A method for easily tracing the execution of an application in a computer system having a plurality of computing nodes interconnected by high speed data links is disclosed. While executing the application on one or more of the computing nodes, trace data is collected into a separate temporary trace buffer coupled to each computing node. A trace transfer request event is sent to another one of the computing after collecting a portion of the trace data in one of the trace buffers. The trace data is recorded on a designated recording and analysis computing node by transferring the trace data from each trace buffer to a recording buffer in the designated computing node in response to the transfer request by performing memory mapped read transfers initiated by the designated computing node. Each trace buffer is memory mapped into an address space of the second computing node.