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78 stars written in Python
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CLI toolkit for deploying AI agents to Amazon Bedrock AgentCore. Zero infrastructure management with built-in gateway and memory integrations.

Python 354 111 Updated Dec 13, 2025

A very fast, very minimal prompt optimizer

Python 299 12 Updated Jan 5, 2025

πŸ› οΈ Professional development environment for Claude Code with spec-driven workflow, TDD enforcement, cross-session memory, semantic search, quality hooks, and modular rules integration.

Python 208 23 Updated Dec 15, 2025

Deploy llama.cpp compatible Generative AI LLMs on AWS Lambda!

Python 175 26 Updated Apr 16, 2024

An MCP (Model Context Protocol) server that brings powerful AWS FinOps capabilities directly into your AI assistant. Analyze cloud costs, audit for waste, and get budget insights using natural lang…

Python 164 48 Updated Jun 11, 2025

Build your own log analytics platform on OpenSearch in 20 minutes

Python 131 32 Updated Dec 15, 2025

This repository provides a working, deployable, open source-based, serverless MCP server blueprint with an AWS Lambda function and AWS CDK Python code with all the best practices and a complete CI/…

Python 118 17 Updated Oct 31, 2025

Keep an eye on your AWS quotas before you hit their limits

Python 92 41 Updated Dec 8, 2023

This repository contains a microservice-based Sample App demonstrating observability capabilities in the Amazon OpenSearch Service.

Python 86 40 Updated Nov 26, 2025

A python library exposing services that are not covered by the official boto3 library but are driven by undocumented APIs.

Python 62 8 Updated Jul 9, 2024
Python 25 14 Updated Dec 4, 2025

Blueprint for running AWS Bedrock Multi-Agent AI collaboration with CDK, Graph DB, Streamlit and LangFuse

Python 20 2 Updated May 2, 2025

aws-prober is an open-source tool for ensuring a secure and cost-aware AWS foundation, based on years of AWS experience and dozens of AWS setups.

Python 14 1 Updated Aug 4, 2023

Creates a new AWS root account and saves the credentials locally

Python 5 Updated Jun 22, 2023