Instrument a service with OpenTelemetry — RED metrics, structured logs, distributed tracing, and health checks. Outputs actual code and config, not a plan. Use when asked to "add monitoring", "instrument this", "add logging", "set up tracing", or "observability".
Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Includes tech debt analyzer, team scaling calculator, engineering metrics frameworks, technology evaluation tools, and ADR templates. Use when assessing technical debt, scaling engineering teams, evaluating technologies, making architecture decisions, establishing engineering metrics, or when user mentions CTO, tech debt, technical debt, team scaling, architecture decisions, technology evaluation, engineering metrics, DORA metrics, or technology strategy.
Perform 12-Factor Agents compliance analysis on any codebase. Use when evaluating agent architecture, reviewing LLM-powered systems, or auditing agentic applications against the 12-Factor methodology.
Tune routing with TriggerCondition priorities, LLM hints, context_builder, and traceable decisions.
Adversarial validation for all stages. Detects fabrications, identifies analytical flaws, challenges assumptions, makes approval decisions. Seeks problems rather than confirming quality. Does NOT complete deliverables or fix issues.
Manage VisionFlow container from within agentic-workstation via Docker API and launch.sh wrapper
Rollback a failed deployment to the previous working version. Use this when a deployment causes issues in Azure or Kubernetes.
Manages GitLab merge approval rules. Use for approvals, rules at project/group levels. Triggers: code reviews, approvals.
Manages GitLab runners. Use for registering, updating, deleting runners at various levels. Triggers: CI infrastructure.
A dependency management library for Swift with controlled, testable dependencies
Validate Kubernetes, Terraform, Helm, GitHub Actions, and Docker configs. Use when user says "deploy check", "validate deployment", "check k8s", "validate infrastructure", "check configs", or wants to verify infrastructure.
Manages GitLab tags. Use for creating, deleting, protecting tags. Triggers: versioning.
Validate logical consistency of decisions and claims through context forking. Use proactively when judgment validity is unclear, but prefer direct tools (Read, Bash) for simple verifications like file contents or test results.
Software Composition Analysis skill for identifying vulnerable dependencies, license compliance, and supply chain security. This skill should be used when scanning dependencies for CVEs, analyzing SBOM (Software Bill of Materials), checking license compliance, auditing npm/pip/maven/cargo packages, or assessing supply chain risks. Triggers on requests to scan dependencies, check for vulnerable packages, generate SBOM, analyze license compliance, or audit software supply chain.
Deploy the BookStore application to Azure using Aspire and azd. Use this to ship the application to production.
Move Kubernetes resources (secrets, configmaps, etc.) from one cluster to another without exposing sensitive content. Use when migrating resources between clusters, copying configurations across environments, or moving secrets securely. Keywords - kubectl move, cluster migration, copy secret, transfer configmap, cross-cluster resources.
Comprehensive infrastructure engineering covering DevOps, cloud platforms, FinOps, and DevSecOps. Platforms: AWS (EC2, Lambda, S3, ECS, EKS, RDS, CloudFormation), Azure basics, Cloudflare (Workers, R2, D1, Pages), GCP (GKE, Cloud Run, Cloud Storage), Docker, Kubernetes. Capabilities: CI/CD pipelines (GitHub Actions, GitLab CI, Jenkins), GitOps, infrastructure as code (Terraform, CloudFormation), container orchestration, cost optimization, security scanning, vulnerability management, secrets management, compliance (SOC2, HIPAA). Actions: deploy, configure, manage, scale, monitor, secure, optimize cloud infrastructure. Keywords: AWS, EC2, Lambda, S3, ECS, EKS, RDS, CloudFormation, Azure, Kubernetes, k8s, Docker, Terraform, CI/CD, GitHub Actions, GitLab CI, Jenkins, ArgoCD, Flux, cost optimization, FinOps, reserved instances, spot instances, security scanning, SAST, DAST, vulnerability management, secrets management, Vault, compliance, monitoring, observability. Use when: deploying to AWS/Azure/GCP/Cloudflare, s
Network infrastructure specialist for VPC/VNet design, VPN configuration, firewall policies, load balancing, and multi-cloud networking. Includes topology analysis, security group generation, and network compliance auditing.
Deploy the BookStore application to a Kubernetes cluster using Aspire-generated manifests. Use this for Kubernetes deployments (AKS, EKS, GKE, etc.).
Creates isolated git worktrees for parallel development. Use when starting feature work needing isolation or working on multiple branches simultaneously. Not for simple branch switching or basic git operations.
