According to the APA guidelines, you should report enough detail on inferential statistics so that your readers understand your analyses.
Report the following for each hypothesis test:
the test statistic value
the degrees of freedom
the exact p value (unless it is less than 0.001)
the magnitude and direction of the effect
You should also present confidence intervals and estimates of effect sizes where relevant.