is there a compiler(software) for MIPS (Assembly Language) that let me write and run programs?

for ex Java -> eclipse.

Unless you have a system with a MIPS architecture, you'll need to use a simulator to run it. A quick Google search turned up MARS MIPS Simulator. FYI, a program to converters assembly language into machine code is generally called an assembler.