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JProfiler Makes Heap Dumps Useful to AI Agents

2026-11-04
Posted by Ingo Kegel

JProfiler 16.3 makes all major JProfiler subsystems available to AI agents through its MCP server. One of the most useful additions is heap dump analysis. Agents can now inspect the objects in a heap, follow their references and find out why they were not garbage collected.

Without runtime data, an AI agent cannot see which objects are alive or what keeps them reachable. JProfiler closes that gap, so the agent can start with actual evidence and use it to find the relevant source code.

Finding a memory leak with JProfiler

2017-03-22
Posted by Ingo Kegel

This screencast explains a basic strategy for solving memory leaks with JProfiler.

There is an older version of this screencast from 2009 that is not accurate for the heap walker anymore but that shows other useful features in JProfiler.

Profiling class loaders and solving related memory leaks

2013-07-24
Posted by Ingo Kegel

This screen cast shows how the class loaders probe can be used to debug class loading and to solve class loader memory leaks.

The different references views in the heap walker

2009-05-13
Posted by Ingo Kegel

This screencast is outdated, please watch the more recent version instead.

In the screencast below, I explain the different reference views in the heap walker.

Finding a memory leak with JProfiler (old)

2009-04-23
Posted by Ingo Kegel

This screencast is outdated, please watch the more recent version instead.