I am getting random crashes on my C++ application, it may not crash for a month, and then crash 10 times in a hour, and sometimes it may crash on launch, while sometimes it may
Try Valgrind (it's free, open-source):
The Valgrind distribution currently includes six production-quality tools: a memory error detector, two thread error detectors, a cache and branch-prediction profiler, a call-graph generating cache profiler, and a heap profiler. It also includes two experimental tools: a heap/stack/global array overrun detector, and a SimPoint basic block vector generator. It runs on the following platforms: X86/Linux, AMD64/Linux, PPC32/Linux, PPC64/Linux, and X86/Darwin (Mac OS X).
Valgrind Frequently Asked Questions
The Memcheck part of the package is probably the place to start:
Memcheck is a memory error detector. It can detect the following problems that are common in C and C++ programs.
Accessing memory you shouldn't, e.g. overrunning and underrunning heap blocks, overrunning the top of the stack, and accessing memory after it has been freed.
Using undefined values, i.e. values that have not been initialised, or that have been derived from other undefined values.
Incorrect freeing of heap memory, such as double-freeing heap blocks, or mismatched use of malloc/new/new[] versus free/delete/delete[]
Overlapping src and dst pointers in memcpy and related functions.
Memory leaks.