Amazon Web Services - Labs ORG

LLRT (Low Latency Runtime) is an experimental, lightweight JavaScript runtime designed to address the growing demand for fast and efficient Serverless applications.

LLRT is an experimental AWS JavaScript runtime for Lambda functions that starts up to 10x faster and costs up to 2x less than Node.js by using a lightweight Rust-based engine instead.

Open source MCP Servers for AWS

A collection of open-source MCP servers from AWS Labs that let AI coding assistants like Claude, Cursor, and VS Code connect to AWS services, querying docs, deploying infrastructure, and running databases from a chat window.

A simple, high-throughput file client for mounting an Amazon S3 bucket as a local file system.

AWS SDK for the Rust Programming Language

Prevents you from committing secrets and credentials into git repositories

A tool from AWS Labs that blocks you from accidentally committing passwords or AWS credentials to git by scanning each commit before it is saved.

An integrated shell for working with the AWS CLI.

An interactive terminal tool that wraps the AWS command-line interface with auto-completion, inline documentation, and real-time lookup of your actual AWS resources as you type.

Probabilistic time series modeling in Python

Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.

Amazon Bedrock Agentcore accelerates AI agents into production with the scale, reliability, and security, critical to real-world deployment.

AI-Driven Life Cycle (AI-DLC) adaptive workflow steering rules for AI coding agents

Amazon Redshift Utils contains utilities, scripts and view which are useful in a Redshift environment

Automatically gets credentials for Amazon ECR on docker push/docker pull

Packer configuration for building a custom EKS AMI

A library to display an interactive editor for any graph-like data.

Hands on labs and code to help you learn, measure, and build using architectural best practices.

A registry of publicly available datasets on AWS

[Node, Python, Java] Repository of sample Custom Rules for AWS Config.

EKS Node Viewer

Diagram-as-code for AWS architecture.

Tools and sample code provided by AWS Premium Support.

The AWS Solutions Constructs Library is an open-source extension of the AWS Cloud Development Kit (AWS CDK) that provides multi-service, well-architected patterns for quickly defining solutions

High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.

Swift implementation of AWS Lambda Runtime

Sequence-to-sequence framework with a focus on Neural Machine Translation based on PyTorch

Amazon Kinesis Video Streams Webrtc SDK is for developers to install and customize realtime communication between devices and enable secure streaming of video, audio to Kinesis Video Streams.

PlantUML sprites, macros, and other includes for Amazon Web Services services and resources

Multi Model Server is a tool for serving neural net models for inference

Shuttle is a library for testing concurrent Rust code

Collection of tools and code examples to demonstrate best practices in using Amazon EC2 Spot Instances.

A Serverless Developer Portal for easily publishing and cataloging APIs

AWS JavaScript S3 Explorer is a JavaScript application that uses AWS's JavaScript SDK and S3 APIs to make the contents of an S3 bucket easy to browse via a web browser.

DoEKS is a tool to build, deploy and scale Data Platforms on Amazon EKS

Python API for Deequ

Deploy a multi-account cloud foundation to support highly-regulated workloads and complex compliance requirements.

Example Jupyter notebooks 📓 and code scripts 💻 for using Amazon Bedrock Agents 🤖 and its functionalities

Agent Plugins for AWS equip AI coding agents with the skills to help you architect, deploy, and operate on AWS.

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A simple threat modeling tool to help humans to reduce time-to-value when threat modeling

A containerd snapshotter plugin which enables standard OCI images to be lazily loaded without requiring a build-time conversion step.

JS library for verifying JWTs signed by Amazon Cognito, and any OIDC-compatible IDP that signs JWTs with RS256, RS384, RS512, ES256, ES384, ES512, Ed25519 and Ed448

Blueprints and examples for Lambda-based custom Authorizers for use in API Gateway.

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AWS Glue Libraries are additions and enhancements to Spark for ETL operations.

Client library for Amazon Kinesis

ASH is an extensible, open source SAST, SCA, and IaC security scanner orchestration engine.

Populate AWS SSO directly with your G Suite users and groups using either a CLI or AWS Lambda

An AWS tool to help you create a point in time assessment of your AWS account using Prowler.

The Amazon Athena Query Federation SDK allows you to customize Amazon Athena with your own data sources and code.

AWS Generative AI CDK Constructs are sample implementations of AWS CDK for common generative AI patterns.

Flexible Fullstack solution template for production-ready deployments of any use case on Amazon Bedrock AgentCore.

This repository lets you train neural networks models for performing end-to-end full-page handwriting recognition using the Apache MXNet deep learning frameworks on the IAM Dataset.

3D finite element solver for computational electromagnetics

The AmazonDynamoDBLockClient is a general purpose distributed locking library built on top of DynamoDB. It supports both coarse-grained and fine-grained locking.

AWS Quick Start Team

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The AWS Config Rules Development Kit helps developers set up, author and test custom Config rules. It contains scripts to enable AWS Config, create a Config rule and test it with sample ConfigurationItems.

This project signs and proxies HTTP requests with Sigv4

Collection of best practices, reference architectures, model training examples and utilities to train large models on AWS.

Built on Mountpoint for Amazon S3, the Mountpoint CSI driver presents an Amazon S3 bucket as a storage volume accessible by containers in your Kubernetes cluster.

This repository can be used to generate and evaluate findings detected by Amazon GuardDuty

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Amazon Kinesis Producer Library

Python toolkit for building graph-enhanced GenAI applications

Amazon Kinesis Client Library for Python

IAM Policy Autopilot is an open source static code analysis tool that helps you quickly create baseline AWS IAM policies that you can refine as your application evolves. This tool is available as a command-line utility and MCP server for use within AI coding assistants for quickly building IAM policies.

Run existing Model Context Protocol (MCP) stdio-based servers in AWS Lambda functions

A generative AI-powered framework for testing virtual agents.

A Ruby gem that provides a command-line validator for Amazon States Language JSON files.

A command line tool that validates AWS IAM Policies in a Terraform template against AWS IAM best practices

SaaS Builder Toolkit for AWS is a developer toolkit to implement SaaS best practices and increase developer velocity.

JS SDK for interfacing with the Amazon Kinesis Video Streams Signaling Service.

Tools and utilities to enable loading data and building graph applications with Amazon Neptune.

Core c99 package for AWS SDK for C. Includes cross-platform primitives, configuration, data structures, and error handling.

A serverless implementation of the FHIR standard that enables users to focus more on their business needs/uniqueness rather than the FHIR specification

Library for automatic retraining and continual learning

AWS Security Analytics Bootstrap enables customers to perform security investigations on AWS service logs by providing an Amazon Athena analysis environment that's quick to deploy, ready to use, and easy to maintain.

Assisted Log Enabler for AWS - Find AWS resources that are not logging, and turn them on.

A command line interface for Amazon EBS snapshots

AWS Config resource schema define the properties and types of AWS Config resource configuration items (CIs). Resource CI schema are used by developers when performing advanced resource queries and when processing CI data.

An open source Category Plugin for the AWS Amplify-CLI that makes it easy to deploy live and file based streaming video services and integrate them into your Amplify applications.

Threat Designer is a GenerativeAI application designed to automate and streamline the threat modeling process for secure system design.

The easy button for learning, testing and demoing Amazon EKS

Amazon S3 Find and Forget is a solution to handle data erasure requests from data lakes stored on Amazon S3, for example, pursuant to the European General Data Protection Regulation (GDPR)

An implementation of Messaging Layer Security (RFC 9420)

Amazon RDS Support Tools contains utilities, sql, scripts and views which are useful in a RDS environment

An extension to the Amazon SQS client that enables sending and receiving messages up to 2GB via Amazon S3.

Tools for migrating packages from ROS1 to ROS2.

Rust libraries and tools for using and generating TUF repositories

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A SDK to help users embed QuickSight dashboards on other pages.

AI on EKS - Tested AI/ML for Amazon Elastic Kubernetes Service

Amazon Web Services Elastic Compute Cloud (EC2) Rescue for Linux is a python-based tool that allows for the automatic diagnosis of common problems found on EC2 Linux instances.

C99 implementation of the HTTP/1.1 and HTTP/2 specifications

Additional documentation for publicly available datasets on AWS

Tools to make effective use of DynamoDB easier.

C99 library implementation for communicating with the S3 service, designed for maximizing throughput on high bandwidth EC2 instances.

A Model Context Protocol (MCP) server that provides AI assistants access to AWS CloudWatch Logs for analysis, searching, and correlation

This repository contains a number of CloudFormation templates which can be used independently or as Products with AWS Service Catalog including the Open Source Tools AWS Service Catalog Factory and AWS Service Catalog Puppet. The templates include a number of the foundational AWS Services you may choose to manage Account Compliance including AWS Config, AWS CloudTrail and GuardDuty

Experimental Async AWS SDK Clients for Python (In Development)

cfn-format is a command line tool and Go library that pretty-prints CloudFormation, adhering to the standards used in AWS documentation.

Tools for use with the Amazon DocumentDB managed document database service.

Jenkins plugin for AWS CodeDeploy

AWS plugins for Backstage

A requirements traceability tool

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This is a module for the AWS SDK for C. It handles all IO and TLS work for application protocols.

A development library for creating web applications to visualize industrial data

Visual Asset Management System (VAMS) is a purpose-built, AWS native solution for the management and distribution of traditional to specialized visual assets used in physical AI and spatial computing.

The Sensitive Data Protection on AWS solution allows enterprise customers to create data catalogs, discover, protect, and visualize sensitive data across multiple AWS accounts. The solution eliminates the need for manual tagging to track sensitive data such as Personal Identifiable Information (PII) and classified information.

Secure Packager and Encoder Key Exchange (SPEKE) is part of the AWS Elemental content encryption protection strategy for media services customers. SPEKE defines the standard for communication between our media services and digital rights management (DRM) system key servers. This project provides the basic framework that partners can specialize and extend to support their specific method of Digital Rights Management while utilizing AWS' video streaming solutions.

Media Replay Engine (MRE) is a framework to build automated video clipping and replay (highlight) generation pipelines for live and video-on-demand content.

C99 implementation of the MQTT 3.1.1 specification.

Set up end-to-end demo architecture for predictive maintenance issues with Machine Learning using Amazon SageMaker

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Python bindings for the AWS Common Runtime

Verification infrastructure for the Isabelle/HOL interactive proof assistant

Large Language Model Hosting Container

A CLI facilitating semantic similarity search on media in Amazon S3 via AWS Bedrock and Amazon S3 Vectors.

Seed-Farmer is an orchestration tool that acts as an orchestration tool modeled after GitOps deployments. It has a CommandLine Interface based in Python, leverages modular code deployments defined by declarative manifests, and includes change detection and deployment optimization.

C++ wrapper around the aws-c-* libraries. Provides Cross-Platform Transport Protocols and SSL/TLS implementations for C++.

Docs and supporting material for the Amazon Sustainability Data Initiative.

A Java NIO.2 service provider for Amazon S3

LLM inference solution for Amazon Dedicated Cloud (LISA).

The @aws/nx-plugin is a collection of code generators that automate the creation and configuration of cloud-native applications using AWS, TypeScript, Python and React within the Nx development ecosystem.

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Java bindings for the AWS Common Runtime

Validate native AWS security services are properly configured across your AWS Organization

Open-source toolkit for training, Priming, and serving next generation Hybrid architectures

Analytics Accelerator Library for Amazon S3 is an open source library that accelerates data access from client applications to Amazon S3.

Low-overhead wide event metrics, with multi-format outputs.

Static analysis tool for Rust library authors to set and verify which types from other libraries are allowed to be exposed in their public API.

A suite of tools including a framework for creating Java Agents, for aspect-oriented tooling for distributed systems.

A fully automated solution to create security-hardened Amazon EKS AMIs that comply with either CIS Level 1 or Level 2 standards.

Add oci hooks to Docker

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C99 library implementation of AWS client-side authentication: standard credentials providers and signing.

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The Generative AI Toolkit is a lightweight library for building, testing and evaluating AI agents in Python, using any of the LLMs supported by the Amazon Bedrock Converse API.

OSCAL tools for AI agents

NodeJS bindings for the AWS Common Runtime.

Toolkit for Seamlessly Enabling RL Training on Any Agent with Bedrock AgentCore.

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A browser for open-data-registry: https://github.com/awslabs/open-data-registry

A sample implementation of the Time-addressable Media Store API

C99 implementation of the vnd.amazon.eventstream content-type.

A library for evaluating structured data and AI outputs with weighted field comparison and custom comparators

GCO is a platform that spins up EKS Auto Mode clusters across AWS regions, wired together with Global Accelerator for low-latency routing. It handles multi-region compute orchestration — capacity-aware scheduling, spot fallback, globally distributed autoscaling inference — and offers a REST API, CLI, MCP and an integrated analytics environment

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AI-driven toolkit that automates evaluation processes for AI agents

A Go Library for programmatically generating Fluentd and Fluent Bit Configuration.

Jupyter notebook that calls Rekognition, displays an image, and calls a local Neo4j DB to display a graph of relationships

Amazon CloudWatch Embedded Metric Format Client Library

This guidance creates a scalable environment in AWS to prepare genomic, clinical, mutation, expression and imaging data for large-scale analysis and perform interactive queries against a data lake. The solution also demonstrates the use of Amazon Omics for multi-modal analysis.

Image processing and photogrammetry routines for satellite and UAV imagery. Sensor models, tiling, orthorectification, and feature management.

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Generates a JSON schema file that provides intellisense (documentation lookup, code completion, and syntax validation) for ECS task definition parameters.

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Defect Detection Application - A Edge Based Industrial Inspection System - AWS Solution Guidance

Graph analytics for your data lake, powered by Amazon Neptune Analytics

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Agentic AI-guided evaluation system for comparing LLMs with multi-judge jury scoring

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Log parser for Karpenter controller logs

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IDP Terraform accelerator that converts unstructured documents to structured data using AWS AI/ML services

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Ocilot is a command-line tool and Rust library for interacting with OCI (Open Container Initiative) images and container registries.

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Official AWS Startups repository that hosts plugins, skills, tools and resources to support startup builders on AWS

A lightweight, command-line data-stream processing framework written in Rust

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Dataspace Connector on AWS

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Scripts and Dockerfiles to build Kernel Module Management (KMM) operator compatible container images with the Kmod for AI Chips on AWS

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High-performance read/write for NITF, GeoTIFF, JPEG 2000, and more. Rust core with Python bindings — pip install, no complex dependencies.

Aurora DSQL Plugin for DBeaver

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CLI to find resources which call AWS using JavaScript SDK v2

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Static code structure extractor that turns a codebase into a compact, LLM-friendly graph of functions, classes, and relationships for refactoring, duplicate detection, and analysis across 12 languages

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