diff --git a/.gitignore b/.gitignore
index 9100250..08457f2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,3 +8,4 @@ dist/*
 .doctrees
 docs/html/*
 .coverage
+.eggs
diff --git a/bin/hippolyzer-cli b/bin/hippolyzer-cli
new file mode 100755
index 0000000..787878f
--- /dev/null
+++ b/bin/hippolyzer-cli
@@ -0,0 +1,9 @@
+#!/usr/bin/env python
+from hippolyzer.apps.proxy import mp_main, main
+
+# Have to use our own script rather than an autogenerated setuptools wrapper
+# with console_scripts so we can define the __mp_main__ entrypoint
+if __name__ == "__main__":
+    main()
+elif __name__ == "__mp_main__":
+    mp_main()
diff --git a/bin/hippolyzer-gui b/bin/hippolyzer-gui
new file mode 100755
index 0000000..a3b5d2a
--- /dev/null
+++ b/bin/hippolyzer-gui
@@ -0,0 +1,10 @@
+#!/usr/bin/env python
+from hippolyzer.apps.proxy import mp_main
+from hippolyzer.apps.proxy_gui import gui_main
+
+# Have to use our own script rather than an autogenerated setuptools wrapper
+# with console_scripts so we can define the __mp_main__ entrypoint
+if __name__ == "__main__":
+    gui_main()
+elif __name__ == "__mp_main__":
+    mp_main()
diff --git a/setup.py b/setup.py
index 17a20dd..2e92059 100644
--- a/setup.py
+++ b/setup.py
@@ -64,12 +64,10 @@ setup(
             'lib/proxy/data/LICENSE-artwork.txt',
         ],
     },
-    entry_points={
-        'console_scripts': [
-            "hippolyzer-gui = hippolyzer.apps.proxy_gui:gui_main",
-            "hippolyzer-cli = hippolyzer.apps.proxy:main",
-        ],
-    },
+    scripts=[
+        "bin/hippolyzer-gui",
+        "bin/hippolyzer-cli",
+    ],
     zip_safe=False,
     python_requires='>=3.8',
     install_requires=[