"AMG" matching MCP servers:

Enables measuring the cost of completed agent workflows from runtime session logs and submitting results to the AMI survey.

Read-only MCP server for Kafka cluster health, consumer lag, partition state, and replay-readiness, enabling AI agents to diagnose streaming incidents without write access.

MCP servers for real-time development monitoring and interactive pair programming.

Enables AI agents to perform root cause analysis on SAP systems by querying Azure Log Analytics data, offering schema discovery, validated KQL execution, result analysis, and automated 8-step RCA workflows.