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UltraRAG MCP Server

OpenBMB/UltraRAG

Score: 81.4 Rank #1575 Agent Framework
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A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines

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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

Python Apache-2.0 2 pypi/wk
embeddingllmrageasymcpopenaivllmgptqwendeepseeksentence-transformersdemoflaskuihuggingface-transformersmultimodalvlm

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 5,706

5,706 stars → well-known project

Freshness 25% 2d ago

Last commit 2d ago → actively maintained

Issue Health 25% 91%

89/98 issues closed → responsive maintainer

Contributors 10% 22

22 contributors → active community

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 2/wk

2 weekly installs → early adoption

Forks 448
Description Good
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Description low impact

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Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for OpenBMB/UltraRAG
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Matched Queries

topic:mcp

From the README

<p align="center">
  <picture>
    <source media="(prefers-color-scheme: dark)" srcset="./docs/ultrarag_dark.svg">
    <source media="(prefers-color-scheme: light)" srcset="./docs/ultrarag.svg">
    
  </picture>
</p>

<h3 align="center">
Less Code, Lower Barrier, Faster Deployment
</h3>

<p align="center">
<a href="https://trendshift.io/repositories/18747" target="_blank"></a>
</p>

<p align="center">
  <a href="https://ultrarag.github.io/"></a>&nbsp;
  <a href="https://ultrarag.openbmb.cn/pages/en/getting_started/introduction"></a>&nbsp;
  <a href="https://modelscope.cn/datasets/UltraRAG/UltraRAG_Benchmark"></a>&nbsp;
  <a href="https://github.com/OpenBMB/UltraRAG/tree/rag-paper-daily/rag-paper-daily"></a>
</p>

<p align="center">
  <a href="./docs/README_zh.md"><b>简体中文</b></a> &nbsp;|&nbsp; <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 →

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