diff --git a/doc/conf.py b/doc/conf.py
index b23e57f256a9..d88b1ae88c89 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -277,7 +277,7 @@ def autodoc_process_bases(app, name, obj, options, bases):
     'pandas': ('https://pandas.pydata.org/docs/', None),
     'pytest': ('https://pytest.org/en/stable/', None),
     'python': ('https://docs.python.org/3/', None),
-    'scipy': ('https://static.scipy.org/doc/scipy/', None),
+    'scipy': ('https://docs.scipy.org/doc/scipy/', 'https://static.scipy.org/doc/scipy/objects.inv'),
     'tornado': ('https://www.tornadoweb.org/en/stable/', None),
     'wx': ('https://docs.wxpython.org/', None),
     'xarray': ('https://docs.xarray.dev/en/stable/', None),