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https://github.com/abilzerian/LLM-Prompt-Library

Advanced Code and Text Manipulation Prompts for Various LLMs. Suitable for Siri, GPT-4o, Claude, Llama3, Gemini, and other high-performance open-source LLMs.
https://github.com/abilzerian/LLM-Prompt-Library

ai apple-intelligence artificial-intelligence chatbot chatgpt chatgpt-api gpt gpt-3 gpt-4 machine-learning openai prompt prompt-engineering prompt-injection prompt-toolkit prompting prompts python siri text-analysis

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Advanced Code and Text Manipulation Prompts for Various LLMs. Suitable for Siri, GPT-4o, Claude, Llama3, Gemini, and other high-performance open-source LLMs.

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README

        

# LLM Prompt Library
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Deepseek Compatible
GPT Optimized
Claude 3 Opus Ready
Llama3 Enhanced
Gemini Supported


Writing
Medical
Programming
Prompts
Finance
More


## 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 & Editing
Medical
Programming
Prompt Generation
Finance
Miscellaneous

---



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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.

---



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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)



Star History Chart




LLM Prompt Library 2025 | Alex Bilzerian