UltraRAG — security grade SAFE, quality 63/100

Security audit verdict: SAFE · quality 63/100

No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by OpenBMB · MCP Server · ★ 5.7k

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

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About UltraRAG

Less Code, Lower Barrier, Faster Deployment       简体中文 &n

deepseekdemoeasyembeddingflaskgpthuggingface-transformersllmmcpmultimodal

Quick Facts

Stars5,703
Forks448
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score62.9049840593519/100
Open Issues3
Last Updated2026-09-21
Created2025-01-16
Platformsmcp, python
Est. Tokens~17k

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Frequently Asked Questions

What is UltraRAG?

UltraRAG is A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines. It is categorized as a MCP Server with 5.7k GitHub stars.

What programming language is UltraRAG written in?

UltraRAG is primarily written in Python. It covers topics such as deepseek, demo, easy.

How do I install or use UltraRAG?

You can find installation instructions and usage details in the UltraRAG GitHub repository at github.com/OpenBMB/UltraRAG. The project has 5.7k stars and 448 forks, indicating an active community.

What license does UltraRAG use?

UltraRAG is released under the Apache-2.0 license, making it free to use and modify according to the license terms.

What are the best alternatives to UltraRAG?

The top alternatives to UltraRAG on Agent Skills Hub include ai-guide, repomix, casibase. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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