According to molecular orbital theory

Both are unstable

$\mathrm{Li}_{2}^{+}$is unstable and $\mathrm{Li}_{2}^{-}$is stable

$\mathrm{Li}_{2}^{+}$is stable and $\mathrm{Li}_{2}^{-}$is unstable

Both are stabel