diff --git a/autoautosummary.py b/autoautosummary.py
index 7dbb5e53b64a..4d7e1d8ba096 100644
--- a/autoautosummary.py
+++ b/autoautosummary.py
@@ -10,14 +10,11 @@
 from docutils import nodes
 from docutils.parsers.rst import directives
 from sphinx.ext import autosummary
-from sphinx.ext.autodoc import MethodDocumenter
 from sphinx.ext.autosummary import Autosummary, ImportExceptionGroup
 from sphinx.locale import __
 from sphinx.util import logging
 from sphinx.util.inspect import isstaticmethod, safe_getattr
 
-from documenters import OverloadedPythonMethodDocumenter
-
 # from sphinx.directives import directive
 logger = logging.getLogger(__name__)
 
@@ -37,21 +34,6 @@ def new_extract_summary(doc: list[str], document: Any) -> str:
 
 autosummary.extract_summary = new_extract_summary
 
-old_get_documenter = autosummary.get_documenter
-
-
-def new_get_documenter(app, obj: Any, parent: Any):
-    res = old_get_documenter(app, obj, parent)
-    if issubclass(res, OverloadedPythonMethodDocumenter):
-        # sorry, gross hack! OverloadedPythonMethodDocumenter works well
-        # for generating the actual docs, but fails when we are building
-        # the table of contents. So fallback to original class instead...
-        return MethodDocumenter
-    return res
-
-
-autosummary.get_documenter = new_get_documenter
-
 
 class AutoAutoSummary(Autosummary):
     """