k8s-manifest-generator

Create production-ready Kubernetes manifests for Deployments, Services, ConfigMaps, and Secrets following best practices and security standards. Use when generating Kubernetes YAML manifests, creating K8s resources, or implementing production-grade Kubernetes configurations.

1.15x

Quality

81%

Does it follow best practices?

Impact

97%

1.15x

Average score across 3 eval scenarios

Securityby

Risky

Do not use without reviewing

Evaluation results

100%

16%

Deploy a Payment Processing Microservice to Production

Production deployment security and availability

Criteria

Without context

With context

No :latest image tag

100%

Resource requests set

100%

Resource limits set

100%

Liveness probe present

100%

Readiness probe present

100%

Startup probe present

100%

Pod security context non-root

100%

Container drops all capabilities

100%

No privilege escalation

100%

Seccomp profile set

100%

Minimum 3 replicas

100%

Zero-downtime update strategy

100%

Pod anti-affinity defined

100%

Standard k8s labels used

100%

Named container port

100%

Graceful shutdown hook

100%

Set Up a PostgreSQL Database Cluster for a Data Pipeline

Stateful database deployment pattern

Criteria

Without context

With context

StatefulSet used

100%

Headless service defined

100%

PVC template included

100%

gp3 storage class used

100%

ReadWriteOnce access mode

100%

Data mounted at correct path

100%

No :latest image tag

100%

Pod security non-root

100%

No privilege escalation

100%

Standard k8s labels

100%

Resource requests set

100%

92%

16%

Prepare Configuration Manifests for a Customer-Facing API Service

Config and secret management with external access

Criteria

Without context

With context

ConfigMap for non-sensitive data

100%

Secret for sensitive data

70%

80%

Secret uses stringData

66%

Secret type Opaque or TLS appropriate

50%

62%

No plaintext secrets in manifests

100%

External secret management recommended

100%

envFrom snippet present

100%

LoadBalancer service present

100%

AWS NLB annotation used

100%

Standard k8s labels on ConfigMap

100%

Named ports in Service

100%

ConfigMap non-sensitive values only

100%

Repository: Dicklesworthstone/pi_agent_rust
Commit: 47823e3

Evaluated: 29 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Deploy a Payment Processing Microservice to Production Set Up a PostgreSQL Database Cluster for a Data Pipeline Prepare Configuration Manifests for a Customer-Facing API Service

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