Monitors AWS CloudFormation stacks for configuration drift using the AWS SDK DetectStackDrift and DescribeStackResourceDrifts APIs.
Reusable investigation patterns for AWS CloudWatch: Logs Insights query templates, alarm-to-deployment correlation, blast-radius narrowing…
Analyze AWS costs, billing, and pricing without MCP.
AWS cost optimization, monitoring, and operational excellence expert.
Deep AWS cost optimization expertise covering EC2 Reserved Instances, Savings Plans, Spot Instances, Lambda cost optimization, S3…
Comprehensive AWS cost analysis and optimization recommendations using AWS CLI and Cost Explorer
Use when debugging AWS authentication issues, switching between named profiles and environment variables, or setting up multi-account…
Query and manage AWS data services (DynamoDB, Aurora, Redshift, ElastiCache, Neptune, S3 Tables) without MCP.
Generate AWS architecture diagrams in Mermaid or ASCII from a description, existing IaC, or conversation context.
Create, migrate, run, debug and optimize genomics workflows in AWS HealthOmics.
Chat-based AWS infrastructure assistance using AWS CLI and console context.
Use when working with AWS resources — ECS Fargate, ECR, EFS, Secrets Manager, gomplate templates, multi-env deployments — even when the…
Provides AWS Lambda integration patterns for PHP with Symfony using the Bref framework.
Configure AWS MCP servers for documentation search and API access.
Guides general use of AWS messaging and streaming services.
Deploy any full-stack app (Next.js + FastAPI or similar) to AWS production with Docker, ECR, ECS Fargate, ALB, ElastiCache, CloudWatch…
Provides patterns to configure AWS RDS (Aurora, MySQL, PostgreSQL) with Spring Boot applications.
Analyze AWS resource health, diagnose issues from CloudWatch logs and metrics, and create a remediation plan for identified problems.
Design and review AWS architectures following Well-Architected Framework principles.
Provides Amazon S3 patterns and examples using AWS SDK for Java 2.x.
AWS SDK changes since training cutoff — S3 default checksums, S3 Vectors, Lambda Durable Functions, Bedrock AgentCore, CDK Mixins, SigV4a…