AWS Bedrock RAG Implementations RAG Tools

Tools and tutorials for building RAG systems specifically using Amazon Bedrock as the LLM foundation, including vector databases, knowledge bases, and deployment patterns on AWS infrastructure. Does NOT include RAG implementations using other LLM providers (OpenAI, Azure, etc.) or non-AWS vector database tutorials.

There are 71 aws bedrock rag implementations tools tracked. 4 score above 50 (established tier). The highest-rated is aws-samples/generative-ai-use-cases at 64/100 with 1,296 stars. 1 of the top 10 are actively maintained.

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#	Tool	Score	Tier	Stars	Language
1	aws-samples/generative-ai-use-cases Application implementation with business use cases for safely utilizing...	64	Established	1,296	TypeScript
2	aws-samples/serverless-rag-demo Amazon Bedrock Foundation models with Amazon Opensearch Serverless as a Vector DB	52	Established	215	Python
3	aws-samples/amazon-bedrock-rag Fully managed RAG solution implemented using Knowledge Bases for Amazon Bedrock	51	Established	195	JavaScript
4	IBM/granite-workshop Source code for the IBM Granite AI Model Workshop	51	Established	44	Jupyter Notebook
5	aws-samples/rag-with-amazon-bedrock-and-pgvector Opinionated sample on how to build/deploy a RAG web app on AWS powered by...	42	Emerging	99	Python
6	terraform-ibm-modules/stack-ibm-retrieval-augmented-generation A deployable architecture that automates the deployment of a sample gen AI...	42	Emerging	2	Go
7	aws-samples/generative-bi-using-rag A solution guidance for Generative BI using Amazon Bedrock, Amazon...	41	Emerging	171	Python
8	aws-samples/rag-with-amazon-bedrock-and-opensearch Opinionated sample on how to build and deploy a RAG application with Amazon...	41	Emerging	54	Python
9	aws-samples/rag-using-langchain-amazon-bedrock-and-opensearch RAG with langchain using Amazon Bedrock and Amazon OpenSearch	40	Emerging	229	Python
10	aws-samples/text-to-sql-bedrock-workshop This repository is intended for those looking to dive deep on advanced...	39	Emerging	134	Jupyter Notebook
11	build-on-aws/llm-rag-vectordb-python Explore sample applications and tutorials demonstrating the prowess of...	39	Emerging	153	Jupyter Notebook
12	cdklabs/cdk-appmod-catalog-blueprints Library of composable well-architected CDK solution blueprints for...	34	Emerging	8	Python
13	aws-samples/multimodal-rag-on-slide-decks 'Talk to your slide deck' (Multimodal RAG) using foundation models (FMs)...	33	Emerging	44	HTML
14	aws-samples/multi-modal-chatbot-with-advanced-rag Amazon Bedrock Q&A multi-modal chatbot with advanced RAG	31	Emerging	19	Python
15	aws-samples/sample-chatbot-for-bedrock-knowledge-base-and-multimodal-llms Multimodal Chatbot with Amazon Bedrock Knowledge Bases Integration	31	Emerging	32	Python
16	aws-samples/simplified-corrective-rag How to build a simplified Corrective RAG assistant with Amazon Bedrock using...	30	Emerging	16	Jupyter Notebook
17	aws-samples/advanced-rag-router-with-amazon-bedrock How to build an advanced RAG router based assistant with Amazon Bedrock...	30	Emerging	22	Jupyter Notebook
18	aws-samples/sample-aws-bedrock-rag-govcloud-cdk-python This repository enables you to set up a secure chatbot using Amazon Bedrock...	29	Experimental	2	Python
19	aws-samples/text-embeddings-pipeline-for-rag A pipeline to convert contextual knowledge stored in documents and databases...	28	Experimental	21	TypeScript
20	bfateen/leapstacks2 Deploy AI chatbots, RAG systems, and agents in under 7 minutes on AWS.	28	Experimental	57	—
21	aws-samples/rag-with-amazon-bedrock-and-memorydb Question Answering Generative AI application with Large Language Models...	27	Experimental	10	Jupyter Notebook
22	GURPREETKAURJETHRA/RAG-using-AWS-Bedrock-and-Azure-OpenAI RAG-using-AWS-Bedrock-and-Azure-OpenAI	25	Experimental	2	Python
23	hi-space/public-multimodal-rag-chatbot Multimodal RAG-Based Product Search Chatbot Using Amazon Bedrock and OpenSearch	25	Experimental	4	Jupyter Notebook
24	aws-samples/qa-app-with-rag-using-amazon-bedrock-and-kendra Question Answering Generative AI application with Large Language Models and...	24	Experimental	4	Python
25	Nivulauta/n-agent A system built on AWS that uses Bedrock AgentCore for semantic document...	23	Experimental	1	TypeScript
26	ianghel/bob AI agent with conversational memory, RAG, multi-provider voice (STT/TTS),...	23	Experimental	1	Python
27	kartikthebhatia-90/Aws-Bedrock-Rag-Pdf-Chatbot An end-to-end RAG system that extracts, chunks, embeds, and indexes PDF...	22	Experimental	—	Python
28	mikaelvesavuori/bedrock-rag-demo RAG document chat with Amazon Bedrock using Typescript on Lambda.	22	Experimental	13	TypeScript
29	terraform-ibm-modules/terraform-ibm-cloud-native-ai A deployable architecture that automates the deployment of a sample gen AI...	22	Experimental	—	HCL
30	kogunlowo123/terraform-aws-rag-pipeline Terraform module for AWS RAG pipeline with Bedrock Knowledge Base,...	22	Experimental	—	HCL
31	Rodiel-Lezcano/aws-bedrock-genai-workshop No-code GenAI RAG project using Amazon Bedrock, OpenSearch, and S3 for...	22	Experimental	—	—
32	aws-samples/reinvent2023-aim-329 How to build a chat assistant with Amazon Bedrock using LLMs, Embeddings...	22	Experimental	18	Jupyter Notebook
33	spx-stack/aws-cdk-patterns 🌐 Explore production-ready AWS CDK patterns for TypeScript, showcasing...	22	Experimental	—	TypeScript
34	ryandau/sense-platform Sensor-agnostic IoT platform with configurable breakpoints, pgvector RAG,...	22	Experimental	—	Python
35	AdamMes/voyanode VoyaNode: An Agentic RAG Travel Advisor powered by AWS Bedrock (Claude 3.5)...	22	Experimental	—	Python
36	kogunlowo123/terraform-aws-bedrock-platform AWS Bedrock Terraform module with knowledge bases, agents, guardrails, and...	22	Experimental	—	HCL
37	chyke007/agents-python A Bedrock agent built with Python and AWS CDK	22	Experimental	5	Python
38	aws-samples/rag-with-amazon-bedrock-and-documentdb Question Answering Generative AI application with Large Language Models...	21	Experimental	10	Jupyter Notebook
39	hyeonsangjeon/strands-bedrock-agents-cookbook A comprehensive cookbook featuring 10 practical AI agent examples using...	19	Experimental	6	Python
40	fardeenxbaig/rag-shield Automated security scanning for AWS RAG pipelines using Amazon Bedrock Guardrails	19	Experimental	—	—
41	kyopark2014/managed-rag The project shows a managed RAG service based on Knowledge Base.	19	Experimental	4	Python
42	yoshitan240801/natural_language_processing Amazon BedrockとClaudeを用いた自然言語処理アプリのユースケース集(RAG、構造化出力、Gradio UI)	17	Experimental	2	Jupyter Notebook
43	Nidhal-labri/AWS_AI_Powered_Chatbot AI-Powered Chatbot with Amazon Lex & Bedrock	16	Experimental	1	—
44	ColeMurray/aws-rag-s3-vectors AWS RAG Application Using AWS S3 Vectors and AWS Bedrock	15	Experimental	5	Python
45	mathewsrc/generativeai-questions-and-answers-app Question and Answer application using AWS Bedrock, AWS ECS, Langchain,...	15	Experimental	15	HCL
46	jashabalcom/jashabalcom Senior AWS Solutions Architect \| Multi-Model Bedrock AI \| RAG Pipelines \|...	14	Experimental	—	—
47	ronit22203/aws-data-acquisition Multi-cloud preprint fetcher that pulls PDFs from bioRxiv/medRxiv, dedupes...	14	Experimental	—	Python
48	stojce/bedrock-rag-studio A simple RAG pipeline that leverages AWS Bedrock for document processing and...	14	Experimental	—	HCL
49	nrupala/multi-cloud-rag-free Multi-Cloud Free Tier RAG Training Platform Oracle 24GB/400GB +...	14	Experimental	—	Shell
50	suvomoybiswas/Enterprise-Knowledge-Assistant-using-Amazon-Bedrock-RAG-Architecture- Enterprise Knowledge Assistant built with Amazon Bedrock, OpenSearch...	14	Experimental	—	—
51	Moiz-Ali-Moomin/genai-rag-platform A production-ready GenAI RAG chatbot on AWS utilizing Terraform, Docker,...	14	Experimental	—	HCL
52	bohemiaseparate909/aws-bedrock-learning-notebook 📝 Explore Amazon Bedrock's Converse API with this Jupyter notebook,...	14	Experimental	—	Jupyter Notebook
53	ayrtondenner/aws-rag-bot-v2 RAG-powered document search backend with FastAPI, AWS (S3, Bedrock,...	14	Experimental	—	Python
54	aws-samples/Reducing-Hallucinations-in-LLM-Agents-with-a-Verified-Semantic-Cache This repository contains sample code demonstrating how to implement a...	14	Experimental	12	Jupyter Notebook
55	lrasata/docu-chat-ai AI-powered document chat using RAG — upload PDFs and ask questions about...	14	Experimental	—	HCL
56	joelscaila/codedocrag Analyze code repositories and generate documentation and architecture...	14	Experimental	—	Java
57	stojce/bedrock-rag-pipeline An automated RAG pipeline infrastructure using AWS Bedrock for intelligent...	14	Experimental	—	HCL
58	aws-samples/manage-access-control-in-generative-ai-powered-search-applications Manage access control in RAG applications for enterprise customers	12	Experimental	4	Python
59	IngMatrix-PGB/terraform-aws-bedrock-vector-kb Terraform module for Amazon Bedrock Knowledge Bases with S3 Vector Stores,...	11	Experimental	—	HCL
60	madslundt/aws-rag Query AWS docs using retrieval augmented generation	11	Experimental	2	Python
61	francis-rf/faq-bedrock-agentcore Answers customer questions about Lauki Phones — a fictional mobile...	11	Experimental	—	Python
62	felipelaptrin/rag A demo for my blog post on how to deploy RAG system	11	Experimental	—	HCL
63	fchchen/bedrock-semantic-cache RAG API with semantic caching — skips the LLM when a similar question was...	11	Experimental	—	C#
64	Dee66/CodeCraft-AI AWS-native platform with Retrieval-Augmented Generation (RAG),...	11	Experimental	—	Python
65	MardiantoS/chat-ai-bedrock-rag A simple web application that provides Generative AI chat functionality...	11	Experimental	—	Python
66	sameerpathak10/insurance-assistant-genai Demo app for virtual insurance assistant using AWS Bedrock	10	Experimental	1	Python
67	e-mit/aws-ai-rag Using RAG (Retrieval-augmented generation) to provide an LLM with up-to-date news	10	Experimental	1	Python
68	rsharvesh16/RAG-App-AWS The "Chat with PDF using AWS Bedrock" application is a Retrieval-Augmented...	10	Experimental	1	Python
69	OmarAI2003/aws-practice AWS Bedrock practice project with RAG implementation using Claude, Knowledge...	10	Experimental	3	Jupyter Notebook
70	colesmcintosh/aws-knowledge-base-rag How to query an AWS Bedrock Knowledge Base using the `RetrieveAndGenerate` API.	10	Experimental	1	Jupyter Notebook
71	Ryo-samuraiJP/RAG-Chatbot-in-AmazonBedrock RAG chatbot in Amazon Bedrock using S3/Web Crawler, Knowledge Base, and...	10	Experimental	1	—

Comparisons in this category

amazon-bedrock-rag and rag-using-langchain-amazon-bedrock-and-opensearch (51 vs 40) amazon-bedrock-rag and rag-with-amazon-bedrock-and-pgvector (51 vs 42) amazon-bedrock-rag and rag-with-amazon-bedrock-and-opensearch (51 vs 41) amazon-bedrock-rag and simplified-corrective-rag (51 vs 30) amazon-bedrock-rag and sample-aws-bedrock-rag-govcloud-cdk-python (51 vs 29) rag-with-amazon-bedrock-and-pgvector and rag-with-amazon-bedrock-and-opensearch (42 vs 41) sample-chatbot-for-bedrock-knowledge-base-and-multimodal-llms and multi-modal-chatbot-with-advanced-rag (31 vs 31) advanced-rag-router-with-amazon-bedrock and simplified-corrective-rag (30 vs 30)