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A playground of highly experimental prompts, tools & scripts for machine intelligence models from Apple, DeepSeek, OpenAI, Anthropic, Meta, Mistral, Google, xAI & others. Created & maintained by Alex Bilzerian.

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abilzerian/LLM-Prompt-Library

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LLM Prompt Library

GitHub stars GitHub forks Issues CI License: MIT Discord Twitter Follow

GPT o3 Claude 3 Opus Llama 3 Gemini

Battle‑tested prompt templates & dev‑scripts for every major LLM.


⚡ Quick peek


✨ Prompt catalogue (live)

Category Prompts Example links
Writing & Editing 15 Accuracy ConfirmationProofread
Programming 15 AWS ArchitectUnstructuredText → JSON
Prompt Generation 7 Prompt CreatorDALL‑E
Medical 3 Cognitive Bias Assessment Tool
Finance 2 10‑K AnalyzerVenture Capitalist
Miscellaneous 8 TextAdventure
Total 50

📖 Full list lives in prompts/INDEX.md — rebuilt on every commit.


🚀 Quick start

git clone https://github.com/abilzerian/LLM-Prompt-Library.git
cd LLM-Prompt-Library

# helper scripts
pip install -r scripts/requirements.txt

# rebuild catalogue & README counts (CI & pre‑commit do this automatically)
python scripts/build_index.py

Need a demo or enterprise implementation? Contact Alex Bilzerian

The library includes several tools to help you work with prompts:

  • 🔍 Prompt Validator - Validates the format and contents of prompt files to ensure they meet our standards.
  • 🔄 Prompt Mixer - Create new prompts by mixing and matching elements from existing prompts.
  • 🔢 Token Counter - Analyze prompt files to count tokens and estimate API costs.
  • 📊 Prompt Analyzer - Evaluate the quality of prompts and get suggestions for improvements.
  • 🔄 Prompt Evolution - Automatically optimize prompts through iterative self-improvement cycles.
  • 💰 Financial Metacognition - Analyze AI interpretations of financial prompts to detect biases and limitations.

📊 Community & stats

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📄 License

Distributed under the MIT License — see the full text in LICENSE.

© 2025 | Maintained by Alex Bilzerian
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