diff --git a/airflow/utils/docs.py b/airflow/utils/docs.py
index 254b04c4b623e..8f0cd10d9b9e9 100644
--- a/airflow/utils/docs.py
+++ b/airflow/utils/docs.py
@@ -39,17 +39,25 @@ def get_docs_url(page: str | None = None) -> str:
     return result
 
 
+def get_project_url_from_metadata(provider_name: str):
+    """Return the Project-URL from metadata."""
+    return metadata.metadata(provider_name).get_all("Project-URL")
+
+
 def get_doc_url_for_provider(provider_name: str, provider_version: str) -> str:
     """Prepare link to Airflow Provider documentation."""
     try:
-        metadata_items = metadata.metadata(provider_name).get_all("Project-URL")
+        from urllib.parse import urlparse
+
+        metadata_items = get_project_url_from_metadata(provider_name)
         if isinstance(metadata_items, str):
             metadata_items = [metadata_items]
         if metadata_items:
             for item in metadata_items:
                 if item.lower().startswith("documentation"):
                     _, _, url = item.partition(",")
-                    if url:
+                    parsed_url = urlparse(url)
+                    if url and (parsed_url.scheme in ("http", "https") and bool(parsed_url.netloc)):
                         return url.strip()
     except metadata.PackageNotFoundError:
         pass
diff --git a/tests/www/views/test_views.py b/tests/www/views/test_views.py
index 5cf425e99f4aa..4dcea471a5c75 100644
--- a/tests/www/views/test_views.py
+++ b/tests/www/views/test_views.py
@@ -32,6 +32,7 @@
     write_webserver_configuration_if_needed,
 )
 from airflow.plugins_manager import AirflowPlugin, EntryPointSource
+from airflow.utils.docs import get_doc_url_for_provider
 from airflow.utils.task_group import TaskGroup
 from airflow.www.views import (
     ProviderView,
@@ -180,6 +181,36 @@ def test__clean_description(admin_client, provider_description, expected):
     assert actual == expected
 
 
+@pytest.mark.parametrize(
+    "provider_name, project_url, expected",
+    [
+        (
+            "apache-airflow-providers-airbyte",
+            "Documentation, https://airflow.apache.org/docs/apache-airflow-providers-airbyte/3.8.1/",
+            "https://airflow.apache.org/docs/apache-airflow-providers-airbyte/3.8.1/",
+        ),
+        (
+            "apache-airflow-providers-amazon",
+            "Documentation, https://airflow.apache.org/docs/apache-airflow-providers-amazon/8.25.0/",
+            "https://airflow.apache.org/docs/apache-airflow-providers-amazon/8.25.0/",
+        ),
+        (
+            "apache-airflow-providers-apache-druid",
+            "Documentation, javascript:prompt(document.domain)",
+            # the default one is returned
+            "https://airflow.apache.org/docs/apache-airflow-providers-apache-druid/1.0.0/",
+        ),
+    ],
+)
+@patch("airflow.utils.docs.get_project_url_from_metadata")
+def test_get_doc_url_for_provider(
+    mock_get_project_url_from_metadata, admin_client, provider_name, project_url, expected
+):
+    mock_get_project_url_from_metadata.return_value = [project_url]
+    actual = get_doc_url_for_provider(provider_name, "1.0.0")
+    assert actual == expected
+
+
 def test_endpoint_should_not_be_unauthenticated(app):
     resp = app.test_client().get("/provider", follow_redirects=True)
     check_content_not_in_response("Providers", resp)