This repository hosts the IJCAI 2024 survey paper on LLM-based multi-agent systems. It organizes research into five streams: Multi-Agents Framework, Multi-Agents Orchestration and Efficiency, Multi-Agents for Problem Solving, Multi-Agents for World Simulation, and Multi-Agents Datasets and Benchmarks. The repository maintains an ongoing paper list updated biweekly, covering applications in software development, embodied agents, science teams, debates, and databases.