This repository maintains a structured paper list covering research on LLM agents. It organizes papers by key agent capabilities such as planning, memory, tool use, and reinforcement learning training, as well as multi-agent collaboration patterns including task-oriented communication and open conversations. The collection also includes application domains and framework papers for LLM agent development.