# LLM Prompt Library [![GitHub stars](https://img.shields.io/github/stars/abilzerian/LLM-Prompt-Library?style=for-the-badge)](https://github.com/abilzerian/LLM-Prompt-Library/stargazers) [![GitHub forks](https://img.shields.io/github/forks/abilzerian/LLM-Prompt-Library?style=for-the-badge)](https://github.com/abilzerian/LLM-Prompt-Library/network/members) [![GitHub issues](https://img.shields.io/github/issues/abilzerian/LLM-Prompt-Library?style=for-the-badge)](https://github.com/abilzerian/LLM-Prompt-Library/issues) [![GitHub license](https://img.shields.io/github/license/abilzerian/LLM-Prompt-Library?style=for-the-badge)](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/LICENSE) [![Twitter Follow](https://img.shields.io/twitter/follow/alexbilz?style=for-the-badge)](https://twitter.com/alexbilz) [![Discord](https://img.shields.io/discord/1051259432199266374?style=for-the-badge&logo=discord)](https://discord.gg/chatgpt-prompt-engineering-1051259432199266374)

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

WritingMedicalProgrammingPromptsFinanceMore

## 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](scripts/README.md). *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
Discord Server
For any questions, discussions, or collaborations regarding these prompts, join our [Discord Group](https://discord.gg/chatgpt-prompt-engineering-1051259432199266374). 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 & EditingMedicalProgrammingPrompt GenerationFinanceMiscellaneous
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## Writing & Editing
Total Writing Prompts
Click to expand writing & editing prompts ### Verification - [Accuracy Confirmation](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/verification/Accuracy%20Confirmation.md): Confirm that all factual details provided in the input are accurate, highlighting any inaccuracies using advanced markdown formatting. ### Extraction & Summarization - [Action Items](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/extraction_summarization/Action%20Items.md): Extract actionable items from the provided text, listing them in bullet point format. - [Book Summary](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/extraction_summarization/Book%20Summary.md): Summarize books into concise bullet points. - [Comprehensive Analysis](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/extraction_summarization/Comprehensive%20Analysis.md): Perform an in-depth analysis and summarization of complex content. - [Non-Fiction Analysis](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/extraction_summarization/Non-Fiction%20Analysis.md): Analyze non-fiction content and provide key insights. - [Short Summary](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/extraction_summarization/Short%20Summary.md): Offer a brief summary in a concise format. - [NotesGPT](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/extraction_summarization/NotesGPT.md): Create notes by extracting essential information from the text. - [Poem Analysis](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/extraction_summarization/Poem%20Analysis.md): Analyze poetic content and provide insights and interpretations. ### Editing & Revision - [Preserve Technical Terminology](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/editing_revision/Preserve%20Technical%20Terminology.md): Maintain technical jargon and terminology while refining text. - [Proofread](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/editing_revision/Proofread.md): Identify and correct grammatical errors to improve clarity. - [Rewrite](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/editing_revision/Rewrite.md): Transform the text for enhanced clarity or style. - [Formatting](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/editing_revision/formatting.md): Format text for compatibility with different platforms. ### Educational - [Teach](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/educational/Teach.md): Instruct and educate by providing tests and guidance on a specific subject. - [Thought Stream Transcription](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/educational/Thought%20Stream%20Transcription.md): Transcribe thought processes into organized narratives. ### Style Emulation - [Hemingway](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/writing_editing/style_emulation/hemingway): Write in the distinctive style of Ernest Hemingway.
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## Medical
Total Medical Prompts
Click to expand medical prompts - [Medical-Bot](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/medical/Medical-Bot): Provide medical assistance and answer health-related queries. - [Psychologist](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/medical/psychologist): Engage in simulated psychological sessions using techniques inspired by Charles R. Snyder's theory of hope. - [Cognitive Bias Assessment Tool](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/medical/Cognitive%20Bias%20Assessment%20Tool.md): Analyze text for cognitive biases and manipulation techniques.
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## Programming & Related
Total Programming Prompts
Click to expand programming prompts - [AWS Architect](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/AWS%20Architect.md): Generate AWS architecture diagrams and related code. - [Code_Explainer](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/Code_Explainer.md): Provide plain English explanations for code snippets. - [Copilot](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/Copilot.md): Assist in code completion and suggestions. - [Cursor IDE Prompt](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/cursor_IDE_prompt.md): Follow specific rules for AI within the Cursor IDE. - [Data Conversion Specialist](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/Data_Conversion_Specialist.md): Assist in converting data formats. - [ExcelFormulas](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/ExcelFormulas.md): Generate and troubleshoot Excel formulas. - [HTML](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/HTML.md): Generate HTML code snippets. - [LaTeX Specialist](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/LaTeX_specialist.md): Help with LaTeX typesetting and formatting. - [OnePageWebsite](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/OnePageWebsite.md): Create single-page website templates. - [Python](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/Python.md): Assist with Python coding and troubleshooting. - [PythonBugFixer](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/PythonBugFixer.md): Identify and fix bugs in Python code. - [Scientific Data Visualizer](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/Scientific%20Data%20Visualizer.md): Create visualizations for scientific data. - [UnstructuredText_to_JSON](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/UnstructuredText_to_JSON.md): Convert unstructured text into JSON tables. - [Wolfram](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/Wolfram.md): Integrate with Wolfram for advanced computational queries. - [Commit Messages](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/programming/commit%20messages.md): Generate commit messages for version control systems.
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## Prompt Generation
Total Prompt Generation Tools
Click to expand prompt generation tools - [DALL-E](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/prompt_generation/DALL-E.md): Generate prompts for DALL-E image generation. - [Midjourney](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/prompt_generation/Midjourney.md): Create intermediate prompts for longer tasks. - [Prompt Creator](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/prompt_generation/Prompt%20Creator.md): Craft custom prompts for various applications. - [PromptScript](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/prompt_generation/PromptScript.md): Generate scripts to drive prompt-based workflows. - [PromptScriptEngineer](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/prompt_generation/PromptScriptEngineer.md): Develop detailed script prompts for specific tasks. - [ScriptingTemplate](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/prompt_generation/ScriptingTemplate.md): Provide template scripts for various use cases.
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## Finance
Total Finance Prompts
Click to expand finance prompts - [10-KAnalyzer](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/finance/10-KAnalyzer.md): Analyze 10-K reports with detailed breakdowns. - [Venture Capitalist](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/finance/venturecapitalist.md): Emulate the tone and style of a venture capitalist.
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## Miscellaneous
Total Miscellaneous Prompts
Click to expand miscellaneous prompts - [ChatAGI](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/miscellaneous/ChatAGI.md): Engage in jailbreak or creative tasks using ChatAGI. - [Code Anything Now](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/miscellaneous/Code%20Anything%20Now.md): Generate general-purpose code on demand. - [Custom Instructions](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/miscellaneous/Custom%20Instructions.md): Create tailored instructions for ChatGPT. - [MultiverseGPT](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/miscellaneous/MultiverseGPT.md): Generate diverse scenarios and responses. - [Antikythera](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/miscellaneous/antikythera): Use as a jailbreak prompt. - [Bitmap](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/miscellaneous/bitmap): Generate bitmap images programmatically. - [Graphing](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/miscellaneous/graphing): Create graphs and charts from data. - [TextAdventure](https://github.com/abilzerian/LLM-Prompt-Library/blob/main/prompts/miscellaneous/textadventure): Generate interactive text-based adventure games.
--- ## Stats & Activity
Commit Activity Last Commit
### Additional Resources - **Twitter/X**: [@alexbilz](https://x.com/alexbilz)
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LLM Prompt Library 2025 | Alex Bilzerian