OpenBMB/UltraRAG

UltraRAG is the first lightweight RAG development framework built on the Model Context Protocol (MCP) architecture, designed for both research exploration and industrial prototyping. It standardizes core RAG components as independent MCP Servers, enabling developers to orchestrate complex pipelines with conditional branches and loops through simple YAML configurations. Beyond its core framework, UltraRAG offers a visual RAG Integrated Development Environment (IDE) that transcends traditional chat interfaces, combining orchestration, debugging, and demonstration. This IDE features a Pipeline Builder with bidirectional real-time synchronization between canvas construction and code editing, alongside an Intelligent AI Assistant to streamline the entire development process.