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My personal prompt library for various LLMs + scripts & tools. Suitable for models from Deepseek, OpenAI, Claude, Meta, Mistral, Google, Grok, and others.

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LLM Prompt Library

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Deepseek Compatible GPT Optimized Claude 3 Opus Ready Llama3 Enhanced Gemini Supported


Overview

Maintained Last Updated

This repository contains a curated collection of prompts designed for various large language models (LLMs) like Deepseek, GPT o3, Claude 3 Opus, Llama3, Gemini, and others. These prompts cover a wide range of applications, from writing & editing to medical assistance, programming, prompt generation, and more.


Tools and Scripts

Click to expand tools and utilities

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.

For detailed usage information and examples, see the scripts README.

Coming Soon:

  • 🖼️ Multimodal Prompt Framework - Create and optimize prompts that combine text, images, audio, and video inputs.
  • 🧠 Adaptive Learning System - Dynamically adjust prompts based on user interaction patterns and performance metrics.
  • 📚 RAG Integration Tools - Enhance prompts with Retrieval-Augmented Generation capabilities for improved knowledge access.
  • 🔮 Meta-Prompting Engine - Generate and refine prompts using LLMs for other LLMs or themselves.

Community Support

For any questions, discussions, or collaborations regarding these prompts, join our Discord Group. The community has approximately 18,000 members including many machine learning and technical specialists who are more than willing to help.

18,000+
Community Members
100+
Prompt Templates

Table of Contents


Writing & Editing

Total Writing Prompts
Click to expand writing & editing prompts

Verification

  • Accuracy Confirmation: Confirm that all factual details provided in the input are accurate, highlighting any inaccuracies using advanced markdown formatting.

Extraction & Summarization

  • Action Items: Extract actionable items from the provided text, listing them in bullet point format.
  • Book Summary: Summarize books into concise bullet points.
  • Comprehensive Analysis: Perform an in-depth analysis and summarization of complex content.
  • Non-Fiction Analysis: Analyze non-fiction content and provide key insights.
  • Short Summary: Offer a brief summary in a concise format.
  • NotesGPT: Create notes by extracting essential information from the text.
  • Poem Analysis: Analyze poetic content and provide insights and interpretations.

Editing & Revision

  • Preserve Technical Terminology: Maintain technical jargon and terminology while refining text.
  • Proofread: Identify and correct grammatical errors to improve clarity.
  • Rewrite: Transform the text for enhanced clarity or style.
  • Formatting: Format text for compatibility with different platforms.

Educational

  • Teach: Instruct and educate by providing tests and guidance on a specific subject.
  • Thought Stream Transcription: Transcribe thought processes into organized narratives.

Style Emulation

  • Hemingway: Write in the distinctive style of Ernest Hemingway.

Medical

Total Medical Prompts
Click to expand medical prompts
  • Medical-Bot: Provide medical assistance and answer health-related queries.
  • Psychologist: Engage in simulated psychological sessions using techniques inspired by Charles R. Snyder's theory of hope.

Programming & Related

Total Programming Prompts
Click to expand programming prompts

Prompt Generation

Total Prompt Generation Tools
Click to expand prompt generation tools

Finance

Total Finance Prompts
Click to expand finance prompts

Miscellaneous

Total Miscellaneous Prompts
Click to expand miscellaneous prompts

Stats & Activity

Additional Resources

Star History Chart

LLM Prompt Library 2025 | Alex Bilzerian