Use when the user asks about or needs help with Kubernetes (k8s), OpenShift (OCP), or Operator Lifecycle Manager (OLM) v0 or v1, including…
Expert knowledge of Apache Kafka architecture, cluster design, capacity planning, partitioning strategies, replication, and high…
Infrastructure as Code (IaC) deployment expert for Apache Kafka.
Topic design, partition strategies, consumer group patterns, exactly-once processing, and dead letter queue handling.
Scan a project to identify Kafka applications, extract schemas from data models, tag PII fields, generate Terraform for Confluent Schema…
Expert-level Kamal deployment guidance for deploying containerized applications to any server.
Use when accessing a Keboola-managed Git (Forgejo) repo for a python-js data app via the kbagent CLI — provisioning the repo, finding its…
Deploys compiled firmware to embedded target boards using Keil MDK's native debugger and Flash algorithms.
Search a knowledge base using Amazon Bedrock RAG (Retrieval-Augmented Generation).
Design a Kubernetes cluster architecture — node pools, RBAC, networking, and workload config.
Operating production Kubernetes clusters effectively with resource management, advanced scheduling, networking, storage, security…
Safety, CRD, webhook, RBAC, and dev loop checklists
Pod design patterns, sidecar containers, init containers, config management, rolling updates, and resource limits.
Use when implementing Kubernetes security best practices including RBAC, pod security policies, and network policies.
Systematic Kubernetes troubleshooting and incident response.
Validate, lint, audit, or dry-run Kubernetes manifests (Deployment, Service, ConfigMap, CRD).
Use when customizing Kubernetes configurations without templates using Kustomize overlays and patches.
Use when generating ConfigMaps and Secrets with Kustomize for Kubernetes configuration management.
Conventional commit type keywords for PR titles and commit messages.
Convert Docker Compose files or deployment documentation into complete Sealos templates automatically.
Deploy LangChain applications to production with LangServe, Docker, and cloud platforms (Cloud Run, AWS Lambda).