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Contains a collection of advanced C#/.NET/Python sample applications and tools for working with AI, Model Context Protocol (MCP), Semantic Kernel, Microsoft Agent Framework and Azure OpenAI. Each fol

A collection of examples and resources for operationalizing GenAI and ML workloads on Amazon SageMakerAI with integrated SageMaker-managed MLflow and Amazon Bedrock.

Starter template for deploying AI agents with Amazon Bedrock AgentCore. Complete infrastructure scaffolding with authentication, API, and web interface - all automated in one command.

This sample application demonstrates the practical implementation and usage patterns of the LLM Agents library.

Agentic AI assistant for proactive AWS Health Event management and impact analysis

Guidance on deploying a generative AI document analysis with Amazon Bedrock AgentCore. Auto-classifies, enhances, and aggregates multi-type documents using Gestalt-informed vision prompts. Custom anal

Multi-agent healthcare system demonstrating clinical decision support using Amazon Bedrock AgentCore and S3 Vectors for semantic search

End-to-end reference for building production-ready omni-channel AI agents using Twilio Agent Connect (TAC) SDK and Amazon Bedrock AgentCore on AWS.

Researcher Agent to write blog posts/ articles using Amazon Bedrock and websearch.

Hierarchical agent system for Org-wide CloudOps coverage — Health, FinOps, and network resilience in one interface.

Open-source skills for AWS DevOps Agent - extend DevOps Agent with ready-to-use skills for incident response, root cause analysis, and operational troubleshooting. Use as-is or as a reference for writ

Sample solution to automate tedious regulatory compliance processes using multi-agent systems

Deep research agent using Amazon Bedrock, AgentCore, and LangGraph

Open-source tools for AWS DevOps Agent - extend DevOps Agent with ready-to-use skills, custom agents, and other tools, for incident response, root cause analysis, and operational troubleshooting

A sample error workflow which when triggered sends a notification to the specified Mattermost channel as well as an SMS to the specified mobile number.

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

Learn to build AI agents with Strands framework. Covers LLM integration via Amazon Bedrock/Anthropic, AWS service connections, tool implementation with MCP/A2A protocols, and agent evaluation using La

A Kiro power that turns Kiro into a personal study companion for any AWS certification exam

📝 Multi-agent system for reviewing medical and pharmaceutical content

A hands-on workshop for building a production multi-agent AI system on Amazon Bedrock AgentCore. An orchestrator agent coordinates three specialists — each built with a different framework (Strands, L

Build production-ready AI agents with the Strands Agents SDK and AWS services. This repository demonstrates how you can create multi-modal systems with persistent memory in minimal code. Progress from

A speech-to-speech dynamic configuration approch for multi-agent system using AWS Bedrock's Nova 2 Sonic model.

AIDLC × AgenticOps — plugin marketplace that extends Claude Code and Kiro with agentic operations for the AWS AI-Driven Development Lifecycle (Inception → Construction → Operations).

Spec-driven autonomous engineering workflow for AI coding agents: recon → plan → build → validate → ship — with TDD, adversarial validation, and anti-slop quality gates. Packaged as a Kiro Power.

A full-stack conversational AI starter kit built with Amazon Bedrock AgentCore, Strands Agents SDK, FastAPI, and htmx.

Agent Skills implementation for Strands Agents SDK

A coding agent built on Strands Agents SDK that replaces the tool-calling paradigm with CodeAct (code generation) as the agent's primary action interface.

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 pla

Reusable skills and steering that teach AI coding agents how to apply the AWS Well-Architected Framework. Works with Kiro, Claude Code, Cursor, Codex, Windsurf, GitHub Copilot, and Cline.

How to stop AI agents from hallucinating and wasting tokens. Working demos: Graph-RAG, semantic tool selection, neurosymbolic guardrails, DebounceHook — built with Strands Agents

Agent samples built using the Strands Agents SDK.

Full-stack Software Factory and Generative Video Cloud

Graph-vector database that queried 1 billion edges for $2.50. Rust, OpenCypher, vector search, 14 graph algorithms. 74M nodes / 1B edges on a single machine.

Open-source security for AI agents: kernel-enforced egress control on macOS and Linux, keys only the operator holds, tamper-evident audit. One command protects Claude Code, Cursor, or any MCP harness.

Fast cold-boot MicroVM sandboxes for AI agents on cocoon

A Model Context Protocol (MCP) server that enables LLMs to run ANY code safely in isolated Docker containers.

Agentic sandbox enumeration: find security issues, and seed escape automation.

macOS Seatbelt sandbox CLI for developers. Protect credentials (SSH, AWS, GPG) from malicious npm packages, supply chain attacks, and untrusted build scripts. Deny-by-default filesystem isolation. P

Self-hosted dev sandboxes with preview URLs. One command. No Kubernetes, perfect for coding agents and Saas factories

Self-hosted orchestrator for AI autonomous agents. Run Claude Code & Open Code in isolated linux workspaces. Manage your skills, configs and encrypted secrets with a git repo.

Self-hosted dev sandboxes with preview URLs. One command. No Kubernetes, perfect for coding agents and Saas factories

Sandboxed TypeScript runtime for AI coding agents to query AWS — full SDK access with in-sandbox aggregation, credentials flow via IMDS and never enter the VM. Ships as a Claude Code plugin (MCP) and

How it works

Deprecated: Use the remote MCP server at https://mcp.sanity.io instead.

This repository contains the demo code for the webcast organized by SANS titled "From Playbooks to Robocop: The Evolution of SOC Automation".

MCP server giving Claude live access to SAP systems via ADT — read, edit, search, test, and diff ABAP across landscapes without installing anything on the SAP stack.

This minimal utility workflow connects to the SAP Business One Service Layer API to verify login credentials and return the session ID. It's ideal for testing access or using as a sub-workflow to retr

She's the AI agent you come home to.

The open authority layer + SDKs for AI-agent payments. Thin Python/TS clients, an MCP server, framework adapters (LangChain/CrewAI/Hermes/OpenClaw/…), and @sardis/reference — a pure policy simulator +

The Satellite-Dispatch is an CrewAI-driven platform designed to facilitate disaster response and recovery efforts using satellite technology.

The Economic Firewall for AI Agent Requests

A lightweight open-source platform by AnkTechSol for managing autonomous AI agents in real-time. Satya provides a clean dashboard and Python SDK to track AI agent tasks, monitor progress, build and cu

MCP Server that models the Sauce Labs API

Collaborate with an AI Agent on a joint document, e.g. for creating your content marketing strategy, a sales plan, project status updates, or market analysis.

This template shows how to use the Question and Answer tool to save costs in RAG use cases.

This workflow will take all emails you put into a certain folder, upload any attachements to Nextcloud, and mark the emails as read (configurable).

Português

> 🛠️ Note: This workflow uses a custom Mastodon API request. Ensure your server supports bookmark access, and that your access token has the right permissions. OAuth or token-based credentials mus

Who this is for

Effortlessly optimize your workflow by automatically save all files you are receiving on Telegram to a Google Drive Folder.