Use when working with Docker, Kubernetes, Terraform, CI/CD, cloud providers (AWS/GCP/Azure), serverless, observability, bash/shell scripts (getopts, strict mode, traps), systemd, or infrastructure tooling. Also covers Helm, GitHub Actions, GitLab CI, Lambda, Cloud Run, ECS, EKS, GKE, nginx, DNS, SSL, Prometheus, Grafana, OpenTelemetry, FinOps, GitOps, ArgoCD, service mesh, Istio, BATS testing, ShellCheck, cron, awk, sed, curl, parallel execution, signal handling, process management.
From george-setupnpx claudepluginhub george11642/george-plugins --plugin george-setupThis skill uses the workspace's default tool permissions.
references/argument-parsing.mdreferences/bats-testing.mdreferences/cicd.mdreferences/cloud-providers.mdreferences/debugging-advanced.mdreferences/defensive.mdreferences/docker.mdreferences/finops.mdreferences/gitops.mdreferences/http-networking.mdreferences/kubernetes-advanced.mdreferences/kubernetes.mdreferences/logging-production.mdreferences/observability.mdreferences/parallel-execution.mdreferences/security-policy.mdreferences/serverless.mdreferences/service-mesh.mdreferences/shellcheck.mdreferences/systemd-services.mdDesigns and optimizes AI agent action spaces, tool definitions, observation formats, error recovery, and context for higher task completion rates.
Enables AI agents to execute x402 payments with per-task budgets, spending controls, and non-custodial wallets via MCP tools. Use when agents pay for APIs, services, or other agents.
Compares coding agents like Claude Code and Aider on custom YAML-defined codebase tasks using git worktrees, measuring pass rate, cost, time, and consistency.
Unified skill for cloud infrastructure, DevOps, and shell scripting. Infrastructure should be reproducible, version-controlled, and immutable. Shell scripts are infrastructure glue -- they deserve the same rigor as application code.
| Task | Reference |
|---|---|
| Dockerfiles, images, Compose, container security | references/docker.md |
| Kubernetes objects, Helm, troubleshooting | references/kubernetes.md |
| CRDs, operators, admission webhooks, Velero, DR, vCluster | references/kubernetes-advanced.md |
| Terraform modules, state, workspaces | references/terraform.md |
| GitHub Actions, GitLab CI, pipelines | references/cicd.md |
| AWS/GCP/Azure services, architectures | references/cloud-providers.md |
| Lambda, Cloud Functions, event-driven | references/serverless.md |
| Prometheus, Grafana, OTel, SLO/SLI, tracing | references/observability.md |
| FinOps, cost optimization, reserved instances | references/finops.md |
| ArgoCD, Flux, GitOps, progressive delivery | references/gitops.md |
| OPA, Kyverno, NetworkPolicy, image scanning, SBOM | references/security-policy.md |
| Istio, Linkerd, mTLS, traffic management | references/service-mesh.md |
| Task | Reference |
|---|---|
| Defensive patterns, traps, strict mode, atomicity | references/defensive.md |
| BATS testing, mocking, fixtures | references/bats-testing.md |
| ShellCheck config and suppression | references/shellcheck.md |
| Argument parsing (getopts, getopt, subcommands) | references/argument-parsing.md |
| systemd services and timers | references/systemd-services.md |
| Text processing (awk, sed, pipelines) | references/text-processing.md |
| Production logging (structured, JSON, syslog) | references/logging-production.md |
| HTTP/networking (curl, wget, retry, APIs) | references/http-networking.md |
| Parallel execution (xargs, GNU parallel, pools) | references/parallel-execution.md |
| Advanced debugging (PS4, BASH_XTRACEFD, traps) | references/debugging-advanced.md |
set -Eeuo pipefail, quotes all variables