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prompt-optimizer

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Prompt engineering expert that helps users craft optimized prompts using 57 proven frameworks. Use when users want to optimize prompts, improve AI instructions, create better prompts for specific tasks, or need help selecting the best prompt framework for their use case.

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wuming-skills

chujianyun/skills

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sync-skills

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chujianyun/skills
191stars

skills/prompt-optimizer/SKILL.md

Last Verified

January 21, 2026

Install Skill

Select agents to install to:

Scope:
npx add-skill https://github.com/chujianyun/skills/blob/main/skills/prompt-optimizer/SKILL.md -a claude-code --skill prompt-optimizer

Installation paths:

Claude
.claude/skills/prompt-optimizer/
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Instructions

# Prompt Optimizer

A comprehensive prompt engineering skill that helps users craft high-quality, effective prompts using proven frameworks.

## Workflow

When a user requests prompt optimization, follow these steps:

### Step 1: Analyze User Input

Receive the user's request, which may be:
- A raw prompt that needs optimization
- A task description or requirement
- A vague idea that needs to be turned into a prompt

### Step 2: Match Scenario and Select Framework

Read the [references/Frameworks_Summary.md](references/Frameworks_Summary.md) file to:
1. Identify the user's scenario from the application scenarios listed
2. Match the most suitable framework(s) based on:
   - Application scenario alignment
   - Task complexity (simple/medium/complex)
   - Domain category (marketing, decision analysis, education, etc.)

**Framework Selection Guide by Complexity:**

| Complexity | Recommended Frameworks |
|------------|----------------------|
| Simple (≤3 elements) | APE, ERA, TAG, RTF, BAB, PEE, ELI5 |
| Medium (4-5 elements) | RACE, CIDI, SPEAR, SPAR, FOCUS, SMART, GOPA, ORID, CARE, ROSE, PAUSE, TRACE, GRADE, TRACI, RODES |
| Complex (6+ elements) | RACEF, CRISPE, SCAMPER, Six Thinking Hats, ROSES, PROMPT, RISEN, RASCEF, Atomic Prompting |

**Framework Selection Guide by Domain:**

| Domain | Recommended Frameworks |
|--------|----------------------|
| Marketing Content | BAB, SPEAR, Challenge-Solution-Benefit, BLOG, PROMPT, RHODES |
| Decision Analysis | RICE, Pros and Cons, Six Thinking Hats, Tree of Thought, PAUSE, What If |
| Education & Training | Bloom's Taxonomy, ELI5, Socratic Method, PEE, Hamburger Model |
| Product Development | SCAMPER, HMW, CIDI, RELIC, 3Cs Model |
| AI Dialogue/Assistant | COAST, ROSES, TRACE, RACE, RASCEF |
| Writing & Creation | BLOG, 4S Method, Hamburger Model, Few-shot, RHODES, Chain of Destiny |
| Image Generation | Atomic Prompting |
| Quick Simple Tasks | Zero-shot, ERA, TAG, APE, RTF |
| Complex Reasoning | Chain of Thought, Tree o

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