PromptMage - A Python framework for simplified LLM-based application development

PromptMage A Python framework for simplified LLM-based application development

What is PromptMage?

PromptMage is a comprehensive Python framework designed to streamline the development of Large Language Model (LLM) based applications. This self-hosted solution offers an intuitive interface for creating and managing complex LLM workflows, complete with integrated version control capabilities and a robust testing environment.

The framework stands out with its FastAPI-powered automatic API generation, built-in prompt playground for rapid iteration, and comprehensive evaluation tools for both manual and automatic testing. While currently in alpha state, it provides essential features for developers and organizations looking to build reliable LLM applications with proper version control and collaboration features.

Features

Version Control: Built-in tracking system for prompt development and collaboration
Prompt Playground: Interactive interface for testing and refining prompts
Auto-generated API: FastAPI-powered automatic API creation for easy integration
Evaluation Tools: Manual and automatic testing capabilities for prompt validation
Type Hints: Comprehensive type hinting for automatic inference and validation
Self-hosted Solution: Complete control over deployment and infrastructure

Use Cases

Building complex LLM-based applications
Managing and versioning prompt development
Testing and validating LLM workflows
Collaborating on prompt engineering
Deploying LLM applications with API integration
Research and development of AI applications

FAQs

What is the current state of PromptMage?

PromptMage is currently in alpha state and under active development. Users should be aware that the API and features may change at any time.
How can I contribute to PromptMage?

You can contribute by reporting bugs, improving documentation, fixing bugs, submitting feature requests, and creating pull requests. It's recommended to create an issue before submitting a pull request to discuss changes.
What are the main philosophy points of PromptMage?

PromptMage's philosophy includes integrating prompt playground for fast iteration, treating prompts as first-class citizens with version control, providing manual and automatic testing, enabling easy result sharing, and offering built-in API creation with FastAPI.