granular-observability

Distributed tracing with OpenTelemetry provides end-to-end visibility for inter-agent requests by standardizing MELT data. This enables faster debugging across all 18 ValueOS agent types in production deployments.

Prometheus metrics instrumentation uses standardized valueos_* metrics across all agents to monitor health and throughput. You configure your ValueOS deployment to expose these metrics, then import Grafana dashboards for visualization.

The MELT stack standardizes Metrics, Events, Logs, and Traces across all agent types to centralize observability. It applies Prometheus, OpenTelemetry, and structured logging to achieve end-to-end visibility and performance optimization.

Grafana dashboards visualize agent health, throughput, and ML performance by importing pre-configured panels. They work with Prometheus metrics and OpenTelemetry traces to provide centralized visibility across all 18 agents.

Alert rules for health, latency, and communication failures are configured alongside Grafana dashboards to monitor production deployments. They utilize Prometheus metrics and structured logs to detect and notify on agent anomalies.

Structured logging with trace correlation enables quick debugging by linking log entries to OpenTelemetry distributed traces. This standardized approach across all 18 agents significantly accelerates root cause analysis in production.