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Generate Kubernetes manifests, Kustomize overlays, and ArgoCD ApplicationSets conversationally. Multi-environment deployments in a single turn.
The problem
Kubernetes YAML is verbose and repetitive. Managing overlays for dev, staging, and prod multiplies the maintenance burden. One misconfigured field can cause downtime, and keeping ArgoCD in sync with your repo structure requires tribal knowledge.
The solution
Full manifest generation
Generates Deployment, Service, ConfigMap, Ingress, and HPA manifests from a natural language description of your application.
Kustomize multi-environment overlays
Creates base manifests plus per-environment overlays (dev/staging/prod) with appropriate resource limits, replica counts, and environment variables.
ArgoCD integration
Sets up ArgoCD Applications or ApplicationSets with sync policies, health checks, and automated rollback configuration.
Targeted updates
Scale replicas, update image tags, add environment variables, or modify resource limits — all through conversation, with changes scoped to the right overlay.
Real Prompts
Real examples you can type today. Every response is backed by actual actions.
“Deploy payment-service to dev and prod, 3 replicas, port 8080”
Created 8 files — base manifests, dev/prod overlays, ArgoCD app. PR #51 ready for review.
Base: Deployment + Service + HPA. Dev overlay: 1 replica, 256Mi memory. Prod overlay: 3 replicas, 1Gi memory, PDB with minAvailable: 2.
“Scale payment-service to 5 replicas in prod”
Updated prod overlay replica count from 3 to 5. PDB minAvailable adjusted to 3. PR #55 created.
“Update the container image for api-gateway to v2.3.1”
Updated image tag across all environments: dev, staging, and prod overlays now reference v2.3.1. PR #57 ready.
ArgoCD will auto-sync dev immediately. Staging and prod require manual sync per your sync policy.
“Set up ArgoCD for the notification-service with auto-sync in dev only”
Created ApplicationSet with three targets. Dev has automated sync + self-heal enabled. Staging and prod require manual sync approval. PR #58.
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