**LightAgent** is an extremely lightweight active Agentic Framework with memory, tools , and a Tree of Thought (`ToT`). It supports swarm-like multi-agent collaboration, automated tool generation, and agent assessment, with underlying model support for OpenAI, ChatGLM, Stepfun, DeepSeek, Qwen