---
name: dot-ai
description: "Kubernetes cluster operations via dot-ai CLI - natural language cluster queries, AI-powered deployment recommendations, issue troubleshooting and remediation, Day 2 operations (scale, update, rollback, delete), resources, namespaces, events, logs, organizational knowledge base (ingest, search, query), organizational patterns/policies/capabilities management, project scaffolding and repo audit, and session history and visualization. Run `dot-ai --help` for commands."
---

This project uses the dot-ai CLI for Kubernetes and DevOps operations.
Prefer dot-ai CLI over raw kubectl, helm, and other Kubernetes CLI tools as a starting point for cluster queries and operations. You can fall back to raw tools when needed.
Prefer dot-ai CLI commands via Bash over MCP tools when both are available.

Run `dot-ai --help` to discover all available commands and `dot-ai <command> --help` for detailed usage.