diff --git a/news/13013.trivial.rst b/news/13013.trivial.rst
new file mode 100644
index 00000000000..75e724363a3
--- /dev/null
+++ b/news/13013.trivial.rst
@@ -0,0 +1 @@
+Remove InvalidVersion exception catch for parse_{sdist,wheel}_filename.
diff --git a/src/pip/_internal/index/sources.py b/src/pip/_internal/index/sources.py
index f4626d71ab4..3dafb30e6eb 100644
--- a/src/pip/_internal/index/sources.py
+++ b/src/pip/_internal/index/sources.py
@@ -6,7 +6,6 @@
 
 from pip._vendor.packaging.utils import (
     InvalidSdistFilename,
-    InvalidVersion,
     InvalidWheelFilename,
     canonicalize_name,
     parse_sdist_filename,
@@ -68,10 +67,10 @@ def _scan_directory(self) -> None:
             # otherwise not worth considering as a package
             try:
                 project_filename = parse_wheel_filename(entry.name)[0]
-            except (InvalidWheelFilename, InvalidVersion):
+            except InvalidWheelFilename:
                 try:
                     project_filename = parse_sdist_filename(entry.name)[0]
-                except (InvalidSdistFilename, InvalidVersion):
+                except InvalidSdistFilename:
                     continue
 
             self._project_name_to_urls[project_filename].append(url)