AutoChain provides developers with an extensible framework for creating generative agents powered by LLMs, supporting custom tool integration and OpenAI function calling. The framework addresses agent evaluation challenges by enabling automated multi-turn conversation testing with simulated scenarios. It draws inspiration from LangChain and AutoGPT while offering a simpler, more streamlined API.