skills

In the author's own words, from each skill's SKILL.md.

• investigating-with-observability

  Use when investigating issues, debugging problems for applications, or responding to alerts in the Kubernetes cluster using VictoriaMetrics, VictoriaLogs, or VictoriaTraces.

  plugins/diagnostics/skills/investigating-with-observability/SKILL.md on GitHub (opens in a new tab)

• stream-aggregation-helper

  Design VictoriaMetrics stream aggregation rules to reduce cardinality, sample frequency, or query load. Use whenever the user wants to apply, plan, or troubleshoot stream aggregation (`-streamAggr.config`, `-remoteWrite.streamAggr.config`), asks how to aggregate a high-cardinality metric, mentions downsampling at vmagent, replacing recording rules with stream aggregation, picking the right aggreg…

  plugins/diagnostics/skills/stream-aggregation-helper/SKILL.md on GitHub (opens in a new tab)

• victoriametrics-cardinality-analysis

  Analyze VictoriaMetrics time series cardinality to find optimization opportunities — unused metrics, high-cardinality labels, problematic label values, histogram bloat. Produces actionable report with relabeling and stream aggregation recommendations. Use whenever the user mentions cardinality analysis, series reduction, unused metrics, high cardinality labels, TSDB optimization, storage cost red…

  plugins/diagnostics/skills/victoriametrics-cardinality-analysis/SKILL.md on GitHub (opens in a new tab)

• victoriametrics-unused-metrics-analysis

  Find unused and rarely-queried metrics in VictoriaMetrics using the metric_names_stats API, then suggest optimization actions (drop rules, relabel configs). Use this skill when the user wants to find unused metrics, identify wasted storage, optimize metric ingestion, reduce cardinality by dropping unneeded metrics, clean up scrape targets, or asks about which metrics are never queried. Also trigg…

  plugins/diagnostics/skills/victoriametrics-unused-metrics-analysis/SKILL.md on GitHub (opens in a new tab)

• vm-trace-analyzer

  Analyze VictoriaMetrics query trace JSON to diagnose slow queries and produce a structured performance report with time breakdown, bottleneck analysis, and optimization recommendations. ALWAYS use this skill when: (1) the user mentions a VictoriaMetrics or VM trace, query trace, or trace JSON, (2) the user provides or references a JSON file containing duration_msec/message/children fields, (3) th…

  plugins/diagnostics/skills/vm-trace-analyzer/SKILL.md on GitHub (opens in a new tab)

• victoriametrics-docs

  Look up VictoriaMetrics, VictoriaLogs, VictoriaTraces, operator, vmanomaly, Helm chart and VictoriaMetrics Cloud documentation before naming a command-line flag, an HTTP API path, or a LogsQL/MetricsQL construct. Use when about to state that a flag or endpoint exists, when a user asks what a flag does, or when a previous answer may have invented an API path. Triggers on: command-line flag, CLI fl…

  plugins/docs/skills/victoriametrics-docs/SKILL.md on GitHub (opens in a new tab)

• alertmanager-query

  Query AlertManager via curl using the v2 API. Use when listing active/silenced alerts, creating/managing silences, or checking alert inhibition state. Triggers on: alertmanager, silences, silence alerts, alert filters, alert inhibition, alertmanager API, create silence, delete silence.

  plugins/query/skills/alertmanager-query/SKILL.md on GitHub (opens in a new tab)

• victorialogs-query

  Query VictoriaLogs via curl. Use when searching logs with LogsQL, running log stats queries, discovering log fields/streams, analyzing log hit patterns, or exploring log facets. Triggers on: log queries, LogsQL, log search, log stats, field discovery, stream discovery, log facets, log hits, log field values.

  plugins/query/skills/victorialogs-query/SKILL.md on GitHub (opens in a new tab)

• victoriametrics-query

  Query VictoriaMetrics metrics via curl. Use when running PromQL/MetricsQL queries, discovering metrics/labels, checking alerts and rules, inspecting TSDB status, exporting raw data, checking metric usage statistics, or debugging relabeling/downsampling/retention configs. Triggers on: metric queries, PromQL, MetricsQL, label discovery, series exploration, cardinality checks, alert status, recordin…

  plugins/query/skills/victoriametrics-query/SKILL.md on GitHub (opens in a new tab)

• victoriatraces-query

  Query VictoriaTraces via curl using the Jaeger-compatible API. Use when discovering traced services and operations, searching traces by service/operation/duration/tags, retrieving traces by ID, or mapping service dependencies. Triggers on: trace queries, span search, trace ID lookup, service discovery, operation discovery, service dependencies, distributed tracing, Jaeger API.

  plugins/query/skills/victoriatraces-query/SKILL.md on GitHub (opens in a new tab)

• vmanomaly-config

  Design, tune, validate, and test VictoriaMetrics vmanomaly configurations for known metrics or LogsQL queries. Use when choosing static alerting versus ML, selecting a vmanomaly model, configuring Temporal Envelope, building deployment YAML, tuning anomaly sensitivity, or creating VMAlert rules. Trigger on anomaly configuration, model selection, shared autotune, seasonal anomaly detection, foreca…

  plugins/vmanomaly/skills/vmanomaly-config/SKILL.md on GitHub (opens in a new tab)

• vmanomaly-query

  Operate VictoriaMetrics Anomaly Detection (vmanomaly) through its HTTP API. Use when checking health, versions, persisted-state compatibility, self-monitoring metrics, available models, model schemas, server queries, time-series characteristics, shared autotune, or asynchronous detection tasks. Also use for generating and validating vmanomaly configuration or alert-rule YAML. Triggers on vmanomal…

  plugins/vmanomaly/skills/vmanomaly-query/SKILL.md on GitHub (opens in a new tab)

• vmanomaly-review

  Audit an existing VictoriaMetrics vmanomaly configuration against runtime capabilities and real data. Use when reviewing model-data fit, scheduler cadence, persisted-state compatibility, cold start, excessive detections, missing anomalies, output cardinality, or upgrade readiness. Trigger on vmanomaly config review, false-positive investigation, detection quality, model effectiveness, compatibili…

  plugins/vmanomaly/skills/vmanomaly-review/SKILL.md on GitHub (opens in a new tab)

No skill matches that filter.

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