diff --git a/bin/runMarabou.py b/bin/runMarabou.py
index 99e526cca2c8a5c59ef2e7c950416e57a64c2d66..079565ff356916475af2cd37eafaff7d49b47101 100755
--- a/bin/runMarabou.py
+++ b/bin/runMarabou.py
@@ -4,9 +4,7 @@ Modified by the AISER team, Software Safety and Security Laboratory, CEA-List.
 
 This file is part of CAISAR.
 This file is used for integrating Marabou, via its Python interface, in CAISAR.
-"""
 
-"""
 Top contributors (to current version):
     - Andrew Wu
 
@@ -17,38 +15,32 @@ All rights reserved. See the file COPYING in the top-level source
 directory for licensing information.
 """
 
-
-class WrongNetFormat(Exception):
-    def __init__(self, networkPath):
-        self.message = (
-            f"Network {networkPath} has an unrecognized extension."
-            f"The network must be in .pb, .nnet or .onnx format."
-        )
-        super().__init__(self.message)
-
-
 import argparse
-from importlib.metadata import version
 import os
 import pathlib
 import shutil
 import subprocess
 import sys
 import tempfile
+from importlib.metadata import version
+
+from maraboupy import Marabou, MarabouCore  # type: ignore
+
 
-from maraboupy import Marabou
-from maraboupy import MarabouCore
+class WrongNetFormat(Exception):
+    def __init__(self, networkPath):
+        self.message = (
+            f"Network {networkPath} has an unrecognized extension."
+            f"The network must be in .pb, .nnet or .onnx format."
+        )
+        super().__init__(self.message)
 
 
-sys.path.insert(
-    0, os.path.join(str(pathlib.Path(__file__).parent.absolute()), "../")
-)
+sys.path.insert(0, os.path.join(str(pathlib.Path(__file__).parent.absolute()), "../"))
 
 
 def maraboupy_version(marabou_binary: str):
-    result = subprocess.run(
-        [marabou_binary, "--version"], capture_output=True, text=True
-    )
+    result = subprocess.run([marabou_binary, "--version"], capture_output=True, text=True)
     if result.returncode != 0:
         print(f"Error running {marabou_binary} --version")
         sys.exit(1)
@@ -62,9 +54,7 @@ def maraboupy_version(marabou_binary: str):
 
 
 def arguments():
-    parser = argparse.ArgumentParser(
-        description="Thin wrapper around Maraboupy executable"
-    )
+    parser = argparse.ArgumentParser(description="Thin wrapper around Maraboupy executable")
     parser.add_argument(
         "network",
         type=str,
@@ -72,15 +62,9 @@ def arguments():
         default=None,
         help="The network file name, the extension can be only .pb, .nnet, and .onnx",
     )
-    parser.add_argument(
-        "prop", type=str, nargs="?", default=None, help="The property file name"
-    )
-    parser.add_argument(
-        "-t", "--timeout", type=int, default=10, help="Timeout in seconds"
-    )
-    parser.add_argument(
-        "--temp-dir", type=str, default="/tmp/", help="Temporary directory"
-    )
+    parser.add_argument("prop", type=str, nargs="?", default=None, help="The property file name")
+    parser.add_argument("-t", "--timeout", type=int, default=10, help="Timeout in seconds")
+    parser.add_argument("--temp-dir", type=str, default="/tmp/", help="Temporary directory")
     marabou_path = shutil.which("Marabou")
     parser.add_argument(
         "--marabou-binary",
@@ -103,15 +87,13 @@ def main():
 
     marabou_binary = args.marabou_binary
     if not os.access(marabou_binary, os.X_OK):
-        sys.exit(
-            '"{}" does not exist or is not executable'.format(marabou_binary)
-        )
+        sys.exit('"{}" does not exist or is not executable'.format(marabou_binary))
     else:
         if args.version:
             print(f"{maraboupy_version(marabou_binary)}")
         else:
-            assert args.network != None
-            assert args.prop != None
+            assert args.network is not None
+            assert args.prop is not None
 
             networkPath = args.network
             suffix = networkPath.split(".")[-1]
@@ -133,10 +115,7 @@ def main():
 
             print("Running Marabou with the following arguments: ", unknown)
             subprocess.run(
-                [marabou_binary]
-                + ["--input-query={}".format(name)]
-                + ["--timeout={}".format(timeout)]
-                + unknown
+                [marabou_binary] + ["--input-query={}".format(name)] + ["--timeout={}".format(timeout)] + unknown
             )
             os.remove(name)