agent-metrics-monitorv1.0.0

Monitor P99 and P95 latencies of LLM API calls or tool executions in real-time to identify performance bottlenecks and ensure responsiveness. Use Prometheus metrics and Grafana dashboards to visualize trends and set alerts for latency spikes.

Track error and success rates of agent actions (e.g., tool calls, API requests) and configure alert rules to trigger when error rates exceed a threshold (e.g., >5%). Quickly detect and respond to abnormal behavior in production environments.

Implement z-score based anomaly detection on latency or error metrics to automatically flag unusual patterns. Use the anomaly detector to adjust alert sensitivity and reduce false positives in dynamic agent operations.

Generate a comprehensive Grafana dashboard from collected metrics including latency percentiles, error rates, and custom alert rules. Provide Ops teams with a single pane of glass for agent performance and reliability.

Define and evaluate alert rules (e.g., high error rate, high P99 latency) per service. Integrate with Prometheus Alertmanager to trigger notifications to Slack, PagerDuty, or email when conditions persist for a specified duration.

Offer agent-metrics-monitor as a monthly subscription for AI agent teams. Include pre-built dashboards, alert rules, and anomaly detection templates, with tiered pricing based on number of services and metric retention.

Provide the core metrics collection and alerting as open-source, while selling premium features like advanced anomaly detection, custom dashboard generation, and 24/7 support for enterprise deployments.

Charge for professional services to integrate agent-metrics-monitor into existing observability stacks (e.g., Prometheus, Grafana, Datadog). Customize alert rules, dashboards, and anomaly detector thresholds per client.