ThingsBoard

MQTT API for device attributes: publish client-side attributes, request values, and subscribe to shared attribute updates.

Built-in AI assistant for configuring dashboards, alarm rules, calculated fields, and notifications via natural language.

Message queue system for ThingsBoard rule engine with configurable submit, retry, and polling strategies.

IoT anomaly detection pipeline using calculated fields and LLM classification

AI agent that converts plain-language IoT use case descriptions into working ThingsBoard prototypes with architecture, dashboards, and configurations.

MQTT broker API for device connectivity supporting v3.1, v3.1.1, and v5.0 with multiple authentication methods.

Integrate external AI/LLM providers into ThingsBoard for predictions, anomaly detection, classification, and natural-language insights.

MQTT-based RPC API for bidirectional command exchange between ThingsBoard and devices.

Long-lived API key authentication for ThingsBoard REST API as an alternative to JWT tokens.

Publish time-series device telemetry to ThingsBoard via MQTT topics with multiple payload formats.

ThingsBoard: ThingsBoard Docs Guides, recipes, and API references to build IoT solutions with ThingsBoard Community Edition.