{"repo":"OpenBMB/UltraRAG","free":true,"listed":false,"github":"https://github.com/OpenBMB/UltraRAG","clone":"git clone https://github.com/OpenBMB/UltraRAG.git","description":"A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines","language":"Python","stars":5670,"topics":["embedding","llm","rag","easy","mcp","openai","vllm","gpt","qwen","deepseek"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"Less Code, Lower Barrier, Faster Deployment       简体中文     English --- Latest News 🔥 - [2026.01.23] 🎉 UltraRAG 3.0 Released: Say no to \"black box\" development—make every line of reasoning logic clearly visible 👉 📖 Blog - [2026.01.20] 🎉 AgentCPM-Report Model Released! DeepResearch is finally localized: 8B on-device writing agent AgentCPM-Report is open-sourced 👉 🤗 Model Previous News - [2025.11.11] 🎉 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 👉 📖 Papers - [2025.09.09] Released a Lightweight DeepResearch Pipeline local setup tutorial 👉 📺 bilibili · 📖 Blog - [2025.09.01] Released a step-by-step UltraRAG installation and full RAG walkthrough video 👉 📺 bilibili · 📖 Blog - [2025.08.28] 🎉 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. --- 💡 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","default_branch":null,"files":null,"tree":[],"storefront":"/r/OpenBMB","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/OpenBMB/UltraRAG/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}