diff --git a/testing/test_database.py b/testing/test_database.py
new file mode 100644
index 0000000..800b093
--- /dev/null
+++ b/testing/test_database.py
@@ -0,0 +1,36 @@
+import base64
+import logging
+from unittest.mock import MagicMock, patch
+
+
+import pytest
+from fastapi.testclient import TestClient
+
+from API.database import Database
+from API.route import router
+from API.utils import init_logging_config
+
+init_logging_config()
+
+def test_vector_search():
+    mock_result = [
+        {
+            "Name": "Test1",
+            "Image": "encoded_string1",
+            "score": 0.8
+        },
+        {
+            "Name": "Test2",
+            "Image": "encoded_string2",
+            "score": 0.7
+        }
+    ]
+    
+    mock_vector_search = MagicMock(return_value=mock_result)
+    
+    with patch("API.database.Database.vector_search", mock_vector_search):
+        embedding = [0.1, 0.2, 0.3]
+        result = Database.vector_search("collection_name", embedding)
+        
+        assert result == mock_result
+        mock_vector_search.assert_called_once_with("collection_name", embedding)
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