diff --git a/libs/langchain_v1/langchain/agents/factory.py b/libs/langchain_v1/langchain/agents/factory.py
index f708555aa12..daab5d75828 100644
--- a/libs/langchain_v1/langchain/agents/factory.py
+++ b/libs/langchain_v1/langchain/agents/factory.py
@@ -704,6 +704,48 @@ def create_agent(  # noqa: PLR0915
     else:
         default_tools = list(built_in_tools)
 
+    # Derive model_name for AgentRuntime (best-effort; None for dynamic callables)
+    _agent_model_name: str | None = None
+    if isinstance(model, str):
+        _agent_model_name = model
+    elif hasattr(model, "model_name"):
+        _agent_model_name = model.model_name
+    elif hasattr(model, "model"):
+        _agent_model_name = model.model
+
+    # Wrappers that convert the LangGraph Runtime into an AgentRuntime before
+    # dispatching to each middleware hook. Middleware may further enrich the
+    # runtime by overriding _build_runtime (private, not a public extension point).
+    def _wrap_hook(hook, mw):
+        if hook is None:
+            return None
+
+        def _wrapped(state: AgentState, runtime: Runtime[ContextT]):
+            agent_runtime = AgentRuntime.from_runtime(
+                name or "agent",
+                runtime,
+                model_name=_agent_model_name,
+                tools=default_tools,
+            )
+            return hook(state, mw._build_runtime(agent_runtime))
+
+        return _wrapped
+
+    def _wrap_async_hook(hook, mw):
+        if hook is None:
+            return None
+
+        async def _wrapped(state: AgentState, runtime: Runtime[ContextT]):
+            agent_runtime = AgentRuntime.from_runtime(
+                name or "agent",
+                runtime,
+                model_name=_agent_model_name,
+                tools=default_tools,
+            )
+            return await hook(state, mw._build_runtime(agent_runtime))
+
+        return _wrapped
+
     # validate middleware
     assert len({m.name for m in middleware}) == len(middleware), (  # noqa: S101
         "Please remove duplicate middleware instances."
@@ -1020,7 +1062,7 @@ def create_agent(  # noqa: PLR0915
     def model_node(state: AgentState, runtime: Runtime[ContextT]) -> dict[str, Any]:
         """Sync model request handler with sequential middleware processing."""
         # Create flat AgentRuntime with all runtime properties
-        agent_runtime = AgentRuntime.from_runtime(name or "agent", runtime)
+        agent_runtime = AgentRuntime.from_runtime(name or "agent", runtime, model_name=_agent_model_name, tools=default_tools)
 
         request = ModelRequest(
             model=model,
@@ -1076,7 +1118,7 @@ def create_agent(  # noqa: PLR0915
     async def amodel_node(state: AgentState, runtime: Runtime[ContextT]) -> dict[str, Any]:
         """Async model request handler with sequential middleware processing."""
         # Create flat AgentRuntime with all runtime properties
-        agent_runtime = AgentRuntime.from_runtime(name or "agent", runtime)
+        agent_runtime = AgentRuntime.from_runtime(name or "agent", runtime, model_name=_agent_model_name, tools=default_tools)
 
         request = ModelRequest(
             model=model,
@@ -1116,17 +1158,11 @@ def create_agent(  # noqa: PLR0915
             m.__class__.before_agent is not AgentMiddleware.before_agent
             or m.__class__.abefore_agent is not AgentMiddleware.abefore_agent
         ):
-            # Use RunnableCallable to support both sync and async
-            # Pass None for sync if not overridden to avoid signature conflicts
-            sync_before_agent = (
-                m.before_agent
-                if m.__class__.before_agent is not AgentMiddleware.before_agent
-                else None
+            sync_before_agent = _wrap_hook(
+                m.before_agent if m.__class__.before_agent is not AgentMiddleware.before_agent else None, m
             )
-            async_before_agent = (
-                m.abefore_agent
-                if m.__class__.abefore_agent is not AgentMiddleware.abefore_agent
-                else None
+            async_before_agent = _wrap_async_hook(
+                m.abefore_agent if m.__class__.abefore_agent is not AgentMiddleware.abefore_agent else None, m
             )
             before_agent_node = RunnableCallable(sync_before_agent, async_before_agent, trace=False)
             graph.add_node(
@@ -1137,17 +1173,11 @@ def create_agent(  # noqa: PLR0915
             m.__class__.before_model is not AgentMiddleware.before_model
             or m.__class__.abefore_model is not AgentMiddleware.abefore_model
         ):
-            # Use RunnableCallable to support both sync and async
-            # Pass None for sync if not overridden to avoid signature conflicts
-            sync_before = (
-                m.before_model
-                if m.__class__.before_model is not AgentMiddleware.before_model
-                else None
+            sync_before = _wrap_hook(
+                m.before_model if m.__class__.before_model is not AgentMiddleware.before_model else None, m
             )
-            async_before = (
-                m.abefore_model
-                if m.__class__.abefore_model is not AgentMiddleware.abefore_model
-                else None
+            async_before = _wrap_async_hook(
+                m.abefore_model if m.__class__.abefore_model is not AgentMiddleware.abefore_model else None, m
             )
             before_node = RunnableCallable(sync_before, async_before, trace=False)
             graph.add_node(
@@ -1158,17 +1188,11 @@ def create_agent(  # noqa: PLR0915
             m.__class__.after_model is not AgentMiddleware.after_model
             or m.__class__.aafter_model is not AgentMiddleware.aafter_model
         ):
-            # Use RunnableCallable to support both sync and async
-            # Pass None for sync if not overridden to avoid signature conflicts
-            sync_after = (
-                m.after_model
-                if m.__class__.after_model is not AgentMiddleware.after_model
-                else None
+            sync_after = _wrap_hook(
+                m.after_model if m.__class__.after_model is not AgentMiddleware.after_model else None, m
             )
-            async_after = (
-                m.aafter_model
-                if m.__class__.aafter_model is not AgentMiddleware.aafter_model
-                else None
+            async_after = _wrap_async_hook(
+                m.aafter_model if m.__class__.aafter_model is not AgentMiddleware.aafter_model else None, m
             )
             after_node = RunnableCallable(sync_after, async_after, trace=False)
             graph.add_node(f"{m.name}.after_model", after_node, input_schema=resolved_state_schema)
@@ -1177,17 +1201,11 @@ def create_agent(  # noqa: PLR0915
             m.__class__.after_agent is not AgentMiddleware.after_agent
             or m.__class__.aafter_agent is not AgentMiddleware.aafter_agent
         ):
-            # Use RunnableCallable to support both sync and async
-            # Pass None for sync if not overridden to avoid signature conflicts
-            sync_after_agent = (
-                m.after_agent
-                if m.__class__.after_agent is not AgentMiddleware.after_agent
-                else None
+            sync_after_agent = _wrap_hook(
+                m.after_agent if m.__class__.after_agent is not AgentMiddleware.after_agent else None, m
             )
-            async_after_agent = (
-                m.aafter_agent
-                if m.__class__.aafter_agent is not AgentMiddleware.aafter_agent
-                else None
+            async_after_agent = _wrap_async_hook(
+                m.aafter_agent if m.__class__.aafter_agent is not AgentMiddleware.aafter_agent else None, m
             )
             after_agent_node = RunnableCallable(sync_after_agent, async_after_agent, trace=False)
             graph.add_node(
diff --git a/libs/langchain_v1/langchain/agents/middleware/types.py b/libs/langchain_v1/langchain/agents/middleware/types.py
index db4434d41d4..8a107bc8987 100644
--- a/libs/langchain_v1/langchain/agents/middleware/types.py
+++ b/libs/langchain_v1/langchain/agents/middleware/types.py
@@ -41,6 +41,7 @@ if TYPE_CHECKING:
 
 __all__ = [
     "AgentMiddleware",
+    "AgentRuntime",
     "AgentState",
     "ContextT",
     "ModelRequest",
@@ -118,8 +119,21 @@ class AgentRuntime(Generic[ContextT]):
     previous: Any = field(default=None)
     """The previous return value for the given thread."""
 
+    model_name: str | None = field(default=None)
+    """Name of the model being used, if statically known."""
+
+    tools: list[BaseTool] = field(default_factory=list)
+    """Tools registered with the agent."""
+
     @classmethod
-    def from_runtime(cls, name: str, runtime: Runtime[ContextT]) -> AgentRuntime[ContextT]:
+    def from_runtime(
+        cls,
+        name: str,
+        runtime: Runtime[ContextT],
+        *,
+        model_name: str | None = None,
+        tools: list[BaseTool] | None = None,
+    ) -> AgentRuntime[ContextT]:
         """Create an AgentRuntime from a Runtime."""
         return AgentRuntime[ContextT](
             agent_name=name,
@@ -127,6 +141,8 @@ class AgentRuntime(Generic[ContextT]):
             store=runtime.store,
             stream_writer=runtime.stream_writer,
             previous=runtime.previous,
+            model_name=model_name,
+            tools=tools or [],
         )
 
 
@@ -295,6 +311,16 @@ class AgentMiddleware(Generic[StateT, ContextT]):
         """
         return self.__class__.__name__
 
+    def _build_runtime(self, runtime: AgentRuntime[ContextT]) -> AgentRuntime[ContextT]:
+        """Enrich AgentRuntime before it is passed to hook methods.
+
+        Called by the agent factory for every hook node (before_agent, before_model,
+        after_model, after_agent). The default is identity. Subpackages that need
+        extra fields on the runtime (e.g. a resolved backend) override this privately
+        — it is not a public extension point for end-user middleware.
+        """
+        return runtime
+
     def before_agent(self, state: StateT, runtime: Runtime[ContextT]) -> dict[str, Any] | None:
         """Logic to run before the agent execution starts."""