AI Tools for Linux Server Administration in 2026
Four AI tools that work today for Linux server administration: Warp, K8sGPT, ShellAI, and n8n MCP. Includes production safety rules, air-gapped Ollama setup, and workflows for log parsing, config diff, and cron audit.