Gun maker Colt Defense LLC said late Sunday it is filing for chapter 11 bankruptcy-court protection, amid business-execution issues and a heavy debt burden.

The company has secured $20 million in financing from its existing senior lenders to continue operating while in bankruptcy and expects to remain in business after the restructuring.

The...