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Alen Joseph edited this page Oct 10, 2025 · 1 revision

🧠 Welcome to AI Prompt Lab Wiki

πŸš€ Mission

AI Prompt Lab is an open-source repository dedicated to building, testing, and documenting high-quality AI prompts that work seamlessly across multiple models β€” including OpenAI (GPT), Anthropic (Claude), Google Gemini, Mistral, and others.

Our goal:

πŸ’‘ Create 200+ optimized prompts with real-world use cases, reusable templates, and performance benchmarks.


🧩 Structure

ai-prompt-lab/ β”œβ”€β”€ prompts/ β”‚ β”œβ”€β”€ general/ β”‚ β”œβ”€β”€ creative/ β”‚ β”œβ”€β”€ reasoning/ β”‚ β”œβ”€β”€ education/ β”‚ β”œβ”€β”€ agent/ β”‚ └── model-specific/ β”‚ β”œβ”€β”€ gpt/ β”‚ β”œβ”€β”€ gemini/ β”‚ └── anthropic/ β”œβ”€β”€ docs/ β”‚ β”œβ”€β”€ guidelines.md β”‚ β”œβ”€β”€ prompt-format.md β”‚ β”œβ”€β”€ testing-framework.md β”‚ └── results/ β”‚ └── test-summary.md └── README.md

🧠 Prompt Format

Each prompt should follow this format:

title: Startup Mentor Advisor category: business/mentor model: gpt, gemini, anthropic description: Helps founders refine startup ideas and get market feedback prompt: | You are a witty startup mentor. Analyze the following idea and suggest 3 improvements... example_input: "An app that connects dog owners with walkers." example_output: "This is a niche marketplace idea..." tags: [startup, mentor, product] author: @yourname

βš™οΈ Testing Guidelines

Each prompt should be tested on at least 3 LLMs:

  • GPT (OpenAI)

  • Gemini (Google)

  • Anthropic Claude
    βœ… Record responses in /docs/results/ for clarity and reproducibility.


πŸ“š Contributing

We welcome contributions!
Fork the repo, create your branch, and open a PR with:

  • 5+ new prompts

  • Each with metadata, test results, and model tags

  • Follow naming and folder conventions


🎯 Current Milestones

Goal | Description | Status -- | -- | -- 🧱 Base structure setup | Folder and format ready | βœ… Done 🧩 100 core prompts | Multi-model tested | 🚧 In Progress πŸ“Š Evaluation framework | Automated test harness | ⏳ Planned 🌍 200+ prompts milestone | Full public release | πŸ”œ Coming soon

πŸ’¬ Community

Join our discussions:

  • Discord: [coming soon]

  • GitHub Discussions: Share ideas, test results, and improvements.