gradio_RAG: Code and resources showcasing the Retrieval-Augmented Generation technique, a solution for enhancing data

by nsrinidhibhat · LLM Plugin · ★ 55

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

Security audit verdict: SAFE · quality 61/100

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.

embedding-modelsfaissfalcon-7bgenerative-aigradiollama2llmretrieval-augmented-generation

Quick Facts

Stars55
Forks12
LanguagePython
CategoryLLM Plugin
Quality Score61/100
Open Issues1
Last Updated2023-08-22
Created2023-08-20
Platformspython
Est. Tokens~14k

About gradio_RAG

Retrieval Augmented Generation This repository contains code and resources related to Retrieval Augmented Generation (RAG), a technique designed to address the data freshness problem in Large Language Models (LLMs) like Llama-2. LLMs often lack awareness of recent events and up-to-date information.

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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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