
Analyze governed PostgreSQL DBA operations, from slow queries to lock blocking.
Manage Nutanix Prism Central v4 ops for clusters, VMs, storage, and DR.
Diagnose Ceph cluster alerts and manage core storage operations safely.
Manage governed CI/CD operations across GitLab and Gitea workflows.
Extract compliance evidence from AIops audit trails with verifiable audit records.
Operate Prometheus and Grafana for queries, alerts, dashboards, and RCA.
Govern Veeam backup operations with audit, budget, and undo safeguards.
Manage governed proxy operations across Traefik, Caddy, and HAProxy.
Query and roll up SolarWinds Orion and PRTG monitoring health alerts.
Govern XCP-ng operations through Xen Orchestra with audit and safety controls.
Add governance, prompt scanning, and observability to local Ollama LLMs.
Manage governed identity operations across Keycloak and authentik systems.
Manage MinIO with capacity RCA, exposure audits, ILM checks, and healing.
Operate network devices with governed NAPALM tools, audit trails, and undo support.
Operate and troubleshoot governed GPU inference with vLLM and Ray Serve.
Diagnose MySQL and MariaDB slow queries, locks, replication, and fragmentation issues.
Analyze Redis and RabbitMQ queue issues and support governed operations.
Manage TrueNAS SCALE storage operations with audit trails, budgets, and undo safeguards.
Connect industrial OT protocols to collect governed device data for operations.
Manage Proxmox VMs and containers with AI, audits, and reversible actions.
Governed Kubernetes ops — 55 MCP tools with audit, budget, undo, risk-tier audit labels.
Governed Proxmox VE VM/container ops — 43 MCP tools with audit, budget, undo & risk-tier guards.
Governed Docker + Portainer container-host ops: reads, RCA analyses, guarded writes. 38 tools.
Governed OPNsense + pfSense firewall ops: rules, NAT, VPN, DHCP, RCA. 35 tools.
Enables observability and governance for local LLMs via Ollama, including auditing model usage, scanning prompts for secrets/PII, and enforcing allow/deny policies.