serverless-rag-demo: Amazon Bedrock Foundation models with Amazon Opensearch Serverless as a Vector DB

by aws-samples · Agent Tool · ★ 224

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Featured in: Knowledge Base & RAG

How to install serverless-rag-demo

git clone https://github.com/aws-samples/serverless-rag-demo.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 67/100

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.

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.

anthropicclaudehaikuopensearchopensearchserverlessragsonnetstrandsstrands-agents

Quick Facts

Stars224
Forks71
LanguagePython
CategoryAgent Tool
LicenseMIT-0
Quality Score67/100
Open Issues3
Last Updated2026-10-07
Created2023-08-23
Platformsclaude-code, python
Est. Tokens~14k

About serverless-rag-demo

Serverless RAG Demo v2 Scalable RAG and Multi-Agent workflows powered by Amazon Bedrock, OpenSearch Serverless NextGen, and Bedrock AgentCore. Features Document Chat — Upload documents, ask questions with hybrid search (BM25 + KNN), per-user document isolation Multi-Agent — Strands Graph orchestrator with specialist nodes: code generation, presentations, web search, weather, retrieval...

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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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