deep-rag: Advanced Retrieval-Augmented Generation system that goes beyond vector search

by boluo2077 · Agent Tool · ★ 215

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

How to install deep-rag

git clone https://github.com/boluo2077/deep-rag.git

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

Security audit verdict: SAFE · quality 71/100

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.

Quick Facts

Stars215
Forks29
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score71/100
Last Updated2025-11-17
Created2025-11-06
Platformsgemini, python
Est. Tokens~15k

About deep-rag

🔍 Deep RAG: Teaching AI to Truly "Understand" Your Knowledge Base English | [中文 ] Features • Quick Start • How It Works • Architecture • Configuration 📸 Click to see more example images 🌟 Why Deep RAG? The Problem with Traditional RAG Traditional RAG systems: ❌ Split documents into fragments, losing structure ❌ Can only "find similar" content, not "find opposite" ❌ Struggle with numerical...

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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:

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