Ideal materials for thermal mass are those materials that have:
* high specific heat capacity,
* high density
Any solid, liquid, or gas that has mass will have some thermal mass. A common misconception is that only concrete or earth soil has thermal mass; even air has thermal mass (although very little).
A table of volumetric heat capacity for building materials is available, but note that their definition of thermal mass is slightly different.