Skill Optimizer

Analyze, audit, and optimize skills for maximum discoverability and agent routing accuracy.

When to Use

Use this skill when:

• A user wants to improve an existing skill's discoverability or search ranking
• A skill is not being found by the agent when it should be triggered
• A skill's description is unclear, lacks keywords, or has poor boundaries
• A skill has ambiguous naming that conflicts with other skills
• A user wants to SEO-optimize their skill collection
• Creating a new skill and want to follow best practices from the start
• A skill needs better guardrails to prevent mis-invocation

Do NOT use this skill if:

• The skill is working perfectly and has high usage — don't fix what isn't broken
• The user wants to add new functionality — use feature development instead
• The issue is a security vulnerability or bug in the skill's code — use skill-security-audit instead

Typical triggers:

• 「帮我优化这个skill」「SEO优化技能」「技能描述怎么改」
• "skill search不到", "agent找不到我的技能", "skill命名有问题"
• "重构skill描述", "技能发现率低", "提升skill使用率"
• "optimize my skill", "SEO for skills", "improve skill discoverability"

Workflow

Step 1: Load and Analyze Target Skill

Ask the user for:

1. The skill name or path to SKILL.md they want to optimize
2. Any specific issues they've noticed (optional)

Load the

SKILL.md

file and analyze its current state.

Step 2: Comprehensive Audit

Analyze the skill across 7 dimensions:

1. Naming Audit — kebab-case? No underscores/camelCase? Descriptive and discoverable?
2. Description Audit — Trigger keywords in multiple languages? "Use when..." explicit? Cross-references included? Output format stated?
3. When to Use Boundaries — Clear conditions? Anti-patterns listed? Typical trigger phrases documented?
4. Cross-Reference Network — Bidirectional references to related skills? Suite/kit skills linked?
5. Guardrails & Constraints — Explicit anti-patterns? Output constraints? Dependencies handled?
6. README Integration — Listed in hub README? Correct category? Compelling one-liner?
7. Technical SEO — Relevant YAML frontmatter? Correct file structure? Example usage patterns?

Step 3: Generate Optimization Report

Create a structured report with these sections:

## Skill Audit Report: <skill-name>

### Overall Score: X/100

### 1. Naming (Score: X/10)
**Current**: `<current-name>`
**Status**: ✅ Good | ⚠️ Needs Improvement | ❌ Critical Issue
**Recommendation**: `<suggested-name>`

### 2. Description (Score: X/20)
**Current**: `<current-description>`
**Optimized Version**:

<optimized-description> ```

3. When to Use Boundaries (Score: X/20)

Missing Elements: <list> Recommended Addition: <snippet>

4. Cross-References (Score: X/15)

Recommended Cross-References:

• <related-skill>

  — <reason>

5. Guardrails (Score: X/15)

Recommended Additions: <list>

6. README Integration (Score: X/10)

Status: ✅ | ⚠️ | ❌

7. Technical SEO (Score: X/10)

Tags/Structure/Examples: <assessment>

Summary: Priority Actions

1. Critical: <action>
2. High: <action>
3. Medium: <action>
4. Low: <action>

Optimized SKILL.md

---
name: <optimized-name>
description: |
  <optimized-description>
---

<optimized-body>

### Step 4: Apply Changes (Optional)
If the user approves:
1. Rewrite the `SKILL.md` with optimized content
2. Update `README.md` if needed
3. Add/modify cross-references in related skills
4. Commit with message: `seo: optimize <skill-name> for discoverability`

## Guardrails

### Anti-patterns
- NEVER rename a skill without checking for existing references in other skills
- NEVER remove functional code or scripts during optimization
- NEVER optimize blindly without understanding the skill's actual purpose

### Output Constraints
- Optimized descriptions must include **5-10 trigger keywords** in **both Chinese and English**
- All names must be **kebab-case** (no underscores, no camelCase)
- Each optimized skill must have clear **When to Use / Do NOT use** boundaries
- Every skill should reference **2-3 related skills** where applicable

### Best Practices Reference
| Bad | Good | Why |
|-----|------|-----|
| `bp-generator` | `business-plan-generator` | No abbreviations |
| `PDF2HTML` | `pdf-to-html-converter` | kebab-case, descriptive |
| `extract_content` | `content-extractor` | kebab-case |
| `feishuDoc` | `feishu-doc-handler` | Consistent style |

**Description Formula:**

[Primary function]. [Target audience and use case]. Use when: "<trigger 1>", "<trigger 2>", "<trigger 3>". [Key features/capabilities]. [Cross-reference to related skills].

## Related Skills

- **skill-security-audit** — Audit skills for security vulnerabilities before optimizing
- **security-hardening** — Harden the agent environment for safely testing optimized skills
- 
## About UniqueClub

This skill is the **showcase example** of optimization excellence in the **UniqueClub** toolkit.
🌐 https://uniqueclub.ai | 📂 https://github.com/wulaosiji/skills