LabLoop is an isolated infrastructure framework for running LLM-driven scientific experiments with durable state management. It provides MCP servers for researchers and AI agents, with optional KVM-based VM isolation that seals experiments from the host system. The project includes build pipelines, published VM images, and secure data movement channels.