diff --git a/crates/ruff_linter/src/rules/pycodestyle/rules/literal_comparisons.rs b/crates/ruff_linter/src/rules/pycodestyle/rules/literal_comparisons.rs
index 25bad88d50d526..24920276f35b05 100644
--- a/crates/ruff_linter/src/rules/pycodestyle/rules/literal_comparisons.rs
+++ b/crates/ruff_linter/src/rules/pycodestyle/rules/literal_comparisons.rs
@@ -32,7 +32,7 @@ impl EqCmpOp {
 ///
 /// ## Why is this bad?
 /// According to [PEP 8], "Comparisons to singletons like None should always be done with
-/// is or is not, never the equality operators."
+/// `is` or `is not`, never the equality operators."
 ///
 /// ## Example
 /// ```python
@@ -48,7 +48,22 @@ impl EqCmpOp {
 ///     pass
 /// ```
 ///
+/// ## Fix safety
+///
+/// This rule's fix is marked as unsafe, as it may alter runtime behavior when
+/// used with libraries that override the `==`/`__eq__` or `!=`/`__ne__` operators.
+/// In these cases, `is`/`is not` may not be equivalent to `==`/`!=`.
+///
+/// Notable examples and alternatives include:
+/// - `pandas.DataFrame`, often used with `DataFrame.mask`, `DataFrame.where` - see [pandas.DataFrame.eq].
+/// - `pandas.Series`, often used with `Series.mask`, `Series.where` - see [pandas.Series.eq].
+/// - `sqlalchemy.Column`, often used with `Query.having`, `Query.filter`, `Query.where` - see [sqlalchemy.sql.expression.ColumnOperators.is_].
+/// - `numpy.Array`, often used with `Array.where` - no alternative.
+///
 /// [PEP 8]: https://peps.python.org/pep-0008/#programming-recommendations
+/// [pandas.Series.eq]: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.eq.html
+/// [pandas.DataFrame.eq]: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.eq.html
+/// [sqlalchemy.sql.expression.ColumnOperators.is_]: https://docs.sqlalchemy.org/en/20/core/sqlelement.html#sqlalchemy.sql.expression.ColumnOperators.is_
 #[violation]
 pub struct NoneComparison(EqCmpOp);
 
@@ -101,7 +116,22 @@ impl AlwaysFixableViolation for NoneComparison {
 ///     ...
 /// ```
 ///
+/// ## Fix safety
+///
+/// This rule's fix is marked as unsafe, as it may alter runtime behavior when
+/// used with libraries that override the `==`/`__eq__` or `!=`/`__ne__` operators.
+/// In these cases, `is`/`is not` may not be equivalent to `==`/`!=`.
+///
+/// Notable examples and alternatives include:
+/// - `pandas.DataFrame`, often used with `DataFrame.mask`, `DataFrame.where` - see [pandas.DataFrame.eq].
+/// - `pandas.Series`, often used with `Series.mask`, `Series.where` - see [pandas.Series.eq].
+/// - `sqlalchemy.Column`, often used with `Query.having`, `Query.filter`, `Query.where` - see [sqlalchemy.sql.expression.ColumnOperators.is_].
+/// - `numpy.Array`, often used with `Array.where` - no alternative.
+///
 /// [PEP 8]: https://peps.python.org/pep-0008/#programming-recommendations
+/// [pandas.Series.eq]: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.eq.html
+/// [pandas.DataFrame.eq]: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.eq.html
+/// [sqlalchemy.sql.expression.ColumnOperators.is_]: https://docs.sqlalchemy.org/en/20/core/sqlelement.html#sqlalchemy.sql.expression.ColumnOperators.is_
 #[violation]
 pub struct TrueFalseComparison {
     value: bool,