AgentHouse is an interactive demo environment that showcases the powerful combination of ClickHouse's real-time analytics capabilities with large language models. It was built as a testing ground for users to explore how ClickHouse can serve as an ideal backend for LLM applications, featuring Anthropic's Sonnet model and LibreChat UI project. AgentHouse provides access to multiple public datasets, allowing users to delve into various use cases through a simple conversational interface. The demo environment includes features such as test natural language queries, experience real-time analytics, try interactive data exploration, view automated visualizations, and more, making it an ideal platform for users to interact with ClickHouse and large language models seamlessly.