UltraRAG MCP Server
OpenBMB/UltraRAG
A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
OpenBMB/UltraRAG is a Python tool licensed under Apache-2.0. A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines Topics: embedding, llm, rag, easy, mcp, openai, vllm, gpt, qwen, deepseek, sentence-transformers, demo, flask, ui, huggingface-transformers, multimodal, vlm.
Ranked #1575 out of 24840 indexed tools.
In the top 7% of all indexed tools.
Has 5,706 GitHub stars.
Has 22 contributors.
Actively maintained with commits in the last week.
Ecosystem
Score Breakdown
5,706 stars → well-known project
Last commit 2d ago → actively maintained
89/98 issues closed → responsive maintainer
22 contributors → active community
No dependents → no downstream usage
2 weekly installs → early adoption
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
How to Improve
Matched Queries
From the README
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<source media="(prefers-color-scheme: dark)" srcset="./docs/ultrarag_dark.svg">
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Less Code, Lower Barrier, Faster Deployment
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<a href="https://trendshift.io/repositories/18747" target="_blank"></a>
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<a href="https://ultrarag.github.io/"></a>
<a href="https://ultrarag.openbmb.cn/pages/en/getting_started/introduction"></a>
<a href="https://modelscope.cn/datasets/UltraRAG/UltraRAG_Benchmark"></a>
<a href="https://github.com/OpenBMB/UltraRAG/tree/rag-paper-daily/rag-paper-daily"></a>
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<p align="center">
<a href="./docs/README_zh.md"><b>简体中文</b></a> | <b>English</b>
</p>
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**Latest News** 🔥
- **[2026.01.23]** 🎉 UltraRAG 3.0 Released: Say no to "black box" development—make every line of reasoning logic clearly visible 👉 [📖 Blog](https: Read full README on GitHub → Get the weekly AgentRank digest
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