aws

Builds generative AI applications on Amazon Bedrock. Covers model invocation (Converse API, InvokeModel), RAG with Knowledge Bases, Bedrock Agents, Guardrails, and AgentCore (including the Harness managed agent loop). Applies when invoking models, setting up…

Grants, requests, audits and removes access to data assets in an AWS data catalog (the Amazon SageMaker Catalog supported by Amazon DataZone) through catalog subscriptions over published listings. Covers requesting a subscription, approving or rejecting…

Writes and curates business metadata in an AWS data catalog: the Amazon SageMaker Catalog (Amazon DataZone), or the AWS Glue Data Catalog. Detects which catalog platform an account uses before writing. Triggers on: add a description to a table, document a…

Entry point for AI-agent work on AWS: pick a runtime, plan a migration for existing workloads, and build an executable POC — one phased flow. Triggers on: which runtime for my agent, AgentCore vs ECS vs EKS vs Lambda, AgentCore vs Lambda MicroVMs, deploy an…

Builds and deploys containerized workloads on Elastic Kubernetes Service (EKS), Elastic Container Service (ECS), Fargate, and ECR (Elastic Container Registry). Covers general EKS knowledge, Karpenter, AWS Load Balancer Controller and leveraging various open…

Creates and deploys Node.js HTTP web applications on AWS Lambda Web Functions. Guides users through building web apps and APIs with Express, Fastify, or Hono, packaging, deploying via the aws lambda-web CLI, and iterating. Triggers when user wants to deploy a…

Deploys, hosts, or runs a container or Docker app on Amazon Lightsail Container Service and returns a live, managed HTTPS URL at a flat monthly price — no cluster, VPC, load balancer, or registry to set up. Used when deploying a container image to Lightsail…

Migrate workloads from Microsoft Azure to AWS. Triggers on: migrate from Azure, Azure to AWS, migrate AKS to EKS, migrate App Service or Azure VMs to AWS compute, migrate Azure SQL or Azure Database to RDS, migrate Cosmos DB to DynamoDB, migrate Azure OpenAI…

Validates and bootstraps Amazon Bedrock AgentCore observability so customers can trace agent reasoning, detect silent failures, and measure performance before an outage. Use this skill when a user asks to check, validate, audit, verify, fix, or set up…

Comprehensive operational review procedures for Amazon Bedrock AgentCore resources aligned with the AWS Well-Architected Framework. Covers four check areas — Runtime Resilience, Gateway Health, Memory & Knowledge Effectiveness, and Resource Utilization &…

Use this skill when diagnosing IAM and access failures for Bedrock and SageMaker. It traces the authorization chain — caller identity, iam:PassRole, trust policy, role permissions, resource policies, SCPs — to name the denying hop and propose a scoped policy.…

Use this skill for GPU training or inference clusters on SageMaker HyperPod (Slurm or EKS), ParallelCluster, or self-managed EC2/EKS GPU instances. It adds three things. First, a GPU evidence coverage audit that proves per node whether kernel Xid logs and…

Amazon OpenSearch Service domain health assessment. Performs read-only, API-driven checks against a customer's OpenSearch domain(s) covering cluster health, node/shard configuration, performance metrics, security posture, and cost optimization signals.…

AWS Backup coverage and data protection posture review. Determines which backup-eligible resources are protected by AWS Backup and which are not, across all enabled Regions of an account, then evaluates backup plan frequency and retention, cross-Region and…

Use this skill when someone wants an Amazon EKS cluster graded against best practices. Use it when they ask to review, assess, audit, or grade a cluster; ask for an operations review, security review, operational-readiness or pre-upgrade check, inventory, or…

Amazon Bedrock production readiness assessment covering IAM governance, data retention (ZDR), quota and capacity headroom, and operational observability across Standard Bedrock and Mantle surfaces. Use this skill when a user asks to review Bedrock readiness,…

AWS CDK test-coverage reviewer. Use when a PR adds or changes tests (`**/*.test.ts`, `integ.*.ts`, `*.snapshot`) or ships new functionality, branches, feature-flag states, CFN properties, or cross-service behavior that should be tested — deciding first what…

AWS CDK construct/API design-quality reviewer. Use when a PR adds or changes a public construct, its props/methods/attributes, or introduces a new L2 — reviewing DESIGN quality beyond correctness across feature-placement/abstraction, Design-Guidelines…

AWS CDK documentation-quality reviewer. Use when a PR changes a doc surface the CDK design guidelines govern — `@default`/`@attribute`/`@param` JSDoc tags, public-API docs, migration notes, README usage examples, and rosetta `*.ts-fixture` files and fenced…

AWS CDK regression + breaking-change reviewer. Use when reviewing an AWS CDK pull request for both regression risks (input-validation, token-handling, JSII-transpilation, and other undefined runtime-behavior breakage) AND breaking changes (API-surface changes…

Shared foundation every CDK review-dimension skill applies — the harm-based severity scale (BLOCKING/RECOMMENDED/OPTIONAL), evidence + citation authority order, exact file:line, the concrete-fix rule, the 3-7 comment budget, review tone, the shared…

AWS CDK security reviewer. Use when reviewing an AWS CDK pull request for security exposure introduced BY the PR — across IAM least-privilege, network/resource access, secrets/credentials, and secure-by-default changes. Triggers on changes to IAM/KMS/Secrets…

Maps Smithy protocol traits to generated SDK marshaller/unmarshaller code patterns

Rules for converting Smithy shape types to .NET types, including nullability and collection defaults

Exact patterns generated code must follow to match the AWS SDK for .NET public API surface

How to deserialize a Smithy model.json into typed C# records and navigate the shape graph

Use when creating, validating, or reasoning about DevConfig files for AWS SDK for .NET changes, including deciding whether Core or Services entries are required, choosing patch vs minor bumps, and writing changelog messages.

Use when working on the AWS SDK for .NET source code itself, including Core runtime changes, service client implementations, generator or model changes, repo-specific build and validation flows, and V3/V4 branch-targeting decisions.

Create GitHub issues with repo conventions, issue templates, audience control (internal/community), and issue type assignment. Also switches existing issues between internal and community. Use when user says "create an issue", "file a bug", "open an issue",…

Use when writing a PR body.

Ask which skill or flow fits your situation. A router over the skills in this repo.

Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow.

Configure this repo for the engineering skills: set up its issue tracker, triage label vocabulary, and domain doc layout. Run once before first use of the other engineering skills.

Validates .NET application compatibility with AWS Graviton (ARM64) architecture by checking, by content, that every resolved NuGet package (including transitive) ships an aarch64 native file for each target runtime identifier and the target's C library,…

Validates Java application compatibility with AWS Graviton (ARM64) architecture by analyzing native libraries, dependencies (including transitive), and architecture-specific code. Performs static analysis, applies ARM64-required dependency updates, documents…

Validates Python application compatibility with AWS Graviton (ARM64) architecture by verifying that every pinned dependency (including transitive) publishes an aarch64 wheel for the project's interpreter, and by checking native extensions, vendored binaries,…

Conventions and safety rules for changing the Amazon.Lambda.Annotations library and its source generator, including the T4 templates that generate Lambda handler code. Use when modifying parameter binding, generated handler code, authorizer support, or the…

Add a new AWS event source attribute (e.g., Kinesis, Kafka, MQ) to the Lambda .NET Annotations framework, including the attribute class, source generator integration, CloudFormation writer, unit tests, writer tests, source generator tests, and integration…

Drive a deployed COA (SemanticContextLayer) through its control-plane REST API from an agent - sign in with PKCE, scan and review sources, approve them, start induction, and review, accept, cancel or delete ontologies. Use when loading data into COA, building…

Save a report of the Python version, user ID, and working directory of the ACR in the workspace.

Proactively manage AWS service quota increases for the customer's account. Monitor quota utilization via Service Quotas, request increases, track pending requests, and verify applied changes. This skill enables the agent to act as a persistent butler —…

AWS CDK CLI general PR reviewer. Use when reviewing any pull request to aws/aws-cdk-cli — the CLI (packages/aws-cdk), toolkit-lib, cloud-assembly-schema, cdk-assets, cloudformation-diff, integ-runner, or the projen/monorepo config. Precision-first: flags only…

Query AWS Lambda durable function execution history through the durable-telemetry MCP server — use when investigating workflow failures, execution timing, or step-level errors across DynamoDB, Athena/S3, Aurora, Redshift, OpenSearch, or CloudWatch Logs…