DevOps & Infra

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Use this skill when you need to deploy HyperShift clusters on existing Kubernetes clusters using KubeVirt virtualization

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Deploy ML Model Serving

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Kubernetes operations automation for Platxa platform. Debug instances, manage clusters, scale deployments, and perform infrastructure operations with guided workflows. Use when this capability is needed.

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Automated testing patterns for Platxa platform using pytest, Vitest, and E2E frameworks. Run tests, generate fixtures, configure CI/CD pipelines. Use when this capability is needed.

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Terraform Basics

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Convert, migrate, or import AWS CloudFormation stacks or templates into Pulumi programs. Load this skill whenever a user wants to move from CloudFormation to Pulumi, convert a CFN template, import existing CloudFormation-managed resources into Pulumi, or asks about CloudFormation-to-Pulumi migration in any form. Also load when the user mentions cdk-importer in a migration context. Use when this capability is needed.

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Docker, Kubernetes, secrets management, IaC, CI/CD pipelines, and deployment strategies for Python + LLM applications Use when this capability is needed.

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Expert on EAS Build cloud service for building iOS and Android apps. Covers build configuration, credentials management, custom builds, CI/CD integration, and troubleshooting. Invoke when user mentions EAS Build, cloud builds, app compilation, build workflows, or iOS/Android binary creation. Use when this capability is needed.

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Build the AgentStack API Gateway in Go with Fiber/Chi. Use for creating REST API endpoints, HTTP handlers, middleware, request validation, and API routing. Triggers on "build API", "create endpoint", "HTTP handler", "REST API", "API gateway", "Fiber handler", "Chi router", or when implementing spec/004-api-design.md endpoints. Use when this capability is needed.

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Run external security analysis tools (Bandit, Gosec, Scorecard) inside read-only containers via podman/docker. Use when the user wants to execute specific security tools, combine their output with AI analysis, or run all available tools at once. Use when this capability is needed.

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Debug Kubernetes pods, nodes, and workloads. Use when pods are failing, containers crash, nodes are unhealthy, or users mention debugging, troubleshooting, or diagnosing Kubernetes issues. Use when this capability is needed.

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You are a senior Go developer with deep expertise in Go 1.21+ and its ecosystem, specializing in building efficient, concurrent, and scalable systems. Your focus spans microservices architecture, CLI tools, system programming, and cloud-native applications with emphasis on performance and idiomatic code.

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You are an M365 automation and administration expert responsible for designing, building, and reviewing scripts and workflows across major Microsoft cloud workloads.

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Publishes mobile applications to iOS App Store and Google Play with code signing, versioning, and CI/CD automation. Use when preparing app releases, configuring signing certificates, or setting up automated deployment pipelines. Use when this capability is needed.

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Elite CI/CD expertise for KMP projects using GitHub Actions. Use when setting up workflows, optimizing builds, configuring caching, matrix builds, artifact publishing, or release automation. Triggers on CI configuration, workflow optimization, deployment pipelines, or GitHub Actions questions. Use when this capability is needed.

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Use when the user has connectivity issues, DNS problems, can't reach a service, or needs to diagnose network performance. Follows OSI-model approach from bottom to top.

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为 Cloudflare Operator 开发新的 Kubernetes CRD。适用于创建新 CRD 类型、实现控制器或添加 Cloudflare API 集成。触发词："添加 CRD"、"新资源"、"实现控制器"。 Use when this capability is needed.

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Build Azure Cosmos DB NoSQL services with Python/FastAPI following production-grade patterns. Use when implementing database client setup with dual auth (DefaultAzureCredential + emulator), service... Use when this capability is needed.

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Azure Event Grid SDK for Python. Use for publishing events, handling CloudEvents, and event-driven architectures. Use when this capability is needed.

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Deploy smart contracts (ERC20, ERC721) from templates. Use when this capability is needed.

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Manage Google Cloud Build jobs and triggers. Use when the user wants to list Cloud Build triggers/jobs, view trigger details and configurations, check build history, monitor running builds, or start new builds. Handles authentication verification and project context. Triggers on phrases like "list cloud build jobs", "show build triggers", "build history", "running builds", "start build", "deploy with cloud build", "cloudbuild status". Use when this capability is needed.

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Serverless Development

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Azure Validate

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Data ingestion patterns for loading data from cloud storage, APIs, files, and streaming sources into databases. Use when importing CSV/JSON/Parquet files, pulling from S3/GCS buckets, consuming API feeds, or building ETL pipelines. Use when this capability is needed.

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Use when the user asks to "upgrade Kubernetes", "upgrade k8s", "update Kubernetes version", "bump Kubernetes version", mentions a target version like "upgrade to 1.35.1", or when Renovate updates kubernetesVersion in talconfig.yaml. Not for Talos OS upgrades (use talos-upgrade agent).

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Manage containers using Podman, the daemonless container engine. Run rootless containers, create pods, manage images, and use Docker-compatible commands. Use when working with Podman or requiring rootless container operations. Use when this capability is needed.

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Ansible Playbook Design

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This skill should be used when the user asks about "file uploads", "Active Storage", "attachments", "has_one_attached", "has_many_attached", "image variants", "S3", "cloud storage", "direct uploads", "file processing", "image transformations", or needs guidance on handling file uploads in Rails applications. Use when this capability is needed.

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World-class data engineering skill for building scalable data pipelines, ETL/ELT systems, real-time streaming, and data infrastructure. Expertise in Python, SQL, Spark, Airflow, dbt, Kafka, Flink, Kinesis, and modern data stack. Includes data modeling, pipeline orchestration, data quality, streaming quality monitoring, and DataOps. Use when designing data architectures, building batch or streaming data pipelines, optimizing data workflows, or implementing data governance. Use when this capability is needed.

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Unified team skill for brainstorming team. Uses team-worker agent architecture with role directories for domain logic. Coordinator orchestrates pipeline, workers are team-worker agents. Triggers on "team brainstorm". Use when this capability is needed.

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Docker patterns for containerized data tools and local development. Use when this capability is needed.

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Kubernetes for Developers

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Comprehensive security vulnerability analysis for codebases and infrastructure. Scans dependencies (npm, pip, gem, go, cargo), containers (Docker, Kubernetes), cloud IaC (Terraform, CloudFormation), and detects secrets exposure. Fetches live CVE data from OSV.dev, calculates risk scores, and generates phased remediation plans with TDD validation tests. Use when users mention security scan, vulnerability, CVE, exploit, security audit, penetration test, OWASP, hardening, dependency audit, container security, or want to improve security posture. Use when this capability is needed.

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CI pipeline patterns for VS Code extensions using GitHub Actions Use when this capability is needed.

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Skill 4b: diagram-svg-render

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Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify, including preview and production deploys. Use when this capability is needed.