JMX 2.0 was released as the "OpenDMK" open source project prior to the Sun/Oracle merger ( https://opendmk.java.net/ ). JMX 1.0 evolved around management of a single java JVM and JMX 2.0 is designed for enterprise management of hundreds of java virtual machines across multiple servers.
This design is a refinement of a mini-AWS-style payment system I wrote in 2011 which had 18 components such as Registry, Server, Monitor, Datasource, etc. That MCC project used a swing-based JMX client, this project is the corresponding JMX server. I'm using it with Kafka but it's generically applicable to any JMX application.
The JMX 2.0 cascading server virtualizes and aggregates the mbeans of each Kafka server and the Zookeeper server. The jolokia server then transforms the cascaded beans into a JSON output, which is easily massaged to display relevant information.