UltraRAG: A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines

by OpenBMB · MCP Server · ★ 5.7k

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

How to install UltraRAG

git clone https://github.com/OpenBMB/UltraRAG.git --depth 1
docker pull hdxin2002/ultrarag:v0.3.0-base-cpu # Base version (CPU)

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 63/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

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Quick Facts

Stars5,739
Forks459
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score63/100
Open Issues17
Last Updated2026-11-07
Created2025-01-16
Platformsmcp, python
Est. Tokens~17k

About UltraRAG

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

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. 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:

View on GitHub → Browse MCP Server tools