diff --git a/ci/code_checks.sh b/ci/code_checks.sh
index 56cb22741b9a3..ec6dba05b2b0e 100755
--- a/ci/code_checks.sh
+++ b/ci/code_checks.sh
@@ -72,7 +72,6 @@ if [[ -z "$CHECK" || "$CHECK" == "docstrings" ]]; then
         -i "pandas.Series.dt PR01" `# Accessors are implemented as classes, but we do not document the Parameters section` \
         -i "pandas.Period.freq GL08" \
         -i "pandas.Period.ordinal GL08" \
-        -i "pandas.RangeIndex.from_range PR01,SA01" \
         -i "pandas.Timedelta.max PR02" \
         -i "pandas.Timedelta.min PR02" \
         -i "pandas.Timedelta.resolution PR02" \
diff --git a/pandas/core/indexes/range.py b/pandas/core/indexes/range.py
index 935762d0455c5..2db50bbbdfa37 100644
--- a/pandas/core/indexes/range.py
+++ b/pandas/core/indexes/range.py
@@ -190,10 +190,31 @@ def from_range(cls, data: range, name=None, dtype: Dtype | None = None) -> Self:
         """
         Create :class:`pandas.RangeIndex` from a ``range`` object.
 
+        This method provides a way to create a :class:`pandas.RangeIndex` directly
+        from a Python ``range`` object. The resulting :class:`RangeIndex` will have
+        the same start, stop, and step values as the input ``range`` object.
+        It is particularly useful for constructing indices in an efficient and
+        memory-friendly manner.
+
+        Parameters
+        ----------
+        data : range
+            The range object to be converted into a RangeIndex.
+        name : str, default None
+            Name to be stored in the index.
+        dtype : Dtype or None
+            Data type for the RangeIndex. If None, the default integer type will
+            be used.
+
         Returns
         -------
         RangeIndex
 
+        See Also
+        --------
+        RangeIndex : Immutable Index implementing a monotonic integer range.
+        Index : Immutable sequence used for indexing and alignment.
+
         Examples
         --------
         >>> pd.RangeIndex.from_range(range(5))