DevOps & Infra

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Find released ABAP classes for ABAP Cloud Development. Use when user asks about ABAP classes for specific functionality like email, UUID generation, time/date handling, JSON/XML processing, RAP, string processing, random numbers, regex, Base64, HTTP calls, unit testing, PDF rendering, parallel processing, application logs, or any other ABAP Cloud class lookup. Use when this capability is needed.

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DevOps and CI/CD expert. Use when setting up pipelines, containerizing applications, deploying to Kubernetes, or implementing release strategies. Covers GitHub Actions, Docker, K8s, Terraform, and GitOps. Use when this capability is needed.

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CI/CD pipeline design, deployment strategies, and release automation. Use when implementing GitHub Actions, container deployments, release workflows, and infrastructure automation. Use when this capability is needed.

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Use when detecting infrastructure drift between Terraform state and actual AWS resources. Identifies out-of-band changes.

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Configure CI/CD pipelines for automated testing and deployment Use when this capability is needed.

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Pre-deployment validation with environment config, dependencies, DB migrations, and API compatibility checks Use when this capability is needed.

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Use when user creates/modifies CI/CD pipelines, mentions deployment automation, quality gates, or release processes. Applies to all repositories by default to ensure platform-specific best practices (dependency scanning, secret detection, protected branches).

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Synchronize specifications with AWS Kiro format (requirements.md, design.md, tasks.md). Use when this capability is needed.

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Conventions and safety checks for Terraform infrastructure changes Use when this capability is needed.

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Add, integrate, or review Micronaut Sourcegen usage in modules that generate Java source, Kotlin source, Groovy-compatible source, or bytecode from ObjectDef, TypeDef, MethodDef, ExpressionDef, StatementDef, and SourceGenerator APIs. Use when this capability is needed.

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Azure Functions

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Run and deploy MoFA Studio via Nix or manual builds, including dataflow startup and environment variables. Use when launching the app or preparing a dev environment. Use when this capability is needed.

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Debug and fix failing code using plans and test feedback. Part of the MapCoder pipeline. Use when this capability is needed.

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Deploy the material-agent-service locally using Docker Compose with OVRTX rendering. Use when user wants to run material agent with docker, docker compose, set up local deployment, run the service locally with GPU rendering, start material agent containers, or configure VLM provider for docker deployment. Trigger phrases include "docker compose", "docker deploy", "run locally with docker", "start material agent docker", "docker up", "local deployment", "compose up". Use when this capability is needed.

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Create and optimize Dockerfiles with BuildKit, multi-stage builds, advanced caching, and security. Use this skill whenever you need to create, modify, or optimize a Dockerfile or a Docker Compose file. Also trigger when the user discusses container images, build performance, or Docker security — even if they don't explicitly mention 'Dockerfile'. Use when this capability is needed.

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When to Use

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Operate the cursor-agents CLI to launch, monitor, and manage Cursor Cloud Agents on GitHub repositories. Use this skill when asked to create coding agents, address PR review comments, run background coding tasks, retrieve agent artifacts, or automate any workflow involving the Cursor Agents API. Provides flag rules, workflow recipes, error recovery, and JSON output contracts. Use when this capability is needed.

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This skill should be used when users want to create a new tool for the Strands SDK agent system. It supports creating both agent-as-a-tool (complex agents wrapped as tools) and regular tools (simple function-based tools). Use this skill when users request to create, build, or add a new tool. Use when this capability is needed.

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Add new benchmarks to the CI pipeline. Guides through creating benchmark JSON files, integrating with bootstrap.sh, and ensuring proper CI upload via ci3.yml workflow. Use when this capability is needed.

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Bump the http-client-csharp base dependency version in http-client-csharp-mgmt. Updates emitter (npm) and generator (NuGet) references, rebuilds, and regenerates test projects. Use when this capability is needed.

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Create or update Blossom operators under src/blossom/op (chat, text, common, util), including choosing MapOperator/FilterOperator/TransformOperator/MetricFilterOperator/Operator, wiring __init__.py exports, and using Context, Provider, DataFrame, and Schema APIs. Use when asked to add new operators, filters, translators, embedders, distillers, or other pipeline steps. Use when this capability is needed.

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AWS patterns from Well-Architected Framework Use when this capability is needed.

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Manage EC2 instances, AMIs, and auto-scaling groups. Configure security groups, key pairs, and instance types. Use when deploying compute resources on AWS. Use when this capability is needed.

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Manage IAM users, roles, and policies. Implement least-privilege access and security best practices. Use when configuring AWS identity and access management. Use when this capability is needed.

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Provision and manage RDS databases. Configure backups, replication, and security. Use when deploying managed relational databases on AWS. Use when this capability is needed.

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Design and implement VPCs and networking. Configure subnets, route tables, and security groups. Use when setting up AWS network infrastructure. Use when this capability is needed.

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Deploy and manage Google Kubernetes Engine clusters. Configure node pools, networking, and workload identity. Use when running Kubernetes on GCP. Use when this capability is needed.

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Scaffold, structure, and manage AI/ML projects that run on AzureML. Covers project initialization (uv workspaces, devcontainers, Makefile), Python packaging with explicit dependencies, local and cloud execution, experiment reproducibility, and extensibility patterns (pipelines, datasets, linting). Use this skill whenever the user asks to create, modify, run, test, or deploy an AzureML-based ML project — or when they need guidance on project layout, dependency management, or cloud job submission with Azure Machine Learning. Use when this capability is needed.

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Serverless deployment architecture with CloudGateway, CloudProvider abstraction, ServiceRegistry, ActorStateStore, and local development setup. Use when users need to understand cloud deployment concepts or deploy actors to serverless platforms. Use when this capability is needed.

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Terraform Plan Analyzer & Risk Assessor

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Terraform & Infrastructure as Code

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Integrate Langfuse observability with AWS Strands Agents for comprehensive tracing, monitoring, and debugging of AI agent applications. Use when building Strands agents that need production observability, when debugging agent behavior, when tracking costs/latency/token usage, when setting up OpenTelemetry-based tracing for Strands, when querying Langfuse data from Claude Code, or when running evaluation pipelines against Langfuse traces. Use when this capability is needed.

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Standardize a single scripts/setup.sh across Cloud-Neutral Toolkit repos (curl | bash), with safe cloning, dependency install, and next-step printing. Use when adding or updating setup.sh in any repo. Use when this capability is needed.

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Search and retrieve Google's developer documentation using the Developer Knowledge API. Query documentation chunks, get full document content, or batch retrieve multiple documents. Covers ai.google.dev, developer.android.com, docs.cloud.google.com, firebase.google.com, and more. Use when this capability is needed.

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Use when implementation is complete and ready to merge/PR — handles git repos, auto-deploy awareness, multi-service PR ordering, and changelog.