metrics-tool-guide

name: metrics-tool-guide description: "Guide for using the Prometheus/Thanos metrics tools: output rules, query syntax, filtering, discovery, and PromQL reference. Use when the user wants to check cluster metrics and you need to know how to call metrics_read and metrics_help."

Metrics Tool Guide

Use the kubectl-metrics MCP server tools to query Prometheus/Thanos.

For ready-to-use queries, preset catalog, and metric name/label references see the metrics-query-cookbook skill.

Presentation Rules

Name every metric

When presenting query results, always tell the user what metric was queried and what it measures. For example say "Ceph cluster health (ceph_health_status): 0 = OK" rather than dumping a raw table without context.

Batch related queries

When multiple related metrics are needed (e.g. RX + TX, CPU + memory), use the multi-query feature of query_range instead of making separate calls:

metrics_read {
  "command": "query_range",
  "flags": {
    "query": [
      "sum by (namespace)(rate(container_network_receive_bytes_total[5m]))",
      "sum by (namespace)(rate(container_network_transmit_bytes_total[5m]))"
    ],
    "name": ["rx_bytes_per_sec", "tx_bytes_per_sec"],
    "start": "-1h",
    "output": "markdown"
  }
}

Each query's results are labeled with the corresponding name. If name is omitted, auto-generated labels (q1, q2, ...) are used.

Self-Learning Rule

Before using an unfamiliar subcommand, call metrics_help first:

metrics_help { "command": "<subcommand>" }

Omit command to get an overview of all subcommands and available presets.

Output Format Rule

All query commands accept an output flag:

Always use output: "markdown" when presenting results to the user. Use output: "json" only when you need to extract specific fields for further processing.

Post-Query Filtering with selector

The selector flag filters results after the query runs, using label matching:

metrics_read { "command": "query", "flags": { "query": "up", "selector": "namespace=prod,job=~prom.*", "output": "markdown" } }

Supported operators: = (equal), != (not equal), =~ (regex match), !~ (negative regex).

Pivot Tables for Range Queries

Range queries use a pivot table by default (one column per label combination). Set no_pivot: true to get the traditional row-per-sample format:

metrics_read { "command": "query_range", "flags": { "query": "up", "start": "-1h", "no_pivot": true, "output": "markdown" } }

Discover Available Metrics

List all metric names

metrics_read { "command": "discover", "flags": { "output": "markdown" } }

Search metrics by keyword

metrics_read { "command": "discover", "flags": { "keyword": "network", "output": "markdown" } }

Group metrics by prefix (overview)

metrics_read { "command": "discover", "flags": { "keyword": "ceph", "group_by_prefix": true, "output": "markdown" } }

List labels for a specific metric

metrics_read { "command": "labels", "flags": { "metric": "container_network_receive_bytes_total", "output": "markdown" } }

How to Query

Time parameters (start / end)

Accepted formats:

• Relative duration: "-1h", "-30m", "-2d"
• ISO-8601 string: "2025-06-15T10:00:00Z"

Integer Unix timestamps are NOT accepted. If you have a Unix timestamp, convert it to ISO-8601 first.

Instant query (point-in-time)

metrics_read { "command": "query", "flags": { "query": "YOUR_PROMQL_HERE", "output": "markdown" } }

Range query (last 1 hour, default steps)

metrics_read { "command": "query_range", "flags": { "query": "YOUR_PROMQL_HERE", "start": "-1h", "output": "markdown" } }

Range query with custom window

metrics_read {
  "command": "query_range",
  "flags": {
    "query": "YOUR_PROMQL_HERE",
    "start": "2025-01-01T00:00:00Z",
    "end": "2025-01-01T06:00:00Z",
    "step": "300s",
    "output": "markdown"
  }
}

Using Presets

Run a preset by name:

metrics_read { "command": "preset", "flags": { "name": "mtv_migration_status", "output": "markdown" } }

Many presets accept a namespace filter:

metrics_read { "command": "preset", "flags": { "name": "mtv_migration_pod_rx", "namespace": "openshift-mtv", "output": "markdown" } }

Filter preset results with selector:

metrics_read { "command": "preset", "flags": { "name": "mtv_migration_pod_rx", "selector": "pod=~virt-v2v.*", "output": "markdown" } }

Promote any instant preset to a range query by passing start:

metrics_read { "command": "preset", "flags": { "name": "mtv_migration_status", "start": "-2h", "step": "30s", "output": "markdown" } }

See the metrics-query-cookbook for the full preset catalog and PromQL reference.