diff --git a/auto-tagger/configuration.py b/auto-tagger/configuration.py
index ad7390f..54b0f5d 100644
--- a/auto-tagger/configuration.py
+++ b/auto-tagger/configuration.py
@@ -12,7 +12,6 @@
 class BumpStrategy(StrEnum):
     """Enum containing the different version bump strategy for semver"""
 
-    # pylint: disable=invalid-name
     MAJOR: str = "major"
     MINOR: str = "minor"
     PATCH: str = "patch"
diff --git a/auto-tagger/github_helpers.py b/auto-tagger/github_helpers.py
index cc1b839..25b51ca 100644
--- a/auto-tagger/github_helpers.py
+++ b/auto-tagger/github_helpers.py
@@ -7,7 +7,6 @@
 from datetime import datetime, timedelta
 from typing import List
 
-import requests
 from github import Github, InputGitAuthor
 from semver import Version, VersionInfo
 
@@ -18,9 +17,9 @@
 class GitHubHelper:
     """PyGitHub support class"""
 
-    def __init__(self, token, config) -> None:
-        self.token: str = token
-        self.config: Configuration = config
+    def __init__(self, token: str, config: Configuration) -> None:
+        self.token = token
+        self.config = config
         self.repo = Github(token).get_repo(self.config.REPOSITORY)
         self.last_available_tag = self.get_latest_tag()
         self.last_available_major_tag = self.get_latest_major_tag()
@@ -150,14 +149,9 @@ def create_git_tag(self, tag: Tag) -> None:
                     date=str(datetime.now().strftime("%Y-%m-%dT%H:%M:%SZ")),
                 ),
             )
-            self.__create_git_ref(f"refs/tags/{tag.name}", tag.commit)
-
-    def __create_git_ref(self, ref_name: str, sha: str) -> None:
-        """Internal function to create the reference on GitHub"""
-        self.repo.create_git_ref(ref_name, sha)
+            self.repo.create_git_ref(f"refs/tags/{tag.name}", tag.commit)
 
     def delete_git_tag(self, tag_name: str) -> None:
-        """Custom function to delete a tag on the repository"""
-        headers = {"Authorization": f"Bearer {self.token}"}
-        url = f"https://api.github.com/repos/{self.config.REPOSITORY}/git/refs/tags/{tag_name}"
-        requests.delete(url, headers=headers, timeout=10)
+        """Delete a tag on the repository"""
+        ref = self.repo.get_git_ref(f"tags/{tag_name}")
+        ref.delete()
diff --git a/auto-tagger/main.py b/auto-tagger/main.py
index b856a9b..4c87079 100644
--- a/auto-tagger/main.py
+++ b/auto-tagger/main.py
@@ -10,55 +10,63 @@
 from configuration import BumpStrategy, Configuration
 from github_helpers import GitHubHelper
 
-config = Configuration.from_env()
 
-if config.DRY_RUN:
-    print("Running in dry-run mode!")
+def main():
+    config = Configuration.from_env()
 
-if os.environ.get("GITHUB_REF_NAME") != config.DEFAULT_BRANCH:
-    print("Not running from the default branch")
-    sys.exit()
+    if config.DRY_RUN:
+        print("Running in dry-run mode!")
 
-github_helper = GitHubHelper(os.environ.get("INPUT_GITHUB_TOKEN", ""), config)
-last_tag = github_helper.last_available_tag
+    if os.environ.get("GITHUB_REF_NAME") != config.DEFAULT_BRANCH:
+        print("Not running from the default branch")
+        sys.exit()
 
-print(f"Last available tag: {last_tag}")
-bump_strategy = config.get_bump_strategy_from_commits(
-    github_helper.get_commits_since(last_tag.date)
-)
+    github_helper = GitHubHelper(os.environ.get("INPUT_GITHUB_TOKEN", ""), config)
+    last_tag = github_helper.last_available_tag
 
-if bump_strategy == BumpStrategy.SKIP:
-    print("No need to create a new tag, skipping")
-    sys.exit()
+    print(f"Last available tag: {last_tag}")
+    bump_strategy = config.get_bump_strategy_from_commits(
+        github_helper.get_commits_since(last_tag.date)
+    )
 
-new_tag = github_helper.bump_tag_version(bump_strategy, last_tag)
-print(f"Creating new tag version: {new_tag}")
-github_helper.create_git_tag(new_tag)
+    if bump_strategy == BumpStrategy.SKIP:
+        print("No need to create a new tag, skipping")
+        sys.exit()
 
-if config.BIND_TO_MAJOR:
-    last_major_tag = github_helper.last_available_major_tag
-    last_major_tag.commit = os.environ.get(
-        "GITHUB_SHA", github_helper.get_last_commit().sha
-    )
-    last_major_tag.message = os.environ.get(
-        "GITHUB_SHA", github_helper.get_last_commit().message
-    )
-    if bump_strategy != BumpStrategy.MAJOR:
-        github_helper.delete_git_tag(last_major_tag.name)
-        print(
-            f"Binding major tag {last_major_tag} to latest commit: {last_major_tag.commit}"
+    new_tag = github_helper.bump_tag_version(bump_strategy, last_tag)
+    print(f"Creating new tag version: {new_tag}")
+    github_helper.create_git_tag(new_tag)
+
+    if config.BIND_TO_MAJOR:
+        last_major_tag = github_helper.last_available_major_tag
+        last_major_tag.commit = os.environ.get(
+            "GITHUB_SHA", github_helper.get_last_commit().sha
         )
-        github_helper.create_git_tag(last_major_tag)
-    else:
-        new_major_tag_name = (
-            config.PREFIX
-            + str(
-                Version.parse(
-                    new_tag.name.removeprefix(config.PREFIX).removesuffix(config.SUFFIX)
-                ).major
-            )
-            + config.SUFFIX
+        last_major_tag.message = os.environ.get(
+            "GITHUB_SHA", github_helper.get_last_commit().message
         )
-        last_major_tag.name = new_major_tag_name
-        print(f"Creating new major tag {last_major_tag}")
-        github_helper.create_git_tag(last_major_tag)
+        if bump_strategy != BumpStrategy.MAJOR:
+            github_helper.delete_git_tag(last_major_tag.name)
+            print(
+                f"Binding major tag {last_major_tag} to latest commit: {last_major_tag.commit}"
+            )
+            github_helper.create_git_tag(last_major_tag)
+        else:
+            new_major_tag_name = (
+                config.PREFIX
+                + str(
+                    Version.parse(
+                        new_tag.name.removeprefix(config.PREFIX).removesuffix(
+                            config.SUFFIX
+                        )
+                    ).major
+                )
+                + config.SUFFIX
+            )
+            last_major_tag.name = new_major_tag_name
+            print(f"Creating new major tag {last_major_tag}")
+            github_helper.create_git_tag(last_major_tag)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/auto-tagger/poetry.lock b/auto-tagger/poetry.lock
index 21cc73f..61f05a7 100644
--- a/auto-tagger/poetry.lock
+++ b/auto-tagger/poetry.lock
@@ -917,20 +917,6 @@ files = [
     {file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
 ]
 
-[[package]]
-name = "types-requests"
-version = "2.32.0.20241016"
-description = "Typing stubs for requests"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "types-requests-2.32.0.20241016.tar.gz", hash = "sha256:0d9cad2f27515d0e3e3da7134a1b6f28fb97129d86b867f24d9c726452634d95"},
-    {file = "types_requests-2.32.0.20241016-py3-none-any.whl", hash = "sha256:4195d62d6d3e043a4eaaf08ff8a62184584d2e8684e9d2aa178c7915a7da3747"},
-]
-
-[package.dependencies]
-urllib3 = ">=2"
-
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"
@@ -1036,4 +1022,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "888e5d49e41738fcf430e781841ff1d460ef4149e8db628be5076048c7b84e80"
+content-hash = "bc250b5a38d0f05bbcd3370ee3a03b8350537f46189d4ef9ffb7d013e051cbd2"
diff --git a/auto-tagger/pyproject.toml b/auto-tagger/pyproject.toml
index 4641e06..b7d1102 100644
--- a/auto-tagger/pyproject.toml
+++ b/auto-tagger/pyproject.toml
@@ -18,7 +18,6 @@ mypy = { extras = ["faster-cache"], version = "^1.13.0" }
 isort = "^5.13.2"
 pydantic = "^2.10.3"
 pylint = "^3.3.2"
-types-requests = "^2.32.0.20241016"
 
 [tool.isort]
 profile = "black"