The core problem of multi-agent distributed data mining technology not concern particular data mining techniques although the latter is now paid the most attention. Its core problem concerns collaborative work of distributed software in design of multi-agent system destined for distributed data mining and classification. The paper presents the developed and implemented distributed data mining technology, architecture of the multi-agent software tool supporting this technology and demonstrates the key protocols used by agents in collaborative design of an applied multi-agent distributed data mining system.