diff --git a/docs/open-source/graph_memory/overview.mdx b/docs/open-source/graph_memory/overview.mdx
index d1bb4712..850abe4b 100644
--- a/docs/open-source/graph_memory/overview.mdx
+++ b/docs/open-source/graph_memory/overview.mdx
@@ -238,7 +238,7 @@ The Mem0's graph supports the following operations:
 ### Add Memories
 
 <Note>
-Mem0 with Graph Memory supports both `user_id` and `agent_id` parameters. You can use either or both to organize your memories. Use `userId` and `agentId` in NodeSDK.
+Mem0 with Graph Memory supports both "user_id" and "agent_id" parameters. You can use either or both to organize your memories. Use "userId" and "agentId" in NodeSDK.
 </Note>
 
 <CodeGroup>
@@ -552,7 +552,9 @@ memory.search("Who is spiderman?", { userId: "alice123" });
 
 ## Using Multiple Agents with Graph Memory
 
-When working with multiple agents, you can use the `agent_id` parameter to organize memories by both user and agent. This allows you to:
+
+When working with multiple agents, you can use the "agent_id" parameter to organize memories by both user and agent. This allows you to:
+
 
 1. Create agent-specific knowledge graphs
 2. Share common knowledge between agents
diff --git a/mem0/memory/graph_memory.py b/mem0/memory/graph_memory.py
index 5156668a..95e5077b 100644
--- a/mem0/memory/graph_memory.py
+++ b/mem0/memory/graph_memory.py
@@ -138,6 +138,16 @@ class MemoryGraph:
 
 
     def get_all(self, filters, limit=100):
+        """
+        Retrieves all nodes and relationships from the graph database based on optional filtering criteria.
+         Args:
+            filters (dict): A dictionary containing filters to be applied during the retrieval.
+            limit (int): The maximum number of nodes and relationships to retrieve. Defaults to 100.
+        Returns:
+            list: A list of dictionaries, each containing:
+                - 'contexts': The base data store response for each memory.
+                - 'entities': A list of strings representing the nodes and relationships
+        """
         agent_filter = ""
         params = {"user_id": filters["user_id"], "limit": limit}
         if filters.get("agent_id"):