diff --git a/langchain_mcp_adapters/tools.py b/langchain_mcp_adapters/tools.py
index f9f62e9..5dbe1cd 100644
--- a/langchain_mcp_adapters/tools.py
+++ b/langchain_mcp_adapters/tools.py
@@ -1,4 +1,4 @@
-from typing import Any, cast, get_args
+from typing import Any, Callable, cast, get_args
 
 from langchain_core.tools import BaseTool, InjectedToolArg, StructuredTool, ToolException
 from langchain_core.tools.base import get_all_basemodel_annotations
@@ -73,6 +73,7 @@ def convert_mcp_tool_to_langchain_tool(
     tool: MCPTool,
     *,
     connection: Connection | None = None,
+    prepare_arguments: Callable[[MCPTool, dict], dict] | None = None,
 ) -> BaseTool:
     """Convert an MCP tool to a LangChain tool.
 
@@ -83,6 +84,9 @@ def convert_mcp_tool_to_langchain_tool(
         tool: MCP tool to convert
         connection: Optional connection config to use to create a new session
                     if a `session` is not provided
+        prepare_arguments: Optional hook to modify the arguments before calling the MCP
+            tool. It should accept the tool and the arguments as parameters and return
+            the modified arguments.
 
     Returns:
         a LangChain tool
@@ -93,12 +97,15 @@ def convert_mcp_tool_to_langchain_tool(
     async def call_tool(
         **arguments: dict[str, Any],
     ) -> tuple[str | list[str], list[NonTextContent] | None]:
+        """Call the MCP tool with the provided arguments."""
+        arguments_ = prepare_arguments(tool, arguments) if prepare_arguments else arguments
+
         if session is None:
             # If a session is not provided, we will create one on the fly
             async with create_session(connection) as tool_session:
                 await tool_session.initialize()
                 call_tool_result = await cast(ClientSession, tool_session).call_tool(
-                    tool.name, arguments
+                    tool.name, arguments_
                 )
         else:
             call_tool_result = await session.call_tool(tool.name, arguments)
@@ -118,6 +125,7 @@ async def load_mcp_tools(
     session: ClientSession | None,
     *,
     connection: Connection | None = None,
+    prepare_arguments: Callable[[MCPTool, dict], dict] | None = None,
 ) -> list[BaseTool]:
     """Load all available MCP tools and convert them to LangChain tools.
 
@@ -137,7 +145,10 @@ async def load_mcp_tools(
         tools = await _list_all_tools(session)
 
     converted_tools = [
-        convert_mcp_tool_to_langchain_tool(session, tool, connection=connection) for tool in tools
+        convert_mcp_tool_to_langchain_tool(
+            session, tool, connection=connection, prepare_arguments=prepare_arguments
+        )
+        for tool in tools
     ]
     return converted_tools