Prompt Optimizer

User: "improve this prompt: write me a blog post about AI"
User: "prompt for generating product descriptions"
User: "why is my AI giving bad responses"
User: "chain of thought prompt for math problems"
User: "system prompt for customer support bot"
User: "mega prompt for content writing"
User: "save this prompt"
User: "prompt templates"
User: "few shot example for email classification"
User: "optimize: summarize this article"

mkdir -p ~/.openclaw/prompt-optimizer

// ~/.openclaw/prompt-optimizer/settings.json
{
  "default_model": "any",
  "prompts_optimized": 0,
  "templates_used": 0,
  "prompts_saved": 0,
  "streak_days": 0
}

// ~/.openclaw/prompt-optimizer/library.json
[]

// ~/.openclaw/prompt-optimizer/history.json
[]

User: "improve this prompt: write me a blog post about AI"

⚡ PROMPT OPTIMIZED!
━━━━━━━━━━━━━━━━━━

❌ BEFORE (Weak):
"Write me a blog post about AI"

Problems found:
• Too vague — which aspect of AI?
• No audience specified
• No tone or style defined
• No length requirement
• No structure requested

✅ AFTER (Optimized):
"Write a 1,500-word blog post about how small
businesses can use AI tools to save time in 2026.

Target audience: Non-technical business owners
Tone: Conversational, practical, no jargon
Structure:
- Hook opening with a relatable scenario
- 5 specific AI tools with use cases
- Real-world example for each tool
- Cost comparison (free vs paid)
- Actionable next steps

Include a compelling title and meta description
for SEO. End with a clear call-to-action."

━━━━━━━━━━━━━━━━━━
📊 Improvement: +85% clarity
🎯 Techniques used: Specificity, Audience, Structure

💡 "save prompt" — Save to library
   "make it shorter" — Condensed version
   "for Claude" / "for GPT" — Model-specific tweak

User: "why does AI keep giving generic responses"

🔍 PROMPT DIAGNOSIS
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Share your prompt and I'll find the problems.

Common reasons for bad AI responses:

1. 🔴 TOO VAGUE
   Bad: "Write about marketing"
   Fix: "Write 5 Instagram caption ideas for
   a coffee shop targeting college students"

2. 🔴 NO CONTEXT
   Bad: "Summarize this"
   Fix: "Summarize this research paper in 3 bullet
   points for a non-technical executive audience"

3. 🟡 NO FORMAT SPECIFIED
   Bad: "Give me ideas"
   Fix: "List 10 ideas as numbered items, each
   with a one-line description and difficulty rating"

4. 🟡 NO ROLE ASSIGNED
   Bad: "Help me with my resume"
   Fix: "Act as a senior HR recruiter with 10 years
   experience. Review my resume and suggest 5
   specific improvements."

5. 🟢 NO CONSTRAINTS
   Bad: "Write a story"
   Fix: "Write a 500-word sci-fi story set in 2050
   about a robot who learns to cook. Twist ending."

💡 Paste your prompt and I'll diagnose it!

User: "system prompt for customer support bot"

⚡ SYSTEM PROMPT — Customer Support Bot
━━━━━━━━━━━━━━━━━━

"You are a friendly and professional customer support
agent for [Company Name]. Your role is to help
customers resolve their issues quickly and politely.

RULES:
- Always greet the customer warmly
- Ask clarifying questions before solving
- Provide step-by-step solutions
- If you cannot solve the issue, escalate politely
- Never make promises about refunds without approval
- Always end with "Is there anything else I can help
  you with?"

TONE: Warm, professional, patient, empathetic

KNOWLEDGE:
- Products: [list your products]
- Policies: [return policy, shipping times, etc.]
- Common issues: [top 5 issues and solutions]

LIMITATIONS:
- Cannot process payments or refunds directly
- Cannot access customer accounts
- Must escalate billing issues to human agent

RESPONSE FORMAT:
- Keep responses under 100 words
- Use bullet points for multi-step instructions
- Include relevant links when available"

━━━━━━━━━━━━━━━━━━
📊 Sections: Role + Rules + Tone + Knowledge + Limits
💡 "customize for [industry]" — Adapt to your business
   "save prompt" — Save to library

User: "mega prompt for writing marketing copy"

⚡ MEGA PROMPT — Marketing Copy
━━━━━━━━━━━━━━━━━━

"You are an elite marketing copywriter with 15 years
of experience at top agencies. You specialize in
conversion-focused copy that drives action.

TASK: Write marketing copy for [product/service].

CONTEXT:
- Product: [name and brief description]
- Target audience: [demographics + psychographics]
- Goal: [awareness / leads / sales / signups]
- Platform: [website / email / social / ad]
- Competitor: [main competitor to differentiate from]

REQUIREMENTS:
1. Open with a hook that addresses the #1 pain point
2. Use the PAS framework (Problem-Agitate-Solution)
3. Include 3 specific benefits with proof points
4. Add social proof placeholder [testimonial here]
5. End with ONE clear call-to-action
6. Include 3 headline variations (A/B test ready)

CONSTRAINTS:
- Tone: [professional / casual / bold / luxury]
- Length: [50 words for ad / 200 for email / 500 for landing page]
- NO cliches: avoid 'revolutionary', 'game-changing', 'cutting-edge'
- NO superlatives without proof

OUTPUT FORMAT:
Headline: [3 options]
Subheadline: [1 line]
Body: [structured copy]
CTA: [button text + supporting line]
Meta: [SEO title + description if web]"

━━━━━━━━━━━━━━━━━━
📊 Sections: 6 | Techniques: Role + Context + PAS + Constraints
💡 Fill in the [brackets] with your details!

User: "chain of thought prompt for data analysis"

🧠 CHAIN OF THOUGHT PROMPT
━━━━━━━━━━━━━━━━━━

"Analyze the following data step by step.

Think through your analysis as follows:

Step 1 — OBSERVE: What patterns do you see in the
raw data? List 3-5 observations.

Step 2 — QUESTION: What questions do these patterns
raise? List 2-3 questions.

Step 3 — HYPOTHESIZE: Based on observations, what
are possible explanations? Give 2 hypotheses.

Step 4 — ANALYZE: Test each hypothesis against the
data. Show your reasoning.

Step 5 — CONCLUDE: What is the most supported
conclusion? Rate your confidence (low/medium/high).

Step 6 — RECOMMEND: Based on your conclusion, what
are 3 actionable recommendations?

Show ALL your thinking. Do not skip steps. If
uncertain, say so and explain why.

DATA:
[paste your data here]"

━━━━━━━━━━━━━━━━━━
📊 6-step reasoning chain
💡 Works great for: analysis, math, coding, debugging

User: "few shot prompt for email classification"

🎯 FEW-SHOT PROMPT — Email Classification
━━━━━━━━━━━━━━━━━━

"Classify the following email into one of these
categories: [Support], [Sales], [Billing], [Spam],
[General].

Here are examples:

Example 1:
Email: 'My order #4521 hasn't arrived yet, it's
been 10 days.'
Category: [Support]

Example 2:
Email: 'I'd like to upgrade to the premium plan.
What are the options?'
Category: [Sales]

Example 3:
Email: 'I was charged twice for last month.
Please refund the extra payment.'
Category: [Billing]

Example 4:
Email: 'Congratulations! You've won a $1000 gift
card! Click here to claim now!'
Category: [Spam]

Now classify this email:
Email: '[paste email here]'
Category:"

━━━━━━━━━━━━━━━━━━
📊 4 examples | Covers all categories
💡 Add more examples for better accuracy
   3-5 examples is the sweet spot

User: "role prompt for code reviewer"

👤 ROLE PROMPT — Code Reviewer
━━━━━━━━━━━━━━━━━━

"You are a senior software engineer with 12 years of
experience at FAANG companies. You specialize in code
reviews that catch bugs AND improve code quality.

When reviewing code:

1. BUGS: Check for logical errors, edge cases,
   null/undefined handling, off-by-one errors

2. PERFORMANCE: Identify O(n²) loops, unnecessary
   re-renders, memory leaks, N+1 queries

3. READABILITY: Variable naming, function length,
   comments where needed, DRY violations

4. SECURITY: Input validation, injection risks,
   hardcoded secrets, auth checks

5. TESTING: What tests are missing? Edge cases?

For each issue found, provide:
- Line reference
- Severity: [Critical / Warning / Suggestion]
- What's wrong
- How to fix (with code example)

Review this code:
[paste code here]"

━━━━━━━━━━━━━━━━━━
💡 50+ roles available: "role prompt for [anything]"

📋 PROMPT TEMPLATES
━━━━━━━━━━━━━━━━━━

✍️ WRITING:
1. Blog post writer
2. Social media captions
3. Email composer
4. Product descriptions
5. Ad copy generator

💻 CODING:
6. Code reviewer
7. Bug fixer
8. Code explainer
9. Test case generator
10. API documentation writer

📊 ANALYSIS:
11. Data analyzer
12. Research summarizer
13. Comparison maker
14. Decision helper
15. Report generator

🎨 CREATIVE:
16. Story writer
17. Brand name generator
18. Slogan creator
19. Brainstormer
20. Metaphor maker

Type a number to get the full prompt!
Or "template for [task]" for custom

User: "how to get JSON output from AI"

📋 OUTPUT FORMAT TECHNIQUES
━━━━━━━━━━━━━━━━━━

1️⃣ JSON OUTPUT:
Add to your prompt:
"Respond ONLY in valid JSON format.
Use this schema:
{
  'name': string,
  'score': number,
  'tags': string[]
}
No explanation. No markdown. Just JSON."

2️⃣ TABLE OUTPUT:
"Present results as a markdown table with columns:
| Name | Score | Status |"

3️⃣ BULLET LIST:
"List exactly 5 items. Each item should be
one sentence. Use bullet points."

4️⃣ STEP-BY-STEP:
"Provide numbered steps. Each step should start
with an action verb. Maximum 7 steps."

5️⃣ YES/NO + REASON:
"Answer with YES or NO first, then explain
in exactly 2 sentences why."

💡 Always specify format EXPLICITLY in your prompt.
   AI guesses format if you don't tell it.

User: "is my prompt too long?"

📏 PROMPT LENGTH GUIDE
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Paste your prompt and I'll analyze it!

OPTIMAL LENGTHS:
• Quick question: 20-50 words
• Standard task: 50-150 words
• Complex task: 150-400 words
• System prompt: 200-600 words
• Mega prompt: 400-1000 words

⚠️ COMMON MISTAKES:
• Too short = vague results
• Too long = model ignores parts
• Repetitive = wastes tokens

📊 SWEET SPOT: 100-300 words for most tasks.

💡 Paste your prompt: I'll trim or expand it!

User: "prompt tips for Claude"

🤖 CLAUDE-SPECIFIC TIPS
━━━━━━━━━━━━━━━━━━

Claude works best when you:

✅ DO:
• Use XML tags for structure: <context>, <task>
• Give explicit role: "You are a..."
• Use "Think step by step" for reasoning
• Provide examples (few-shot)
• Specify what NOT to do
• Use markdown formatting in prompts

❌ AVOID:
• Very short prompts (Claude likes detail)
• Asking it to pretend to be another AI
• Contradictory instructions
• Asking for real-time data without tools

💡 CLAUDE SPECIAL FEATURES:
• Long context: Can handle 200K tokens
• XML tags: Claude loves structured prompts
• Artifacts: Ask for code/docs as artifacts
• Thinking: "Think through this carefully"

Example optimized for Claude:
"<role>Senior data analyst</role>
<task>Analyze the sales data below and provide:
1. Top 3 trends
2. One concern
3. Recommended action</task>
<format>Use a table for trends.
Bold the recommended action.</format>
<data>[your data]</data>"

User: "debug: my prompt keeps giving wrong format"

🔧 PROMPT DEBUGGER
━━━━━━━━━━━━━━━━━━

Paste your prompt and the bad output.

COMMON FORMAT ISSUES:

1. 🔴 AI ignores your format
   Fix: Put format instructions at the END
   (models pay more attention to last instructions)

2. 🔴 AI adds extra text
   Fix: Add "Output ONLY the [format]. No explanation,
   no preamble, no extra text."

3. 🟡 AI changes your structure
   Fix: Give an EXACT example of desired output

4. 🟡 AI is too verbose
   Fix: Add word/sentence limits
   "Maximum 3 sentences" or "Under 50 words"

5. 🟢 AI misunderstands task
   Fix: Break complex tasks into numbered steps
   and process sequentially

💡 Paste your prompt + bad output for specific fix!