This repository aggregates academic papers and open-source projects on LLM-powered agents, organized by categories including autonomous task solving, multi-agent cooperation, embodied AI, web agents, robotics, and benchmarking. It serves as a reference collection for researchers and developers working on agents that leverage LLMs for planning, reasoning, and tool use.