📚 UltraRAG: Low-Code MCP Framework for Complex RAG Pipelines

UltraRAG is a low-code MCP (Model Context Protocol) framework developed by OpenBMB, specifically designed for building complex RAG pipelines. The direction here is clear: basic RAG setups are often insufficient for real-world applications. Developers need to handle multimodal data, complex retrieval logic, and integration with various models like DeepSeek, Qwen, and OpenAI. UltraRAG attempts to lower the barrier to building these advanced workflows through a low-code approach. The interesting part is its integration of the MCP protocol with RAG processes. This allows for more standardized management of context interactions between models and external data sources, providing a structured underlying framework for retrieval-augmented applications.