diff --git a/analyzer/tests/functional/analyze_and_parse/test_analyze_and_parse.py b/analyzer/tests/functional/analyze_and_parse/test_analyze_and_parse.py
index 5c30b8743f..0e9b480a52 100644
--- a/analyzer/tests/functional/analyze_and_parse/test_analyze_and_parse.py
+++ b/analyzer/tests/functional/analyze_and_parse/test_analyze_and_parse.py
@@ -360,7 +360,7 @@ def test_gerrit_output(self):
         self.assertEqual(lbls["Code-Review"], -1)
         self.assertEqual(review_data["message"],
                          "CodeChecker found 1 issue(s) in the code. "
-                         "See: '{0}'".format(report_url))
+                         "See: {0}".format(report_url))
         self.assertEqual(review_data["tag"], "jenkins")
 
         # Because the CC_CHANGED_FILES is set we will see reports only for
diff --git a/tools/report-converter/codechecker_report_converter/report/output/gerrit.py b/tools/report-converter/codechecker_report_converter/report/output/gerrit.py
index 18dc9d49a3..470cdb8446 100644
--- a/tools/report-converter/codechecker_report_converter/report/output/gerrit.py
+++ b/tools/report-converter/codechecker_report_converter/report/output/gerrit.py
@@ -121,7 +121,7 @@ def __convert_reports(reports: List[Report],
                         report_messages_in_unchanged_files)))
 
     if report_url:
-        message += " See: '{0}'".format(report_url)
+        message += f" See: {report_url}"
 
     review = {"tag": "jenkins",
               "message": message,
diff --git a/tools/report-converter/tests/unit/output/gerrit/test_gerrit_converter.py b/tools/report-converter/tests/unit/output/gerrit/test_gerrit_converter.py
index a7a81961e9..b02593ad5e 100644
--- a/tools/report-converter/tests/unit/output/gerrit/test_gerrit_converter.py
+++ b/tools/report-converter/tests/unit/output/gerrit/test_gerrit_converter.py
@@ -110,7 +110,7 @@ def test_report_to_gerrit_conversion_report_url(self):
         expected = {
             "tag": "jenkins",
             "message": "CodeChecker found 1 issue(s) in the code. "
-            "See: 'localhost:8080/index.html'",
+            "See: localhost:8080/index.html",
             "labels": {"Code-Review": -1, "Verified": -1},
             "comments": {
                 "main.cpp": [
diff --git a/web/tests/functional/diff_local_remote/test_diff_local_remote.py b/web/tests/functional/diff_local_remote/test_diff_local_remote.py
index 6267607a17..e1a39d27e1 100644
--- a/web/tests/functional/diff_local_remote/test_diff_local_remote.py
+++ b/web/tests/functional/diff_local_remote/test_diff_local_remote.py
@@ -433,7 +433,7 @@ def test_set_env_diff_gerrit_output(self):
         self.assertIn(
             "CodeChecker found 25 issue(s) in the code.",
             review_data["message"])
-        self.assertIn(f"See: '{report_url}'", review_data["message"])
+        self.assertIn(f"See: {report_url}", review_data["message"])
         self.assertEqual(review_data["tag"], "jenkins")
 
         # Because the CC_CHANGED_FILES is set we will see reports only for