GPTSwarm provides a library for building LLM-based agents from graph structures, enabling multi-agent swarm orchestration with self-improvement capabilities. It includes modules for domain-specific environments and tools, graph-based agent execution, LLM backend selection, index-based memory, and optimization algorithms that enhance agent performance and swarm efficiency.