diff --git a/docs/scripts/auto-generate-examples.py b/docs/scripts/auto-generate-examples.py
index d613195c..0732a216 100644
--- a/docs/scripts/auto-generate-examples.py
+++ b/docs/scripts/auto-generate-examples.py
@@ -1,37 +1,5 @@
 import os
 import re
-# import subprocess
-
-
-def current_git_branch():
-    return "gemma2-cloud-run"
-    # try:
-    #     # First, try to get the branch name from GitHub Actions environment variables
-    #     if "GITHUB_REF" in os.environ:
-    #         branch = os.environ["GITHUB_REF"].split("/")[-1]
-    #     else:
-    #         # If not in GitHub Actions, use git command
-    #         result = subprocess.run(
-    #             ["git", "rev-parse", "--abbrev-ref", "HEAD"],
-    #             capture_output=True,
-    #             text=True,
-    #             check=True,
-    #         )
-    #         branch = result.stdout.strip()
-    #
-    #     # Check if the branch is 'HEAD' (detached state in CI)
-    #     if branch == "HEAD":
-    #         # Try to get the branch name from GitHub Actions specific environment variable
-    #         if "GITHUB_HEAD_REF" in os.environ:
-    #             branch = os.environ["GITHUB_HEAD_REF"]
-    #         elif "GITHUB_REF" in os.environ:
-    #             branch = os.environ["GITHUB_REF"].split("/")[-1]
-    #         else:
-    #             branch = "main"
-    #
-    #     return branch
-    # except:  # noqa: E722
-    #     return "main"
 
 
 def process_readme_files():
@@ -61,30 +29,27 @@ def process_file(root, file, dir):
     with open(file_path, "r") as f:
         content = f.read()
 
-    # Obtain the current checked out Git branch
-    git_branch = current_git_branch()
-
     # For Juypter Notebooks, remove the comment i.e. `<!--` and the `--!>` but keep the metadata
     content = re.sub(r"<!-- (.*?) -->", r"\1", content, flags=re.DOTALL)
 
     # Replace image and link paths
     content = re.sub(
         r"\(\./(imgs|assets)/([^)]*\.png)\)",
-        rf"(https://raw.githubusercontent.com/huggingface/Google-Cloud-Containers/{git_branch}/"
+        r"(https://raw.githubusercontent.com/huggingface/Google-Cloud-Containers/main/"
         + root
         + r"/\1/\2)",
         content,
     )
     content = re.sub(
         r"\(\.\./([^)]+)\)",
-        rf"(https://github.com/huggingface/Google-Cloud-Containers/tree/{git_branch}/examples/"
+        r"(https://github.com/huggingface/Google-Cloud-Containers/tree/main/examples/"
         + dir
         + r"/\1)",
         content,
     )
     content = re.sub(
         r"\(\.\/([^)]+)\)",
-        rf"(https://github.com/huggingface/Google-Cloud-Containers/tree/{git_branch}/"
+        r"(https://github.com/huggingface/Google-Cloud-Containers/tree/main/"
         + root
         + r"/\1)",
         content,
@@ -129,7 +94,9 @@ def replacement(match):
         print("No relative paths found in the processed file.")
 
     # Calculate the example URL
-    example_url = f"https://github.com/huggingface/Google-Cloud-Containers/tree/{git_branch}/{root}"
+    example_url = (
+        f"https://github.com/huggingface/Google-Cloud-Containers/tree/main/{root}"
+    )
     if file.__contains__("ipynb"):
         example_url += "/vertex-notebook.ipynb"