name: cluster-report description: | Generate a consolidated health report across multiple OpenShift clusters. Verifies each kubeconfig context is a genuine OpenShift cluster before reporting. Non-OpenShift contexts are skipped by default. Collects node resources (CPU, memory, GPUs), namespace counts, and pod status into a single comparison view. Use when:
- "Show me a report across all clusters"
- "Compare cluster health"
- "Multi-cluster status overview"
- "How are my clusters doing?"
- "Include all clusters including non-OpenShift" (override default filter)
NOT for single-cluster deep-dives or troubleshooting specific pods.
license: Apache-2.0
model: inherit
color: cyan
allowed-tools: configuration_contexts_list resources_get nodes_top resources_list namespaces_list pods_list
metadata:
mcp_server: openshift-administration
mcp_tools_priority: true
environment_vars:
- KUBECONFIG destructive: false
cluster-report
MCP-First Approach: This skill uses MCP tools from openshift-administration server. MCP tools have absolute priority.
CLI Tools Policy:
- ✅ ALWAYS use MCP tools when available
- ⚠️ Last resort only: CLI commands (
oc,kubectl) may be attempted if no MCP alternative exists - ⚠️ Assume unavailable: CLI tools are likely not installed in the execution environment
Generate a unified health and resource report across multiple OpenShift/Kubernetes clusters using the openshift-administration MCP server's multi-cluster capabilities.
Prerequisites
Required MCP Servers: openshift-administration
MCP Server Architecture:
This skill uses openshift-administration MCP server exclusively. This server provides multi-cluster administration and reporting capabilities for both OpenShift and Kubernetes clusters.
| MCP Server | Used By This Skill? | Purpose | Cluster Types |
|------------|---------------------|---------|---------------|
| openshift-administration | ✅ YES | Multi-cluster reporting, resource queries via KUBECONFIG | OpenShift, Kubernetes |
| openshift-self-managed | ❌ NO (used by cluster-creator) | Cluster creation via Assisted Installer | OCP, SNO |
| openshift-ocm-managed | ❌ NO (used by cluster-inventory) | Managed service cluster listing | ROSA, ARO, OSD |
Required MCP Tools (all from openshift-administration server):
configuration_contexts_list— list all kubeconfig contexts and server URLsresources_get— get a single Kubernetes resource by apiVersion/kind/namenodes_top— node CPU and memory usage from Metrics Serverresources_list— list Kubernetes resources by apiVersion/kindnamespaces_list— list all namespaces in a clusterprojects_list— list all OpenShift projectspods_list— list all pods across namespaces
Required Environment Variables: KUBECONFIG — must contain at least one cluster context. Two or more recommended for comparison.
Multi-Cluster Setup: For large-scale deployments using service account tokens instead of interactive oc login, see multi-cluster-auth.md and the build-kubeconfig.py helper script.
Helper Scripts (Python 3, stdlib only — auditable, do not reimplement):
assemble.py— resolves$filereferences into complete raw data JSONaggregate.py— aggregates raw data into structured report JSON
Script Usage Rules:
- Invoke scripts via the documented pipeline (Step 3) — do NOT reimplement their logic inline
- Do NOT write ad-hoc Python to parse or transform MCP output — the scripts handle all parsing
- You MAY read the scripts for debugging if the pipeline returns errors
Verification:
- Check
openshift-administrationinmcps.json - Verify
KUBECONFIGset:test -n "$KUBECONFIG" - Test connection: Call
configuration_contexts_listto verify MCP server responsive
On Failure: Stop immediately, display setup instructions, ask "How to proceed? (setup/skip/abort)", wait for user input.
Security: Never expose KUBECONFIG path, contents, or any credential values in output.
When to Use This Skill
Use when:
- Comparing resource utilization across clusters
- Getting a fleet-wide health overview
- Preparing capacity planning reports
Do NOT use when:
- Debugging a specific pod or workload (use
/debug-pod)
Workflow
Step 0: Prerequisites Check
Execute verification from Prerequisites section.
If MCP server unavailable:
- Stop immediately
- Display: "Cannot execute skill: openshift-administration MCP server not configured"
- Display: "Setup: Configure openshift-administration in mcps.json (see README.md#environment-setup)"
- Ask: "How to proceed? (setup/skip/abort)"
- Wait for user input
If KUBECONFIG not set:
- Stop immediately
- Display: "Cannot execute skill: KUBECONFIG environment variable not set"
- Display: "Setup: export KUBECONFIG=/path/to/kubeconfig (see credentials-management.md)"
- Ask: "How to proceed? (setup/skip/abort)"
- Wait for user input
Security: Never expose KUBECONFIG path or contents.
Step 1: Discover and Verify Clusters
Step 1a: List Contexts
MCP Tool: configuration_contexts_list
Collect all context names and server URLs. Do NOT present results to the user yet.
Expected Output: List of context names with associated server URLs.
Error Handling:
- If no contexts found: Stop and instruct user to verify KUBECONFIG points to a valid file with cluster contexts
- If tool call fails: Report MCP server connectivity issue, suggest checking
mcps.jsonconfiguration
Step 1b: Verify OpenShift Clusters
For each context discovered in Step 1a, probe for the OpenShift ClusterVersion resource:
MCP Tool: resources_get
| Parameter | Value |
|---|---|
| apiVersion | config.openshift.io/v1 |
| kind | ClusterVersion |
| name | version |
| context | <context-name> |
Classification rules:
| Probe Result | Classification | Default Behavior |
|---|---|---|
| Success (resource returned) | OpenShift — extract version from .status.desired.version | Include |
| 403 Forbidden | OpenShift (unverified) — API group exists, RBAC restricts access | Include (version shown as "unknown") |
| 404 / resource not found | Non-OpenShift (vanilla Kubernetes or other distribution) | Exclude |
| Timeout / connection refused / 401 | Unreachable | Always exclude |
Performance: Issue all resources_get calls in parallel (one per context) since they are independent.
Step 1c: Present Verification Results
Present a categorized summary to the user:
## Cluster Discovery Results
### OpenShift Clusters (will be included in report)
| Context | Server | OpenShift Version |
|---------|--------|-------------------|
| prod-us | https://api.prod-us.example.com:6443 | 4.16.3 |
| staging | https://api.staging.example.com:6443 | 4.15.12 |
### Non-OpenShift Clusters (excluded by default)
| Context | Server | Reason |
|---------|--------|--------|
| dev-k8s | https://dev-k8s.example.com:6443 | No ClusterVersion resource (vanilla Kubernetes) |
### Unreachable Clusters (excluded)
| Context | Server | Error |
|---------|--------|-------|
| old-cluster | https://old.example.com:6443 | Connection refused |
**Proceeding with 2 OpenShift clusters.** To include non-OpenShift clusters, say "include all clusters".
Presentation rules:
- Omit any section that has no entries (e.g., skip "Non-OpenShift" section if all contexts are OpenShift).
- If ALL contexts are OpenShift, simplify to: "All N contexts are verified OpenShift clusters."
- If ALL contexts are non-OpenShift, inform the user: "No OpenShift clusters found. To include non-OpenShift clusters, say 'include all clusters'."
User override handling:
If the user responds with "include all clusters", "include non-OpenShift", "report on all clusters", or any clear intent to include non-OpenShift contexts, add them back into the selected set. Unreachable clusters are always excluded.
If the user's original prompt (before the skill started) already contains phrases like "all clusters", "including non-OpenShift", or "all contexts", pre-select the override and present verification results as: "Including all clusters as requested."
WAIT: Do not proceed until user confirms cluster selection.
Step 2: Collect Cluster Data
For each selected cluster, pass context=<context-name> to every tool call. Collect data using:
| Manifest Key | MCP Tool | Extra Parameters | Fallback |
|---|---|---|---|
| nodes_top | nodes_top | — | Set null if Metrics Server unavailable |
| nodes_list | resources_list | apiVersion=v1, kind=Node | — |
| projects | projects_list | — | OpenShift only; use namespaces_list for Kubernetes or if projects_list fails |
| pods | pods_list | — | — |
Namespace/Project Logic:
- OpenShift clusters: Use
projects_list(OpenShift-specific) - Kubernetes clusters: Use
namespaces_list(standard Kubernetes API) - Fallback: If
projects_listfails on a cluster classified as OpenShift, fall back tonamespaces_list
Error policy: Skip unreachable clusters. Set failed fields to null and append the error to the cluster's errors array. Never abort the entire report.
Persist MCP Output to Files
For each MCP tool call, immediately save the output to a file under /tmp/cluster-report/.
Files are created with default permissions restricted by the chmod 700 on the parent directory.
This ensures data is available for the assembly pipeline regardless of output size.
Naming convention: /tmp/cluster-report/<context-short>-<field>.txt
Use a sanitized short name for the context (e.g., prod-us, dev-eu). Create the directory first:
mkdir -p /tmp/cluster-report && chmod 700 /tmp/cluster-report
How to save: After each MCP tool call, use Bash to write the output to disk. $file references
accept both plain text and JSON files — no special formatting is required.
If Claude Code auto-persisted the output to a file (shown as persisted-output in the tool result),
reference that file path directly.
Assemble Manifest
Write the manifest to /tmp/cluster-report-manifest.json with $file references to the saved files:
{
"generated_at": "2026-03-03T14:30:00Z",
"clusters": {
"<context-name>": {
"context": "<context-name>",
"server": "<server-url>",
"cluster_type": "openshift",
"openshift_version": "4.16.3",
"nodes_top": {"$file": "/tmp/cluster-report/<ctx>-nodes_top.txt"} or null,
"nodes_list": {"$file": "/tmp/cluster-report/<ctx>-nodes_list.txt"} or null,
"projects": {"$file": "/tmp/cluster-report/<ctx>-projects.txt"} or null,
"namespaces": {"$file": "/tmp/cluster-report/<ctx>-namespaces.txt"} or null,
"pods": {"$file": "/tmp/cluster-report/<ctx>-pods.txt"} or null,
"errors": ["<error messages for failed tools>"]
}
}
}
Manifest fields from verification:
cluster_type:"openshift"or"kubernetes". Determined during Step 1b verification.openshift_version: The OpenShift version string (e.g.,"4.16.3") ornullfor non-OpenShift clusters.
Fields may also be inlined as raw text strings or set to null for failed/unavailable data.
Step 3: Aggregate Data
Run the assembly and aggregation pipeline:
python3 scripts/assemble.py --aggregate < /tmp/cluster-report-manifest.json
If the pipeline exits with code 1, display the error JSON to the user and stop.
Step 4: Render Report
Render the structured JSON output as markdown using this template:
# Multi-Cluster Report
**Generated**: YYYY-MM-DDTHH:MM:SSZ
**Clusters**: <clusters_reported> clusters reporting
---
## Cluster Overview
| Cluster | Version | Nodes | CPU (used/total) | Memory (used/total) | GPUs | Projects | Pods (Running/Total) |
|---------|---------|-------|-------------------|---------------------|------|----------|---------------------|
| prod-us | OCP 4.16.3 | 12 | 48/96 cores (50%) | 192/384 GiB (50%) | 8 | 45 | 312/320 |
| dev-eu | OCP 4.15.12 | 4 | 8/32 cores (25%) | 32/128 GiB (25%) | 0 | 12 | 87/92 |
| **Total** | | **16** | **56/128 cores (44%)** | **224/512 GiB (44%)** | **8** | **57** | **399/412** |
---
## Per-Cluster Details
### <cluster> (<server>) — OpenShift <version>
#### Node Resources
| Node | Role | CPU Used | CPU Total | Memory Used | Memory Total | GPUs |
|------|------|----------|-----------|-------------|--------------|------|
| node-1 | worker | 4 cores | 8 cores | 16 GiB | 32 GiB | 2 |
#### Pod Status
| Status | Count |
|--------|-------|
| Running | 312 |
| Pending | 5 |
| Succeeded | 0 |
| Failed | 3 |
| Unknown | 0 |
#### Top Namespaces (by pod count)
| Namespace | Pods | Running | Pending | Failed |
|-----------|------|---------|---------|--------|
| openshift-monitoring | 24 | 24 | 0 | 0 |
[Repeat for each cluster]
---
## Attention Required
[Render each item from the `attention` array]
### Operational Alerts
⚠️ **etcd**: If any cluster reports etcd fragmentation ratio > 4.0 or DB size approaching quota, see [etcd-maintenance.md](docs/etcd-maintenance.md) for defragmentation procedure.
⚠️ **PVC Capacity**: If any PVC usage exceeds 80% or `predict_linear` forecasts capacity exhaustion within 24h, see [pvc-capacity-planning.md](docs/pvc-capacity-planning.md) for expansion workflow.
⚠️ **Database Connections**: If PostgreSQL active connections exceed 80% of `max_connections`, see [database-connection-management.md](docs/database-connection-management.md) for saturation diagnosis and connection pooling.
Step 5: Cleanup
After rendering the report, remove temporary files:
rm -rf /tmp/cluster-report /tmp/cluster-report-manifest.json
Step 6: Offer Next Steps
## Next Steps
Would you like to:
1. **Drill down** into a specific cluster or namespace
2. **Check alerts** — query Prometheus/Alertmanager for active alerts
3. **Refresh** — re-run the report with updated data
Dependencies
Required MCP Servers
openshift-administration- Multi-cluster administration and reporting
Important: This skill uses ONLY openshift-administration MCP server for querying existing cluster resources via KUBECONFIG. The cluster creation/inventory servers (openshift-self-managed, openshift-ocm-managed) are not needed for this skill as it operates on already-configured clusters.
Required MCP Tools
configuration_contexts_list(from openshift-administration) — list all kubeconfig contexts and server URLsresources_get(from openshift-administration) — get a single Kubernetes resource by apiVersion/kind/name- Parameters:
apiVersion,kind,name,context
- Parameters:
nodes_top(from openshift-administration) — node CPU and memory usage from Metrics Server- Parameters:
context
- Parameters:
resources_list(from openshift-administration) — list Kubernetes resources by apiVersion/kind- Parameters:
apiVersion,kind,context
- Parameters:
namespaces_list(from openshift-administration) — list all namespaces in a cluster- Parameters:
context
- Parameters:
projects_list(from openshift-administration) — list all OpenShift projects- Parameters:
context
- Parameters:
pods_list(from openshift-administration) — list all pods across namespaces- Parameters:
context
- Parameters:
Helper Scripts
Related Skills
/cluster-inventory- List and inspect individual clusters
Reference Documentation
- Credentials Management - KUBECONFIG setup and multi-cluster contexts
- Multi-Cluster Auth - Service account token configuration for large deployments
- etcd Maintenance - Consult when etcd fragmentation ratio appears elevated in cluster metrics
- PVC Capacity Planning - Consult when PVC usage is high or approaching capacity
- Database Connection Management - Consult when PostgreSQL connection usage is high
- Documentation Index - Complete guide to all ocp-admin documentation (consult for topics not explicitly referenced above)
Error Handling
| Error | Behavior |
|---|---|
| ClusterVersion probe succeeds | Classify as OpenShift, include by default |
| ClusterVersion probe 404/not found | Classify as non-OpenShift, exclude by default |
| ClusterVersion probe 403 Forbidden | Classify as OpenShift (unverified), include by default with version "unknown" |
| ClusterVersion probe timeout/unreachable | Classify as unreachable, always exclude |
| All contexts are non-OpenShift | Inform user, suggest "include all clusters" override |
| User overrides to include non-OpenShift | Proceed normally; projects_list may fail (use namespaces_list fallback) |
| Cluster unreachable | Skip, continue with remaining clusters |
| Metrics Server missing | Set nodes_top to null, show N/A for CPU/memory usage |
| Auth expired (401) | Skip cluster, suggest: "Re-authenticate cluster context (see credentials-management.md)" |
| No GPUs found | Display 0 (not an error) |
| Empty cluster | Report with all zeros (valid data) |
Example Usage
Multi-Cluster Report (Default: OpenShift Only)
User: "Show me a report across all clusters"
Execution:
- Validate KUBECONFIG — OK
configuration_contexts_list()discovers: prod-us, dev-eu, dev-k8s- Verify each context with
resources_get(apiVersion="config.openshift.io/v1", kind="ClusterVersion", name="version", context=<ctx>) - Results: prod-us (OCP 4.16.3), dev-eu (OCP 4.15.12), dev-k8s (non-OpenShift)
- Present: "2 OpenShift clusters found. dev-k8s excluded (non-OpenShift). Include all?"
- User confirms default selection
- Collect data for prod-us and dev-eu only
- Write manifest with
cluster_typeandopenshift_versionfields - Run
assemble.py --aggregatepipeline - Render report with OpenShift version column
- Flag attention items
Multi-Cluster Report (Include All)
User: "Report on all my clusters including non-OpenShift"
Execution:
- Validate KUBECONFIG — OK
configuration_contexts_list()discovers: prod-us, dev-eu, dev-k8s- Verify each context (same as above)
- Results: prod-us (OCP 4.16.3), dev-eu (OCP 4.15.12), dev-k8s (non-OpenShift)
- User's initial message indicates "include all" — present verification results and confirm
- User confirms all clusters including dev-k8s
- Collect data for all three clusters (
projects_listfails on dev-k8s, falls back tonamespaces_list) - Write manifest; dev-k8s has
cluster_type: "kubernetes",openshift_version: null - Run pipeline, render report
- dev-k8s shown as "K8s" in version column
Docker Compose Architect
DevOps
Designs optimized Docker Compose configurations.
Incident Postmortem Writer
DevOps
Writes structured and blameless incident postmortem reports.
Runbook Creator
DevOps
Creates clear operational runbooks for common DevOps procedures.