diff --git a/ci/code_checks.sh b/ci/code_checks.sh
index 2f95367266a36..6bf5f8e97a8a9 100755
--- a/ci/code_checks.sh
+++ b/ci/code_checks.sh
@@ -77,7 +77,6 @@ if [[ -z "$CHECK" || "$CHECK" == "docstrings" ]]; then
         -i "pandas.Period.to_timestamp SA01" \
         -i "pandas.PeriodDtype SA01" \
         -i "pandas.PeriodDtype.freq SA01" \
-        -i "pandas.RangeIndex PR07" \
         -i "pandas.RangeIndex.from_range PR01,SA01" \
         -i "pandas.RangeIndex.start SA01" \
         -i "pandas.RangeIndex.step SA01" \
diff --git a/pandas/core/indexes/range.py b/pandas/core/indexes/range.py
index ce9e639656acb..b11ce6bd7b919 100644
--- a/pandas/core/indexes/range.py
+++ b/pandas/core/indexes/range.py
@@ -90,7 +90,9 @@ class RangeIndex(Index):
     start : int (default: 0), range, or other RangeIndex instance
         If int and "stop" is not given, interpreted as "stop" instead.
     stop : int (default: 0)
+        The end value of the range (exclusive).
     step : int (default: 1)
+        The step size of the range.
     dtype : np.int64
         Unused, accepted for homogeneity with other index types.
     copy : bool, default False