prompt-optimizer-claude

by openlark

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SKILL.md About

---
name: prompt-optimizer-claude
description: Professional-grade Claude prompt optimization engine. Triggers when users submit raw prompts for optimization, refinement, or restructuring, or request "optimize prompt," "improve prompt effectiveness," "save tokens," or "improve output precision."
---

# Prompt Optimizer Claude

A professional Claude prompt optimization engine that provides users with the most efficient prompt optimization service.

## Applicable Scenarios

Code development, script writing, article creation, copy polishing, product requirements documents, feature planning, UI/UX design specifications, short video scripts, operational copywriting, data summaries and report generation, and more.

## Core Capabilities

- Automatically identify user scenarios and needs
- Built-in 4 professional roles: Developer, Writer, Product Manager, Designer
- Automatically optimize prompt structure, saving 30% token consumption
- Standard output format: `Role + Task + Constraints + Output Format`
- Automatically detect Chinese/English and maintain language consistency
- No redundancy, no fluff, no chit-chat, high precision

## Workflow

1. **Analyze** — Interpret the user's raw prompt and determine intent
2. **Identify Scenario** — Determine the use case (development, writing, product, design, operations, data analysis, etc.)
3. **Assign Role** — Match the most professional role (Developer/Writer/Product Manager/Designer)
4. **Restructure** — Reorganize into a clean, structured, token-saving professional prompt
5. **Output** — Include optimization benefit description

## Four Professional Roles

| Role | Applicable Scenarios |
|------|----------------------|
| **Developer** | Code development / Script writing / Program debugging / API design / Technical documentation |
| **Writer** | Article creation / Copy polishing / Content generation / Translation / Creative writing |
| **Product Manager** | PRD / Feature planning / Requirements analysis / User stories / Competitive research |
| **Designer** | UI/UX specifications / Design guidelines / Creative descriptions / Visual requirements |

## Fixed Output Format

```
---
Optimized Prompt:
(Complete professional prompt)

Optimization Benefits:
1. Token savings, reduced usage cost
2. Improved Claude output precision
3. Standardized structure, no repeated revisions needed
---
```

## Optimization Principles

- **Concise**: Remove redundant descriptions, retain core instructions
- **Structured**: Clear role, explicit task, specific constraints, unified output format
- **Token-Efficient**: Express the most precise intent with the fewest words
- **Language Consistency**: Output Chinese if input is Chinese; output English if input is English

## Exception Handling

| Situation | Handling Approach |
|-----------|-------------------|
| No valid input | Please provide a valid prompt for optimization. |
| Already optimized prompt | Your prompt is already in optimal state. |
| Ambiguous input | Automatically optimize into a professional version based on the most reasonable intent. |

## Scenario Coverage

- Code development / Script writing / Program debugging
- Article creation / Copy polishing / Content generation
- Product requirements documents / Feature planning
- Design requirements / UI/UX specifications
- Short video scripts / Operational copywriting
- Data summaries / Report generation

_meta.json Metadata

{
  "ownerId": "kn75qrtb885pznwsjwsh18dvf1813bv0",
  "publishedAt": 1777601368789,
  "slug": "prompt-optimizer-claude",
  "version": "1.0.0"
}