UltraRAG
OpenBMB/UltraRAG
Less Code, Lower Barrier, Faster Deployment
Overview
UltraRAG is a Low-Code Machine Control Programming (MCP) framework that simplifies the development of complex and innovative Retrieval-Augmented Generation pipelines. It supports minimal code requirements for easy deployment.
Categories
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Install
pip install UltraRAGREADME
Less Code, Lower Barrier, Faster Deployment
็ฎไฝไธญๆ ย |ย English
Latest News ๐ฅ
- [2026.01.23] ๐ UltraRAG 3.0 Released: Say no to "black box" developmentโmake every line of reasoning logic clearly visible ๐ ๐ Blog
- [2026.01.20] ๐ AgentCPM-Report Model Released! DeepResearch is finally localized: 8B on-device writing agent AgentCPM-Report is open-sourced ๐ ๐ค Model
Previous News
- [2025.11.11] ๐ UltraRAG 2.1 Released: Enhanced knowledge ingestion & multimodal support, with a more complete unified evaluation system!
- [2025.09.23] New daily RAG paper digest, updated every day ๐ ๐ Papers
- [2025.09.09] Released a Lightweight DeepResearch Pipeline local setup tutorial ๐ ๐บ bilibili ยท ๐ Blog
- [2025.09.01] Released a step-by-step UltraRAG installation and full RAG walkthrough video ๐ ๐บ bilibili ยท ๐ Blog
- [2025.08.28] ๐ UltraRAG 2.0 Released! UltraRAG 2.0 is fully upgraded: build a high-performance RAG with just a few dozen lines of code, empowering researchers to focus on ideas and innovation! We have preserved the UltraRAG v2 code, which can be viewed at v2.
- [2025.01.23] UltraRAG Released! Enabling large models to better comprehend and utilize knowledge bases. The UltraRAG 1.0 code is still available at v1.
๐ก About UltraRAG
UltraRAG is the first lightweight RAG development framework based on the Model Context Protocol (MCP) architecture design, jointly launched by THUNLP at Tsinghua University, NEUIR at Northeastern University, OpenBMB, and AI9stars.
Designed for research exploration and industrial prototyping, UltraRAG standardizes core RA