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jumski

prompt-expander

by jumski

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0🍴 0📅 2026年1月24日
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SKILL.md


name: prompt-expander description: Use when user provides a simple, vague prompt and asks to expand/improve it, or when preparing prompts for another session. Triggers on "expand this prompt", "make this more specific", "improve this prompt", or similar requests.

Prompt Expander

Overview

Transform vague prompts into structured prompts that demand specific, actionable outputs. The goal: eliminate follow-up questions by forcing complete answers upfront.

Core Transformation Pattern

VAGUE INPUT                    STRUCTURED OUTPUT
─────────────────────────────────────────────────────
"Tell me about X"         →    "Analyze X and provide:
                                1. [Specific section]
                                2. [Table with columns]
                                3. [Direct verdict]"

"Should I do X?"          →    "Answer directly: Should I X?
                                If yes: [specific items]
                                If no: [what instead]"

"Help me with X"          →    "Provide:
                                - [Concrete deliverable 1]
                                - [Concrete deliverable 2]
                                - [Decision framework]"

Expansion Checklist

For each vague prompt, apply these transformations:

Vague ElementExpand To
Open questionDirect verdict + reasoning
"Analyze X"Numbered sections with specific asks
Comparison neededTable with explicit columns
Decision to makeBinary answer + action items for each path
"What should I do?"Prioritized list with specific next steps
Context providedRequire extraction of specific data points
"Any tips?"Numbered list with exact count (e.g., "List 5 specific...")

Structure Injection

Always add explicit structure demands:

## Required Output Structure

### 1. SECTION NAME (constraint)
- What exactly to include
- Word/item limits if relevant

### 2. ANALYSIS TABLE
| Column 1 | Column 2 | Column 3 |
|----------|----------|----------|
(Describe what rows should contain)

### 3. VERDICT
Answer directly: [Yes/No question framing]

### 4. DELIVERABLES
- Concrete output 1 (e.g., "Write 2-3 sentences I could use to...")
- Concrete output 2 (e.g., "List 5 questions that...")

Deliverable Types

Force concrete outputs, not just analysis:

  • Scripts/templates: "Write the exact words I should say when..."
  • Checklists: "List items to verify before..."
  • Questions to ask: "List N specific questions that [criteria]"
  • Red flags: "What signals would indicate [negative outcome]?"
  • Decision criteria: "How do I know when to [action]?"

Constraint Injection

Add specificity through constraints:

  • Word limits: "(2-3 sentences max)"
  • Item counts: "List exactly 5..."
  • Format requirements: "Present as a table with columns..."
  • Directness demands: "Answer directly:", "Recommend ONE with reasoning"
  • Scope limits: "Focus only on...", "Do not include..."

Anti-Patterns to Fix

Vague PatternFix
"What do you think about X?""Provide verdict: [specific question]. Support with [evidence type]."
"Any advice?""List [N] specific recommendations, each with [format]."
"Help me understand X""Explain X by answering: 1. [specific Q] 2. [specific Q]..."
"Is this good?""Evaluate against criteria: [list]. Rate each. Provide overall verdict."
No structureAdd "## Required Output Structure" with numbered sections
No deliverablesAdd "## Deliverables" with concrete outputs

Example Transformation

Before:

analyze the dreambase lead and tell me if i should prepare anything for the call

After:

# Interview Prep Analysis

Analyze these files and provide:

## Required Output Structure

### 1. STRATEGIC CONTEXT (2-3 sentences max)
- Who reached out to whom and why?
- What's the power dynamic?

### 2. FIT ANALYSIS TABLE
| Requirement | My Strength | Gap? | How to Frame |
|-------------|-------------|------|--------------|

### 3. PREPARATION VERDICT
Answer directly: Should I prepare extensively, or go natural?
- If prepare: What exactly? (bullet list)
- If natural: What mindset to hold?

### 4. DELIVERABLES
- Write 2-3 sentences for call opening
- List 5 questions to ask them
- List red flags to watch for

Process

  1. Identify the real question - What does user actually need to decide/know?
  2. Break into discrete parts - Each part becomes a numbered section
  3. Add structure demands - Tables, lists, verdicts
  4. Force deliverables - Concrete outputs user can use directly
  5. Add constraints - Limits, counts, directness requirements
  6. Include reference files - If user mentioned files, keep the @ references

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