Vmware Aiops
Use this skill whenever the user needs to manage VMs in VMware/vSphere/ESXi — it's the entry point for all VM operations. Directly handles: power on/off, clo...
技能说明
name: vmware-aiops description: > Use this skill whenever the user needs to manage VMs in VMware/vSphere/ESXi — it's the entry point for all VM operations. Directly handles: power on/off, clone, snapshot, migrate, deploy from OVA or templates, run commands inside VMs, batch operations, cluster management, vCenter alarm acknowledgment, a one-glance cluster-health triage ("is anything on fire?"), and VM/host/datastore investigation drill-downs. Always use this skill for any "power on", "clone", "deploy", "migrate", "batch", "guest exec", "alarm", or VM lifecycle task, and for triage like "is anything on fire" / "what needs attention now" / "investigate this VM", when the context is explicitly VMware, vSphere, or ESXi. Do NOT use for general read-only queries (inventory/events/VM details — use vmware-monitor), NSX networking (use vmware-nsx), storage/iSCSI/vSAN (use vmware-storage), or Kubernetes cluster lifecycle (use vmware-vks). For multi-step workflows use vmware-pilot. For load balancing/AVI/AKO use vmware-avi. installer: kind: uv package: vmware-aiops argument-hint: "[vm-name or describe your task]" allowed-tools:
- Bash
metadata: {"openclaw":{"requires":{"env":["VMWARE_AIOPS_CONFIG"],"bins":["vmware-aiops"],"config":["
/.vmware-aiops/config.yaml","/.vmware-aiops/.env"]},"optional":{"env":["VMWARE_TARGET_PASSWORD","SLACK_WEBHOOK_URL","DISCORD_WEBHOOK_URL"],"bins":["vmware-policy"]},"primaryEnv":"VMWARE_AIOPS_CONFIG","homepage":"https://github.com/zw008/VMware-AIops","emoji":"🖥️","os":["macos","linux"]}} compatibility: > vmware-policy auto-installed as Python dependency (provides @vmware_tool decorator and audit logging). All write operations audited to ~/.vmware/audit.db. Credentials: Each vCenter/ESXi target requires a per-target password env var in ~/.vmware-aiops/.env following the pattern VMWARE_<TARGET_NAME_UPPER>_PASSWORD. Passwords are never logged or echoed. Destructive operations: All write tools require explicit parameters, pass through @vmware_tool decorator (pre-check + audit + sanitize), and CLI destructive commands require double confirmation + support --dry-run. Guest operations: Require explicit vm_name, cmd (full path), args, user parameters — no implicit or background execution. Webhooks: Disabled by default. When enabled, send only aggregated alert metadata (alarm counts, event types) to user-configured URLs. No credentials, IPs, or PII in payloads. SSL bypass: disableSslCertValidation is off by default; exists only for self-signed certs in isolated lab environments. Transitive dependencies: Only vmware-policy (audit/policy). No post-install scripts or background services.
VMware AIops
Disclaimer: This is a community-maintained open-source project and is not affiliated with, endorsed by, or sponsored by VMware, Inc. or Broadcom Inc. "VMware" and "vSphere" are trademarks of Broadcom. Source code is publicly auditable at github.com/zw008/VMware-AIops under the MIT license.
VMware family entry point — AI-powered VM lifecycle, deployment, and alarm management — 49 MCP tools.
Start here: install vmware-aiops first, then add modules as needed. Run
vmware-aiops hub statusto see which family members are installed. Family: vmware-monitor (inventory/health), vmware-storage (iSCSI/vSAN), vmware-vks (Tanzu Kubernetes), vmware-nsx (NSX networking), vmware-nsx-security (DFW/firewall), vmware-aria (metrics/alerts/capacity), vmware-avi (AVI/ALB/AKO), vmware-harden (compliance baselines). | vmware-pilot (workflow orchestration) | vmware-policy (audit/policy)
What This Skill Does
| Category | Tools | Count |
|---|---|---|
| VM Lifecycle | power on/off, create, reconfigure, clone, migrate, delete, snapshot CRUD, TTL auto-delete, clean slate | 15 |
| Deployment | OVA, template, linked clone, batch clone/deploy | 8 |
| Guest Ops | exec commands, upload/download files, provision | 5 |
| Plan/Apply | multi-step planning with rollback | 4 |
| Cluster | create, delete, HA/DRS config, add/remove hosts | 6 |
| Datastore | browse files, scan for images | 2 |
| Alarm Management | list alarms, acknowledge, reset | 3 |
| Triage & Investigation (read-only, delegates to vmware-monitor) | one-glance cluster health summary, object-centered VM/host/datastore drill-down bundles, cross-vCenter "what needs attention now?" | 5 |
Quick Install
uv tool install vmware-aiops
vmware-aiops doctor
vmware-aiops hub status # see which family members are installed
VMware Family — Install What You Need
vmware-aiops is the entry point. Add modules for additional capabilities:
| Module | Install | Adds |
|---|---|---|
| vmware-monitor | uv tool install vmware-monitor | Read-only inventory, alarms, events |
| vmware-storage | uv tool install vmware-storage | iSCSI, vSAN, datastore management |
| vmware-vks | uv tool install vmware-vks | Tanzu Kubernetes (vSphere 8.x+) |
| vmware-nsx | uv tool install vmware-nsx-mgmt | NSX networking: segments, gateways, NAT |
| vmware-nsx-security | uv tool install vmware-nsx-security | DFW microsegmentation, security groups |
| vmware-aria | uv tool install vmware-aria | Aria Ops metrics, alerts, capacity |
| vmware-avi | uv tool install vmware-avi | AVI load balancer, ALB, AKO, Ingress |
Each module stays independent — small tool count keeps local models (Ollama, Qwen) accurate.
When to Use This Skill
- Power on/off, create, delete, snapshot, clone, or migrate VMs
- Deploy VMs from OVA, templates, linked clones, or batch specs
- Run commands or transfer files inside a VM (Guest Operations)
- Create/configure clusters (HA/DRS)
- Browse datastores for deployable images
- Plan and execute multi-step operations with rollback
- List, acknowledge, and clear vCenter triggered alarms (clear matches by entity type + status — see MCP Tools section)
Use companion skills for:
- Inventory, health, alarms, VM info →
vmware-monitor - iSCSI, vSAN, datastore management →
vmware-storage - Tanzu Kubernetes (Supervisor, Namespace, TKC) →
vmware-vks - Load balancing, AVI/ALB, AKO, Ingress →
vmware-avi
Related Skills — Skill Routing
| User Intent | Recommended Skill |
|---|---|
| Read-only monitoring, zero risk | vmware-monitor (uv tool install vmware-monitor) |
| Storage: iSCSI, vSAN, datastores | vmware-storage (uv tool install vmware-storage) |
| VM lifecycle, deployment, guest ops | vmware-aiops ← this skill |
| Tanzu Kubernetes (vSphere 8.x+) | vmware-vks (uv tool install vmware-vks) |
| NSX networking: segments, gateways, NAT | vmware-nsx (uv tool install vmware-nsx-mgmt) |
| NSX security: DFW rules, security groups | vmware-nsx-security (uv tool install vmware-nsx-security) |
| Aria Ops: metrics, alerts, capacity | vmware-aria (uv tool install vmware-aria) |
| Multi-step workflows with approval | vmware-pilot |
| Compliance baselines (CIS / 等保 / PCI-DSS), drift detection, LLM remediation advisor | vmware-harden (uv tool install vmware-harden) |
| Load balancer, AVI, ALB, AKO, Ingress | vmware-avi (uv tool install vmware-avi) |
| Audit log query | vmware-policy (vmware-audit CLI) |
Common Workflows
Diagnostic investigations: Before remediating any "why is X slow / failing / down" issue, follow
references/investigation-protocol.md. It enforces the four root-cause completeness criteria (falsifiability / sufficiency / necessity / mechanism) and the up-to-three-rounds deepening loop. Only invoke L3+ write tools after the four criteria are satisfied AND the user has approved a remediation plan.
Cluster Health Triage ("what's wrong right now?")
Start here when the ask is "is anything on fire?" before diving into a specific VM. This is a read-only rollup delegated to vmware-monitor, exposed here so triage-then-act stays in one conversation.
- One glance -->
cluster_health_summary(MCP) orvmware-aiops summary(CLI). Readtop_issuesfirst — ranked anomalies (disconnected hosts, red/yellow alarms, capacity pressure), each with a drill-down hint; the per-cluster table is context - Act on what it surfaces --> a
host_downrow → investigate the host; an alarm →acknowledge_vcenter_alarm/reset_vcenter_alarm; a hot VM implicated →vm_migrateorvm_reconfigure(after the investigation protocol) - Save/share a snapshot -->
vmware-aiops summary --htmlwrites an offline, timestamped HTML file (identical tovmware-monitor summary --html— same shared renderer) - If vmware-monitor is not installed --> this command/tool is unavailable (AIops delegates to it); install
vmware-monitor, or use the deeper per-object read tools in that skill
Object-Centered Investigation → Act (drill-down before you change anything)
Judgment: after triage points at a problem object, drill in with one correlated read before actuating — the bundle aggregates the object with its surrounding infrastructure and recent history so you (and the operator) see the full picture, not a guess. AIops is the conversational entry point, so triage → investigate → act stays in one conversation.
- Estate-wide -->
cross_vcenter_attention("what needs attention now?" across every vCenter). One vCenter configured → skip tocluster_health_summary - Drill into the flagged object (offer the level; skip the question when unambiguous):
- a VM -->
vm_investigation_bundle→ state, host it runs on, cluster context, backing datastores, snapshots, alarms & recent changes, performance signals, correlated event timeline - a host -->
host_investigation_bundle; a datastore -->datastore_investigation_bundle
- a VM -->
- Then act on the evidence --> e.g. bundle shows a wedged VM on a hot host →
vm_migrate; a full datastore →vm_delete_snapshoton the sprawl the bundle surfaced. Follow the investigation protocol before any destructive action - Widen the window with
hours=72; render an offline snapshot with--html(drill-down sections collapse natively, nothing uploaded) - If the object name is unknown --> the bundle returns a teaching error naming how to list objects; get the exact name and retry. If vmware-monitor is not installed --> these delegated tools are unavailable
Deploy a Lab Environment
Pre-flight (judgment, not blind sequence):
- Free space: target datastore must have ≥ OVA size × 2 (delta files + thin-provision overhead). If multiple datastores qualify, prefer one with lowest current IOPS pressure (cross-check
vmware-ariaif available). - Name hygiene: prefix with date or owner (
lab-2026-04-30-alice) so the TTL cleanup audit trail is meaningful. - TTL: always set. 480 min for a single test session, 7200 min for a week-long sandbox. Never deploy a "lab" VM without a TTL — that is how datastores fill up at 3 AM.
- Snapshot timing: take the baseline after provisioning succeeds, not before — a pre-provision snapshot is just an empty checkpoint.
Steps:
vmware-aiops datastore browse <ds> --pattern "*.ova"→ confirm image present and sizevmware-aiops deploy ova <path> --name <date>-<owner>-<purpose> --datastore <ds>vmware-aiops vm guest-exec <name> --cmd /usr/bin/python3 --args "setup.py" --user admin→ if exit ≠ 0, stop, do not snapshot a half-provisioned VMvmware-aiops vm snapshot-create <name> --name baseline(only if multi-iteration testing; skip for one-shot)vmware-aiops vm set-ttl <name> --minutes 480
Batch Clone for Testing
Pre-flight:
- Source VM state: powered-off is safest. If powered-on, VMware Tools must be running and quiesce-capable, else clones may have inconsistent disk state.
- Capacity math:
free_space ≥ source.size × count × 1.2(full clone) or≥ count × 2 GB(linked clone, delta-only). - Decision rule: count > 10 → use linked clones (
deploy linked-clone); seconds vs minutes per clone, ~100× less storage. Tradeoff: linked clones depend on source snapshot — deleting the snapshot breaks all children. - Network exhaustion: each clone gets a unique MAC from the vSphere pool; if you batch > 200, verify pool capacity in advance.
- TTL: every clone must have one. Use the plan's metadata to track ownership.
Steps:
vm_create_planwith clone + reconfigure + set-ttl steps grouped per VM (atomic per clone)- Review the plan with the user — surface count, datastore, irreversible warnings
vm_apply_plan— stops on first failure (intentional, do not auto-resume)- On failure:
vm_rollback_plan→ reverses completed clones; manually verify rollback before retrying
Migrate VM to Another Host
Pre-flight (ALL must pass before issuing migrate):
- CPU compatibility: target host CPU family must match source, OR cluster must be in EVC mode. Live migration across mismatched CPUs fails mid-flight and may leave the VM stunned.
- Network parity: every portgroup the VM uses must exist on the target host's vSwitch with the same VLAN. Missing portgroup → vNICs disconnected post-migration.
- Storage visibility: target host must see all of the VM's datastores; otherwise this is a Storage vMotion, not a host migration — different (slower) operation.
- Affinity rules: if the VM is pinned to source by a DRS host-affinity rule, migration silently violates intent. Check
cluster infofirst. - Hardware passthrough: VMs with PCI passthrough (GPU, USB) cannot live-migrate — schedule a cold migration window.
Steps:
- Verify VM state and current host via
vmware-monitor vm info <name> - Verify target host: same cluster, EVC compatible, has required networks/datastores
vmware-aiops vm migrate <name> --to-host <target>— wait for task completion, do not assume success on return- Post-check:
vm infoconfirms new host AND power state unchanged AND vNICs connected
Usage Mode
| Scenario | Recommended | Why |
|---|---|---|
| Local/small models (Ollama, Qwen) | CLI | ~2K tokens vs ~8K for MCP |
| Cloud models (Claude, GPT-4o) | Either | MCP gives structured JSON I/O |
| Automated pipelines | MCP | Type-safe parameters, structured output |
MCP Tools (49 — 14 read, 35 write)
| Category | Tools | R/W |
|---|---|---|
| VM Lifecycle (16) | vm_list_ttl, vm_list_snapshots, vm_task_status | Read |
vm_power_on, vm_power_off, vm_create, vm_reconfigure, vm_clone, vm_migrate, vm_delete, vm_create_snapshot, vm_revert_snapshot, vm_delete_snapshot, vm_set_ttl, vm_cancel_ttl, vm_clean_slate | Write | |
| Deployment (8) | deploy_vm_from_ova, deploy_vm_from_template, deploy_linked_clone, attach_iso_to_vm, convert_vm_to_template, batch_clone_vms, batch_linked_clone_vms, batch_deploy_from_spec | Write |
| Guest Ops (5) | vm_guest_download | Read |
vm_guest_exec, vm_guest_exec_output, vm_guest_upload, vm_guest_provision | Write | |
| Plan/Apply (4) | vm_list_plans | Read |
vm_create_plan, vm_apply_plan, vm_rollback_plan | Write | |
| Datastore (2) | browse_datastore, scan_datastore_images | Read |
| Cluster (6) | cluster_info | Read |
cluster_create, cluster_delete, cluster_add_host, cluster_remove_host, cluster_configure | Write | |
| Alarm Management (3) | list_vcenter_alarms | Read |
acknowledge_vcenter_alarm, reset_vcenter_alarm | Write | |
| Cluster Triage (1) | cluster_health_summary (delegates to vmware-monitor) | Read |
| Object Investigation (4) | vm_investigation_bundle, host_investigation_bundle, datastore_investigation_bundle, cross_vcenter_attention (all delegate to vmware-monitor) | Read |
Read/write split: 14 tools are read-only (per [READ] docstring marker), 35 modify state. All write tools require explicit parameters and are audit-logged. Destructive operations (vm_delete, vm_revert_snapshot, vm_delete_snapshot, vm_set_ttl (schedules an unattended auto-delete), force power-off, cluster delete/remove-host, alarm reset) require double confirmation at the CLI layer and support --dry-run.
Alarm reset blast radius: vSphere has no per-alarm clear API. reset_vcenter_alarm uses AlarmManager.ClearTriggeredAlarms, which clears all triggered alarms matching the named alarm's entity type (host/VM/all) and current status (red/yellow) — not just the one named. The response's scope field states exactly what was cleared. The named alarm is looked up first, so a typo fails fast without clearing anything.
CLI Quick Reference
# VM operations
vmware-aiops vm power-on <name> [--target <t>]
vmware-aiops vm power-off <name> [--force]
vmware-aiops vm create <name> --cpu 4 --memory 8192 --disk 100
vmware-aiops vm delete <name>
vmware-aiops vm clone <name> --new-name <new> [--to-host <host>] [--to-datastore <ds>] [--power-on]
vmware-aiops vm migrate <name> --to-host <host> [--to-datastore <ds>]
vmware-aiops vm snapshot-create <name> --name <snap> [--description <text>] [--memory]
vmware-aiops vm snapshot-list <name>
vmware-aiops vm snapshot-revert <name> --name <snap>
vmware-aiops vm snapshot-delete <name> --name <snap> [--remove-children] [--no-wait]
# waits up to 30 min for delta consolidation;
# --no-wait returns a task id immediately
vmware-aiops vm task-status <task-id> # poll an async (--no-wait) operation by id
vmware-aiops vm set-ttl <name> --minutes 480 [--dry-run] # double confirm; daemon auto-deletes VM on expiry
# Guest operations (requires VMware Tools)
vmware-aiops vm guest-exec <name> --cmd <script-path> --args "<args>" --user <username>
vmware-aiops vm guest-upload <name> --local ./script.sh --guest /tmp/script.sh --user <username>
# Deploy
vmware-aiops deploy ova <path> --name <vm> --datastore <ds>
vmware-aiops deploy linked-clone --source <vm> --snapshot <snap> --name <new>
# Cluster
vmware-aiops cluster create <name> --ha --drs
vmware-aiops cluster info <name>
# Datastore
vmware-aiops datastore browse <ds> --pattern "*.ova"
# Alarm management
vmware-aiops alarm list [--target <t>]
vmware-aiops alarm acknowledge <entity_name> <alarm_name> [--target <t>]
vmware-aiops alarm reset <entity_name> <alarm_name> [--target <t>] # double confirm; clears ALL alarms matching entity type + status
# Family
vmware-aiops hub status # show installed family members + install commands
Full CLI reference: see
references/cli-reference.md
Troubleshooting
"VM not found" error
VM names are case-sensitive in vSphere. Use exact name from vmware-monitor inventory vms.
Guest exec returns empty output
Use vm_guest_exec_output instead of vm_guest_exec — it auto-captures stdout/stderr. Basic vm_guest_exec only returns exit code.
Deploy OVA times out
Large OVA files (>10GB) may exceed the default 120s timeout. The upload happens via HTTP NFC lease — ensure network between the machine running vmware-aiops and ESXi is stable.
Snapshot delete is slow / "still running after Ns"
Deleting an old or large snapshot consolidates its delta disk into the parent — the slowest write
operation, often several minutes. vm snapshot-delete waits up to 30 min by default; if it still
returns a "still running, NOT failed" message with a task id, the delete did not fail — poll it with
vm task-status <task-id>. Do not re-issue the delete or hand-roll polling. For very large snapshots,
prefer vm snapshot-delete <name> --name <snap> --no-wait to get the task id immediately and poll.
Plan apply fails mid-way
Run vmware-aiops plan list to see failed plan status. Ask user if they want to rollback with vm_rollback_plan. Irreversible steps (delete_vm) are skipped during rollback.
Connection refused / SSL error
- Verify target is reachable:
vmware-aiops doctor - For self-signed certs: set
disableSslCertValidation: truein config.yaml (lab environments only)
Setup
uv tool install vmware-aiops
mkdir -p ~/.vmware-aiops
vmware-aiops init # generates config.yaml and .env templates
chmod 600 ~/.vmware-aiops/.env
All tools are automatically audited via vmware-policy. Audit logs:
vmware-audit log --last 20
Full setup guide, security details, and AI platform compatibility: see
references/setup-guide.md
Audit & Safety
All operations are automatically audited via vmware-policy (@vmware_tool decorator):
- Every tool call logged to
~/.vmware/audit.db(SQLite, framework-agnostic) - Policy rules enforced via
~/.vmware/rules.yaml(deny rules, maintenance windows, risk levels) - Risk classification: each tool tagged as low/medium/high/critical
- View recent operations:
vmware-audit log --last 20 - View denied operations:
vmware-audit log --status denied
vmware-policy is automatically installed as a dependency — no manual setup needed.
License
如何使用「Vmware Aiops」?
- 打开小龙虾AI(Web 或 iOS App)
- 点击上方「立即使用」按钮,或在对话框中输入任务描述
- 小龙虾AI 会自动匹配并调用「Vmware Aiops」技能完成任务
- 结果即时呈现,支持继续对话优化