diff --git a/libs/langchain/langchain/agents/load_tools.py b/libs/langchain/langchain/agents/load_tools.py
index ab3a34cfee..24adaf867d 100644
--- a/libs/langchain/langchain/agents/load_tools.py
+++ b/libs/langchain/langchain/agents/load_tools.py
@@ -353,9 +353,7 @@ def _get_scenexplain(**kwargs: Any) -> BaseTool:
 
 
 def _get_graphql_tool(**kwargs: Any) -> BaseTool:
-    graphql_endpoint = kwargs["graphql_endpoint"]
-    wrapper = GraphQLAPIWrapper(graphql_endpoint=graphql_endpoint)
-    return BaseGraphQLTool(graphql_wrapper=wrapper)
+    return BaseGraphQLTool(graphql_wrapper=GraphQLAPIWrapper(**kwargs))
 
 
 def _get_openweathermap(**kwargs: Any) -> BaseTool:
@@ -455,7 +453,7 @@ _EXTRA_OPTIONAL_TOOLS: Dict[str, Tuple[Callable[[KwArg(Any)], BaseTool], List[st
     ),
     "stackexchange": (_get_stackexchange, []),
     "sceneXplain": (_get_scenexplain, []),
-    "graphql": (_get_graphql_tool, ["graphql_endpoint"]),
+    "graphql": (_get_graphql_tool, ["graphql_endpoint", "custom_headers"]),
     "openweathermap-api": (_get_openweathermap, ["openweathermap_api_key"]),
     "dataforseo-api-search": (
         _get_dataforseo_api_search,