diff --git a/.env.template b/.env.template
index cfcb62bb4..4cc11d96e 100644
--- a/.env.template
+++ b/.env.template
@@ -27,9 +27,9 @@ EMBEDDING_API_VERSION=""
 EMBEDDING_DIMENSIONS=3072
 EMBEDDING_MAX_TOKENS=8191
 
-# "neo4j", "networkx" or "kuzu"
+# "neo4j", "networkx", "kuzu" or "memgraph"
 GRAPH_DATABASE_PROVIDER="networkx"
-# Only needed if using neo4j
+# Only needed if using neo4j or memgraph
 GRAPH_DATABASE_URL=
 GRAPH_DATABASE_USERNAME=
 GRAPH_DATABASE_PASSWORD=
diff --git a/CONTRIBUTORS.md b/CONTRIBUTORS.md
new file mode 100644
index 000000000..523695a95
--- /dev/null
+++ b/CONTRIBUTORS.md
@@ -0,0 +1,12 @@
+## 💫 Contributors
+
+Thanks to our amazing contributors! 💖
+
+<a href="https://github.com/topoteretes/cognee/graphs/contributors">
+  <img src="https://contrib.rocks/image?repo=topoteretes/cognee" />
+</a>
+
+## 🏆 Top Contributors
+
+| Rank | Contributor | Contributions |
+|------|------------|---------------|
diff --git a/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py b/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py
index 5ef438077..f74143971 100644
--- a/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py
+++ b/cognee/infrastructure/databases/graph/memgraph/memgraph_adapter.py
@@ -358,13 +358,32 @@ class MemgraphAdapter(GraphDBInterface):
 
             return [result["successor"] for result in results]
 
-    async def get_neighbours(self, node_id: str) -> List[Dict[str, Any]]:
+    async def get_neighbors(self, node_id: str) -> List[Dict[str, Any]]:
         predecessors, successors = await asyncio.gather(
             self.get_predecessors(node_id), self.get_successors(node_id)
         )
 
         return predecessors + successors
 
+    async def get_node(self, node_id: str) -> Optional[Dict[str, Any]]:
+        """Get a single node by ID."""
+        query = """
+        MATCH (node {id: $node_id})
+        RETURN node
+        """
+        results = await self.query(query, {"node_id": node_id})
+        return results[0]["node"] if results else None
+
+    async def get_nodes(self, node_ids: List[str]) -> List[Dict[str, Any]]:
+        """Get multiple nodes by their IDs."""
+        query = """
+        UNWIND $node_ids AS id
+        MATCH (node {id: id})
+        RETURN node
+        """
+        results = await self.query(query, {"node_ids": node_ids})
+        return [result["node"] for result in results]
+
     async def get_connections(self, node_id: UUID) -> list:
         predecessors_query = """
         MATCH (node)<-[relation]-(neighbour)