Fewer foreclosures were started and completed in July as the Massachusetts housing market and overall economy continued to slowly improve, according to data released Monday.

The number of foreclosure petitions — the first step in the seizure process — dropped to 1,198 in July, nearly 17 percent fewer than during the same period last year and the lowest monthly total recorded in 2012, according to the Warren Group, a Boston company that tracks local real estate.