diff --git a/README.md b/README.md
index a939aaca6..42adf7ea0 100644
--- a/README.md
+++ b/README.md
@@ -74,6 +74,12 @@ or
 import cognee
 cognee.config.llm_api_key = "YOUR_OPENAI_API_KEY"
 ```
+If you are using Networkx, create an account on Graphistry to vizualize results:
+```
+   
+   cognee.config.set_graphistry_username = "YOUR_USERNAME"
+   cognee.config.set_graphistry_password = "YOUR_PASSWORD"
+```
 
 To run the UI, run:
 ```
diff --git a/cognee/api/v1/config/config.py b/cognee/api/v1/config/config.py
index 571aba1b2..dd8e4e53e 100644
--- a/cognee/api/v1/config/config.py
+++ b/cognee/api/v1/config/config.py
@@ -122,4 +122,15 @@ class config():
         vector_db_config = get_vectordb_config()
         vector_db_config.vector_db_url = db_url
 
+    @staticmethod
+    def set_graphistry_username(graphistry_username: str):
+        base_config = get_base_config()
+        base_config.graphistry_username = graphistry_username
+
+    @staticmethod
+    def set_graphistry_password(graphistry_password: str):
+        base_config = get_base_config()
+        base_config.graphistry_password = graphistry_password
+
+
 
diff --git a/docs/quickstart.md b/docs/quickstart.md
index ae7ab68a5..db34fe423 100644
--- a/docs/quickstart.md
+++ b/docs/quickstart.md
@@ -19,6 +19,12 @@ or
 ```
 cognee.config.llm_api_key = "YOUR_OPENAI_API_KEY"
 
+```
+If you are using Networkx, create an account on Graphistry to vizualize results:
+```
+   
+   cognee.config.set_graphistry_username = "YOUR_USERNAME"
+   cognee.config.set_graphistry_password = "YOUR_PASSWORD"
 ```
 ## Run
 
@@ -32,7 +38,7 @@ cognee.add(text) # Add a new piece of information
 
 cognee.cognify() # Use LLMs and cognee to create knowledge
 
-search_results = cognee.search("SIMILARITY", "computer science") # Query cognee for the knowledge
+search_results = cognee.search("SIMILARITY", {'query': 'Tell me about NLP'}) # Query cognee for the knowledge
 
 for result_text in search_results[0]:
     print(result_text)