style
+- [ ] No "you", "your", "you're" in body
+- [ ] Uses imperative verbs (Create, Check, Run)
+- [ ] Objective and factual
+- [ ] No marketing language
+
+### Structural Integrity
+- [ ] YAML has name and description
+- [ ] All referenced files exist
+- [ ] Examples are complete
+- [ ] Scripts are executable
+
+---
+
+## Learn From Mistakes
+
+Each anti-pattern above represents real issues found in actual skills. Avoid these common mistakes:
+
+1. **Vague descriptions** → Be specific with trigger phrases
+2. **Second person** → Use imperative form
+3. **No progressive disclosure** → Move details to references/
+4. **Missing fields** → Include name and description
+5. **Broken references** → Verify all files exist
+6. **Inconsistent style** → Stick to imperative form
+7. **Too long description** → Keep under 300 characters
+8. **No examples** → Include working code
+9. **Subjective language** → Be factual and objective
+10. **Invalid YAML** → Validate YAML syntax
+
+Use `examples-good.md` as a reference for what to do right.
diff --git a/.agents/skills/skill-quality-reviewer/references/examples-good.md b/.agents/skills/skill-quality-reviewer/references/examples-good.md
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+# Exemplary Skill Examples
+
+Collection of high-quality skill examples demonstrating best practices across all quality dimensions. Study these when creating or improving skills.
+
+## Example 1: hook-development (A+ Grade)
+
+An exemplary skill demonstrating excellent description quality, progressive disclosure, and writing style.
+
+### Frontmatter (Description Quality)
+
+```yaml
+---
+name: hook-development
+description: This skill should be used when the user asks to "create a hook",
+"add a PreToolUse hook", "validate tool use", "implement prompt-based hooks",
+"use ${CLAUDE_PLUGIN_ROOT}", "set up event-driven automation", "block dangerous
+commands", or mentions hook events (PreToolUse, PostToolUse, Stop, SubagentStop,
+SessionStart, SessionEnd, UserPromptSubmit, PreCompact, Notification). Provides
+comprehensive guidance for creating and implementing Claude Code plugin hooks
+with focus on advanced prompt-based hooks API.
+version: 0.1.0
+---
+```
+
+**Why this is excellent:**
+- ✅ 8+ specific trigger phrases covering diverse scenarios
+- ✅ Third-person format throughout
+- ✅ Includes specific hook events for precision
+- ✅ Mentions key concepts (prompt-based hooks API)
+- ✅ Length is appropriate (~400 characters, acceptable for complex skill)
+
+### Progressive Disclosure (Content Organization)
+
+**SKILL.md structure:**
+- Overview (50 words)
+- Core concepts (200 words)
+- Hook events reference (300 words)
+- Development workflow (500 words)
+- Best practices (400 words)
+- **Total: ~1,650 words** - excellent length
+
+**References/ directory:**
+```
+references/
+├── prompt-based-hooks.md (800 words) - Detailed guide
+├── hook-patterns.md (1,200 words) - Common patterns
+└── migration-guide.md (900 words) - Migration info
+```
+
+**Why this is excellent:**
+- ✅ SKILL.md is concise and focused
+- ✅ Detailed content moved to 3 reference files
+- ✅ Clear progressive disclosure
+- ✅ Each reference file has specific purpose
+
+### Writing Style (Imperative Form)
+
+**Example from SKILL.md:**
+```markdown
+## Hook Development Workflow
+
+### Step 1: Define the Hook Event
+Identify which event the hook should trigger on. Review available events
+in the Hook Events Reference section.
+
+### Step 2: Create hooks.json
+Create a hooks.json file in the plugin's .claude-plugin/ directory.
+Specify the event type and command to execute.
+
+### Step 3: Implement the Hook Script
+Write the hook script. Ensure it is executable. Follow the prompt-based
+hooks API for complex hooks.
+
+### Step 4: Test the Hook
+Test the hook locally. Verify it triggers on the correct event.
+Check output and error handling.
+```
+
+**Why this is excellent:**
+- ✅ Every instruction uses imperative form
+- ✅ No "you", "your", "should"
+- ✅ Clear, actionable steps
+- ✅ Consistent style throughout
+
+---
+
+## Example 2: agent-development (A Grade)
+
+Strong skill with good description and organization.
+
+### Frontmatter
+
+```yaml
+---
+name: agent-development
+description: This skill should be used when the user asks to "create an agent",
+"add an agent", "write a subagent", "agent frontmatter", "when to use description",
+"agent examples", "agent tools", "agent colors", "autonomous agent", or needs
+guidance on agent structure, system prompts, triggering conditions, or agent
+development best practices for Claude Code plugins.
+version: 0.1.0
+---
+```
+
+**Strengths:**
+- ✅ Multiple specific trigger phrases
+- ✅ Covers agent creation scenarios
+- ✅ Mentions specific agent attributes
+
+### Directory Structure
+
+```
+agent-development/
+├── SKILL.md (1,438 words)
+├── references/
+│ ├── agent-generation-prompt.md (500 words)
+│ └── agent-anatomy.md (400 words)
+└── examples/
+ ├── task-agent.md (complete example)
+ ├── review-agent.md (complete example)
+ └── interactive-agent.md (complete example)
+```
+
+**Strengths:**
+- ✅ Lean SKILL.md
+- ✅ Focused reference files
+- ✅ Complete working examples
+- ✅ Clear organization
+
+---
+
+## Example 3: mcp-integration (A- Grade)
+
+Comprehensive skill with excellent progressive disclosure.
+
+### Frontmatter
+
+```yaml
+---
+name: mcp-integration
+description: This skill should be used when the user asks to "add MCP server",
+"integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model
+Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT}
+with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides
+comprehensive guidance for integrating Model Context Protocol servers into Claude
+Code plugins for external tool and service integration.
+version: 0.1.0
+---
+```
+
+**Strengths:**
+- ✅ Specific MCP-related trigger phrases
+- ✅ Lists server types for precision
+- ✅ Mentions key configuration elements
+
+### Progressive Disclosure
+
+**SKILL.md**: ~1,800 words (core concepts, basic setup)
+
+**References/**:
+- `mcp-server-types.md` - Detailed server type comparisons
+- `mcp-configuration.md` - Configuration examples
+- `mcp-best-practices.md` - Integration patterns
+- `mcp-troubleshooting.md` - Common issues
+
+**Why this works:**
+- ✅ Main SKILL.md covers essentials
+- ✅ Each reference is 1,000-2,000 words
+- ✅ Loaded only when needed
+- ✅ Clear topic separation
+
+---
+
+## Excellent Description Examples
+
+### Example: API-Contract Skill (Ideal Description)
+
+```yaml
+---
+name: api-contract-manager
+description: This skill should be used when the user asks to "validate API contract",
+"check API compatibility", "version API schema", "detect breaking changes", or
+"ensure API contract compliance". Manages API contracts through validation,
+versioning, and compatibility checking. Use when designing new endpoints or
+ensuring backward compatibility.
+version: 0.1.0
+---
+```
+
+**Analysis:**
+- ✅ 5 specific trigger phrases
+- ✅ Third person throughout
+- ✅ 230 characters (ideal length)
+- ✅ Clear use cases
+- ✅ Mentions when to use (designing, compatibility)
+
+### Example: PDF-Editor Skill (Ideal Description)
+
+```yaml
+---
+name: pdf-editor
+description: This skill should be used when the user asks to "rotate PDF", "merge
+PDF files", "split PDF pages", "compress PDF", or "crop PDF pages". Perform common
+PDF manipulation operations including rotation, merging, splitting, compression,
+and cropping. Works with local PDF files.
+version: 0.1.0
+---
+```
+
+**Analysis:**
+- ✅ 5 specific operations as triggers
+- ✅ Lists all supported operations
+- ✅ Specifies working context (local files)
+- ✅ 180 characters (excellent length)
+
+---
+
+## Excellent Progressive Disclosure Examples
+
+### Example: Frontend-Builder Skill
+
+**SKILL.md** (1,800 words):
+- Overview
+- Quick Start (5 steps)
+- Basic Component Creation
+- Common Operations
+- Reference to detailed guides
+
+**References/**:
+- `react-patterns.md` (2,500 words) - React specific patterns
+- `vue-patterns.md` (2,000 words) - Vue specific patterns
+- `styling-guide.md` (1,800 words) - CSS/styling approaches
+- `deployment.md` (1,500 words) - Build and deploy
+
+**Examples/**:
+- `hello-world-react/` - Complete React example
+- `hello-world-vue/` - Complete Vue example
+- `component-library/` - Reusable components
+
+**Why this works:**
+1. SKILL.md gets users started quickly
+2. Framework-specific details in references/
+3. Complete examples for copy-paste
+4. Progressive: overview → basics → details → examples
+
+---
+
+## Excellent Writing Style Examples
+
+### Example: From Test-Driven Development Skill
+
+```markdown
+## TDD Workflow
+
+### Red: Write a Failing Test
+Start by writing a test that fails. This test defines the desired behavior.
+Run the test to confirm it fails.
+
+### Green: Make the Test Pass
+Write the minimum code to make the test pass. Focus on making it work,
+not making it perfect. Run the test to confirm it passes.
+
+### Refactor: Improve the Code
+Refactor the code while keeping tests green. Improve structure, readability,
+and maintainability. Run tests after each change.
+
+### Repeat
+Continue the cycle for each feature. Write test, make it pass, refactor.
+```
+
+**Analysis:**
+- ✅ Imperative form throughout
+- ✅ Clear, actionable instructions
+- ✅ No second person
+- ✅ Consistent style
+- ✅ Easy to follow
+
+---
+
+## Excellent Reference File Organization
+
+### Example: Git-Workflow Skill References
+
+```
+references/
+├── commit-conventions.md (1,500 words)
+│ ├── Commit message format
+│ ├── Type categories
+│ ├── Scope values
+│ └── Examples by type
+├── branch-strategy.md (1,800 words)
+│ ├── Branch types
+│ ├── Merging policies
+│ ├── Release workflow
+│ └── Hotfix procedures
+└── troubleshooting.md (1,200 words)
+ ├── Common issues
+ ├── Recovery procedures
+ └── Best practices
+```
+
+**Each reference file:**
+- ✅ Focused on single topic
+- ✅ Self-contained
+- ✅ Cross-references others when needed
+- ✅ Loaded only when relevant
+
+---
+
+## Key Takeaways from Excellent Skills
+
+### 1. Description Quality
+
+**Good descriptions:**
+- Have 5+ specific trigger phrases
+- Use third person consistently
+- Are 100-300 characters long
+- Include concrete use cases
+
+**Example template:**
+```yaml
+description: This skill should be used when the user asks to "action 1",
+"action 2", "action 3", or "action 4". Brief description of what the skill
+does. When to use it.
+```
+
+### 2. Progressive Disclosure
+
+**Good organization:**
+- SKILL.md: 1,500-2,000 words (core only)
+- references/: 1,500-2,500 words per file (details)
+- examples/: Complete working code
+- scripts/: Utility tools
+
+**Rule of thumb:** If a section exceeds 500 words and covers details,
+consider moving it to references/.
+
+### 3. Writing Style
+
+**Good style:**
+- Use imperative verbs: Create, Validate, Check, Run
+- Avoid: You should, You can, You need to
+- Be objective and factual
+- Keep instructions actionable
+
+### 4. Structural Integrity
+
+**Good structure:**
+```
+skill-name/
+├── SKILL.md (required)
+├── references/ (optional, for details)
+├── examples/ (optional, for working code)
+└── scripts/ (optional, for utilities)
+```
+
+**Validation checklist:**
+- [ ] YAML frontmatter has name and description
+- [ ] All referenced files exist
+- [ ] Examples are complete
+- [ ] Scripts are executable
+
+---
+
+## Study These Skills
+
+For hands-on learning, study these high-quality skills in your environment:
+
+```bash
+# Explore hook-development structure
+ls -la ~/.claude/plugins/cache/*/skills/hook-development/
+
+# Read agent-development SKILL.md
+cat ~/.claude/skills/agent-development/SKILL.md
+
+# Review mcp-integration references
+ls -la ~/.claude/skills/mcp-integration/references/
+```
+
+Each demonstrates different strengths:
+- **hook-development**: Progressive disclosure, utilities
+- **agent-development**: Clean examples, focused content
+- **mcp-integration**: Comprehensive references, clear organization
+
+Use these as templates when creating or improving your own skills.
diff --git a/.agents/skills/skill-quality-reviewer/references/scoring-criteria.md b/.agents/skills/skill-quality-reviewer/references/scoring-criteria.md
new file mode 100644
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+++ b/.agents/skills/skill-quality-reviewer/references/scoring-criteria.md
@@ -0,0 +1,569 @@
+# Skill Quality Scoring Criteria
+
+Detailed evaluation rubrics for each quality dimension assessed by the skill-quality-reviewer.
+
+## 1. Description Quality (25% Weight)
+
+Assesses the effectiveness of the frontmatter description in triggering the skill appropriately.
+
+### Scoring Breakdown
+
+#### Trigger Phrases Clarity (0-25 points)
+
+**25 points (Excellent):**
+- 5+ specific, concrete trigger phrases
+- Phrases cover diverse use cases
+- Each phrase is something a user would naturally say
+- Phrases include both specific tasks and general scenarios
+
+**Example:**
+```yaml
+description: This skill should be used when the user asks to "create a hook",
+"add a PreToolUse hook", "validate tool use", "implement prompt-based hooks",
+"set up event-driven automation", or mentions hook events (PreToolUse, PostToolUse,
+Stop, SubagentStop).
+```
+
+**20 points (Good):**
+- 3-4 specific trigger phrases
+- Good variety of scenarios
+- Most phrases are natural user language
+
+**15 points (Acceptable):**
+- 2-3 trigger phrases
+- Some variety but may miss key scenarios
+- Phrases are reasonably specific
+
+**10 points (Needs Work):**
+- 1-2 trigger phrases
+- Limited variety
+- Some phrases too generic
+
+**5 points (Poor):**
+- Single vague trigger phrase
+- Missing common use cases
+
+**0 points (Fail):**
+- No trigger phrases
+- Trigger phrases are meaningless
+
+---
+
+#### Third-Person Format (0-25 points)
+
+**25 points (Excellent):**
+- Consistently uses "This skill should be used when..."
+- Never uses second person ("you", "your")
+- Professional, objective tone
+
+**20 points (Good):**
+- Generally uses third person
+- Minor inconsistencies but overall correct
+
+**10 points (Needs Work):**
+- Mix of third and second person
+- Inconsistent formatting
+
+**0 points (Fail):**
+- Uses second person ("Use this when you want...")
+- First person references
+
+---
+
+#### Description Length (0-25 points)
+
+**25 points (Excellent):**
+- 150-300 characters
+- Concise yet comprehensive
+- No unnecessary words
+
+**20 points (Good):**
+- 100-150 or 300-400 characters
+- Slightly short or long but acceptable
+
+**15 points (Acceptable):**
+- 80-100 or 400-500 characters
+- Beginning to be too concise or verbose
+
+**10 points (Needs Work):**
+- 50-80 or 500-700 characters
+- Too brief or too verbose
+
+**5 points (Poor):**
+- Under 50 or over 700 characters
+
+**0 points (Fail):**
+- Effectively empty or extremely long
+
+---
+
+#### Specific Scenarios (0-25 points)
+
+**25 points (Excellent):**
+- Multiple concrete scenarios mentioned
+- Clear scope boundaries (when NOT to use)
+- Specific domains or use cases identified
+
+**Example:**
+```yaml
+description: ... Use when designing new API endpoints, validating existing
+contracts, or checking breaking changes. NOT for general API testing or
+documentation generation.
+```
+
+**20 points (Good):**
+- Good scenario coverage
+- Clear use cases
+
+**15 points (Acceptable):**
+- Basic scenario descriptions
+- Could be more specific
+
+**10 points (Needs Work):**
+- Vague scenarios
+- Unclear when to use
+
+**0 points (Fail):**
+- No scenarios mentioned
+- Purely generic description
+
+---
+
+## 2. Content Organization (30% Weight)
+
+Evaluates adherence to progressive disclosure principles and effective content organization.
+
+### Scoring Breakdown
+
+#### Progressive Disclosure (0-30 points)
+
+**30 points (Excellent):**
+- SKILL.md under 2,000 words
+- All detailed content in references/
+- Clear separation of overview and details
+- References/ properly organized with multiple files
+
+**25 points (Good):**
+- SKILL.md 2,000-3,000 words
+- Most detailed content moved to references/
+- Good separation of concerns
+
+**20 points (Acceptable):**
+- SKILL.md 3,000-5,000 words
+- Some detailed content still in SKILL.md
+- References/ used but could be better
+
+**15 points (Needs Work):**
+- SKILL.md 5,000-7,000 words
+- Significant content should be moved
+- Limited use of references/
+
+**10 points (Poor):**
+- SKILL.md over 7,000 words
+- Minimal or no references/ usage
+
+**0 points (Fail):**
+- Everything in one large file
+- No progressive disclosure
+
+---
+
+#### SKILL.md Length Control (0-25 points)
+
+**25 points (Excellent):**
+- 1,500-2,000 words (optimal)
+- Every word serves a purpose
+- No redundancy
+
+**20 points (Good):**
+- 1,000-1,500 or 2,000-3,000 words
+- Generally concise
+
+**15 points (Acceptable):**
+- 800-1,000 or 3,000-4,000 words
+- Some unnecessary content
+
+**10 points (Needs Work):**
+- 500-800 or 4,000-5,000 words
+- Could be significantly trimmed
+
+**5 points (Poor):**
+- Under 500 or over 5,000 words
+- Major length issues
+
+---
+
+#### References/ Usage (0-25 points)
+
+**25 points (Excellent):**
+- 3+ well-organized reference files
+- Clear topics (patterns, advanced, examples, etc.)
+- Properly referenced in SKILL.md
+- Each file has clear purpose
+
+**20 points (Good):**
+- 2-3 reference files
+- Good organization
+- Referenced in SKILL.md
+
+**15 points (Acceptable):**
+- 1-2 reference files
+- Basic organization
+
+**10 points (Needs Work):**
+- Single reference file or poorly organized
+- Not well referenced
+
+**5 points (Poor):**
+- References/ exists but minimal content
+- Not referenced from SKILL.md
+
+**0 points (Fail):**
+- No references/ directory when clearly needed
+
+---
+
+#### Logical Organization (0-20 points)
+
+**20 points (Excellent):**
+- Clear section hierarchy
+- Logical flow from overview to details
+- Easy to navigate
+- Consistent structure
+
+**15 points (Good):**
+- Generally well organized
+- Minor flow issues
+
+**10 points (Acceptable):**
+- Basic organization present
+- Some structural confusion
+
+**5 points (Needs Work):**
+- Poor organization
+- Difficult to follow
+
+**0 points (Fail):**
+- No clear structure
+- Content randomly arranged
+
+---
+
+## 3. Writing Style (20% Weight)
+
+Evaluates adherence to skill writing conventions and style consistency.
+
+### Scoring Breakdown
+
+#### Imperative Form Usage (0-40 points)
+
+**40 points (Excellent):**
+- 95%+ of instructions use imperative form
+- Consistent throughout
+- Natural, readable instructions
+
+**Good examples:**
+```
+Create the skill directory structure.
+Validate the YAML frontmatter.
+Check for required fields.
+Read the SKILL.md file.
+Generate the quality report.
+```
+
+**30 points (Good):**
+- 80-95% imperative form
+- Generally consistent
+- Minor exceptions
+
+**20 points (Acceptable):**
+- 60-80% imperative form
+- Inconsistent usage
+
+**10 points (Needs Work):**
+- 40-60% imperative form
+- Significant inconsistency
+
+**0 points (Fail):**
+- Less than 40% imperative form
+- Mostly descriptive or second-person
+
+---
+
+#### No Second Person (0-30 points)
+
+**30 points (Excellent):**
+- Zero instances of "you", "your", "you're"
+- Clean imperative style throughout
+
+**20 points (Good):**
+- 1-3 minor instances
+- Generally avoids second person
+
+**10 points (Acceptable):**
+- 4-6 instances
+- Some second person creeping in
+
+**5 points (Needs Work):**
+- 7-10 instances
+- Frequent second person
+
+**0 points (Fail):**
+- 10+ instances
+- Heavily uses second person
+
+---
+
+#### Objective Language (0-30 points)
+
+**30 points (Excellent):**
+- Factual, instructional tone
+- No subjective opinions
+- Professional language
+- Clear and direct
+
+**20 points (Good):**
+- Generally objective
+- Minor subjectivity
+
+**15 points (Acceptable):**
+- Mostly objective with some opinion
+- Generally professional
+
+**10 points (Needs Work):**
+- Subjective language present
+- Conversational tone
+
+**0 points (Fail):**
+- Highly subjective
+- Unprofessional or casual tone
+
+---
+
+## 4. Structural Integrity (25% Weight)
+
+Evaluates the physical structure, completeness, and correctness of the skill.
+
+### Scoring Breakdown
+
+#### YAML Frontmatter (0-30 points)
+
+**30 points (Excellent):**
+- All required fields present (name, description)
+- Optional fields used appropriately (version)
+- Valid YAML syntax
+- No prohibited fields
+- Well-formatted
+
+**Example of excellent frontmatter:**
+```yaml
+---
+name: skill-quality-reviewer
+description: This skill should be used when the user asks to "analyze skill quality",
+"evaluate this skill", "review skill quality", or mentions quality review of Claude Skills.
+version: 0.1.0
+---
+```
+
+**25 points (Good):**
+- All required fields present
+- Valid YAML
+- Minor formatting issues
+
+**20 points (Acceptable):**
+- Required fields present
+- Valid YAML
+- Some missing recommended fields
+
+**10 points (Needs Work):**
+- Missing some required fields
+- YAML issues present
+
+**0 points (Fail):**
+- Missing required fields
+- Invalid YAML syntax
+- Cannot parse frontmatter
+
+---
+
+#### Directory Structure (0-30 points)
+
+**30 points (Excellent):**
+- Proper skill structure:
+ ```
+ skill-name/
+ ├── SKILL.md
+ ├── references/
+ ├── examples/
+ └── scripts/
+ ```
+- Each subdirectory has clear purpose
+- No unnecessary files
+- Clean naming conventions
+
+**25 points (Good):**
+- Core structure correct
+- Minor organization issues
+
+**20 points (Acceptable):**
+- Basic structure present
+- Some organizational issues
+
+**10 points (Needs Work):**
+- Missing key directories
+- Poor organization
+
+**0 points (Fail):**
+- No clear structure
+- Chaotic organization
+
+---
+
+#### Resource References (0-40 points)
+
+**40 points (Excellent):**
+- All referenced files exist
+- References are accurate and specific
+- Examples are complete and working
+- Scripts are executable
+- No broken links or references
+
+**Check method:**
+- Read SKILL.md
+- Extract all references to files (e.g., `references/patterns.md`)
+- Verify each file exists
+- Verify examples/ and scripts/ contents
+
+**30 points (Good):**
+- All references exist
+- Minor issues with completeness
+
+**20 points (Acceptable):**
+- Most references valid
+- Some broken or incomplete references
+
+**10 points (Needs Work):**
+- Multiple broken references
+- Incomplete examples
+
+**0 points (Fail):**
+- Many broken references
+- Examples don't work
+- Scripts not executable
+
+---
+
+## Grade Calculation
+
+### Weighted Score Formula
+
+```
+Overall Score = (Description Quality × 0.25) +
+ (Content Organization × 0.30) +
+ (Writing Style × 0.20) +
+ (Structural Integrity × 0.25)
+```
+
+### Letter Grade Mapping
+
+| Score Range | Grade | Quality Level | Certification |
+|-------------|-------|---------------|--------------|
+| 97-100 | A+ | Exemplary | Certified |
+| 93-96 | A | Excellent | Certified |
+| 90-92 | A- | Very Good | Certified |
+| 87-89 | B+ | Good | Certified |
+| 83-86 | B | Above Average | Certified |
+| 80-82 | B- | Solid | Certified |
+| 77-79 | C+ | Acceptable | Review |
+| 73-76 | C | Satisfactory | Review |
+| 70-72 | C- | Minimal | Review |
+| 67-69 | D+ | Below Standard | Reject |
+| 63-66 | D | Poor | Reject |
+| 60-62 | D- | Very Poor | Reject |
+| 0-59 | F | Fail | Reject |
+
+### Certification Thresholds
+
+For "Certified" status (recommended for sharing):
+- Overall score: ≥80/100
+- Description Quality: ≥75/100
+- Content Organization: ≥75/100
+- Writing Style: ≥70/100
+- Structural Integrity: ≥80/100
+
+---
+
+## Quick Reference Scoring Guide
+
+### Description Quality Quick Checks
+
+- [ ] Description has 3-5 specific trigger phrases
+- [ ] Uses third person ("This skill should be used when...")
+- [ ] Length is 100-300 characters
+- [ ] Mentions concrete use cases
+
+### Content Organization Quick Checks
+
+- [ ] SKILL.md under 5,000 words (ideally 1,500-2,000)
+- [ ] Detailed content in references/
+- [ ] Examples in examples/ directory
+- [ ] Scripts in scripts/ directory
+
+### Writing Style Quick Checks
+
+- [ ] Instructions use verbs (Create, Validate, Check)
+- [ ] No "you", "your", "you're" in body
+- [ ] Objective, instructional tone
+- [ ] Consistent style throughout
+
+### Structural Integrity Quick Checks
+
+- [ ] YAML has name and description
+- [ ] All referenced files exist
+- [ ] Examples are complete
+- [ ] Scripts are executable
+
+---
+
+## Common Scenarios
+
+### Scenario 1: New Skill Submission
+
+**Context:** Developer submits a new skill for review.
+
+**Evaluation Focus:**
+- Description quality (is it clear when to use?)
+- Progressive disclosure (is content organized?)
+- Writing style (does it follow conventions?)
+
+**Passing Criteria:** B- (80) or higher overall
+
+---
+
+### Scenario 2: Skill Quality Audit
+
+**Context:** Periodic review of existing skills.
+
+**Evaluation Focus:**
+- All dimensions equally
+- Identify improvement opportunities
+- Track quality over time
+
+**Passing Criteria:** C (73) or higher overall
+
+---
+
+### Scenario 3: Pre-Publication Check
+
+**Context:** Final check before sharing skill publicly.
+
+**Evaluation Focus:**
+- Structural integrity (must be complete)
+- Description quality (must be discoverable)
+- No critical issues
+
+**Passing Criteria:** B (83) or higher overall
+
+---
+
+This scoring criteria document provides the detailed rubrics used by skill-quality-reviewer to evaluate Claude Skills. Use this as a reference when interpreting quality reports or planning improvements.