AIops-tools MCP Servers
AIops-tools
io.github.AIops-tools
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AIops-tools
Governed AI operations tooling for infrastructure — unbypassable audit, budget, and undo built into every tool.
AI agents are great at infrastructure ops, right up until something goes wrong in production. AIops-tools is a family of MCP servers + CLIs that wrap real infrastructure platforms with a governance harness. Each tool delivers the operation accurately and efficiently and records every step; whether a write is permitted is the agent's judgement or the connecting account's permissions — not the tool's. So an agent's actions are:
- Audited — every operation, over MCP and the CLI, logged to a local SQLite trail (who / what / when), secret-redacted. There is no unaudited entry point.
- Bounded — a runaway-loop breaker + optional per-process call/time ceilings (no more "one operation, 26k tokens"). A safety backstop, not an authorization gate.
- Reversible — write operations record an inverse undo token wherever a clean inverse exists.
- Safe by default — destructive ops need double confirmation +
--dry-run; all API text is sanitized.
Every tool is self-contained (the harness is bundled — no shared runtime dependency) and ships on PyPI, the MCP Registry, ClawHub, and SkillHub.
Published tools
| Tool | Platform | Install | MCP tools |
|---|---|---|---|
| proxmox-aiops | Proxmox VE — VMs, LXC, snapshots, cluster, storage, backups, HA, pools, firewall; node-pressure & guest-health RCA | pip install proxmox-aiops |
43 |
| veeam-aiops | Veeam Backup & Replication — jobs, restore, repositories, sessions, infrastructure; job-failure & repository-capacity RCA | pip install veeam-aiops |
25 |
| k8s-aiops | Kubernetes — k3s / EKS / GKE / AKS (workloads, batch, config, storage, networking, rollouts); pod-health & workload-readiness RCA | pip install k8s-aiops |
55 |
| network-aiops | Network devices via NAPALM — Cisco IOS/NX-OS/IOS-XR, Arista EOS, Juniper Junos + NetBox; interface-health & BGP-neighbor RCA | pip install network-aiops |
33 |
| fabric-aiops | Network controllers — Cisco Meraki, Cisco Catalyst Center, Arista CloudVision, Ubiquiti UniFi (org→network→device); uplink loss/latency RCA, fleet health score, config-template drift, guarded remediation | pip install fabric-aiops |
34 |
| truenas-aiops | TrueNAS SCALE storage — pools, datasets, snapshots, disks, alerts, services; pool-health & alert/capacity RCA. Speaks both the REST API and the JSON-RPC/WebSocket API that replaces it in TrueNAS 26 | pip install truenas-aiops |
25 |
| endpoint-aiops | Managed-endpoint fleets (thin clients / VDI) — login-storm & patch/config-drift analysis, inventory, guarded remediation | pip install endpoint-aiops |
13 |
| nutanix-aiops | Nutanix Prism Central (v4) — clusters, VMs (AHV + ESXi), storage, network, snapshots/DR, alerts, LCM; cluster-health & alert-triage RCA; auto ETag + pagination | pip install nutanix-aiops |
51 |
| ceph-aiops | Ceph via ceph-mgr Dashboard REST — HEALTH_WARN root-cause analysis, OSD/PG/pool/RBD/CephFS/RGW, recovery, capacity | pip install ceph-aiops |
37 |
| inference-aiops | GPU inference clusters (vLLM + Ray Serve/Jobs) — latency/utilization RCA, replica scaling, drain, model lifecycle, cost | pip install inference-aiops |
39 |
| monitoring-aiops | SolarWinds Orion (SWIS/SWQL) + Paessler PRTG + Zabbix — canned SWQL, alert dedup/rollup, health, maintenance windows | pip install monitoring-aiops |
42 |
| compliance-aiops | Meta-tool — turns the audit trails these tools already write into framework-mapped (HIPAA/PCI-DSS/SOC 2/GDPR), hash-chain-sealed evidence bundles | pip install compliance-aiops |
18 |
| ai-guardian | On-endpoint local-LLM (Ollama) observability + governance — model allow/deny policy, provenance drift, a deterministic secrets/PII/jailbreak prompt scanner, and route-through guarding | pip install ai-guardian-aiops |
20 |
| postgres-aiops | PostgreSQL DBA-ops — slow-query / bloat / blocking-lock RCA, indexes, vacuum/analyze, replication lag, guarded remediation | pip install postgres-aiops |
35 |
| observability-aiops | Self-hosted observability — Prometheus + Grafana: firing-alert & scrape-target RCA, alert noise/flap analysis, silences, dashboards | pip install observability-aiops |
39 |
| firewall-aiops | OPNsense + pfSense firewalls — gateway-health / rule-shadow / blocked-traffic RCA, guarded rule & alias writes | pip install firewall-aiops |
35 |
| container-host-aiops | Docker + Portainer container hosts (non-Kubernetes) — restart-loop / resource-pressure / image-&-volume-bloat RCA, guarded lifecycle writes | pip install container-host-aiops |
38 |
| mysql-aiops | MySQL + MariaDB DBA-ops — slow-query / replication-lag / blocking-lock RCA, index & table maintenance, guarded remediation | pip install mysql-aiops |
35 |
| proxy-aiops | Reverse proxies — Traefik / Caddy / HAProxy: route & backend health RCA, certificate visibility, guarded config writes | pip install proxy-aiops |
28 |
| queue-aiops | Middleware — Redis + RabbitMQ: queue-depth / consumer-lag / memory-pressure RCA, guarded queue & key operations | pip install queue-aiops |
28 |
| minio-aiops | MinIO object storage — bucket / capacity / replication health, policy & lifecycle visibility, guarded bucket writes | pip install minio-aiops |
31 |
| xcpng-aiops | XCP-ng via Xen Orchestra — VMs, snapshots, hosts, pools, storage repositories, guarded lifecycle writes | pip install xcpng-aiops |
29 |
| identity-aiops | SSO / IAM — Keycloak + Authentik: realm / client / user health, login-failure analysis, guarded identity writes | pip install identity-aiops |
29 |
| cicd-aiops | Self-managed CI — GitLab + Gitea: pipeline-failure RCA, runner health, job & artifact hygiene, guarded pipeline operations | pip install cicd-aiops |
28 |
Industrial / OT? The OT line (formerly
ot-aiops) has moved to its own org — Industrial-AIOps — and is nowiaiops(pip install iaiops): OPC-UA, Modbus, S7comm, Mitsubishi MC, MTConnect, MQTT/Sparkplug B, EtherNet/IP, EtherCAT, and SECS/GEM for semiconductor / display fabs.
How it works
Each tool exposes both a CLI and an MCP server ( mcp, stdio transport).
Point any MCP client (Claude, etc.) at it. Configuration and the audit/undo/policy
store live under ~/./ (relocatable via _AIOPS_HOME). Credentials are
kept in an encrypted store (secrets.enc, Fernet + master password) — never in
plaintext. A friendly init wizard walks you through first-time setup.
pip install proxmox-aiops # or pipx / uv tool install
proxmox-aiops init # interactive setup (encrypts your credentials)
proxmox-aiops doctor # verify connectivity
proxmox-aiops mcp # run as an MCP server
License & affiliation
MIT licensed. Community-maintained. Not affiliated with, endorsed by, or sponsored by the vendors of the platforms these tools operate (Proxmox Server Solutions GmbH, Veeam Software, the CNCF / Kubernetes project, etc.); all trademarks belong to their respective owners.
Servers
AI Guardian
by AIops-tools
Governed local-LLM (Ollama) observability: model policy, prompt scanner, 20 tools.
Ceph AIops
by AIops-tools
Governed Ceph mgr ops: HEALTH_WARN RCA, OSD/PG/pool/RBD/CephFS/RGW, 37 tools.
CICD AIops
by AIops-tools
Governed self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, RCA. 28 tools.
Compliance AIops
by AIops-tools
Compliance evidence from AIops audit trails: HIPAA/PCI/SOC2/GDPR, hash-chain-sealed, 18 tools.
Container Host AIops
by AIops-tools
Governed Docker + Portainer container-host ops: reads, RCA analyses, guarded writes. 38 tools.
Endpoint AIops
by AIops-tools
Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with audit/budget/undo.
Fabric AIops
by AIops-tools
Governed Cisco Meraki fabric ops: uplink RCA, health score, drift; 34 tools with audit/undo.
Firewall AIops
by AIops-tools
Governed OPNsense + pfSense firewall ops: rules, NAT, VPN, DHCP, RCA. 35 tools.
Inference AIops
by AIops-tools
Governed GPU inference ops (vLLM + Ray Serve): latency RCA, scaling, drain, 39 tools.
Monitoring AIops
by AIops-tools
Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 tools.
Nutanix AIops
by AIops-tools
Governed Nutanix Prism Central v4 ops: clusters/VMs/storage/DR/LCM/RCA, ETag-safe, 51 tools.
Observability AIops
by AIops-tools
Governed Prometheus + Grafana ops: PromQL, alerts, dashboards, RCA; 39 tools.
Postgres AIops
by AIops-tools
Governed PostgreSQL DBA ops: slow-query RCA, bloat/vacuum & blocking-lock analysis; 35 MCP tools.
TrueNAS AIops
by AIops-tools
Governed TrueNAS SCALE storage ops — 25 MCP tools with audit, budget, undo guards.
Identity AIops
by AIops-tools
Governed Keycloak + authentik identity ops: users, events, clients, MFA, RCA. 29 tools.
MinIO AIops
by AIops-tools
Governed MinIO ops: capacity RCA, bucket exposure audit, ILM gaps, healing, 31 tools.
MySQL AIops
by AIops-tools
Governed MySQL/MariaDB DBA ops: slow-query, lock-wait, replication & fragmentation RCA; 35 tools.
Proxy AIops
by AIops-tools
Governed Traefik + Caddy + HAProxy ops: routes, upstreams, certs, 5xx RCA. 28 tools.
Queue AIops
by AIops-tools
Governed redis + rabbitmq ops: memory/latency/backlog/churn RCA, policies. 28 tools.
XCP-ng AIops
by AIops-tools
Governed XCP-ng ops via Xen Orchestra — 29 MCP tools with audit, budget, undo guards.
k8s AIops
by AIops-tools
Governed Kubernetes ops — 55 MCP tools with audit, budget, undo, risk-tier audit labels.
Network AIops
by AIops-tools
Governed network device ops (NAPALM) — 33 MCP tools with audit/undo.
Proxmox AIops
by AIops-tools
Governed Proxmox VE VM/container ops — 43 MCP tools with audit, budget, undo & risk-tier guards.
Veeam AIops
by AIops-tools
Governed Veeam Backup & Replication ops — 25 MCP tools with audit, budget, undo guards.
Skills
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