Inheritance is generally not taxable on the recipient's federal income tax return. (Some states have inheritance tax; it is each heir's responsibility to calculate and pay that tax.)
A recipient who takes cash pays no tax. A recipient who takes shares of a security pays tax on the capital gain when he sells the shares, equal to sale price minus fair market value on date of death.
