diagnostics
claudeQuery trace analysis and multi-signal investigation tools
5 skills
Configure, operate, tune, and review VictoriaMetrics Anomaly Detection
Plugin vmanomaly from marketplace victoriametrics-tools in VictoriaMetrics/skills. Commands read from the repo's manifest — today.
vmanomaly-configDesign, 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. Tri
vmanomaly-presetDiscover a bounded set of VictoriaMetrics signals and assemble an evidence-backed vmanomaly preset with configuration, alert rules, dashboards and a selected deployment form. Use when the user needs anomaly detection but does not yet know the queries. Use vmanomaly-config for known queries and vmano
vmanomaly-queryOperate 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
vmanomaly-reviewAudit 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 vmanoma
vmanomaly-sizingEstimate vmanomaly deployment CPU, RAM and disk for a known workload, or approximate inference capacity for fixed resources. Use for deployment sizing, maximum active time-series questions, RAM-versus-disk comparisons, or suspected OOM during fitting. Not for forecasting a monitored metric's capacit
Query trace analysis and multi-signal investigation tools
5 skills
Query metrics, logs, traces, and alerts across the VictoriaMetrics stack
4 skills
Look up VictoriaMetrics documentation before naming a flag, an API path or a query construct
1 skill
IoT device lifecycle, telemetry anomaly detection, fleet management, and witness chain verification for Cognitum Seed hardware
5 skills · 1 command · 4 agents
Analyze log files with ctrlb-decompose — pattern clustering, anomaly detection, and severity scoring
1 skill
Complete predictive maintenance toolkit for vibration analysis, bearing/gear fault diagnosis, anomaly detection, and ISO standards compliance.
9 skills · 3 commands · 2 agents
Turn anomaly scores into decisions with a stated error rate: FDR-controlled selection, certified false-alarm thresholds and stream monitoring with nonconform.
1 skill
First-pass data analysis toolkit: correlations, PII flagging, anomalies, hypothesis tests, data dictionaries, and trend analysis on a dataset in a folder.
14 skills
Comprehensive CloudZero cost analysis plugin providing AI-powered skills for investigating cost spikes, analyzing trends, comparing spending, optimizing services, optimization triage, projecting infrastructure costs from code diffs and IaC definitions, and tracking cloud infrastructure costs using CloudZero's MCP server
12 skills · 1 MCP server
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