
Managing AWS credentials securely is a fundamental challenge for developers. Storing plain text access keys in ~/.aws/credentials creates significant security risks, especially when backing up dotfiles to version control systems. This post introduces credential_process, a powerful AWS CLI feature that allows you to …
Read MoreOIDC External Identity Source for AWS IAM Identity Center
Dec 31, 2025 · 8 min read · AWS IAM Identity Center SSO Cognito OIDC SAML CDK Serverless Cloudflare ·
AWS IAM Identity Center (formerly AWS SSO) provides centralized access management for AWS accounts and applications. While it natively supports SAML 2.0 for external identity providers, many organizations prefer OIDC-based authentication through providers like Amazon Cognito. This post demonstrates how to use …
Read MoreImplementing MCP OAuth 2.1 with Keycloak on AWS
Nov 21, 2025 · 25 min read · Keycloak MCP Model Context Protocol OAuth 2.1 RFC 8707 Dynamic Client Registration PKCE AWS Terraform Identity Provider ·
Introduction The Model Context Protocol (MCP) ecosystem mandates OAuth 2.1-compliant authorization servers to facilitate secure, federated access to AI model services. MCP clients, such as Claude Code, Cursor, and VS Code extensions, rely on modern OAuth specifications including Dynamic Client Registration (RFC 7591), …
Read MoreXiaozhi ESP32 MCP Gateway with Amazon Bedrock AgentCore
Nov 17, 2025 · 12 min read · AWS Bedrock AgentCore MCP Model Context Protocol Xiaozhi ESP32 Voice Assistant IoT Edge Computing WebSocket ·
The Xiaozhi hardware is an impressive ESP32-based AI voice assistant capable of offline wake-up, multi-language support, and cloud connectivity. But what if you want your Xiaozhi device to access multiple AI tools, APIs, and services without managing complex integrations on the hardware side? This is where Amazon …
Read MoreAmazon Quick Suite Deep Dive: Build AI-Powered Business Intelligence on AWS
Oct 29, 2025 · 9 min read · Amazon Quick Suite AWS QuickSight Business Intelligence AI Agents Data Analysis Workflow Automation QuickFlows QuickAutomate ·
Introduction Business intelligence has long been the domain of specialists, requiring complex tools and time-consuming analysis. But what if you could simply ask your data questions in plain English and receive comprehensive, visualized answers in seconds? What if you could automate your weekly reporting with a simple …
Read MoreBuild Agentic Chatbot on AWS with Amazon Bedrock
Apr 7, 2025 · 10 min read · AWS Amplify Amazon Bedrock AWS Bedrock Knowledgebase Agentic AI Chatbot Claude Next.js ·
Overview In this article, I'll share my experience building an agentic chatbot on AWS using Amazon Bedrock, Amplify Gen2, and Amplify AI kit. This project, called Industry Assistant Portal, serves as an internal industry assistant that provides industry-specific AWS solutions guidance. The chatbot leverages Amazon …
Read MoreCreate Amazing Images with Amazon Nova and Model Context Protocol
Dec 31, 2024 · 4 min read · Model Context Protocol Amazon Nova Amazon Nova Canvas Image Generation GenAI AWS Anthropic Claude Desktop Cline ·
Ever wished you could conjure up the perfect images for your blog posts or articles without leaving your editor? Wouldn't it be amazing to generate professional-quality visuals with just a few keystrokes while you're in your creative flow? Well, grab your virtual paintbrush because we're about to dive into how you can …
Read MoreNine Essential Tips of AWS Amplify for Boosting Development Productivity
Dec 24, 2024 · 12 min read · AWS AWS Amplify Amazon Bedrock AWS AppSync AWS Cognito LLM Claude Serverless Fullstack GenAI ·
AWS Amplify is a powerful set of tools and services for developing, hosting, and managing serverless applications. With the recent launch of Amplify Gen 212, the platform has evolved significantly to enhance the developer experience. In this guide, we'll explore nine essential tips that will help you maximize your …
Read MoreDeep Dive Clickstream Analytics Series: Data Pipeline Observability
Oct 21, 2024 · 5 min read · Clickstream Analytics AWS Observability Monitoring Logging Troubleshooting ·
In this post, we will explore the observability features of our clickstream solution. Observability is crucial for understanding the health of your data pipeline, identifying issues promptly, and ensuring optimal performance. We'll cover the monitoring, logging, and troubleshooting capabilities built into the solution. …
Read MoreDeep Dive Clickstream Analytics Series: Reporting
Oct 19, 2024 · 4 min read · Clickstream Analytics AWS Amazon QuickSight Reporting Data Visualization Business Intelligence ·
In this post, we will explore the reporting module of our clickstream solution. This module leverages Amazon QuickSight to provide powerful visualization and analysis capabilities for clickstream data, enabling users to gain valuable insights from their data. Overview The reporting module is engineered to be flexible, …
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