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AWS Samples

AWS Samples

Organization

@aws-samples

amazon.com/aws On GitHub since September 2014

78

Published Tools

2,931

Total Stars

220,008

Weekly Downloads

18,755

GitHub Followers

9,374

Public Repos

100/100

Avg Security

Published Tools

36 MCP Servers19 Skills23 Agentsacross 11 categories

Passwordless authentication with Amazon Cognito: FIDO2 (WebAuthn, support for Passkeys), Magic Link, SMS OTP Step Up

SkillAI Tool
4407.9K/wk1 dir

Sample implementations of AI Agents and MCP Servers running on AWS Serverless compute

MCP Servercloud
2451 dir

Parse API responses from Amazon Textract with higher-level helpers

SkillAI Tool
237211K/wk1 dir

For a general introduction to Amazon Sumerian Hosts as well as other example implementations of utilizing the core package, refer to the [primary repository](https://github.com/aws-samples/amazon-sumerian-hosts)

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SkillAI Tool
2101 dir

The AWS Analytics Reference Architecture is a set of analytics solutions put together as end-to-end examples. It regroups AWS best practices for designing, implementing, and operating analytics platforms through different purpose-built patterns, handling

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SkillAI Tool
157431/wk1 dir

MCP server for creating, reading, updating AWS Pricing Calculator estimates through natural language.

MCP Servercloud
1531 dir

Collection of examples of how to use Model Context Protocol with AWS.

Agentai
1031 dir

A comprehensive toolkit for deploying production-ready Generative AI infrastructure on Amazon EKS. Includes pre-configured components for: 🚀 AI Gateway (LiteLLM) 🤖 LLM Serving (vLLM, SGLang, Ollama) 📊 Vector Databases, 🔍 Embedding Models (TEI) 📈 Observability (Langfuse, Phoenix) etc. Fast-track your GenAI deployment with Kubernetes

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MCP Servercloud
981 dir

An agent based LLM assistant that extends RAG with batch entity extraction and SQL querying to improve performance on multi-step and analytical questions.

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Agentcloud
971 dir

The AWS Data Mesh Helper library provides automation around the most common tasks that customers need to perform to implement a data mesh architecture on AWS.

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Skilluncategorised
89

Labs for the "Build an agentic LLM assistant on AWS" workshop. A step by step agentic llm assistant development workshop using serverless three-tier architecture.

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Agentcloud
801 dir

No description available

MCP Serverfilesystem
792 dirs

Bedrock Knowledge Base and Agents for Retrieval Augmented Generation (RAG)

Agentai
661 dir

A JSII construct lib to build AWS Serverless LAMP with AWS CDK

SkillAI Tool
641 dir

Long-term semantic memory plugin for Strands Agents backed by Amazon S3 Vectors

Agentuncategorised
59

This project demonstrates how to use AWS Bedrock with Anthropic Claude and Amazon Nova models to create a web automation assistant with tool use, human-in-the-loop interaction, and vision capabilities.

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Agentcloud
531 dir

CDK construct library that allows you install Karpenter in an AWS EKS cluster

SkillAI Tool
481 dir

Quickly deploy a complete EC2 Image Builder Image Pipeline using CDK

SkillAI Automation
46710/wk1 dir

Generate directly usable AWS CloudFormation template with aws-cdk v2.

SkillAI Tool
451 dir

Cory Visi <[email protected]>, Ratnadeep Bardhan Roy <[email protected]>, George Gallo <[email protected]>, Jose Guay <[email protected]>, Isaiah Grant <[email protected]>, Ravi Itha <[email protected]>, Zahid Muhammad Ali <[email protected]>

A CDK Python app for deploying ETL jobs that operate data pipelines for InsuranceLake in AWS

Skilluncategorised
38

AWS Tools for Babylon.JS Editor: Open Source Hosts Plugin is a set of tools meant to communicate with Amazon Sumerian Hosts (https://github.com/aws-samples/amazon-sumerian-hosts) inside of Babylon.JS Editor

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SkillAI Tool
371 dir

A MCP Server that's built on top of AWS Cloud Financial Management (CFM) Technical Implementation Playbooks (TIPs) - our proven collection of cost optimization best practices

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MCP Serveruncategorised
341 dir

Data Wiki turns data into portable knowledge bundles following Open Knowledge Format (OKF) and serves them to AI agents over the Model Context Protocol (MCP).

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MCP Serverai
331 dir

MCP server for automated AWS network architecture reviews - DX resiliency scoring, TGW topology, Cloud WAN discovery. 13 tools, boto3 only

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MCP Servercloud
271 dir

No description available

MCP Serveruncategorised
251 dir

Eamonn Faherty

Manage your AWS Organizations infrastructure using a simple file system based approach. You create files and folders that correspond to AWS Organizations organizational units and accounts and this tooling manages changes for you.

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Skilluncategorised
22

Sample voice agent application based on Amazon Nova 2 Sonic and Amazon Kinesis Video Streams WebRTC service. It demonstrates the real-time audio streaming interaction between user and speech-to-speech model via WebRTC connection. It also supports tool use like RAG with Bedrock Knowledge Base, MCP servers, and Strands agent.

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MCP Serveruncategorised
211 dir

Cory Visi <[email protected]>, Ratnadeep Bardhan Roy <[email protected]>, George Gallo <[email protected]>, Jose Guay <[email protected]>, Isaiah Grant <[email protected]>, Ravi Itha <[email protected]>, Zahid Muhammad Ali <[email protected]>

A CDK Python app for deploying foundational infrastructure for InsuranceLake in AWS

Skilluncategorised
21

Multi-Tenant remote MCP server with Amazon Cognito and remote client with Amazon Bedrock hosted on AWS

MCP Servercloud
201 dir

No description available

MCP Servercloud
191 dir

A real-time conversational AI platform built on AWS with Amazon Bedrock Nova Sonic for voice and Amazon Bedrock AgentCore Runtime for chat. While designed as a hotel guest services assistant, this platform is easily adaptable to any industry by simply changing system prompts and integrating industry-specific tools via MCP servers.

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MCP Servercloud
181 dir

This pattern describes how to implement a Model Context Protocol (MCP) server that integrates three industry-standard security scanning tools (Checkov, Semgrep, and Bandit) to provide comprehensive code security analysis. The server enables AI coding assistants like Kiro and Amazon Q Developer to automatically scan code snippets.

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MCP Serversecurity
171 dir

This repository contains sample code demonstrating how to implement a verified semantic cache using Amazon Bedrock Knowledge Bases to prevent hallucinations in Large Language Model (LLM) responses while improving latency and reducing costs.

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Agentcloud
151 dir

MCP for AWS Cost Explorer and CloudWatch logs

MCP Servercloud
141 dir

No description available

MCP Servercloud
131 dir

Amazon Web Services

The data product processor (dpp) is a library for dynamically creating and executing Apache Spark Jobs based on a declarative description of a data product.

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Skilluncategorised
13

Deploy an MCP server with MCP Apps (interactive HTML widgets) on Amazon Bedrock AgentCore Runtime, connected to AI hosts like ChatGPT and Claude — demonstrated with a Unicorn Rentals sample.

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Agentcloud
121 dir

Connect Claude Code to the AWS DevOps Agent through the AWS MCP Server.

Agentcloud
121 dir

An open-source, serverless and agentic design for pay-per-use AI content generation using USDC stablecoin payments via x402, featuring browser wallet and autonomous agent flows on AWS.

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Agentcloud
111 dir

A construct library for deploying Alexa Skills with the AWS CDK.

SkillAI Tool
101 dir

AI-powered assistant for AWS provided Shop Floor Connectivity (SFC) configuration management and testing. Using python Strands Agents SDK and FastMCP. All code in that example was created using Cline and Kiro app.

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Agentcloud
91 dir

aws-samples

Turn repeatable processes into SOPs your AI agent works through one auditable step at a time.

Agentai
91 dir

AI-powered assistant for AWS provided Shop Floor Connectivity (SFC) configuration management and testing. Using python Strands Agents SDK and FastMCP. All code in that example was created using Cline and Kiro app.

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Agentcloud
9

No description available

MCP Serveruncategorised
81 dir

This project provides sample MCP servers that can be used with Amazon Q CLI or other MCP-compatible AI assistants

MCP Serveruncategorised
81 dir

No description available

MCP Serverdatabase
81 dir

The Fraud Investigator Assistant shows how AWS Bedrock, MCP servers, and Strands expert agents can transform fraud investigations. By combining private MCP servers for secure data with open-source MCPs for public intelligence, it speeds up case analysis and ensures compliance, reducing investigation timelines significantly.

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Agentcloud
81 dir

No description available

MCP Serveruncategorised
51 dir

Custom AWS Transform agent that migrates PyTorch/Triton kernels to AWS Trainium NKI (@nki.jit) and compiles, numerically verifies, and profiles every candidate on a real Trainium device before opening a PR.

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Agentuncategorised
41 dir

AWS Root Cause Analysis (RCA) with MCP Integration

MCP Servercloud
41 dir

No description available

MCP Serverai
41 dir

No description available

MCP Serveruncategorised
41 dir

This sample demonstrates how to deploy an Agentic AI architecture using AWS Fargate for Amazon ECS with AWS CDK. The sample features an AI Service that connects to multiple Model Context Protocol (MCP) servers to perform various actions

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MCP Serveruncategorised
41 dir

Educational AWS sample demonstrating the Model Context Protocol (MCP): a Strands agent on Amazon Bedrock AgentCore investigates synthetic e-commerce fraud over an AgentCore Gateway, with a React dashboard streaming its reasoning. Sandbox only, us-west-2.

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Agentcloud
41 dir

No description available

MCP Serverproductivity
41 dir

Stateful agentic AI workflows on Amazon Aurora PostgreSQL with MCP, Amazon Bedrock AgentCore, Strands Agents, pgvector and row-level security

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Agentai
41 dir

Code samples that accompany the AWS blog post on jsii

Skilluncategorised
4

Run process-correctness validation as a custom code-based evaluator in Amazon Bedrock AgentCore Evaluations, deterministic behavioral contracts over the OTEL traces agents already emit, with audit evidence records.

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Agentuncategorised
31 dir

No description available

Agentuncategorised
31 dir

No description available

Agentai
31 dir

Deep Learning Containers MCP Server

MCP Serveruncategorised
31 dir

AWS CDK Construct that run a Fargate task. Stack will process only when Fargate task executed successfully and all containers exit with code 0, otherwise rollback

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SkillAI Tool
31 dir

No description available

MCP Serveruncategorised
21 dir

No description available

Agentcloud
21 dir

Turn tabular data into a reviewable RDF/OWL knowledge graph using an MCP server and Amazon Bedrock. Profiles CSV inputs, designs a T-Box, generates an A-Box, runs validation and OWL reasoning, and answers SPARQL queries from a local stdio MCP server. Includes a guided workshop with synthetic manufacturing data.

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MCP Serveruncategorised
21 dir

Reference architecture for building multi-MCP-server systems on Amazon Bedrock AgentCore — explainable planner, pluggable YAML registry, cross-server evidence correlation. Swap in any MCP servers; the orchestration pattern stays the same.

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Agentcloud
21 dir

A simple Python library to benchmark against a jsii module with similar, simple logic.

Skilluncategorised
2

brightsparc

This Alexa Form SDK provides support for creating skills that include survey form collection.

SkillAI Tool
11 dir

No description available

MCP Serveruncategorised
11 dir

A governed, orchestrator-driven multi-agent builder companion on Amazon Bedrock AgentCore. Safe by construction — never deploys, never leaks a secret, never presents an ungrounded guess as fact, with an always-on governance gate that has no off switch. Fork-and-build starter kit; runs locally with no AWS or LLM.

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Agentdevtools
11 dir

Client-side MCP proxy that injects OAuth bearer tokens or API keys (via Amazon Bedrock AgentCore Identity or static credentials) for MCP servers using OAuth or API-key authentication, such as AgentCore Gateway inbound authorization.

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MCP Servercloud
11 dir

Proof-of-concept demonstrating lease-compliance queries as a natural-language experience in Amazon Quick. Deterministic, exhaustive compliance sweeps backed by an MCP server, Aurora/pgvector, and versioned rules-as-data — with AI limited to exploratory clause search only. Synthetic data, educational use.

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MCP Serveruncategorised
11 dir

MCP server bridging Amazon Bedrock AgentCore Gateway WebSearch (SigV4) to any MCP client

MCP Servermcp
2 dirs

A Model Context Protocol server for comprehensive network packet capture and analysis using Wireshark/tshark

MCP Servermcp
2 dirs

Amazon Web Services

AWS Events MCP Server - discover, search, and filter the public AWS Events catalog over the Model Context Protocol

MCP Servermcp
2 dirs

Amazon Web Services

AWS DMS Troubleshooting MCP Server - Root Cause Analysis tool for AWS Database Migration Service replication issues

MCP Serveruncategorised
2 dirs

MCP server that calculates AWS Extended Support costs for RDS/Aurora, ElastiCache, EKS, OpenSearch, and DocumentDB

MCP Servermcp
1 dir

MCP server to assess AWS infrastructure against India's DPDP Act 2023, RBI Master Direction, and SEBI CSCRF

MCP Servermcp
1 dir