diff --git a/tests/memory/test_main.py b/tests/memory/test_main.py
deleted file mode 100644
index 63d56907..00000000
--- a/tests/memory/test_main.py
+++ /dev/null
@@ -1,58 +0,0 @@
-import pytest
-from unittest.mock import Mock
-from swarms.memory.ocean import OceanDB
-
-
-@pytest.fixture
-def mock_ocean_client():
-    return Mock()
-
-
-@pytest.fixture
-def mock_collection():
-    return Mock()
-
-
-@pytest.fixture
-def ocean_db(mock_ocean_client):
-    OceanDB.client = mock_ocean_client
-    return OceanDB()
-
-
-def test_init(ocean_db, mock_ocean_client):
-    mock_ocean_client.heartbeat.return_value = "OK"
-    assert ocean_db.client.heartbeat() == "OK"
-
-
-def test_create_collection(
-    ocean_db, mock_ocean_client, mock_collection
-):
-    mock_ocean_client.create_collection.return_value = mock_collection
-    collection = ocean_db.create_collection("test", "text")
-    assert collection == mock_collection
-
-
-def test_append_document(ocean_db, mock_collection):
-    document = "test_document"
-    id = "test_id"
-    ocean_db.append_document(mock_collection, document, id)
-    mock_collection.add.assert_called_once_with(
-        documents=[document], ids=[id]
-    )
-
-
-def test_add_documents(ocean_db, mock_collection):
-    documents = ["test_document1", "test_document2"]
-    ids = ["test_id1", "test_id2"]
-    ocean_db.add_documents(mock_collection, documents, ids)
-    mock_collection.add.assert_called_once_with(
-        documents=documents, ids=ids
-    )
-
-
-def test_query(ocean_db, mock_collection):
-    query_texts = ["test_query"]
-    n_results = 10
-    mock_collection.query.return_value = "query_result"
-    result = ocean_db.query(mock_collection, query_texts, n_results)
-    assert result == "query_result"
diff --git a/tests/memory/test_oceandb.py b/tests/memory/test_oceandb.py
deleted file mode 100644
index e760dc61..00000000
--- a/tests/memory/test_oceandb.py
+++ /dev/null
@@ -1,103 +0,0 @@
-import pytest
-from unittest.mock import Mock, patch
-from swarms.memory.ocean import OceanDB
-
-
-def test_init():
-    with patch("oceandb.Client") as MockClient:
-        MockClient.return_value.heartbeat.return_value = "OK"
-        db = OceanDB(MockClient)
-        MockClient.assert_called_once()
-        assert db.client == MockClient
-
-
-def test_init_exception():
-    with patch("oceandb.Client") as MockClient:
-        MockClient.side_effect = Exception("Client error")
-        with pytest.raises(Exception) as e:
-            OceanDB(MockClient)
-        assert str(e.value) == "Client error"
-
-
-def test_create_collection():
-    with patch("oceandb.Client") as MockClient:
-        db = OceanDB(MockClient)
-        db.create_collection("test", "modality")
-        MockClient.create_collection.assert_called_once_with(
-            "test", embedding_function=Mock.ANY
-        )
-
-
-def test_create_collection_exception():
-    with patch("oceandb.Client") as MockClient:
-        MockClient.create_collection.side_effect = Exception(
-            "Create collection error"
-        )
-        db = OceanDB(MockClient)
-        with pytest.raises(Exception) as e:
-            db.create_collection("test", "modality")
-        assert str(e.value) == "Create collection error"
-
-
-def test_append_document():
-    with patch("oceandb.Client") as MockClient:
-        db = OceanDB(MockClient)
-        collection = Mock()
-        db.append_document(collection, "doc", "id")
-        collection.add.assert_called_once_with(
-            documents=["doc"], ids=["id"]
-        )
-
-
-def test_append_document_exception():
-    with patch("oceandb.Client") as MockClient:
-        db = OceanDB(MockClient)
-        collection = Mock()
-        collection.add.side_effect = Exception(
-            "Append document error"
-        )
-        with pytest.raises(Exception) as e:
-            db.append_document(collection, "doc", "id")
-        assert str(e.value) == "Append document error"
-
-
-def test_add_documents():
-    with patch("oceandb.Client") as MockClient:
-        db = OceanDB(MockClient)
-        collection = Mock()
-        db.add_documents(collection, ["doc1", "doc2"], ["id1", "id2"])
-        collection.add.assert_called_once_with(
-            documents=["doc1", "doc2"], ids=["id1", "id2"]
-        )
-
-
-def test_add_documents_exception():
-    with patch("oceandb.Client") as MockClient:
-        db = OceanDB(MockClient)
-        collection = Mock()
-        collection.add.side_effect = Exception("Add documents error")
-        with pytest.raises(Exception) as e:
-            db.add_documents(
-                collection, ["doc1", "doc2"], ["id1", "id2"]
-            )
-        assert str(e.value) == "Add documents error"
-
-
-def test_query():
-    with patch("oceandb.Client") as MockClient:
-        db = OceanDB(MockClient)
-        collection = Mock()
-        db.query(collection, ["query1", "query2"], 2)
-        collection.query.assert_called_once_with(
-            query_texts=["query1", "query2"], n_results=2
-        )
-
-
-def test_query_exception():
-    with patch("oceandb.Client") as MockClient:
-        db = OceanDB(MockClient)
-        collection = Mock()
-        collection.query.side_effect = Exception("Query error")
-        with pytest.raises(Exception) as e:
-            db.query(collection, ["query1", "query2"], 2)
-        assert str(e.value) == "Query error"
diff --git a/tests/memory/test_pg.py b/tests/memory/test_pg.py
index ba564586..2bddfb27 100644
--- a/tests/memory/test_pg.py
+++ b/tests/memory/test_pg.py
@@ -1,6 +1,6 @@
 import pytest
 from unittest.mock import patch
-from swarms.memory import PgVectorVectorStore
+from swarms.memory.pg import PgVectorVectorStore
 from dotenv import load_dotenv
 import os
 
diff --git a/tests/memory/test_pinecone.py b/tests/memory/test_pinecone.py
index 9cc99781..7c71503e 100644
--- a/tests/memory/test_pinecone.py
+++ b/tests/memory/test_pinecone.py
@@ -1,6 +1,6 @@
 import os
 from unittest.mock import patch
-from swarms.memory import PineconeVectorStore
+from swarms.memory.pinecone import PineconeVectorStore
 
 api_key = os.getenv("PINECONE_API_KEY") or ""