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    willsigmon

    meta-prompt

    willsigmon/meta-prompt
    Productivity
    5
    1 installs

    About

    SKILL.md

    Install

    Install via Skills CLI

    or add to your agent
    • Claude Code
      Claude Code
    • Codex
      Codex
    • OpenClaw
      OpenClaw
    • Cursor
      Cursor
    • Amp
      Amp
    • GitHub Copilot
      GitHub Copilot
    • Gemini CLI
      Gemini CLI
    • Kilo Code
      Kilo Code
    • Junie
      Junie
    • Replit
      Replit
    • Windsurf
      Windsurf
    • Cline
      Cline
    • Continue
      Continue
    • OpenCode
      OpenCode
    • OpenHands
      OpenHands
    • Roo Code
      Roo Code
    • Augment
      Augment
    • Goose
      Goose
    • Trae
      Trae
    • Zencoder
      Zencoder
    • Antigravity
      Antigravity
    ├─
    ├─
    └─

    About

    Generate optimal prompts for complex tasks

    SKILL.md

    Meta Prompt

    Make Claude better at understanding you.

    When to Use

    • Complex task, unclear how to express it
    • Want optimal results, not just good
    • Creating reusable prompts (skills)
    • Teaching Claude new patterns

    Meta Prompt Pattern

    Ask for the Prompt

    "What's the best way to ask you to [task]?"
    
    Claude returns optimal prompt structure.
    Then use that prompt.
    

    Prompt Improvement

    "Here's my prompt: [prompt]
    How can I improve it for better results?"
    
    Claude refines your approach.
    

    Constraint Discovery

    "What constraints would help you [task] better?"
    
    Claude reveals what it needs to know.
    

    Prompt Architecture

    Structure

    1. Context (what you're working on)
    2. Goal (what you want)
    3. Constraints (what to avoid/include)
    4. Format (how to return results)
    5. Examples (if helpful)
    

    Example

    Context: iOS app with SwiftUI
    Goal: Add dark mode toggle to settings
    Constraints:
    - Use existing Theme system
    - Support system preference
    - Persist user choice
    Format: Complete Swift code with comments
    

    Prompt Templates

    Feature Request

    "In [codebase], add [feature].
    Use existing [patterns].
    Follow [conventions].
    Return: [deliverables]"
    

    Bug Investigation

    "[Symptom] is happening.
    Expected: [expected behavior]
    Actual: [actual behavior]
    Find root cause and fix."
    

    Code Review

    "Review [code] for:
    - [Concern 1]
    - [Concern 2]
    - [Concern 3]
    Return issues ranked by severity."
    

    Architecture Decision

    "Need to choose between [A] and [B] for [use case].
    Consider: [factors]
    Recommend with reasoning."
    

    Skill Creation

    From Repeated Prompts

    Notice: Same prompt used 3+ times
    
    "Turn this into a reusable skill:
    [your repeated prompt]"
    
    Claude creates SKILL.md.
    

    Skill Structure

    ---
    name: Skill Name
    description: When to use this
    allowed-tools: [tools]
    model: [model]
    ---
    
    # Skill Name
    
    [The optimized prompt content]
    

    Prompt Debugging

    Not Getting Good Results?

    "My prompt: [prompt]
    I'm getting: [current results]
    I want: [desired results]
    What's wrong with my prompt?"
    

    Too Verbose?

    "Compress this prompt while keeping quality:
    [long prompt]"
    

    Too Vague?

    "Make this more specific:
    [vague prompt]"
    

    Advanced Patterns

    Chain of Thought

    "Think through this step by step:
    1. First, understand [aspect]
    2. Then, identify [aspect]
    3. Finally, implement [solution]"
    

    Few-Shot Learning

    "Here are examples of what I want:
    Input: [A] → Output: [X]
    Input: [B] → Output: [Y]
    
    Now do: Input: [C] → Output: ?"
    

    Role Assignment

    "Act as a [role] reviewing [thing].
    Focus on [concerns] a [role] would have."
    

    Prompt Economics

    Token Efficiency

    Short prompt + clear constraints > Long prompt + vague intent
    

    Reuse

    Good prompt used 100 times = Skill
    Skill invocation = 50 tokens
    Manual prompt = 500 tokens
    
    90% savings.
    

    Quick Commands

    "Best prompt for [task]?"
    "Improve: [prompt]"
    "Compress: [prompt]"
    "Turn into skill: [prompt]"
    

    Use when: Optimizing prompts, creating skills, complex tasks

    Repository
    willsigmon/sigstack
    Files