AgentLab provides infrastructure to build custom web agents, run experiments across diverse benchmarks, and evaluate performance using BrowserGym. It includes tools for launching experiments, analyzing results, and comparing agent performance via leaderboards. The framework is built around BrowserGym and supports multiple LLM backends for agent development and systematic evaluation.