diff --git a/Demo_graph.ipynb b/Demo_graph.ipynb
index b6b053977..a2356a53a 100644
--- a/Demo_graph.ipynb
+++ b/Demo_graph.ipynb
@@ -4556,8 +4556,6 @@
     "def find_relevant_chunks(query,unique_layer_uuids):\n",
     "    out = []\n",
     "    for id in unique_layer_uuids:\n",
-    "        print(id)\n",
-    "        print(query)\n",
     "        result = qdrant_search(id, query)\n",
     "\n",
     "        if result:\n",
diff --git a/cognitive_architecture/infrastructure/databases/graph/__init__.py b/cognitive_architecture/infrastructure/databases/graph/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/cognitive_architecture/infrastructure/databases/graph/graph_db_interface.py b/cognitive_architecture/infrastructure/databases/graph/graph_db_interface.py
new file mode 100644
index 000000000..a7be7acad
--- /dev/null
+++ b/cognitive_architecture/infrastructure/databases/graph/graph_db_interface.py
@@ -0,0 +1,69 @@
+from typing import List
+from abc import abstractmethod
+from typing import Protocol
+
+class GraphDBInterface(Protocol):
+    """ Graphs """
+    @abstractmethod
+    async def create_graph(
+        self,
+        graph_name: str,
+        graph_config: object
+    ): raise NotImplementedError
+
+    @abstractmethod
+    async def update_graph(
+        self,
+        collection_name: str,
+        collection_config: object
+    ): raise NotImplementedError
+
+    # @abstractmethod
+    # async def delete_collection(
+    #     self,
+    #     collection_name: str
+    # ): raise NotImplementedError
+
+    # @abstractmethod
+    # async def create_vector_index(
+    #     self,
+    #     collection_name: str,
+    #     vector_index_config: object
+    # ): raise NotImplementedError
+
+    # @abstractmethod
+    # async def create_data_index(
+    #     self,
+    #     collection_name: str,
+    #     vector_index_config: object
+    # ): raise NotImplementedError
+
+    """ Data points """
+    @abstractmethod
+    async def create_data_points(
+        self,
+        collection_name: str,
+        data_points: List[any]
+    ): raise NotImplementedError
+
+    # @abstractmethod
+    # async def get_data_point(
+    #     self,
+    #     collection_name: str,
+    #     data_point_id: str
+    # ): raise NotImplementedError
+
+    # @abstractmethod
+    # async def update_data_point(
+    #     self,
+    #     collection_name: str,
+    #     data_point_id: str,
+    #     payload: object
+    # ): raise NotImplementedError
+
+    # @abstractmethod
+    # async def delete_data_point(
+    #     self,
+    #     collection_name: str,
+    #     data_point_id: str
+    # ): raise NotImplementedError
diff --git a/cognitive_architecture/infrastructure/databases/graph/neo4j/__init__.py b/cognitive_architecture/infrastructure/databases/graph/neo4j/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/cognitive_architecture/infrastructure/databases/graph/neo4j/adapter.py b/cognitive_architecture/infrastructure/databases/graph/neo4j/adapter.py
new file mode 100644
index 000000000..878939a58
--- /dev/null
+++ b/cognitive_architecture/infrastructure/databases/graph/neo4j/adapter.py
@@ -0,0 +1,7 @@
+from databases.graph.graph_db_interface import GraphDBInterface
+
+
+
+
+class Neo4jDB(GraphDBInterface):
+    pass
\ No newline at end of file
diff --git a/cognitive_architecture/infrastructure/databases/graph/networkx/__init__.py b/cognitive_architecture/infrastructure/databases/graph/networkx/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/cognitive_architecture/infrastructure/databases/graph/networkx/adapter.py b/cognitive_architecture/infrastructure/databases/graph/networkx/adapter.py
new file mode 100644
index 000000000..f0d8c6428
--- /dev/null
+++ b/cognitive_architecture/infrastructure/databases/graph/networkx/adapter.py
@@ -0,0 +1,5 @@
+from databases.graph.graph_db_interface import GraphDBInterface
+
+
+class NetworXDB(GraphDBInterface):
+    pass
\ No newline at end of file