A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines
UltraRAG is a low-code framework for building retrieval-augmented generation pipelines, which let language models use information from knowledge bases when producing answers. Researchers and developers use it to assemble, inspect, deploy, and evaluate RAG systems through the Model Context Protocol. The catalogue includes instructions for working with UltraRAG.
Latest release v0.3.0.2 · 9 Apr 2026
These files are OpenBMB/UltraRAG's own configuration. They tell Codex, OpenCode and Claude Code how to work on this repository, so they are not mods to install elsewhere. Copy one as a starting point and replace the parts that are about this project.
AGENTS.md A 4,145 tok CLAUDE.md A 4 tok