В TabLayout добавить атрибут app:tabBackground = "@drawable/capsule_sape"
это выглядит так
<android.support.design.widget.TabLayout
android:id = "@+id/tabs"
app:tabBackground = "@drawable/capsule_sape"
app:tabGravity = "fill"
app:tabMode = "scrollable"
app:tabSelectedTextColor = "@android:color/white"
android:layout_width = "match_parent"
android:layout_height = "wrap_content" />
Для Capsule_shape попробуйте код
<?xml version = "1.0" encoding = "utf-8"?>
<shape xmlns:android = "http://schemas.android.com/apk/res/android"
android:shape = "rectangle">
<corners
android:bottomLeftRadius = "15dp"
android:bottomRightRadius = "15dp"
android:topLeftRadius = "15dp"
android:topRightRadius = "15dp" />
<stroke
android:width = "10dp"
android:color = "@android:color/transparent"></stroke>
<solid android:color = "#FFAADD" />
</shape>