The framework provides a BaseAgent interface and multiple ready-to-use agent implementations (SGRAgent, ToolCallingAgent, SGRToolCallingAgent) built on structured reasoning principles. It includes extensible tools for search, reasoning, and clarification, real-time streaming via SSE, and an OpenAI-compatible REST API that works with any compatible LLM including local models for private research.