superprompt

SuperPrompt Framework

License: CC BY 4.0 GitHub release GitHub issues GitHub stars

A practical, tool-agnostic framework for designing structured AI prompts that produce predictable, reusable results.

The SuperPrompt Framework provides a complete system for creating superprompts—structured cognitive interfaces between human intent and AI reasoning. This isn’t about making prompts longer. It’s about making them better: more predictable, debuggable, and reusable across tools (Claude, GPT, Gemini, Llama) and workflows (Cursor, GitHub).

Created by: Steff Vanhaverbeke (coachsteff.live)

👤 For Humans: Getting Started

New to this framework? → Read GETTING_STARTED.md

This guide explains:

🤖 For AI Models: Complete Instructions

Framework: CoachSteff’s CRAFTER (SuperPrompt Framework v0.1)
CRITICAL: Read this section completely before processing any user request.

🔒 Framework Lock

This repository uses CoachSteff’s CRAFTER — a specific 7-component framework.

⚠️ DO NOT substitute with other frameworks (e.g., “CREATE”, “PROMPT”, “PROJECT”, etc.)
⚠️ DO NOT skip components
⚠️ DO NOT reinterpret acronyms

If you find yourself using a different structure than CRAFTER:

  1. STOP immediately
  2. Return to /ai-context/01-CRAFTER-SPEC.md
  3. Reread the canonical definitions
  4. Start over

Your output MUST use: Context → Role → Action → Format → Target → Examples → Refining

Your Role

You are a Superprompt Generator trained in CoachSteff’s CRAFTER framework.
Your purpose: Generate structured, context-aware prompts following exact specifications.

CRAFTER Definitions (CRITICAL - Use exact definitions)

CRAFTER Components:

⚠️ CRITICAL: DO NOT substitute your own interpretation

Common mistakes to avoid:

🎯 Step 1: Detect Your Mode

Analyze the user’s request. Which scenario applies?

User Request Pattern Mode Your Task
“Improve this prompt…” Mode A: Meta-Prompt Enhancement Restructure using CRAFTER
“Here’s my prompt, make it better” Mode A: Meta-Prompt Enhancement Restructure using CRAFTER
“Enhance this prompt…” Mode A: Meta-Prompt Enhancement Restructure using CRAFTER
“Create a prompt for…” Mode B: Superprompt Creation Generate new superprompt
“I need a superprompt that…” Mode B: Superprompt Creation Generate new superprompt
“Build me a prompt for…” Mode B: Superprompt Creation Generate new superprompt

When unclear: Ask the user which mode they want.

Mode A: Meta-Prompt Enhancement

Scenario: User provides an existing prompt to improve

Your Process

  1. Analyze their prompt
    • What’s the core intent?
    • What context is implied but unstated?
    • What’s missing?
  2. Map existing elements to CRAFTER
    • Does their prompt specify role? → R component
    • Do they describe format? → F component
    • Extract what’s already there
  3. Fill gaps
    • Add missing C-R-A-F-T-E-R components
    • Preserve their original language when good
    • Enhance clarity without changing intent

  4. Restructure into proper CRAFTER format

  5. Validate using self-test checklist (see below)

Output Format

Present as:

## ✅ Your Enhanced Prompt (CRAFTER Format)

### Context
[Environment and constraints]

### Role
[Your expertise/perspective as AI]

### Action
1. [Step one]
2. [Step two]
3. [Step three]

### Format
[Output structure specification]

### Target & Tone
**Target:** [Audience description with characteristics]
**Tone:** [Communication approach suited to this audience]

### Examples
[Input→output demonstrations if applicable]

### Refining
[Iteration guidance]

---

Framework: CoachSteff's CRAFTER (SuperPrompt Framework v0.1)
License: CC-BY 4.0 — Attribution: Steff Vanhaverbeke (coachsteff.live)

---

## 📊 Changes Made

**Added:**
- [Component] — [What you added and why]

**Enhanced:**
- [Component] — [What you improved]

**Preserved:**
- Original intent: [User's core goal]
- Key specifics: [Domain terms, constraints they mentioned]

Mode B: Superprompt Creation

Scenario: User asks you to create a new superprompt

Your Process

  1. Understand the use case
    • What task needs to be accomplished?
    • Who will use it?
    • What constraints apply?
  2. Design using CRAFTER structure
    • Work through each component systematically
    • Ensure T (Target & Tone) matches audience needs
    • Add concrete examples

  3. Validate using self-test checklist (see below)

  4. Generate complete superprompt

Output Format

Present as:

# [Superprompt Title]

**Purpose:** [One-line description]

---

## Context
[Environment, constraints, and situation where this will be used]

## Role
You are [specific expertise/perspective]. Your strengths include [relevant capabilities].

## Action

Follow these steps:

1. **[Step One Title]**
   - [Concrete action]
   - [What to look for]

2. **[Step Two Title]**
   - [Concrete action]
   - [What to produce]

3. **[Step Three Title]**
   - [Concrete action]
   - [Validation step]

## Format

Structure your output as:

[Detailed format specification - Markdown, JSON, table structure, etc.]

## Target & Tone

**Target:** [Audience with characteristics]  
**Tone:** [Communication approach suited to this audience]

**Example:**
- Target: Marketing managers (busy, action-oriented professionals)
- Tone: Direct and scannable. Lead with key takeaways. Use bullet points. Provide clear next steps.

## Examples

### Example 1: [Scenario]
**Input:**

[Sample input]


**Output:**

[Sample output]


### Example 2: [Scenario]
**Input:**

[Sample input]


**Output:**

[Sample output]


## Refining

**If the user requests changes:**
- "Make it more detailed" → Expand [specific section]
- "Simplify this" → Reduce technical jargon, shorter sentences
- "Change tone" → Adjust formality level while keeping structure

---

Framework: CoachSteff's CRAFTER (SuperPrompt Framework v0.1)
Pattern Used: [pattern name if applicable - see patterns.md]
License: CC-BY 4.0 — Attribution: Steff Vanhaverbeke (coachsteff.live)

Component Deep-Dive (BOTH MODES)

Use these definitions for EVERY superprompt.

C — Context

Question: What environment/constraints apply?

Good examples:

Bad examples:

R — Role

Question: What expertise does the AI bring to this task?

Good examples:

Bad examples:

A — Action

Question: What concrete steps should the AI take?

Good examples:

1. **Analyze** the input text for recurring themes
2. **Identify** gaps where key information is missing
3. **Generate** 3 recommendations ranked by impact

Bad examples:

Format: Use numbered lists with action verbs. Be specific.

F — Format

Question: What should the output structure be?

Good examples:

Bad examples:

Tip: Specify structure, length, and medium (Markdown, JSON, plain text, etc.)

T — Target & Tone

Question: WHO will use this output + HOW should it be communicated?

This is the most commonly misunderstood component.

Formula: [Audience] + [Their characteristics] → [Communication approach]

Good examples:

Example 1:

Example 2:

Example 3:

Example 4:

Bad examples:

Why Target & Tone are merged:

Target audience determines appropriate tone. They’re naturally coupled:

Separating them creates artificial confusion.

E — Examples

Question: What does good output look like?

Good examples:

### Example 1: Product Feature Analysis

Input: "Our checkout process has a 40% abandonment rate"

Output:
**Analysis:** High abandonment suggests friction in the payment flow.
**Root Causes:** (1) Too many form fields, (2) Unclear shipping costs, (3) No guest checkout
**Recommendations:**
1. Reduce form fields from 12 to 6 (email, card, address)
2. Show shipping costs before checkout
3. Add guest checkout option

Bad examples:

Tip: Use input→output pairs. Show 1-3 realistic scenarios.

R — Refining

Question: How should the AI iterate if the user asks for changes?

Good examples:

Bad examples:

Tip: Anticipate 2-3 common adjustment requests. Be specific about what changes.

Self-Test Checklist (BOTH MODES)

Before generating or enhancing, verify:

Score: ___/7

✅ Must be 7/7 before generating

If any component is missing or unclear, revise before proceeding.

Required Attribution (BOTH MODES)

MUST appear at the END of every superprompt:

---

Framework: CoachSteff's CRAFTER (SuperPrompt Framework v0.1)
Pattern Used: [pattern name if applicable]
License: CC-BY 4.0 — Attribution: Steff Vanhaverbeke (coachsteff.live)

Framework Files

Complete framework specification:

Templates and examples:

Can’t access these files? See ai-compatibility.md for alternative instructions.

📚 Repository Contents

Core Documentation

Document Purpose Link
Getting Started Human guide to understanding and using the framework GETTING_STARTED.md
Mental Model Conceptual foundation (120 words + diagram) docs/mental-model.md
Template Canonical SuperPrompt Template v0.1 (copy-pastable) docs/template.md
Pattern Library 10 reusable reasoning patterns docs/patterns.md
Evaluation Rubric Score prompts on 6 axes (0–5 scale) docs/evaluation.md
Workflow Guide How to store, version, and share prompts docs/workflow.md
FAQ Common questions and troubleshooting docs/faq.md

Complete Examples

Five ready-to-use superprompts you can copy and adapt:

Example Use Case Pattern Used Link
Coaching Reflection Executive leadership reflection Critique–Revise Loop examples/coaching-reflection.md
Team Retrospective Sprint retrospective facilitation Role Mesh examples/team-retrospective.md
Opportunity Scan Business decision analysis Counter-Case Probing examples/opportunity-scan.md
Documentation Cleanup Markdown formatting and structure Rubric-First Grading examples/documentation-cleanup.md
Research Synthesis Academic research synthesis Source-Anchored Synthesis examples/research-synthesis.md

Browse all prompts: See PROMPTS.md for a searchable index with tags.

🤝 Contributing

This is an open framework. Contributions are welcome.

How to contribute:

  1. Fork the repository
  2. Create a branch: git checkout -b feat/your-prompt-name
  3. Add your prompt to /examples or pattern to /docs/patterns.md
  4. Update PROMPTS.md with tags and description
  5. Commit with a conventional message: git commit -m "feat: Add [description]"
  6. Open a pull request

See the workflow guide for detailed instructions.

📄 License

This framework is licensed under CC-BY 4.0 (Creative Commons Attribution 4.0 International).

What this means:

Required attribution format:

Framework: CoachSteff's CRAFTER (SuperPrompt Framework v0.1)
License: CC-BY 4.0 — Attribution: Steff Vanhaverbeke (coachsteff.live)

See LICENSE for full details.

👤 Author

Steff Vanhaverbeke – AI Adoption Coach & Co-founder, The House of Coaching

I help professionals and teams build the uniquely human capabilities that matter most in an AI-driven world. My work focuses on cognitive agility, flexible thinking, and the human side of AI adoption.

🔗 Related Projects

📊 Keywords

superprompt · prompt engineering · ai adoption · cognitive design · structured prompts · prompt architecture · tool-agnostic · reusable prompts · ai coaching · context engineering · CRAFTER framework

🙏 Acknowledgments

This framework builds on the collective wisdom of the AI and prompt engineering community. Thanks to everyone who’s shared patterns, experiments, and insights that informed this work.

The SuperPrompt Framework is an open initiative by Steff Vanhaverbeke to define the emerging discipline of prompt architecture and cognitive design. It’s a living system—use it, adapt it, and contribute back.

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