Official · AWSFreeSummary Investigate existing AWS services using logs, metrics, and traces, which record requests across services. Configure CloudWatch or CloudWatch Omni dashboards and alerts, investigate failures, and evaluate AI agent quality from recorded activity.
- Investigating service latency and errors
- Building monitoring dashboards and alerts
- Tracing dependencies and failure impact
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Set up and maintain Amazon DocumentDB, a managed document database compatible with MongoDB. Assess migration compatibility, configure secure connections, design data and indexes, diagnose slow queries, and produce migration plans, upgrade plans, and operational review reports.
- Set up DocumentDB and diagnose connection failures
- Assess compatibility before migrating from MongoDB
- Design product data, indexes, and vector search
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Create and configure Amazon Aurora MySQL clusters, estimate serverless capacity, compare storage and pricing options, and plan version upgrades. The skill provides assessments and supports approved changes, with safeguards for operations that could affect production.
- Create an Aurora MySQL cluster
- Estimate serverless capacity
- Compare storage and commitment pricing
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Diagnose Amazon MWAA workflow failures using APIs and CloudWatch logs across Provisioned and Serverless environments. Identify failed tasks, import problems, memory shortages, and dependency changes, then report evidence, impact, immediate fixes, and prevention steps.
- Find the cause of a failed workflow or task
- Investigate a DAG missing from the interface
- Diagnose worker crashes and memory shortages
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Build, deploy, and troubleshoot container applications on AWS using EKS, ECS, Fargate, and ECR. Get guidance on service configuration, container image management, and ECS Action Logs for investigating deployment and scheduling failures.
- Deploy a container application on ECS or Fargate
- Configure an EKS cluster and related Kubernetes tools
- Set up ECR repositories and image lifecycle policies
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Define and deploy AWS infrastructure with CDK using TypeScript or Python. Plan stack structure, inspect proposed changes, troubleshoot deployment errors, import existing resources, and refactor infrastructure while avoiding unintended resource replacement.
- Defining AWS infrastructure in TypeScript or Python
- Reviewing proposed changes before deployment
- Investigating CDK or CloudFormation errors
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Create and deploy Amazon MWAA workflows as Python DAGs, which define task dependencies, or Serverless YAML files. Plan schedules, retries, timeouts, and failure notifications, with an optional handoff to a separate testing skill.
- Create a Python DAG for scheduled data processing
- Write a YAML workflow for MWAA Serverless
- Design retries, timeouts, and failure notifications
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Create, explain, and validate YAML or JSON templates that define AWS infrastructure. The skill applies secure defaults, records design decisions, checks templates before deployment, and investigates failed stacks using CloudFormation events and CloudTrail records.
- Create or update infrastructure templates
- Understand and document design decisions
- Validate templates before deployment
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Operate Amazon MSK clusters with guidance tailored to Standard and Express brokers, the servers that handle Kafka data. Diagnose processing delays, plan capacity, configure monitoring, replicate data between clusters, and set up delivery to S3.
- Diagnosing Kafka performance issues and consumer delays
- Choosing Standard or Express and sizing a cluster
- Configuring CloudWatch monitoring and alarms
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Sort AWS networking requests across DNS, content delivery, hybrid connections, and traffic protection. Identify the relevant service skills, distinguish connection problems from filtering issues, and coordinate handoffs when a task involves several services.
- Find the right skill for DNS or content delivery
- Choose a service skill for connecting offices and AWS
- Distinguish connectivity failures from traffic filtering
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Build and troubleshoot usage reporting for SaaS products sold through AWS Marketplace. Set up the metering pipeline, inspect submitted records, and investigate failed submissions or differences between reported usage and billed amounts.
- Set up usage reporting for a SaaS product
- Investigate failed or duplicate usage submissions
- Compare metering records with seller billing reports
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Reviews AWS application code, infrastructure definitions, and configuration against the Well-Architected Framework. Produces evidence-backed assessments, scores for each review area, and a remediation plan prioritized by risk, urgency, and importance, with full, quick, and focused review options.
- Reviewing an AWS workload across framework pillars
- Getting a maturity scorecard for an AWS architecture
- Prioritizing architecture improvements from code evidence
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Set up AWS access for local development with aws login. Check existing credentials, obtain temporary credentials that rotate automatically, and verify the signed-in identity so CLI commands and SDK applications can access AWS.
- Set up AWS CLI and SDK access for local development
- Restore access after credentials expire
- Sign in with a separate AWS profile
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Choose AWS storage based on how data is accessed, performance needs, protection requirements, and costs. Compare object, file, and virtual disk storage, then get guidance on configuration, migration, backups, security, and troubleshooting.
- Compare storage services for a workload
- Reduce storage costs based on access frequency
- Plan a migration from on-premises file storage
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Choose AWS services for messaging between application components or continuous data streams. Compare task queues, event routing, and replayable streams, review integration pitfalls, and identify the specialized service for customer communication channels.
- Choose between messaging and streaming
- Compare services for queues and event routing
- Review pitfalls in AWS service integrations
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Analyze AWS spending, investigate cost increases, and identify savings opportunities. Review resource sizes and commitment discounts, set budget alerts, and examine detailed billing records to guide concrete changes to cloud spending.
- Investigating a sudden increase in AWS costs
- Reviewing Savings Plans and Reserved Instances
- Finding resources to resize or remove
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Plan, configure, and operate Amazon ElastiCache for application caching and AI workloads. Covers engine selection, secure connections, data structures, vector search for finding similar content, performance diagnosis, cost review, and migration from existing Redis environments.
- Reduce API latency and database read load
- Design session storage and rate limiting
- Add AI response caching and similar-content search
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Plan a move to Amazon Keyspaces by checking Cassandra compatibility, estimating monthly costs, and comparing data models for SQL workloads. It also supports connection troubleshooting, capacity planning, and approved creation or modification of database resources.
- Checking Cassandra schema compatibility before migration
- Estimating monthly costs from workload figures or diagnostics
- Comparing data models for a SQL-to-Keyspaces migration
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Select, provision, and operate Amazon EC2 virtual machines and groups that scale with demand. Covers launch templates, fleet updates, Systems Manager access and patching, image management, cost review, and troubleshooting connection failures, capacity errors, and unhealthy instances.
- Choose EC2 instance types and review running costs
- Build an automatically scaling group of web servers
- Roll out a new AMI across an existing fleet
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Plan and carry out Airflow upgrades on Amazon MWAA, AWS's managed Airflow service. Choose an approach based on run-history needs, check code compatibility, validate changes, and save progress in a plan that supports resuming work.
- Plan an Airflow 2.x to 3.x upgrade
- Upgrade while preserving run history and the environment URL
- Rehearse an upgrade on a temporary test environment
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Configure AWS pipelines that build, test, and deploy code automatically. Connect source repositories, manage private packages, choose gradual deployment strategies, and troubleshoot failures across CodePipeline, CodeBuild, CodeDeploy, CodeConnections, and CodeArtifact.
- Build a pipeline from GitHub to ECS
- Write buildspec.yml for Docker builds
- Configure deployments across AWS accounts
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Helps choose an AWS database based on application needs and data structure. Compares suitable services, checks service facts against reference material, and routes setup, migration, operations, and workload cost questions to the relevant service skill.
- Choosing a database for a new AWS application
- Comparing relational and key-value databases
- Finding guidance for database migration and operations
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Choose AWS serverless options for APIs, event processing, and workflows. Match each application component to a suitable execution model, resolve capacity and coordination choices, and continue with specialized skills or shared Lambda guidance.
- Choosing an execution model for an API backend
- Selecting queue and stream processing options
- Choosing how to coordinate multi-step workflows
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026
Official · AWSFreeSummary Troubleshoot AWS Clean Rooms access failures and missing logs for custom machine learning jobs. Identify which IAM roles, storage policies, encryption permissions, or logging settings need investigation, including access across AWS accounts.
- Investigating access denied errors in Clean Rooms
- Checking S3, KMS, and Lake Formation permissions
- Diagnosing missing logs for custom model jobs
aws/agent-toolkit-for-aws☆ 3.2KUpdated Oct 24, 2026