Ragent is a production-ready Agentic RAG platform that covers the complete pipeline from document ingestion to intelligent question answering. It implements multi-channel parallel retrieval with deduplication and reranking, tree-based multi-level intent classification with confidence-based clarification, and model orchestration with fallback mechanisms. The system integrates MCP for tool calling, enabling seamless fusion between knowledge retrieval and business tool execution.