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AI Prompts Library

A curated collection of professional AI prompts for various use cases, from writing analysis to coaching and strategic thinking. These prompts are designed to work with modern LLMs like GPT-4, Claude, and similar models.

Overview

This repository contains battle-tested prompts developed for real-world applications including:

  • Stylometric analysis and writing replication
  • Professional coaching and skill development
  • Organizational analysis and strategic planning
  • Daily briefings and intelligence gathering
  • Research and fact-checking tools
  • Learning and education systems
  • Workflow optimization and productivity

Repository Structure

.
├── prompts/
│   ├── writing-and-style/          # Writing analysis & style replication
│   ├── coaching-and-training/      # Educational & coaching prompts
│   ├── analysis-and-strategy/      # Business & org analysis
│   ├── workflow-and-productivity/  # Context transfer & process optimization
│   ├── daily-briefings/            # Daily intelligence & information prompts
│   ├── learning-and-education/     # Tutorial & skill-building prompts
│   └── research-and-analysis/      # Fact-checking & discovery tools
├── legacy/                         # Historical prompts & experiments
├── examples/                       # Usage examples & outputs
├── CONTRIBUTING.md                 # Contribution guidelines
├── LICENSE.md                      # MIT License
└── README.md                       # This file

Prompt Categories

Systems & Meta

  • co-strategist-operating-system.md (Power: 10/10) - Foundational OS transforming Claude into co-strategist with archetypes, frameworks, and voice system

Writing & Style

  • WritingAnalyzer.md - Stylometric analysis for voice cloning
  • WritingStyleAnalyzer.md - Style extraction and replication
  • DeepResearchEntityWritingAnalyzer.md - Deep research-focused writing analysis
  • writing-style-analyzer-generator.md (Power: 8/10) - Comprehensive voice analysis and reusable style directive generation
  • anti-cliche-writing-system.md (Power: 8/10) - Detect and fix AI writing clichés across 5 categories

Coaching & Training

  • ai-opportunity-coach-prompt.md - AI opportunity discovery coaching
  • PROMPT-ALCHEMIST-TEACHER.md - Prompt engineering training system
  • Prompt_Trainer.md - Interactive prompt training sessions

Analysis & Strategy

  • OrgSayVSDoGapAnalyzer.md - Organizational alignment analysis
  • synthetic-workforce-inevitability-engine.md - Business opportunity discovery in AI era
  • arbitrage-opportunity-analyst.md (Power: 9/10) - Systematic arbitrage discovery across 8 asymmetry types with ethics-integrated 8-stage methodology
  • competitive-analysis-system.md (Power: 10/10) - 6-framework competitive intelligence with OODA/Wardley/Rumelt/Christensen/Martin/Kagan
  • strategic-frameworks-interpreter.md (Power: 9/10) - Apply OODA, Wardley, Cynefin, Dreyfus, and more to any situation

Workflow & Productivity

Context Export Variants (Choose Based on Needs)

We provide three variants of context export prompts, each optimized for different scenarios:

Variant Best For Length Key Features
Simple Quick handoffs, straightforward projects ~500 words 8 core sections, no setup, instant use
Comprehensive Complex projects, team handoffs ~1000 words 10 sections including concepts, frameworks, onboarding note
Adaptive Variable complexity, sensitive contexts 200-1000 words Interactive mode selection, content filtering

When to use each:

  • Simple: Single user, clear scope, need context transfer now
  • Comprehensive: Multi-session projects, team collaboration, high stakes
  • Adaptive: Uncertain scope, mixed audiences, sensitive information

All variants create self-contained markdown artifacts for seamless conversation handoffs between AI sessions.

Strategic Edition:

  • context-transfer-protocol-strategic.md (Power: 8/10) - Advanced context transfer with decision logs, evolution tagging (G/C/P/K), and receiving agent handshake protocol

Daily Briefings

  • executive-brief-daily.md - Industry headlines, market updates, leadership insights
  • weather-intelligence-immersive.md - Time-aware, vivid weather forecasting

Learning & Education

  • algorithms-tutor-daily.md - Daily CS fundamentals with progressive Q&A
  • prompt-alchemist-trainer-v3.md (Power: 9/10) - Gamified prompt engineering mastery system with 5 levels, XP progression, 8 personas
  • workshop-architect-framework.md (Power: 8/10) - Design transformational learning experiences with psychological safety and Dreyfus progression

Research & Analysis

  • claimify-fact-checker.md - Extract and structure factual claims for verification
  • openai-pdf-hunter.md - Discover new OpenAI system cards and technical docs
  • company-intelligence-analyst.md (Power: 9/10) - Decision-grade company research with evidence hierarchy and confidence taxonomy
  • strategic-research-orchestrator.md (Power: 9/10) - Time-bounded research with quality gates and practitioner focus

How to Use

  1. Browse the categories in the prompts/ directory to find relevant prompts
  2. Read the prompt header (Purpose, Use Cases, Instructions) to understand what it does
  3. Copy the prompt from "The Prompt" section
  4. Customize based on "Customization Notes" if needed
  5. Paste into your LLM of choice (ChatGPT, Claude, etc.)
  6. Review the "Recommended Improvements" section for potential enhancements

Best Practices

  • Read the full prompt file before using to understand its structure and purpose
  • Many prompts include system role definitions - paste these at the start of a new conversation
  • Some prompts use state management or memory systems - follow the internal instructions carefully
  • Experiment with parameters and adapt prompts to your specific needs
  • Check "Differences from Other Variants" sections when multiple versions exist

Prompt Structure

Each prompt file follows a consistent format:

# Prompt Name

## Purpose
[What this prompt does]

## Use Cases
[When and why to use it]

## Instructions
[How to use it]

---

## The Prompt
[The actual prompt to copy/paste]

---

## Recommended Improvements
[Potential enhancements and discussion questions]

Contributing

Contributions are welcome! If you have prompts that have proven valuable in your work:

  1. Fork this repository
  2. Add your prompt to the appropriate category (or propose a new one)
  3. Follow the standard prompt structure (see CONTRIBUTING.md)
  4. Include "Recommended Improvements" section
  5. Submit a pull request

See CONTRIBUTING.md for detailed guidelines.

Quality Standards

All prompts in this repository should:

  • Be production-tested (actually used in real work)
  • Include clear instructions or system role definitions
  • Be well-documented with purpose and use cases
  • Follow the consistent markdown format
  • Include "Recommended Improvements" section
  • Avoid hardcoded personal information

Legacy Content

The legacy/ directory contains historical prompts from earlier ChatGPT experiments. These are preserved for reference but may not work well with modern models.

License

This repository is licensed under the MIT License. See LICENSE.md for details.

You are free to use, modify, and distribute these prompts. Attribution is appreciated but not required.

Author

Lee K Gonzales

Acknowledgments

These prompts represent years of experimentation and real-world application across various domains. Special thanks to the AI research community for inspiration and feedback.

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Last updated: November 2025

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