ChatArena is a Python-based framework designed to facilitate the creation and testing of multi-agent platforms using large language models (LLMs). It provides a flexible environment where agents interact through games or conversational scenarios. Developers can define custom environments, games, and interactions, making it suitable for Artificial Intelligence research in self-governing platforms, social interaction, and language model benchmarking. The framework is equipped with a web-based UI and CLI for ease of use.