Natural language operations
for Kubernetes
Execute commands, diagnose incidents, and manage workloads using plain language. k8s.chat bridges the gap between your operational intent and cluster execution with safety controls built in.
Operational Workflow
From intent to execution in five steps. k8s.chat provides visibility and control at every stage.
Describe Intent
Express your operational goal in natural language. No kubectl syntax required.
Review Plan
See the generated command and affected context before execution.
Confirm Write
Explicitly approve write operations. Read-only requests proceed automatically.
Execute & Observe
Watch structured output and progress as commands execute.
Audit Trail
Retain a concise record of all operations for compliance and troubleshooting.
Operational Capabilities
Built for SREs and platform engineers who need precision and control.
Multi-Cluster Context
Switch between clusters and namespaces with persistent session context.
Incident Diagnosis
Rapidly query pod status, deployment health, and resource utilization.
Change Safeguards
Risk visibility and explicit confirmation prevent accidental modifications.
Auditable History
Session-level audit trail captures context, operation, and outcome.
Security-First Design
k8s.chat follows security principles that prioritize operational safety. Read-only operations proceed automatically; write operations require explicit confirmation with full visibility into the planned changes.
The capabilities described represent product design principles. Production deployment requires additional security controls and validation.
Read-Only Default
All requests are classified as read-only unless explicitly identified as write operations.
Explicit Confirmation
Write operations pause for review, displaying the planned command and risk level before execution.
RBAC-Aware
Inherits Kubernetes RBAC controls. Execution is constrained by the user's cluster permissions.
No Credential Upload
Credentials remain in your environment. No API keys or tokens are transmitted to external services.