aws

Investigates what is happening in an AWS account from evidence already recorded there. Not for capturing new data from running code (snapshots of function arguments on a live service, Dynamic Instrumentation), questions answered from the CloudWatch Omni…

Investigates root causes on the Omni context graph (service dependencies) and Intelligence insights; builds, configures, debugs, tunes AWS observability - operator-symptom questions, detecting Omni vs classic CloudWatch. CloudWatch on a reporting service:…

Selects, investigates, and compares AWS object, file, and block storage services, and answers cost, performance, configuration, security, and troubleshooting questions about storage services. Applies when a user asks where to store or archive data based on…

Migrates a Glue Data Catalog Hive table (Parquet) into Amazon S3 Tables as managed Iceberg using the native S3 Tables migration API (StartTableMigration, SyncTableMigration, CompleteTableMigration), a managed service call, not a self-run CTAS, Glue, or EMR…

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…

Use when the user wants to migrate code that calls OpenAI, Gemini/Google AI, or the Anthropic API to Amazon Bedrock — a pure model/SDK rewrite. End-to-end: assesses the codebase, optionally captures aggregate OpenAI, OpenRouter, or Anthropic cost and token…

Source-cloud-neutral intake and requirements step for migrating AI/LLM workloads to Amazon Bedrock. Use when the user already has a provider-neutral ai-workload-profile.json (schema_version 1.0 or 1.1, with ai_sources[] and gateways[]) that already matches…

Migrate Microsoft Azure workloads to AWS. Triggers on: Azure to AWS, move off Azure, AKS to EKS, App Service or Azure VMs to AWS compute, Azure SQL/Database to RDS, Cosmos DB to DynamoDB, Azure OpenAI to Bedrock, Azure cost estimates, or what-if workshops.…

Amazon FSx for NetApp ONTAP Operational Review. Use when a user asks to review, audit, assess, or health-check FSx for NetApp ONTAP (FSxN / FSx ONTAP) — a file system, SVM, volume, or the whole footprint — for best-practices posture across Backup,…

Use the Grafana Cloud connector to investigate incidents with the customer's Grafana Cloud telemetry. Covers choosing tools, when to use Grafana Assistant, the Read, Query and Write access levels, confirming every write with the operator, keeping results…

Investigate incidents and answer operational questions using Sumo Logic logs, alerts, dashboards and SIEM insights. Use during incident triage and root cause analysis when the customer's telemetry is in Sumo Logic, or when the user asks to search Sumo Logic,…

Use this skill for a read-only readiness review of a streaming / OTT platform before a large-scale live event (match, final, concert, launch). Trigger whenever someone asks whether they are ready for an upcoming broadcast, whether the platform will hold at…

Use this skill when the user wants to know which path AWS will pick for their traffic, why traffic took an unexpected route, or how to make AWS prefer a path. Covers Cloud WAN CNE route evaluation, Direct Connect Gateway local vs remote region preference,…

Use this skill when the user wants to know whether an Amazon EKS cluster is healthy right now, or asks you to assess, triage, or report on the state of an EKS cluster, its control plane, or its nodes — even when they don't say "dashboard" or name a specific…

Load when the operator asks for a Honeycomb board or dashboard: a board for a service, a feature, or an incident, a golden signals dashboard, or a board to visualize service health. Designs the board from SLOs and queries, shows the full plan to the operator,…

Load before querying a Honeycomb OpenTelemetry metrics dataset (dataset_type=metrics): gauges, counters, histograms and sums, including infrastructure metrics such as CPU, memory, disk I/O and network. Metrics follow different rules from trace datasets: bare…

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.

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 .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 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…

Prepare a GitLab workitem for implementation — fetch the story, sync main with origin, assess whether the story is actually ready against latest main, then cut a branch with the bundled new_branch.sh. Use when starting work on a new story/issue/workitem…