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 66 aws bedrock rag implementations tools tracked. 4 score above 50 (established tier). The highest-rated is aws-samples/generative-ai-use-cases at 68/100 with 1,296 stars. 1 of the top 10 are actively maintained.

Get all 66 projects as JSON

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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...	68	Established	1,296	TypeScript
2	aws-samples/serverless-rag-demo Amazon Bedrock Foundation models with Amazon Opensearch Serverless as a Vector DB	59	Established	215	Python
3	aws-samples/amazon-bedrock-rag Fully managed RAG solution implemented using Knowledge Bases for Amazon Bedrock	58	Established	195	JavaScript
4	IBM/granite-workshop Source code for the IBM Granite AI Model Workshop	55	Established	44	Jupyter Notebook
5	aws-samples/rag-with-amazon-bedrock-and-opensearch Opinionated sample on how to build and deploy a RAG application with Amazon...	48	Emerging	54	Python
6	aws-samples/generative-bi-using-rag A solution guidance for Generative BI using Amazon Bedrock, Amazon...	48	Emerging	171	Python
7	aws-samples/rag-using-langchain-amazon-bedrock-and-opensearch RAG with langchain using Amazon Bedrock and Amazon OpenSearch	47	Emerging	229	Python
8	aws-samples/text-to-sql-bedrock-workshop This repository is intended for those looking to dive deep on advanced...	46	Emerging	134	Jupyter Notebook
9	terraform-ibm-modules/stack-ibm-retrieval-augmented-generation A deployable architecture that automates the deployment of a sample gen AI...	46	Emerging	2	Go
10	build-on-aws/llm-rag-vectordb-python Explore sample applications and tutorials demonstrating the prowess of...	46	Emerging	153	Jupyter Notebook
11	aws-samples/rag-with-amazon-bedrock-and-pgvector Opinionated sample on how to build/deploy a RAG web app on AWS powered by...	45	Emerging	99	Python
12	aws-samples/multimodal-rag-on-slide-decks 'Talk to your slide deck' (Multimodal RAG) using foundation models (FMs)...	40	Emerging	44	HTML
13	aws-samples/multi-modal-chatbot-with-advanced-rag Amazon Bedrock Q&A multi-modal chatbot with advanced RAG	38	Emerging	19	Python
14	aws-samples/sample-chatbot-for-bedrock-knowledge-base-and-multimodal-llms Multimodal Chatbot with Amazon Bedrock Knowledge Bases Integration	38	Emerging	32	Python
15	aws-samples/simplified-corrective-rag How to build a simplified Corrective RAG assistant with Amazon Bedrock using...	37	Emerging	16	Jupyter Notebook
16	aws-samples/advanced-rag-router-with-amazon-bedrock How to build an advanced RAG router based assistant with Amazon Bedrock...	37	Emerging	22	Jupyter Notebook
17	aws-samples/sample-aws-bedrock-rag-govcloud-cdk-python This repository enables you to set up a secure chatbot using Amazon Bedrock...	35	Emerging	2	Python
18	aws-samples/rag-with-amazon-bedrock-and-memorydb Question Answering Generative AI application with Large Language Models...	34	Emerging	10	Jupyter Notebook
19	aws-samples/text-embeddings-pipeline-for-rag A pipeline to convert contextual knowledge stored in documents and databases...	33	Emerging	21	TypeScript
20	bfateen/leapstacks2 Deploy AI chatbots, RAG systems, and agents in under 7 minutes on AWS.	32	Emerging	57	—
21	GURPREETKAURJETHRA/RAG-using-AWS-Bedrock-and-Azure-OpenAI RAG-using-AWS-Bedrock-and-Azure-OpenAI	32	Emerging	2	Python
22	hi-space/public-multimodal-rag-chatbot Multimodal RAG-Based Product Search Chatbot Using Amazon Bedrock and OpenSearch	32	Emerging	4	Jupyter Notebook
23	aws-samples/qa-app-with-rag-using-amazon-bedrock-and-kendra Question Answering Generative AI application with Large Language Models and...	31	Emerging	4	Python
24	mikaelvesavuori/bedrock-rag-demo RAG document chat with Amazon Bedrock using Typescript on Lambda.	29	Experimental	13	TypeScript
25	aws-samples/reinvent2023-aim-329 How to build a chat assistant with Amazon Bedrock using LLMs, Embeddings...	29	Experimental	18	Jupyter Notebook
26	aws-samples/rag-with-amazon-bedrock-and-documentdb Question Answering Generative AI application with Large Language Models...	28	Experimental	10	Jupyter Notebook
27	kyopark2014/managed-rag The project shows a managed RAG service based on Knowledge Base.	26	Experimental	4	Python
28	ianghel/bob AI agent with conversational memory, RAG, multi-provider voice (STT/TTS),...	25	Experimental	1	Python
29	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)	23	Experimental	2	Jupyter Notebook
30	hyeonsangjeon/strands-bedrock-agents-cookbook A comprehensive cookbook featuring 10 practical AI agent examples using...	23	Experimental	6	Python
31	Nidhal-labri/AWS_AI_Powered_Chatbot AI-Powered Chatbot with Amazon Lex & Bedrock	22	Experimental	1	—
32	AdamMes/voyanode VoyaNode: An Agentic RAG Travel Advisor powered by AWS Bedrock (Claude 3.5)...	22	Experimental	—	Python
33	kartikthebhatia-90/Aws-Bedrock-Rag-Pdf-Chatbot An end-to-end RAG system that extracts, chunks, embeds, and indexes PDF...	22	Experimental	—	Python
34	mathewsrc/generativeai-questions-and-answers-app Question and Answer application using AWS Bedrock, AWS ECS, Langchain,...	22	Experimental	15	HCL
35	ryandau/sense-platform Sensor-agnostic IoT platform with configurable breakpoints, pgvector RAG,...	22	Experimental	—	Python
36	fardeenxbaig/rag-shield Automated security scanning for AWS RAG pipelines using Amazon Bedrock Guardrails	21	Experimental	—	—
37	kogunlowo123/terraform-aws-rag-pipeline Terraform module for AWS RAG pipeline with Bedrock Knowledge Base,...	21	Experimental	—	HCL
38	aws-samples/Reducing-Hallucinations-in-LLM-Agents-with-a-Verified-Semantic-Cache This repository contains sample code demonstrating how to implement a...	21	Experimental	12	Jupyter Notebook
39	Rodiel-Lezcano/aws-bedrock-genai-workshop No-code GenAI RAG project using Amazon Bedrock, OpenSearch, and S3 for...	21	Experimental	—	—
40	ColeMurray/aws-rag-s3-vectors AWS RAG Application Using AWS S3 Vectors and AWS Bedrock	21	Experimental	5	Python
41	aws-samples/manage-access-control-in-generative-ai-powered-search-applications Manage access control in RAG applications for enterprise customers	19	Experimental	4	Python
42	madslundt/aws-rag Query AWS docs using retrieval augmented generation	18	Experimental	2	Python
43	e-mit/aws-ai-rag Using RAG (Retrieval-augmented generation) to provide an LLM with up-to-date news	17	Experimental	1	Python
44	colesmcintosh/aws-knowledge-base-rag How to query an AWS Bedrock Knowledge Base using the `RetrieveAndGenerate` API.	17	Experimental	1	Jupyter Notebook
45	Ryo-samuraiJP/RAG-Chatbot-in-AmazonBedrock RAG chatbot in Amazon Bedrock using S3/Web Crawler, Knowledge Base, and...	17	Experimental	1	—
46	lrasata/docu-chat-ai AI-powered document chat using RAG — upload PDFs and ask questions about...	14	Experimental	—	HCL
47	joelscaila/codedocrag Analyze code repositories and generate documentation and architecture...	14	Experimental	—	Java
48	stojce/bedrock-rag-pipeline An automated RAG pipeline infrastructure using AWS Bedrock for intelligent...	14	Experimental	—	HCL
49	nrupala/multi-cloud-rag-free Multi-Cloud Free Tier RAG Training Platform Oracle 24GB/400GB +...	14	Experimental	—	Shell
50	stojce/bedrock-rag-studio A simple RAG pipeline that leverages AWS Bedrock for document processing and...	14	Experimental	—	HCL
51	ronit22203/aws-data-acquisition Multi-cloud preprint fetcher that pulls PDFs from bioRxiv/medRxiv, dedupes...	14	Experimental	—	Python
52	jashabalcom/jashabalcom Senior AWS Solutions Architect \| Multi-Model Bedrock AI \| RAG Pipelines \|...	14	Experimental	—	—
53	OmarAI2003/aws-practice AWS Bedrock practice project with RAG implementation using Claude, Knowledge...	14	Experimental	3	Jupyter Notebook
54	felipelaptrin/rag A demo for my blog post on how to deploy RAG system	13	Experimental	—	HCL
55	IngMatrix-PGB/terraform-aws-bedrock-vector-kb Terraform module for Amazon Bedrock Knowledge Bases with S3 Vector Stores,...	13	Experimental	—	HCL
56	Moiz-Ali-Moomin/genai-rag-platform A production-ready GenAI RAG chatbot on AWS utilizing Terraform, Docker,...	13	Experimental	—	HCL
57	MardiantoS/chat-ai-bedrock-rag A simple web application that provides Generative AI chat functionality...	13	Experimental	—	Python
58	suvomoybiswas/Enterprise-Knowledge-Assistant-using-Amazon-Bedrock-RAG-Architecture- Enterprise Knowledge Assistant built with Amazon Bedrock, OpenSearch...	13	Experimental	—	—
59	fchchen/bedrock-semantic-cache RAG API with semantic caching — skips the LLM when a similar question was...	13	Experimental	—	C#
60	bohemiaseparate909/aws-bedrock-learning-notebook 📝 Explore Amazon Bedrock's Converse API with this Jupyter notebook,...	13	Experimental	—	Jupyter Notebook
61	ayrtondenner/aws-rag-bot-v2 RAG-powered document search backend with FastAPI, AWS (S3, Bedrock,...	13	Experimental	—	Python
62	francis-rf/faq-bedrock-agentcore Answers customer questions about Lauki Phones — a fictional mobile...	13	Experimental	—	Python
63	Dee66/CodeCraft-AI AWS-native platform with Retrieval-Augmented Generation (RAG),...	13	Experimental	—	Python
64	tsukuboshi/sam-bedrock-kb-oss-rag RAGをKnowledge Bases(with OpenSearch)で作成するSAMテンプレート	12	Experimental	2	Python
65	rsharvesh16/RAG-App-AWS The "Chat with PDF using AWS Bedrock" application is a Retrieval-Augmented...	12	Experimental	1	Python
66	ksmin23/bite-sized-rag-projects-on-aws AWSome collections of bite-sized RAG Projects on AWS	10	Experimental	2	—

Comparisons in this category

amazon-bedrock-rag and rag-using-langchain-amazon-bedrock-and-opensearch (58 vs 47) amazon-bedrock-rag and rag-with-amazon-bedrock-and-pgvector (58 vs 45) amazon-bedrock-rag and rag-with-amazon-bedrock-and-opensearch (58 vs 48) amazon-bedrock-rag and simplified-corrective-rag (58 vs 37) amazon-bedrock-rag and sample-aws-bedrock-rag-govcloud-cdk-python (58 vs 35) rag-with-amazon-bedrock-and-opensearch and rag-with-amazon-bedrock-and-pgvector (48 vs 45) sample-chatbot-for-bedrock-knowledge-base-and-multimodal-llms and multi-modal-chatbot-with-advanced-rag (38 vs 38) simplified-corrective-rag and advanced-rag-router-with-amazon-bedrock (37 vs 37) multi-modal-chatbot-with-advanced-rag and public-multimodal-rag-chatbot (38 vs 32)