diff --git a/cognee/modules/graph/cognee_graph/CogneeGraphElements.py b/cognee/modules/graph/cognee_graph/CogneeGraphElements.py
new file mode 100644
index 000000000..601f8a011
--- /dev/null
+++ b/cognee/modules/graph/cognee_graph/CogneeGraphElements.py
@@ -0,0 +1,96 @@
+import numpy as np
+from typing import List, Dict, Optional, Any
+
+class Node:
+    """
+        Represents a node in a graph.
+        Attributes:
+            id (str): A unique identifier for the node.
+            attributes (Dict[str, Any]): A dictionary of attributes associated with the node.
+            neighbors (List[Node]): Represents the original nodes
+            skeleton_edges (List[Edge]): Represents the original edges
+        """
+    id: str
+    attributes: Dict[str, Any]
+    skeleton_neighbours: List["Node"]
+    skeleton_edges: List["Edge"]
+
+    def __init__(self, node_id: str, attributes: Optional[Dict[str, Any]] = None):
+        self.id = node_id
+        self.attributes = attributes if attributes is not None else {}
+        self.skeleton_neighbours = [] # :TODO do we need it in hashtable? Do we want to index?
+        self.skeleton_edges = [] # :TODO do we need it in hashtable? Do we want to index?
+
+    def add_skeleton_neighbor(self, neighbor: "Node") -> None:
+        if neighbor not in self.skeleton_neighbours:
+            self.skeleton_neighbours.append(neighbor)
+
+    def remove_skeleton_neighbor(self, neighbor: "Node") -> None:
+        if neighbor in self.skeleton_neighbours:
+            self.skeleton_neighbours.remove(neighbor)
+
+    def add_skeleton_edge(self, edge: "Edge") -> None:
+        if edge not in self.skeleton_edges:
+            self.skeleton_edges.append(edge)
+            # Add neighbor
+            if edge.node1 == self:
+                self.add_skeleton_neighbor(edge.node2)
+            elif edge.node2 == self:
+                self.add_skeleton_neighbor(edge.node1)
+
+    def remove_skeleton_edge(self, edge: "Edge") -> None:
+        if edge in self.skeleton_edges:
+            self.skeleton_edges.remove(edge)
+            # Remove neighbor if no other edge connects them
+            neighbor = edge.node2 if edge.node1 == self else edge.node1
+            if all(e.node1 != neighbor and e.node2 != neighbor for e in self.skeleton_edges):
+                self.remove_skeleton_neighbor(neighbor)
+
+    def __repr__(self) -> str:
+        return f"Node({self.id}, attributes={self.attributes})"
+
+    def __hash__(self) -> int:
+        return hash(self.id)
+
+    def __eq__(self, other: "Node") -> bool:
+        return isinstance(other, Node) and self.id == other.id
+
+
+class Edge:
+    """
+        Represents an edge in a graph, connecting two nodes.
+        Attributes:
+            node1 (Node): The starting node of the edge.
+            node2 (Node): The ending node of the edge.
+            attributes (Dict[str, Any]): A dictionary of attributes associated with the edge.
+            directed (bool): A flag indicating whether the edge is directed or undirected.
+    """
+    def __init__(self, node1: "Node", node2: "Node", attributes: Optional[Dict[str, Any]] = None, directed: bool = False, dimensions: int = 1):
+        if dimensions <= 0:
+            raise ValueError("Dimensions must be a positive integer.")
+        self.node1 = node1
+        self.node2 = node2
+        self.attributes = attributes if attributes is not None else {}
+        self.directed = directed
+        self.status = np.ones(dimensions, dtype=int)
+
+    def is_alive_in_higher_dimension(self, dimension: int) -> bool:
+        if dimension < 0 or dimension >= len(self.status):
+            raise ValueError(f"Dimension {dimension} is out of range. Valid range is 0 to {len(self.status) - 1}.")
+        return self.status[dimension] == 1
+
+    def __repr__(self) -> str:
+        direction = "->" if self.directed else "--"
+        return f"Edge({self.node1.id} {direction} {self.node2.id}, attributes={self.attributes})"
+
+    def __hash__(self) -> int:
+        if self.directed:
+            return hash((self.node1, self.node2))
+        else:
+            return hash(frozenset({self.node1, self.node2}))
+
+    def __eq__(self, other: "Edge") -> bool:
+        if self.directed:
+            return self.node1 == other.node1 and self.node2 == other.node2
+        else:
+            return {self.node1, self.node2} == {other.node1, other.node2}
\ No newline at end of file
diff --git a/cognee/modules/graph/cognee_graph/__init__.py b/cognee/modules/graph/cognee_graph/__init__.py
new file mode 100644
index 000000000..e69de29bb