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PromptMage is a Python framework designed to simplify the development of complex, multi-step applications based on large language models (LLMs). It offers an intuitive self-hosted interface that supports prompt testing, comparison, version control, and collaboration, making it suitable for teams ranging from small groups to large enterprises. Its goal is to enhance the efficiency of LLM workflow management and accelerate real-world deployment.

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What is PromptMage?

PromptMage is a Python framework designed to simplify the development of complex, multi-step applications based on large language models (LLMs). It offers an intuitive self-hosted interface that supports prompt testing, comparison, version control, and collaboration, making it suitable for teams ranging from small groups to large enterprises. Its goal is to enhance the efficiency of LLM workflow management and accelerate real-world deployment. The framework emphasizes engineering best practices: treating prompts as first-class citizens, featuring built-in FastAPI-generated APIs, supporting both manual and automated prompt evaluation, and enabling automatic reasoning and validation through type hints. Currently in alpha, its APIs and features may change at any time.

Key features

  • Built-in version control enables tracking, collaboration, and iterative refinement throughout the prompt development process.

  • Provides an intuitive Prompt Playground, allowing users to quickly test, compare, and optimize prompt performance.

Use cases and audience

Catering to developers, researchers, and businesses of all sizes—from small startups to large enterprises—this framework is ideal for those seeking a self-hosted LLM workflow solution.

  • Develop multi-step large language model (LLM) applications, such as an AI-powered web application for in-depth product review analysis.
  • Version control and iterative management of prompts in team collaboration
  • Evaluate prompt performance through manual and automated testing to ensure reliability before deployment
Input

Includes prompts, LLM invocation parameters, test cases, and evaluation metrics.

Output

Delivers tested and validated prompt results, versioned prompt history, FastAPI-generated API endpoints, and prompt performance evaluation reports.

Frequently asked questions

What development stage is PromptMage currently in?

PromptMage is currently in the Alpha phase, and its APIs and features may change at any time.

Does PromptMage support team collaboration and prompt version management?

Yes. PromptMage includes built-in version control, allowing you to track the development process of prompts and improve team collaboration and iteration efficiency.

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