AIops-tools

Governed AI-ops for Docker + Portainer container hosts: container/image/volume/network/system reads, restart-loop and resource-pressure and bloat analyses, and guarded lifecycle + prune writes with a built-in governance harness (audit, budget, undo, risk tiers)

Governed AI-ops for Keycloak + authentik identity providers: users, sessions, auth events, OAuth clients, flagship RCA analyses (login-failure, stale access, client misconfig, MFA coverage), and governed identity writes (disable/enable, session revoke, reset, redirect URIs, secret rotation) with a built-in governance harness (audit, budget, undo, risk tiers)

Governed AI-ops for MinIO object storage: capacity & usage RCA, bucket exposure audit, lifecycle/ILM gap analysis, healing & erasure-set health, and guarded bucket writes with a built-in governance harness (audit, budget, undo, risk tiers)

Governed AI-ops for MySQL/MariaDB DBA operations: slow-query RCA, InnoDB lock-wait & deadlock analysis, replication-lag RCA and fragmentation analysis with a built-in governance harness (audit, budget, undo, risk tiers)

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)

TrueNAS SCALE AI-powered storage operations with a built-in governance harness (audit, budget, undo, risk tiers)

Governed observability + governance for on-endpoint local LLMs (Ollama): model inventory/provenance, a deterministic secrets/PII/jailbreak prompt scanner, allow/deny policy, and route-through guarding — the complement to IGEL AI Armor, with a built-in governance harness (audit, budget, undo, risk tiers)

Governed AI-ops for Ceph (ceph-mgr Dashboard REST): HEALTH_WARN root-cause analysis, OSD/PG/pool/RBD/CephFS/RGW operations, and destructive-op guardrails with a built-in governance harness (audit, budget, undo, risk tiers)

Governed AI-ops for self-managed GitLab + Gitea CI/CD: pipelines, jobs, runners, artifacts, repo hygiene, flagship RCA analyses (pipeline failures, runner health, storage bloat, stale work), and governed writes (retry/cancel, pause/resume, artifact deletion, branch protection) with a built-in governance harness (audit, budget, undo, risk tiers)

Governed compliance-evidence tooling: reads the AIops governance audit trails and produces framework-mapped (HIPAA/PCI-DSS/SOC2/GDPR), hash-chain-sealed evidence bundles with a built-in governance harness (audit, budget, risk tiers)

Governed managed-endpoint ops — login-storm & drift analysis, 9 MCP tools with audit/budget/undo.

Governed AI-ops for OPNsense + pfSense firewalls: rules, NAT, aliases, VPN, DHCP, diagnostics, flagship RCA analyses, and governed writes (rule toggle, alias entries, apply/reconfigure/reboot) with a built-in governance harness (audit, budget, undo, risk tiers)

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)

Governed network device ops (NAPALM) — 13 MCP tools with audit/undo.

Governed AI-ops for PostgreSQL DBA operations: slow-query RCA, bloat/vacuum & blocking-lock analysis with a built-in governance harness (audit, budget, undo, risk tiers)

Governed Proxmox VE VM/container ops — 23 MCP tools with audit, budget, undo & risk-tier guards.

Governed Traefik + Caddy + HAProxy ops: routes, upstreams, certs, 5xx RCA. 26 tools.

Governed redis + rabbitmq ops: memory/latency/backlog/churn RCA, policies. 26 tools.

Governed Cisco Meraki fabric ops: uplink RCA, health score, drift; 32 tools with audit/undo.

Governed AI-ops for SolarWinds Orion (SWIS/SWQL) + Paessler PRTG: canned SWQL, alert dedup/rollup, node/interface health, and governed maintenance writes with a built-in governance harness (audit, budget, undo, risk tiers)

Governed AI-ops for self-hosted Prometheus + Grafana: PromQL, scrape-target & rule health, alerts/silences, dashboards, and flagship RCA/scrape-health/alert-noise analyses with a built-in governance harness (audit, budget, undo, risk tiers)

Governed OLVM / oVirt 4.5 ops — 17 MCP tools: inventory, health, capacity, diagnosis; audited.

Governed OT data tap + diagnostics: OPC-UA/Modbus/S7/MC/MTConnect/MQTT-Sparkplug.

Veeam Backup & Replication AI-powered backup operations with a built-in governance harness (audit, budget, undo, risk tiers)

Governed XCP-ng ops via Xen Orchestra — 27 MCP tools with audit, budget, undo guards.