VictoriaMetrics Metrics Analysis

Query and analyze time-series metrics from VictoriaMetrics using MetricsQL (PromQL-compatible with extensions).

Authentication

IMPORTANT: Credentials are injected automatically by a proxy layer. Do NOT check for VICTORIAMETRICS_TOKEN in environment variables - they won't be visible to you. Just run the scripts directly; authentication is handled transparently.

MANDATORY: Context-Efficient Investigation

NEVER dump all series or run unbounded range queries. Always follow this pattern:

GET STATISTICS → INSTANT QUERY → RANGE QUERY (only if needed)