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TimeSeries Tool List

The 27 MCP tools provided by PlantPulse TimeSeries-Insight.


Anomaly Detection — 7 tools

Base model: IBM Granite TSPulse

ToolTargetAnalysis
detect_asset_anomalyEquipment sensorsAnomaly patterns in temperature, pressure, vibration, etc.
detect_system_anomalySystem resourcesCPU, memory, and disk anomalies
detect_oee_anomalyOEEAvailability, performance, and quality anomalies
detect_ram_anomalyRAMMTBF and MTTR anomalies
detect_ems_anomalyEMSEnergy, power, and carbon emission anomalies
detect_order_anomalyWork ordersProduction quality anomalies
detect_alarm_anomalyAlarmsAnomalous alarm frequency patterns

Common Parameters

ParameterDescriptionDefault
asset_idEquipment ID(required)
thresholdAnomaly decision threshold0 (automatic)
top_kNumber of top anomaly metrics5
lookback_minutesAnalysis time range (minutes)1440
target_columnsSensors to analyze(automatic if unspecified)
recent_secondsRecent decision window (seconds)300

Forecasting — 7 tools

Base model: TinyTimeMixer (TTM)

ToolTargetForecast
forecast_assetEquipment sensorsFuture sensor value trends
forecast_systemSystem resourcesCPU/memory/disk utilization
forecast_oeeOEEAvailability, performance, and quality trends
forecast_ramRAMReliability indicator trends
forecast_emsEMSEnergy consumption outlook
forecast_orderWork ordersProduction quality trends
forecast_alarmAlarmsAlarm frequency trends

Common Parameters

ParameterDescriptionDefault
asset_idEquipment ID(required)
prediction_lengthNumber of forecast steps96
enable_boundsOutput confidence intervaltrue
target_columnsSensors to forecast(automatic if unspecified)

Alarm Analysis — 3 tools

ToolDescriptionKey Parameters
get_alarm_statsAlarm statistics summaryasset_id, minutes
analyze_alarm_durationAlarm duration/MTTA analysisasset_id, minutes
analyze_alarm_correlationAlarm-sensor correlationasset_id, minutes

Health/Equipment — 3 tools

ToolDescriptionKey Parameters
get_asset_healthEquipment health score (0~100)asset_id
health_checkTimeSeries service health checkNone
list_asset_tagsEquipment sensor tag listasset_id

Feature Store — 7 tools

ToolDescriptionKey Parameters
get_feature_statusFeature store statusNone
get_asset_featuresEquipment feature lookupasset_id, granularity
get_asset_contextLLM context lookupasset_id, date
find_similar_assetsSimilar equipment searchasset_id, top_k
analyze_assetComprehensive equipment analysisasset_id
explain_asset_anomalyAnomaly root cause analysisasset_id
trigger_feature_pipelineManual feature pipeline executionpipeline_type