diff --git a/libs/langgraph/langgraph/func/__init__.py b/libs/langgraph/langgraph/func/__init__.py
index ec453fec2..5d60f2095 100644
--- a/libs/langgraph/langgraph/func/__init__.py
+++ b/libs/langgraph/langgraph/func/__init__.py
@@ -261,10 +261,11 @@ class entrypoint(Generic[ContextT]):
             passed to the workflow.
         cache_policy: A cache policy to use for caching the results of the workflow.
         retry_policy: A retry policy (or list of policies) to use for the workflow in case of a failure.
-        config_schema: Specifies the schema for the `configurable` key in the `RunnableConfig` object.
-            !!! warning "Deprecated"
-                This parameter is deprecated and support will be removed in v2.0.0.
-                Please use `context_schema` instead.
+
+    !!! warning "`config_schema` Deprecated"
+        The `config_schema` parameter is deprecated in v0.6.0 and support will be removed in v2.0.0.
+        Please use `context_schema` instead to specify the schema run run-scoped context.
+
 
     Example: Using entrypoint and tasks
         ```python
diff --git a/libs/langgraph/langgraph/graph/state.py b/libs/langgraph/langgraph/graph/state.py
index 0bee5c0dc..9c218bdc3 100644
--- a/libs/langgraph/langgraph/graph/state.py
+++ b/libs/langgraph/langgraph/graph/state.py
@@ -128,10 +128,10 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
             Use this to expose immutable context data to your nodes, like user_id, db_conn, etc.
         input_schema: The schema class that defines the input to the graph.
         output_schema: The schema class that defines the output from the graph.
-        config_schema: Specifies the schema for the `configurable` key in the `RunnableConfig` object.
-            !!! warning "Deprecated"
-                This parameter is deprecated and support will be removed in v2.0.0.
-                Please use `context_schema` instead.
+
+    !!! warning "`config_schema` Deprecated"
+        The `config_schema` parameter is deprecated in v0.6.0 and support will be removed in v2.0.0.
+        Please use `context_schema` instead to specify the schema run run-scoped context.
 
     Example:
         ```python
diff --git a/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py b/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py
index 34c1a930b..e5aa25010 100644
--- a/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py
+++ b/libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py
@@ -363,10 +363,11 @@ def create_react_agent(
         name: An optional name for the CompiledStateGraph.
             This name will be automatically used when adding ReAct agent graph to another graph as a subgraph node -
             particularly useful for building multi-agent systems.
-        config_schema: Specifies the schema for the `configurable` key in the `RunnableConfig` object.
-            !!! warning "Deprecated"
-                This parameter is deprecated and support will be removed in v2.0.0.
-                Please use `context_schema` instead.
+    
+    !!! warning "`config_schema` Deprecated"
+        The `config_schema` parameter is deprecated in v0.6.0 and support will be removed in v2.0.0.
+        Please use `context_schema` instead to specify the schema run run-scoped context.
+
 
     Returns:
         A compiled LangChain runnable that can be used for chat interactions.