Mátraszőlős is a village in Nógrád County, Hungary, under the Cserhát mountain ranges, beside of the Hévíz creek.

A chapel was built on the hillside in 1774, and a rococo-style statue of St. John of Nepomuk was created.

The rococo-style noble mansion of the Jankovich family [fr] was built in the 19th century, notable for its neo-Gothic living room, later a boarding house and then the office of the cooperative.

The settlement's spa was closed in 1950, and the thermal water flows unusedly away beside of the village.

The religious distribution was as follows: 39.7% Roman Catholic, 1.1% Calvinist, 0.6% Lutheran, 12.0% non-denominational, and 42.7% did not wish to answer.