Use this skill whenever the user needs to operate a Keycloak or authentik identity provider — a one-shot overview, realm settings, users with sessions/credentials/groups/lockout status, authentication and admin events, OAuth/OIDC clients, four flagship RCAs (login-failure/lockout-storm, stale access, client…
Governed AI-ops for GPU inference clusters (vLLM + Ray Serve/Jobs): latency/utilization RCA, replica scaling, drain, model lifecycle, and destructive-op guardrails with a built-in governance harness (audit, budget, undo, risk tiers). Runs locally from the inference-aiops Python package.
Use this skill whenever the user needs to operate a GPU inference cluster — vLLM (OpenAI API + Prometheus /metrics) and Ray Serve / Ray Jobs (Ray dashboard), plus the single-process serving engines SGLang and TGI (Text Generation Inference): a one-shot cluster overview (deployments + total replicas + queue…
Governed Kubernetes operations for AI agents with a built-in governance harness (audit, budget, undo, risk tiers). Runs locally from the k8s-aiops Python package.
Use this skill whenever the user needs to operate a Kubernetes cluster — list/inspect pods, deployments, statefulsets, daemonsets, replicasets, jobs, cronjobs, services, ingresses, endpoints, configmaps, secrets (names/keys only), PVCs/PVs/storageclasses, nodes, namespaces, and events; read pod logs; describe…
Use this skill whenever the user needs to operate or diagnose MinIO object storage — explain why the cluster is filling up or refusing writes (capacityrca), find publicly exposed buckets and hygiene gaps (bucketexposureaudit), find storage that lifecycle/ILM should be reclaiming but isn't, including noncurrent…
Use this skill whenever the user needs to operate a network / infrastructure monitoring NOC on SolarWinds Orion (SWIS REST + SWQL), Paessler PRTG (web API), or Zabbix 6.x/7.x (JSON-RPC) — a one-shot NOC overview, canned SWQL answers (nodes down, flapping interfaces, muted, high-CPU nodes, full volumes…
Use this skill whenever the user needs to operate or troubleshoot a MySQL 8.x or MariaDB 10.6+ server as a DBA — a one-shot server health overview (version + flavor, connection headroom, replica role); server reads (global variables, status counters, databases, storage engines); activity (sessions/processlist…
Governed AI-ops for Nutanix Prism Central (v4): cluster/VM/storage/network/DR/alert/LCM operations with automatic ETag & pagination handling and a built-in governance harness (audit, budget, undo, risk tiers). Runs locally from the nutanix-aiops Python package.
Use this skill whenever the user needs to operate a Nutanix estate through Prism Central (v4 REST API) — an estate/cluster health overview, cluster & host inventory and utilization, VM lifecycle across AHV and ESXi (list/get/power/create/update/clone/delete/migrate), storage containers, subnets/network, images &…
Use this skill whenever the user needs to operate a self-hosted observability stack on Prometheus (HTTP API + PromQL), Alertmanager, Grafana, or Grafana Loki (logs) — a one-shot overview, PromQL instant/range queries, label + series metadata, scrape-target health (up/down + why) and dropped targets, recording/alerting…
Use this skill whenever the user needs to operate or troubleshoot a PostgreSQL server/cluster as a DBA — a one-shot cluster health overview; server reads (version/uptime, settings, extensions, databases, roles); activity (sessions, idle-in-transaction, long-running queries, locks); query stats (pgstatstatements top-N…