Monitor MCP model servers — protocol-aware telemetry, anomaly detection

Monitor MCP model servers — protocol-aware telemetry, anomaly detection targets a $6.0B = 200K companies × $30K ACV total addressable market with medium saturation and a year-over-year growth rate of 22% YoY (MarketsandMarkets / AIOps & Observability market forecasts aggregated).

Key trends driving demand: Model orchestration & protocol standardization — as teams adopt MCP-like patterns, standardized telemetry surfaces appear and create repeatable monitoring hooks.; Shift from metrics-only APM to context-aware observability — customers increasingly require traceability across high-cardinality model context and decision metadata.; Growth in production model usage — rising model call volumes and cost sensitivity make billing, latency, and routing anomalies high-priority for engineering teams.; AI-enabled anomaly detection — modern anomaly detection can better surface model-specific issues using combined time-series and contextual signals..