Project Title

prompt-optimizer — AI Prompt Optimization Tool for Enhancing AI Output Quality

Overview

Prompt Optimizer is a powerful AI tool designed to assist in crafting high-quality AI prompts, thereby improving the output quality of AI models. It offers a range of functionalities, including intelligent optimization, dual-mode optimization, and multi-model integration, catering to various use cases such as role-playing dialogues, knowledge graph extraction, and creative writing. The tool is available in multiple forms, including web applications, desktop applications, Chrome extensions, and Docker deployments.

Key Features

Intelligent Optimization: One-click prompt optimization and multi-round iterative improvement for enhanced AI response accuracy.
Dual-Mode Optimization: Supports both system and user prompt optimization to cater to different scenarios.
Real-time Comparison: Enables side-by-side comparison of original and optimized prompts to showcase improvements.
Multi-Model Integration: Compatible with mainstream AI models like OpenAI, Gemini, DeepSeek, and others.
Secure Architecture: Pure client-side processing ensures data interacts directly with AI service providers without intermediate servers.
Multi-Platform Support: Available as a web app, desktop app, Chrome extension, and Docker deployment.
Access Control: Includes password protection to secure deployments.
MCP Protocol Support: Compatible with Model Context Protocol (MCP) for integration with applications like Claude Desktop.

Use Cases

Role-Playing Dialogues: Provides structured prompts for small models to deliver immersive and consistent role-playing experiences.
Knowledge Graph Extraction: Reduces the reliance on model intelligence in production environments, allowing cost-effective models to output reliable, formatted data.
Creative Writing: Assists users in refining vague inspirations into specific creative demands, enabling the co-creation of unique works with AI.

Advantages

Enhances AI model performance with optimized prompts.
Supports a variety of AI models and deployment methods.
Ensures data security with a client-side processing approach.
Offers advanced features in beta, such as context variable management and tool calling support.

Limitations / Considerations

The project's license is currently unknown, which may affect its use in certain commercial applications.
Advanced features are in beta and may undergo changes before full integration.

AI Prompt Engineering Tools: Other tools that assist in crafting effective AI prompts, though they may lack the multi-model support and optimization features of Prompt Optimizer.
Chatbot Development Frameworks: While these frameworks focus on chatbot creation, they can also benefit from optimized prompts, unlike Prompt Optimizer which specializes in prompt optimization.
AI Model Customization Platforms: Platforms that allow customization of AI models, which can be complemented by Prompt Optimizer for fine-tuning model responses.

Basic Information

GitHub: https://github.com/linshenkx/prompt-optimizer
Stars: 15,338
License: Unknown
Last Commit: 2025-09-23

📊 Project Information

Project Name: prompt-optimizer
GitHub URL: https://github.com/linshenkx/prompt-optimizer
Programming Language: TypeScript
⭐ Stars: 15,338
🍴 Forks: 1,884
📅 Created: 2025-02-12
🔄 Last Updated: 2025-09-23

🏷️ Project Topics

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📚 Documentation

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prompt-optimizer

Project Description