diff --git a/.gitignore b/.gitignore
index 9cb75f3e5..468fc3e80 100644
--- a/.gitignore
+++ b/.gitignore
@@ -10,6 +10,10 @@ __pycache__/
 *.py[cod]
 *$py.class
 
+notebooks/
+full_run.ipynb
+evals/
+
 # C extensions
 *.so
 
diff --git a/cognee/api/client.py b/cognee/api/client.py
index b3bde178e..6e2aa86e1 100644
--- a/cognee/api/client.py
+++ b/cognee/api/client.py
@@ -73,9 +73,9 @@ async def get_dataset_graph(dataset_id: str):
     from cognee.infrastructure.databases.graph.get_graph_client import get_graph_client
 
     try:
-        graph_config = get_graph_config()
-        graph_engine = graph_config.graph_engine
-        graph_client = await get_graph_client(graph_engine)
+        # graph_config = get_graph_config()
+        # graph_engine = graph_config.graph_engine
+        graph_client = await get_graph_client()
         graph_url = await render_graph(graph_client.graph)
 
         return JSONResponse(
diff --git a/cognee/api/v1/cognify/cognify.py b/cognee/api/v1/cognify/cognify.py
index 8d11e9ad9..19ca263f1 100644
--- a/cognee/api/v1/cognify/cognify.py
+++ b/cognee/api/v1/cognify/cognify.py
@@ -49,9 +49,9 @@ async def cognify(datasets: Union[str, List[str]] = None):
     stopwords.ensure_loaded()
     create_task_status_table()
 
-    graph_config = get_graph_config()
-    graph_db_type = graph_config.graph_engine
-    graph_client = await get_graph_client(graph_db_type)
+    # graph_config = get_graph_config()
+    # graph_db_type = graph_config.graph_engine
+    graph_client = await get_graph_client()
 
     relational_config = get_relationaldb_config()
     db_engine = relational_config.database_engine
@@ -180,7 +180,7 @@ async def process_text(chunk_collection: str, chunk_id: str, input_text: str, fi
     print(f"Processing chunk ({chunk_id}) from document ({file_metadata['id']}).")
 
     graph_config = get_graph_config()
-    graph_client = await get_graph_client(graph_config.graph_engine)
+    graph_client = await get_graph_client()
     graph_topology = graph_config.graph_model
 
     if graph_topology == SourceCodeGraph:
diff --git a/cognee/api/v1/topology/add_topology.py b/cognee/api/v1/topology/add_topology.py
index f2da00135..58d99f21d 100644
--- a/cognee/api/v1/topology/add_topology.py
+++ b/cognee/api/v1/topology/add_topology.py
@@ -42,9 +42,9 @@ USER_ID = "default_user"
 
 async def add_topology(directory: str = "example", model: BaseModel = GitHubRepositoryModel) -> Any:
     graph_config = get_graph_config()
-    graph_db_type = graph_config.graph_database_provider
+    # graph_db_type = graph_config.graph_database_provider
 
-    graph_client = await get_graph_client(graph_db_type)
+    graph_client = await get_graph_client()
 
     engine = TopologyEngine()
     topology = await engine.infer_from_directory_structure(node_id=USER_ID, repository=directory, model=model)
diff --git a/cognee/infrastructure/databases/graph/get_graph_client.py b/cognee/infrastructure/databases/graph/get_graph_client.py
index 51980903a..9ea6bb9bd 100644
--- a/cognee/infrastructure/databases/graph/get_graph_client.py
+++ b/cognee/infrastructure/databases/graph/get_graph_client.py
@@ -6,11 +6,11 @@ from .graph_db_interface import GraphDBInterface
 from .networkx.adapter import NetworkXAdapter
 
 
-async def get_graph_client(graph_type: GraphDBType, graph_file_name: str = None) -> GraphDBInterface :
+async def get_graph_client(graph_type: GraphDBType=None, graph_file_name: str = None) -> GraphDBInterface :
     """Factory function to get the appropriate graph client based on the graph type."""
     config = get_graph_config()
 
-    if graph_type == GraphDBType.NEO4J:
+    if config.graph_engine == GraphDBType.NEO4J:
         try:
             from .neo4j_driver.adapter import Neo4jAdapter
 
@@ -22,7 +22,7 @@ async def get_graph_client(graph_type: GraphDBType, graph_file_name: str = None)
         except:
             pass
 
-    elif graph_type == GraphDBType.FALKORDB:
+    elif config.graph_engine == GraphDBType.FALKORDB:
         try:
             from .falkordb.adapter import FalcorDBAdapter
 
diff --git a/cognee/modules/cognify/graph/add_node_connections.py b/cognee/modules/cognify/graph/add_node_connections.py
index 758d538dc..96f2dd662 100644
--- a/cognee/modules/cognify/graph/add_node_connections.py
+++ b/cognee/modules/cognify/graph/add_node_connections.py
@@ -92,7 +92,7 @@ def graph_ready_output(results):
 if __name__ == "__main__":
 
     async def main():
-        graph_client = await get_graph_client(GraphDBType.NEO4J)
+        graph_client = await get_graph_client()
         graph = graph_client.graph
 
         # for nodes, attr in graph.nodes(data=True):
diff --git a/cognee/modules/data/deletion/prune_system.py b/cognee/modules/data/deletion/prune_system.py
index 3fbce112c..a913edeec 100644
--- a/cognee/modules/data/deletion/prune_system.py
+++ b/cognee/modules/data/deletion/prune_system.py
@@ -5,7 +5,7 @@ from cognee.infrastructure.databases.graph.get_graph_client import get_graph_cli
 async def prune_system(graph = True, vector = True):
     if graph:
         graph_config = get_graph_config()
-        graph_client = await get_graph_client(graph_config.graph_engine)
+        graph_client = await get_graph_client()
         await graph_client.delete_graph()
 
     if vector:
diff --git a/cognee/modules/search/vector/search_similarity.py b/cognee/modules/search/vector/search_similarity.py
index 17c0e81e4..de0d86e71 100644
--- a/cognee/modules/search/vector/search_similarity.py
+++ b/cognee/modules/search/vector/search_similarity.py
@@ -3,11 +3,11 @@ from cognee.infrastructure.databases.graph.config import get_graph_config
 from cognee.infrastructure.databases.vector import get_vector_engine
 
 async def search_similarity(query: str, graph):
-    graph_config = get_graph_config()
+    # graph_config = get_graph_config()
+    #
+    # graph_db_type = graph_config.graph_engine
 
-    graph_db_type = graph_config.graph_engine
-
-    graph_client = await get_graph_client(graph_db_type)
+    graph_client = await get_graph_client()
 
     layer_nodes = await graph_client.get_layer_nodes()