This repository compiles and organizes research papers on LLM agents across key areas including agent construction, collaboration, evolution, tools, security, benchmarks, and applications. It provides a structured taxonomy to help researchers understand the rapidly evolving field, with a focus on bridging fragmented research threads in agent design and emergent behaviors. The project includes a survey paper published on arXiv.