Both sources are correct, but your textbook is more comprehensive than Wolfram.
Any power series has a radius of convergence, where the series converges for any number inside the radius and diverges for any number outside the radius. Wolfram correctly says that the radius of convergence is $1$.
However, for real numbers, the two points at the radius of convergence may either converge or diverge. Wolfram does not address those points at all. Note that it says that the series converges for $|x|<1$: it does not say what happens when $|x|=1$. Your textbook does, and says it correctly.
The series does converge for $x=1$ since it is then an alternating series where the terms decrease in absolute value and tend to zero. I'm sure you know the theorem that says such a series converges. The series diverges at $x=-1$ since it is then the negative of the harmonic series, which famously diverges.