From f9bae40475cbe54229570018935c2710ecfe1df4 Mon Sep 17 00:00:00 2001
From: ccurme <chester.curme@gmail.com>
Date: Mon, 29 Sep 2025 15:42:38 -0400
Subject: [PATCH 1/6] feat(anthropic): support memory and context management
 features (#33146)

https://docs.claude.com/en/docs/build-with-claude/context-editing

---------

Co-authored-by: Mason Daugherty <mason@langchain.dev>
---
 .../langchain_anthropic/chat_models.py        |  63 ++++++++++++++----
 libs/partners/anthropic/pyproject.toml        |   2 +-
 .../cassettes/test_context_management.yaml.gz | Bin 0 -> 111649 bytes
 .../integration_tests/test_chat_models.py     |  44 ++++++++++++
 .../tests/unit_tests/test_chat_models.py      |  32 ++++++++-
 libs/partners/anthropic/uv.lock               |  20 ++++--
 6 files changed, 140 insertions(+), 21 deletions(-)
 create mode 100644 libs/partners/anthropic/tests/cassettes/test_context_management.yaml.gz

diff --git a/libs/partners/anthropic/langchain_anthropic/chat_models.py b/libs/partners/anthropic/langchain_anthropic/chat_models.py
index 0ef5043406e..704733b8306 100644
--- a/libs/partners/anthropic/langchain_anthropic/chat_models.py
+++ b/libs/partners/anthropic/langchain_anthropic/chat_models.py
@@ -12,7 +12,7 @@ from operator import itemgetter
 from typing import Any, Callable, Literal, Optional, Union, cast
 
 import anthropic
-from langchain_core._api import beta, deprecated
+from langchain_core._api import deprecated
 from langchain_core.callbacks import (
     AsyncCallbackManagerForLLMRun,
     CallbackManagerForLLMRun,
@@ -91,6 +91,7 @@ def _is_builtin_tool(tool: Any) -> bool:
         "web_search_",
         "web_fetch_",
         "code_execution_",
+        "memory_",
     ]
     return any(tool_type.startswith(prefix) for prefix in _builtin_tool_prefixes)
 
@@ -1193,6 +1194,25 @@ class ChatAnthropic(BaseChatModel):
 
             Total tokens: 408
 
+    Context management:
+        Anthropic supports a context editing feature that will automatically manage the
+        model's context window (e.g., by clearing tool results).
+
+        See `Anthropic documentation <https://docs.claude.com/en/docs/build-with-claude/context-editing>`__
+        for details and configuration options.
+
+        .. code-block:: python
+
+            from langchain_anthropic import ChatAnthropic
+
+            llm = ChatAnthropic(
+                model="claude-sonnet-4-5-20250929",
+                betas=["context-management-2025-06-27"],
+                context_management={"edits": [{"type": "clear_tool_uses_20250919"}]},
+            )
+            llm_with_tools = llm.bind_tools([{"type": "web_search_20250305", "name": "web_search"}])
+            response = llm_with_tools.invoke("Search for recent developments in AI")
+
     Built-in tools:
         See LangChain `docs <https://python.langchain.com/docs/integrations/chat/anthropic/#built-in-tools>`__
         for more detail.
@@ -1413,6 +1433,11 @@ class ChatAnthropic(BaseChatModel):
     "name": "example-mcp"}]``
     """
 
+    context_management: Optional[dict[str, Any]] = None
+    """Configuration for
+    `context management <https://docs.claude.com/en/docs/build-with-claude/context-editing>`__.
+    """
+
     @property
     def _llm_type(self) -> str:
         """Return type of chat model."""
@@ -1565,6 +1590,7 @@ class ChatAnthropic(BaseChatModel):
             "top_p": self.top_p,
             "stop_sequences": stop or self.stop_sequences,
             "betas": self.betas,
+            "context_management": self.context_management,
             "mcp_servers": self.mcp_servers,
             "system": system,
             **self.model_kwargs,
@@ -2219,7 +2245,6 @@ class ChatAnthropic(BaseChatModel):
             return RunnableMap(raw=llm) | parser_with_fallback
         return llm | output_parser
 
-    @beta()
     def get_num_tokens_from_messages(
         self,
         messages: list[BaseMessage],
@@ -2234,8 +2259,8 @@ class ChatAnthropic(BaseChatModel):
             messages: The message inputs to tokenize.
             tools: If provided, sequence of dict, BaseModel, function, or BaseTools
                 to be converted to tool schemas.
-            kwargs: Additional keyword arguments are passed to the
-                :meth:`~langchain_anthropic.chat_models.ChatAnthropic.bind` method.
+            kwargs: Additional keyword arguments are passed to the Anthropic
+                ``messages.count_tokens`` method.
 
         Basic usage:
 
@@ -2270,7 +2295,7 @@ class ChatAnthropic(BaseChatModel):
                 def get_weather(location: str) -> str:
                     \"\"\"Get the current weather in a given location
 
-        Args:
+                    Args:
                         location: The city and state, e.g. San Francisco, CA
                     \"\"\"
                     return "Sunny"
@@ -2288,15 +2313,24 @@ class ChatAnthropic(BaseChatModel):
 
                 Uses Anthropic's `token counting API <https://docs.anthropic.com/en/docs/build-with-claude/token-counting>`__ to count tokens in messages.
 
-        """  # noqa: E501
+        """  # noqa: D214,E501
         formatted_system, formatted_messages = _format_messages(messages)
         if isinstance(formatted_system, str):
             kwargs["system"] = formatted_system
         if tools:
             kwargs["tools"] = [convert_to_anthropic_tool(tool) for tool in tools]
+        if self.context_management is not None:
+            kwargs["context_management"] = self.context_management
 
-        response = self._client.beta.messages.count_tokens(
-            betas=["token-counting-2024-11-01"],
+        if self.betas is not None:
+            beta_response = self._client.beta.messages.count_tokens(
+                betas=self.betas,
+                model=self.model,
+                messages=formatted_messages,  # type: ignore[arg-type]
+                **kwargs,
+            )
+            return beta_response.input_tokens
+        response = self._client.messages.count_tokens(
             model=self.model,
             messages=formatted_messages,  # type: ignore[arg-type]
             **kwargs,
@@ -2409,7 +2443,7 @@ def _make_message_chunk_from_anthropic_event(
         # Capture model name, but don't include usage_metadata yet
         # as it will be properly reported in message_delta with complete info
         if hasattr(event.message, "model"):
-            response_metadata = {"model_name": event.message.model}
+            response_metadata: dict[str, Any] = {"model_name": event.message.model}
         else:
             response_metadata = {}
 
@@ -2510,13 +2544,16 @@ def _make_message_chunk_from_anthropic_event(
     # Process final usage metadata and completion info
     elif event.type == "message_delta" and stream_usage:
         usage_metadata = _create_usage_metadata(event.usage)
+        response_metadata = {
+            "stop_reason": event.delta.stop_reason,
+            "stop_sequence": event.delta.stop_sequence,
+        }
+        if context_management := getattr(event, "context_management", None):
+            response_metadata["context_management"] = context_management.model_dump()
         message_chunk = AIMessageChunk(
             content="",
             usage_metadata=usage_metadata,
-            response_metadata={
-                "stop_reason": event.delta.stop_reason,
-                "stop_sequence": event.delta.stop_sequence,
-            },
+            response_metadata=response_metadata,
         )
     # Unhandled event types (e.g., `content_block_stop`, `ping` events)
     # https://docs.anthropic.com/en/docs/build-with-claude/streaming#other-events
diff --git a/libs/partners/anthropic/pyproject.toml b/libs/partners/anthropic/pyproject.toml
index c2dffd98fe9..50ed966ea2e 100644
--- a/libs/partners/anthropic/pyproject.toml
+++ b/libs/partners/anthropic/pyproject.toml
@@ -7,7 +7,7 @@ authors = []
 license = { text = "MIT" }
 requires-python = ">=3.9.0,<4.0.0"
 dependencies = [
-    "anthropic>=0.67.0,<1.0.0",
+    "anthropic>=0.69.0,<1.0.0",
     "langchain-core>=0.3.76,<2.0.0",
     "pydantic>=2.7.4,<3.0.0",
 ]
diff --git a/libs/partners/anthropic/tests/cassettes/test_context_management.yaml.gz b/libs/partners/anthropic/tests/cassettes/test_context_management.yaml.gz
new file mode 100644
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HcmV?d00001

diff --git a/libs/partners/anthropic/tests/integration_tests/test_chat_models.py b/libs/partners/anthropic/tests/integration_tests/test_chat_models.py
index 5977ccbdbf7..9092aa5ee8c 100644
--- a/libs/partners/anthropic/tests/integration_tests/test_chat_models.py
+++ b/libs/partners/anthropic/tests/integration_tests/test_chat_models.py
@@ -1485,6 +1485,50 @@ def test_search_result_top_level() -> None:
     assert any("citations" in block for block in result.content)
 
 
+def test_memory_tool() -> None:
+    llm = ChatAnthropic(
+        model="claude-sonnet-4-5-20250929",  # type: ignore[call-arg]
+        betas=["context-management-2025-06-27"],
+    )
+    llm_with_tools = llm.bind_tools([{"type": "memory_20250818", "name": "memory"}])
+    response = llm_with_tools.invoke("What are my interests?")
+    assert isinstance(response, AIMessage)
+    assert response.tool_calls
+    assert response.tool_calls[0]["name"] == "memory"
+
+
+@pytest.mark.vcr
+def test_context_management() -> None:
+    # TODO: update example to trigger action
+    llm = ChatAnthropic(
+        model="claude-sonnet-4-5-20250929",  # type: ignore[call-arg]
+        betas=["context-management-2025-06-27"],
+        context_management={
+            "edits": [
+                {
+                    "type": "clear_tool_uses_20250919",
+                    "trigger": {"type": "input_tokens", "value": 10},
+                    "clear_at_least": {"type": "input_tokens", "value": 5},
+                }
+            ]
+        },
+    )
+    llm_with_tools = llm.bind_tools(
+        [{"type": "web_search_20250305", "name": "web_search"}]
+    )
+    input_message = {"role": "user", "content": "Search for recent developments in AI"}
+    response = llm_with_tools.invoke([input_message])
+    assert response.response_metadata.get("context_management")
+
+    # Test streaming
+    full: Optional[BaseMessageChunk] = None
+    for chunk in llm_with_tools.stream([input_message]):
+        assert isinstance(chunk, AIMessageChunk)
+        full = chunk if full is None else full + chunk
+    assert isinstance(full, AIMessageChunk)
+    assert full.response_metadata.get("context_management")
+
+
 def test_async_shared_client() -> None:
     llm = ChatAnthropic(model="claude-3-5-haiku-latest")  # type: ignore[call-arg]
     _ = asyncio.run(llm.ainvoke("Hello"))
diff --git a/libs/partners/anthropic/tests/unit_tests/test_chat_models.py b/libs/partners/anthropic/tests/unit_tests/test_chat_models.py
index b07c158cc1d..90d60482b23 100644
--- a/libs/partners/anthropic/tests/unit_tests/test_chat_models.py
+++ b/libs/partners/anthropic/tests/unit_tests/test_chat_models.py
@@ -1065,9 +1065,21 @@ def test_get_num_tokens_from_messages_passes_kwargs() -> None:
     with patch.object(anthropic, "Client") as _client:
         llm.get_num_tokens_from_messages([HumanMessage("foo")], foo="bar")
 
-    assert (
-        _client.return_value.beta.messages.count_tokens.call_args.kwargs["foo"] == "bar"
+    assert _client.return_value.messages.count_tokens.call_args.kwargs["foo"] == "bar"
+
+    llm = ChatAnthropic(
+        model="claude-sonnet-4-5-20250929",
+        betas=["context-management-2025-06-27"],
+        context_management={"edits": [{"type": "clear_tool_uses_20250919"}]},
     )
+    with patch.object(anthropic, "Client") as _client:
+        llm.get_num_tokens_from_messages([HumanMessage("foo")])
+
+    call_args = _client.return_value.beta.messages.count_tokens.call_args.kwargs
+    assert call_args["betas"] == ["context-management-2025-06-27"]
+    assert call_args["context_management"] == {
+        "edits": [{"type": "clear_tool_uses_20250919"}]
+    }
 
 
 def test_usage_metadata_standardization() -> None:
@@ -1217,6 +1229,22 @@ def test_cache_control_kwarg() -> None:
     ]
 
 
+def test_context_management_in_payload() -> None:
+    llm = ChatAnthropic(
+        model="claude-sonnet-4-5-20250929",  # type: ignore[call-arg]
+        betas=["context-management-2025-06-27"],
+        context_management={"edits": [{"type": "clear_tool_uses_20250919"}]},
+    )
+    llm_with_tools = llm.bind_tools(
+        [{"type": "web_search_20250305", "name": "web_search"}]
+    )
+    input_message = HumanMessage("Search for recent developments in AI")
+    payload = llm_with_tools._get_request_payload([input_message])  # type: ignore[attr-defined]
+    assert payload["context_management"] == {
+        "edits": [{"type": "clear_tool_uses_20250919"}]
+    }
+
+
 def test_anthropic_model_params() -> None:
     llm = ChatAnthropic(model="claude-3-5-haiku-latest")
 
diff --git a/libs/partners/anthropic/uv.lock b/libs/partners/anthropic/uv.lock
index 13e013803b6..12d138b67e3 100644
--- a/libs/partners/anthropic/uv.lock
+++ b/libs/partners/anthropic/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.9.0, <4.0.0"
 resolution-markers = [
     "python_full_version >= '3.13' and platform_python_implementation == 'PyPy'",
@@ -21,20 +21,21 @@ wheels = [
 
 [[package]]
 name = "anthropic"
-version = "0.67.0"
+version = "0.69.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio" },
     { name = "distro" },
+    { name = "docstring-parser" },
     { name = "httpx" },
     { name = "jiter" },
     { name = "pydantic" },
     { name = "sniffio" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/09/08/ee91464cd821e6fca52d9a23be44815c95edd3c1cf1e844b2c5e85f0d57f/anthropic-0.67.0.tar.gz", hash = "sha256:d1531b210ea300c73423141d29bcee20fcd24ef9f426f6437c0a5d93fc98fb8e", size = 441639, upload-time = "2025-09-10T14:47:18.137Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c8/9d/9ad1778b95f15c5b04e7d328c1b5f558f1e893857b7c33cd288c19c0057a/anthropic-0.69.0.tar.gz", hash = "sha256:c604d287f4d73640f40bd2c0f3265a2eb6ce034217ead0608f6b07a8bc5ae5f2", size = 480622, upload-time = "2025-09-29T16:53:45.282Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5c/9d/9adbda372710918cc8271d089a2ceae4d977a125f90bc3c4b456bca4f281/anthropic-0.67.0-py3-none-any.whl", hash = "sha256:f80a81ec1132c514215f33d25edeeab1c4691ad5361b391ebb70d528b0605b55", size = 317126, upload-time = "2025-09-10T14:47:16.351Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/38/75129688de5637eb5b383e5f2b1570a5cc3aecafa4de422da8eea4b90a6c/anthropic-0.69.0-py3-none-any.whl", hash = "sha256:1f73193040f33f11e27c2cd6ec25f24fe7c3f193dc1c5cde6b7a08b18a16bcc5", size = 337265, upload-time = "2025-09-29T16:53:43.686Z" },
 ]
 
 [[package]]
@@ -257,6 +258,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
 ]
 
+[[package]]
+name = "docstring-parser"
+version = "0.17.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b2/9d/c3b43da9515bd270df0f80548d9944e389870713cc1fe2b8fb35fe2bcefd/docstring_parser-0.17.0.tar.gz", hash = "sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912", size = 27442, upload-time = "2025-07-21T07:35:01.868Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/55/e2/2537ebcff11c1ee1ff17d8d0b6f4db75873e3b0fb32c2d4a2ee31ecb310a/docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708", size = 36896, upload-time = "2025-07-21T07:35:00.684Z" },
+]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.3.0"
@@ -497,7 +507,7 @@ typing = [
 
 [package.metadata]
 requires-dist = [
-    { name = "anthropic", specifier = ">=0.67.0,<1.0.0" },
+    { name = "anthropic", specifier = ">=0.69.0,<1.0.0" },
     { name = "langchain-core", editable = "../../core" },
     { name = "pydantic", specifier = ">=2.7.4,<3.0.0" },
 ]

From ca9217c02d041e2b352275900714fc7237d114de Mon Sep 17 00:00:00 2001
From: ccurme <chester.curme@gmail.com>
Date: Mon, 29 Sep 2025 15:56:28 -0400
Subject: [PATCH 2/6] release(anthropic): 0.3.21 (#33147)

---
 .../anthropic/langchain_anthropic/chat_models.py    | 13 +++++++++++++
 libs/partners/anthropic/pyproject.toml              |  2 +-
 libs/partners/anthropic/uv.lock                     |  2 +-
 3 files changed, 15 insertions(+), 2 deletions(-)

diff --git a/libs/partners/anthropic/langchain_anthropic/chat_models.py b/libs/partners/anthropic/langchain_anthropic/chat_models.py
index 704733b8306..446045fff83 100644
--- a/libs/partners/anthropic/langchain_anthropic/chat_models.py
+++ b/libs/partners/anthropic/langchain_anthropic/chat_models.py
@@ -1326,6 +1326,19 @@ class ChatAnthropic(BaseChatModel):
                 'id': 'toolu_01VdNgt1YV7kGfj9LFLm6HyQ',
                 'type': 'tool_call'}]
 
+        .. dropdown::  Memory tool
+
+            .. code-block:: python
+
+                from langchain_anthropic import ChatAnthropic
+
+                llm = ChatAnthropic(
+                    model="claude-sonnet-4-5-20250929",
+                    betas=["context-management-2025-06-27"],
+                )
+                llm_with_tools = llm.bind_tools([{"type": "memory_20250818", "name": "memory"}])
+                response = llm_with_tools.invoke("What are my interests?")
+
     Response metadata
         .. code-block:: python
 
diff --git a/libs/partners/anthropic/pyproject.toml b/libs/partners/anthropic/pyproject.toml
index 50ed966ea2e..456ecf7d034 100644
--- a/libs/partners/anthropic/pyproject.toml
+++ b/libs/partners/anthropic/pyproject.toml
@@ -12,7 +12,7 @@ dependencies = [
     "pydantic>=2.7.4,<3.0.0",
 ]
 name = "langchain-anthropic"
-version = "0.3.20"
+version = "0.3.21"
 description = "An integration package connecting Anthropic and LangChain"
 readme = "README.md"
 
diff --git a/libs/partners/anthropic/uv.lock b/libs/partners/anthropic/uv.lock
index 12d138b67e3..3402a790c5f 100644
--- a/libs/partners/anthropic/uv.lock
+++ b/libs/partners/anthropic/uv.lock
@@ -465,7 +465,7 @@ wheels = [
 
 [[package]]
 name = "langchain-anthropic"
-version = "0.3.20"
+version = "0.3.21"
 source = { editable = "." }
 dependencies = [
     { name = "anthropic" },

From f402fdcea388397f373d6b28168f5b1c67b9c114 Mon Sep 17 00:00:00 2001
From: Mason Daugherty <mason@langchain.dev>
Date: Mon, 29 Sep 2025 16:13:47 -0400
Subject: [PATCH 3/6] fix(langchain): add `context_management` to Anthropic
 chat model init (#33150)

---
 libs/langchain/tests/unit_tests/chat_models/test_base.py         | 1 +
 .../tests/unit_tests/chat_models/test_chat_models.py             | 1 +
 2 files changed, 2 insertions(+)

diff --git a/libs/langchain/tests/unit_tests/chat_models/test_base.py b/libs/langchain/tests/unit_tests/chat_models/test_base.py
index 5f1a06f52fa..4a1c6b7c7fb 100644
--- a/libs/langchain/tests/unit_tests/chat_models/test_base.py
+++ b/libs/langchain/tests/unit_tests/chat_models/test_base.py
@@ -270,6 +270,7 @@ def test_configurable_with_default() -> None:
             "stop_sequences": None,
             "anthropic_api_url": "https://api.anthropic.com",
             "anthropic_proxy": None,
+            "context_management": None,
             "anthropic_api_key": SecretStr("bar"),
             "betas": None,
             "default_headers": None,
diff --git a/libs/langchain_v1/tests/unit_tests/chat_models/test_chat_models.py b/libs/langchain_v1/tests/unit_tests/chat_models/test_chat_models.py
index cfcd419bf29..74ed8b17dbf 100644
--- a/libs/langchain_v1/tests/unit_tests/chat_models/test_chat_models.py
+++ b/libs/langchain_v1/tests/unit_tests/chat_models/test_chat_models.py
@@ -267,6 +267,7 @@ def test_configurable_with_default() -> None:
             "stop_sequences": None,
             "anthropic_api_url": "https://api.anthropic.com",
             "anthropic_proxy": None,
+            "context_management": None,
             "anthropic_api_key": SecretStr("bar"),
             "betas": None,
             "default_headers": None,

From 3325196be17b9b138c9851c5b0df6e895aa55936 Mon Sep 17 00:00:00 2001
From: Mason Daugherty <mason@langchain.dev>
Date: Mon, 29 Sep 2025 16:16:17 -0400
Subject: [PATCH 4/6] fix(langchain): handle `gpt-5` model name in
 `init_chat_model` (#33148)

expand to match any `gpt-*` model to openai
---
 libs/langchain/langchain/chat_models/base.py    | 4 ++--
 libs/langchain_v1/langchain/chat_models/base.py | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/libs/langchain/langchain/chat_models/base.py b/libs/langchain/langchain/chat_models/base.py
index 22f51747110..4de96a1a269 100644
--- a/libs/langchain/langchain/chat_models/base.py
+++ b/libs/langchain/langchain/chat_models/base.py
@@ -118,7 +118,7 @@ def init_chat_model(
             Will attempt to infer model_provider from model if not specified. The
             following providers will be inferred based on these model prefixes:
 
-            - ``gpt-3...`` | ``gpt-4...`` | ``o1...`` -> ``openai``
+            - ``gpt-...`` | ``o1...`` | ``o3...`` -> ``openai``
             - ``claude...``                       -> ``anthropic``
             - ``amazon...``                       -> ``bedrock``
             - ``gemini...``                       -> ``google_vertexai``
@@ -497,7 +497,7 @@ _SUPPORTED_PROVIDERS = {
 
 
 def _attempt_infer_model_provider(model_name: str) -> Optional[str]:
-    if any(model_name.startswith(pre) for pre in ("gpt-3", "gpt-4", "o1", "o3")):
+    if any(model_name.startswith(pre) for pre in ("gpt-", "o1", "o3")):
         return "openai"
     if model_name.startswith("claude"):
         return "anthropic"
diff --git a/libs/langchain_v1/langchain/chat_models/base.py b/libs/langchain_v1/langchain/chat_models/base.py
index a062d348230..765cffb4d10 100644
--- a/libs/langchain_v1/langchain/chat_models/base.py
+++ b/libs/langchain_v1/langchain/chat_models/base.py
@@ -109,7 +109,7 @@ def init_chat_model(
             Will attempt to infer model_provider from model if not specified. The
             following providers will be inferred based on these model prefixes:
 
-            - 'gpt-3...' | 'gpt-4...' | 'o1...' -> 'openai'
+            - 'gpt-...' | 'o1...' | 'o3...'     -> 'openai'
             - 'claude...'                       -> 'anthropic'
             - 'amazon....'                      -> 'bedrock'
             - 'gemini...'                       -> 'google_vertexai'
@@ -474,7 +474,7 @@ _SUPPORTED_PROVIDERS = {
 
 
 def _attempt_infer_model_provider(model_name: str) -> str | None:
-    if any(model_name.startswith(pre) for pre in ("gpt-3", "gpt-4", "o1", "o3")):
+    if any(model_name.startswith(pre) for pre in ("gpt-", "o1", "o3")):
         return "openai"
     if model_name.startswith("claude"):
         return "anthropic"

From 729637a347cceac75201f3f89ea48f135d9d75ba Mon Sep 17 00:00:00 2001
From: ccurme <chester.curme@gmail.com>
Date: Mon, 29 Sep 2025 16:38:01 -0400
Subject: [PATCH 5/6] docs(anthropic): document support for memory tool and
 context management (#33149)

---
 docs/docs/integrations/chat/anthropic.ipynb | 66 +++++++++++++++++++++
 1 file changed, 66 insertions(+)

diff --git a/docs/docs/integrations/chat/anthropic.ipynb b/docs/docs/integrations/chat/anthropic.ipynb
index 091ba69fd5f..215eeeb756d 100644
--- a/docs/docs/integrations/chat/anthropic.ipynb
+++ b/docs/docs/integrations/chat/anthropic.ipynb
@@ -1191,6 +1191,40 @@
     "response.content"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "74247a07-b153-444f-9c56-77659aeefc88",
+   "metadata": {},
+   "source": [
+    "## Context management\n",
+    "\n",
+    "Anthropic supports a context editing feature that will automatically manage the model's context window (e.g., by clearing tool results).\n",
+    "\n",
+    "See [Anthropic documentation](https://docs.claude.com/en/docs/build-with-claude/context-editing) for details and configuration options.\n",
+    "\n",
+    ":::info\n",
+    "Requires ``langchain-anthropic>=0.3.21``\n",
+    ":::"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cbb79c5d-37b5-4212-b36f-f27366192cf9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain_anthropic import ChatAnthropic\n",
+    "\n",
+    "llm = ChatAnthropic(\n",
+    "    model=\"claude-sonnet-4-5-20250929\",\n",
+    "    betas=[\"context-management-2025-06-27\"],\n",
+    "    context_management={\"edits\": [{\"type\": \"clear_tool_uses_20250919\"}]},\n",
+    ")\n",
+    "llm_with_tools = llm.bind_tools([{\"type\": \"web_search_20250305\", \"name\": \"web_search\"}])\n",
+    "response = llm_with_tools.invoke(\"Search for recent developments in AI\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "cbfec7a9-d9df-4d12-844e-d922456dd9bf",
@@ -1457,6 +1491,38 @@
     "</details>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "29405da2-d2ef-415c-b674-6e29073cd05e",
+   "metadata": {},
+   "source": [
+    "### Memory tool\n",
+    "\n",
+    "Claude supports a memory tool for client-side storage and retrieval of context across conversational threads. See docs [here](https://docs.claude.com/en/docs/agents-and-tools/tool-use/memory-tool) for details.\n",
+    "\n",
+    ":::info\n",
+    "Requires ``langchain-anthropic>=0.3.21``\n",
+    ":::"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bbd76eaa-041f-4fb8-8346-ca8fe0001c01",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from langchain_anthropic import ChatAnthropic\n",
+    "\n",
+    "llm = ChatAnthropic(\n",
+    "    model=\"claude-sonnet-4-5-20250929\",\n",
+    "    betas=[\"context-management-2025-06-27\"],\n",
+    ")\n",
+    "llm_with_tools = llm.bind_tools([{\"type\": \"memory_20250818\", \"name\": \"memory\"}])\n",
+    "\n",
+    "response = llm_with_tools.invoke(\"What are my interests?\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "040f381a-1768-479a-9a5e-aa2d7d77e0d5",

From eed0f6c2894d680a1e997828adcedbb604a8dcdc Mon Sep 17 00:00:00 2001
From: Sydney Runkle <54324534+sydney-runkle@users.noreply.github.com>
Date: Mon, 29 Sep 2025 19:23:26 -0700
Subject: [PATCH 6/6] feat(langchain): todo middleware (#33152)

Porting the [planning
middleware](https://github.com/langchain-ai/deepagents/blob/39c0138d0fdb2f8dc6a02606931cac2ffb777aff/src/deepagents/middleware.py#L21)
over from deepagents.

Also adding the ability to configure:
* System prompt
* Tool description

```py
from langchain.agents.middleware.planning import PlanningMiddleware
from langchain.agents import create_agent

agent = create_agent("openai:gpt-4o", middleware=[PlanningMiddleware()])

result = await agent.invoke({"messages": [HumanMessage("Help me refactor my codebase")]})

print(result["todos"])  # Array of todo items with status tracking
```
---
 .../langchain/agents/middleware/__init__.py   |   2 +
 .../langchain/agents/middleware/planning.py   | 197 ++++++++++++
 .../agents/test_middleware_agent.py           | 302 ++++++++++++++++--
 3 files changed, 469 insertions(+), 32 deletions(-)
 create mode 100644 libs/langchain_v1/langchain/agents/middleware/planning.py

diff --git a/libs/langchain_v1/langchain/agents/middleware/__init__.py b/libs/langchain_v1/langchain/agents/middleware/__init__.py
index 014989516ae..64d06e85445 100644
--- a/libs/langchain_v1/langchain/agents/middleware/__init__.py
+++ b/libs/langchain_v1/langchain/agents/middleware/__init__.py
@@ -1,6 +1,7 @@
 """Middleware plugins for agents."""
 
 from .human_in_the_loop import HumanInTheLoopMiddleware
+from .planning import PlanningMiddleware
 from .prompt_caching import AnthropicPromptCachingMiddleware
 from .summarization import SummarizationMiddleware
 from .types import AgentMiddleware, AgentState, ModelRequest
@@ -12,5 +13,6 @@ __all__ = [
     "AnthropicPromptCachingMiddleware",
     "HumanInTheLoopMiddleware",
     "ModelRequest",
+    "PlanningMiddleware",
     "SummarizationMiddleware",
 ]
diff --git a/libs/langchain_v1/langchain/agents/middleware/planning.py b/libs/langchain_v1/langchain/agents/middleware/planning.py
new file mode 100644
index 00000000000..5fb451dcf55
--- /dev/null
+++ b/libs/langchain_v1/langchain/agents/middleware/planning.py
@@ -0,0 +1,197 @@
+"""Planning and task management middleware for agents."""
+# ruff: noqa: E501
+
+from __future__ import annotations
+
+from typing import Annotated, Literal
+
+from langchain_core.messages import ToolMessage
+from langchain_core.tools import tool
+from langgraph.types import Command
+from typing_extensions import NotRequired, TypedDict
+
+from langchain.agents.middleware.types import AgentMiddleware, AgentState, ModelRequest
+from langchain.tools import InjectedToolCallId
+
+
+class Todo(TypedDict):
+    """A single todo item with content and status."""
+
+    content: str
+    """The content/description of the todo item."""
+
+    status: Literal["pending", "in_progress", "completed"]
+    """The current status of the todo item."""
+
+
+class PlanningState(AgentState):
+    """State schema for the todo middleware."""
+
+    todos: NotRequired[list[Todo]]
+    """List of todo items for tracking task progress."""
+
+
+WRITE_TODOS_TOOL_DESCRIPTION = """Use this tool to create and manage a structured task list for your current work session. This helps you track progress, organize complex tasks, and demonstrate thoroughness to the user.
+
+Only use this tool if you think it will be helpful in staying organized. If the user's request is trivial and takes less than 3 steps, it is better to NOT use this tool and just do the task directly.
+
+## When to Use This Tool
+Use this tool in these scenarios:
+
+1. Complex multi-step tasks - When a task requires 3 or more distinct steps or actions
+2. Non-trivial and complex tasks - Tasks that require careful planning or multiple operations
+3. User explicitly requests todo list - When the user directly asks you to use the todo list
+4. User provides multiple tasks - When users provide a list of things to be done (numbered or comma-separated)
+5. The plan may need future revisions or updates based on results from the first few steps
+
+## How to Use This Tool
+1. When you start working on a task - Mark it as in_progress BEFORE beginning work.
+2. After completing a task - Mark it as completed and add any new follow-up tasks discovered during implementation.
+3. You can also update future tasks, such as deleting them if they are no longer necessary, or adding new tasks that are necessary. Don't change previously completed tasks.
+4. You can make several updates to the todo list at once. For example, when you complete a task, you can mark the next task you need to start as in_progress.
+
+## When NOT to Use This Tool
+It is important to skip using this tool when:
+1. There is only a single, straightforward task
+2. The task is trivial and tracking it provides no benefit
+3. The task can be completed in less than 3 trivial steps
+4. The task is purely conversational or informational
+
+## Task States and Management
+
+1. **Task States**: Use these states to track progress:
+   - pending: Task not yet started
+   - in_progress: Currently working on (you can have multiple tasks in_progress at a time if they are not related to each other and can be run in parallel)
+   - completed: Task finished successfully
+
+2. **Task Management**:
+   - Update task status in real-time as you work
+   - Mark tasks complete IMMEDIATELY after finishing (don't batch completions)
+   - Complete current tasks before starting new ones
+   - Remove tasks that are no longer relevant from the list entirely
+   - IMPORTANT: When you write this todo list, you should mark your first task (or tasks) as in_progress immediately!.
+   - IMPORTANT: Unless all tasks are completed, you should always have at least one task in_progress to show the user that you are working on something.
+
+3. **Task Completion Requirements**:
+   - ONLY mark a task as completed when you have FULLY accomplished it
+   - If you encounter errors, blockers, or cannot finish, keep the task as in_progress
+   - When blocked, create a new task describing what needs to be resolved
+   - Never mark a task as completed if:
+     - There are unresolved issues or errors
+     - Work is partial or incomplete
+     - You encountered blockers that prevent completion
+     - You couldn't find necessary resources or dependencies
+     - Quality standards haven't been met
+
+4. **Task Breakdown**:
+   - Create specific, actionable items
+   - Break complex tasks into smaller, manageable steps
+   - Use clear, descriptive task names
+
+Being proactive with task management demonstrates attentiveness and ensures you complete all requirements successfully
+Remember: If you only need to make a few tool calls to complete a task, and it is clear what you need to do, it is better to just do the task directly and NOT call this tool at all."""
+
+WRITE_TODOS_SYSTEM_PROMPT = """## `write_todos`
+
+You have access to the `write_todos` tool to help you manage and plan complex objectives.
+Use this tool for complex objectives to ensure that you are tracking each necessary step and giving the user visibility into your progress.
+This tool is very helpful for planning complex objectives, and for breaking down these larger complex objectives into smaller steps.
+
+It is critical that you mark todos as completed as soon as you are done with a step. Do not batch up multiple steps before marking them as completed.
+For simple objectives that only require a few steps, it is better to just complete the objective directly and NOT use this tool.
+Writing todos takes time and tokens, use it when it is helpful for managing complex many-step problems! But not for simple few-step requests.
+
+## Important To-Do List Usage Notes to Remember
+- The `write_todos` tool should never be called multiple times in parallel.
+- Don't be afraid to revise the To-Do list as you go. New information may reveal new tasks that need to be done, or old tasks that are irrelevant."""
+
+
+@tool(description=WRITE_TODOS_TOOL_DESCRIPTION)
+def write_todos(todos: list[Todo], tool_call_id: Annotated[str, InjectedToolCallId]) -> Command:
+    """Create and manage a structured task list for your current work session."""
+    return Command(
+        update={
+            "todos": todos,
+            "messages": [ToolMessage(f"Updated todo list to {todos}", tool_call_id=tool_call_id)],
+        }
+    )
+
+
+class PlanningMiddleware(AgentMiddleware):
+    """Middleware that provides todo list management capabilities to agents.
+
+    This middleware adds a `write_todos` tool that allows agents to create and manage
+    structured task lists for complex multi-step operations. It's designed to help
+    agents track progress, organize complex tasks, and provide users with visibility
+    into task completion status.
+
+    The middleware automatically injects system prompts that guide the agent on when
+    and how to use the todo functionality effectively.
+
+    Example:
+        ```python
+        from langchain.agents.middleware.planning import PlanningMiddleware
+        from langchain.agents import create_agent
+
+        agent = create_agent("openai:gpt-4o", middleware=[PlanningMiddleware()])
+
+        # Agent now has access to write_todos tool and todo state tracking
+        result = await agent.invoke({"messages": [HumanMessage("Help me refactor my codebase")]})
+
+        print(result["todos"])  # Array of todo items with status tracking
+        ```
+
+    Args:
+        system_prompt: Custom system prompt to guide the agent on using the todo tool.
+            If not provided, uses the default ``WRITE_TODOS_SYSTEM_PROMPT``.
+        tool_description: Custom description for the write_todos tool.
+            If not provided, uses the default ``WRITE_TODOS_TOOL_DESCRIPTION``.
+    """
+
+    state_schema = PlanningState
+
+    def __init__(
+        self,
+        *,
+        system_prompt: str = WRITE_TODOS_SYSTEM_PROMPT,
+        tool_description: str = WRITE_TODOS_TOOL_DESCRIPTION,
+    ) -> None:
+        """Initialize the PlanningMiddleware with optional custom prompts.
+
+        Args:
+            system_prompt: Custom system prompt to guide the agent on using the todo tool.
+            tool_description: Custom description for the write_todos tool.
+        """
+        super().__init__()
+        self.system_prompt = system_prompt
+        self.tool_description = tool_description
+
+        # Dynamically create the write_todos tool with the custom description
+        @tool(description=self.tool_description)
+        def write_todos(
+            todos: list[Todo], tool_call_id: Annotated[str, InjectedToolCallId]
+        ) -> Command:
+            """Create and manage a structured task list for your current work session."""
+            return Command(
+                update={
+                    "todos": todos,
+                    "messages": [
+                        ToolMessage(f"Updated todo list to {todos}", tool_call_id=tool_call_id)
+                    ],
+                }
+            )
+
+        self.tools = [write_todos]
+
+    def modify_model_request(  # type: ignore[override]
+        self,
+        request: ModelRequest,
+        state: PlanningState,  # noqa: ARG002
+    ) -> ModelRequest:
+        """Update the system prompt to include the todo system prompt."""
+        request.system_prompt = (
+            request.system_prompt + "\n\n" + self.system_prompt
+            if request.system_prompt
+            else self.system_prompt
+        )
+        return request
diff --git a/libs/langchain_v1/tests/unit_tests/agents/test_middleware_agent.py b/libs/langchain_v1/tests/unit_tests/agents/test_middleware_agent.py
index 519c99e9a0d..62d4addccb2 100644
--- a/libs/langchain_v1/tests/unit_tests/agents/test_middleware_agent.py
+++ b/libs/langchain_v1/tests/unit_tests/agents/test_middleware_agent.py
@@ -1,14 +1,9 @@
-import pytest
+import warnings
+from types import ModuleType
 from typing import Any
 from unittest.mock import patch
-from types import ModuleType
 
-from syrupy.assertion import SnapshotAssertion
-
-import warnings
-from langgraph.runtime import Runtime
-from typing_extensions import Annotated
-from pydantic import BaseModel, Field
+import pytest
 from langchain_core.language_models import BaseChatModel
 from langchain_core.language_models.chat_models import BaseChatModel
 from langchain_core.messages import (
@@ -18,31 +13,42 @@ from langchain_core.messages import (
     ToolCall,
     ToolMessage,
 )
-from langchain_core.tools import tool, InjectedToolCallId
+from langchain_core.outputs import ChatGeneration, ChatResult
+from langchain_core.tools import InjectedToolCallId, tool
+from langgraph.checkpoint.base import BaseCheckpointSaver
+from langgraph.checkpoint.memory import InMemorySaver
+from langgraph.constants import END
+from langgraph.graph.message import REMOVE_ALL_MESSAGES
+from langgraph.runtime import Runtime
+from langgraph.types import Command
+from pydantic import BaseModel, Field
+from syrupy.assertion import SnapshotAssertion
+from typing_extensions import Annotated
 
-from langchain.agents.middleware_agent import create_agent
-from langchain.tools import InjectedState
 from langchain.agents.middleware.human_in_the_loop import (
-    HumanInTheLoopMiddleware,
     ActionRequest,
+    HumanInTheLoopMiddleware,
+)
+from langchain.agents.middleware.planning import (
+    PlanningMiddleware,
+    PlanningState,
+    WRITE_TODOS_SYSTEM_PROMPT,
+    write_todos,
+    WRITE_TODOS_TOOL_DESCRIPTION,
 )
 from langchain.agents.middleware.prompt_caching import AnthropicPromptCachingMiddleware
 from langchain.agents.middleware.summarization import SummarizationMiddleware
 from langchain.agents.middleware.types import (
     AgentMiddleware,
-    ModelRequest,
     AgentState,
+    ModelRequest,
     OmitFromInput,
     OmitFromOutput,
     PrivateStateAttr,
 )
-
-from langgraph.checkpoint.base import BaseCheckpointSaver
-from langgraph.checkpoint.memory import InMemorySaver
-from langgraph.constants import END
-from langgraph.graph.message import REMOVE_ALL_MESSAGES
-from langgraph.types import Command
+from langchain.agents.middleware_agent import create_agent
 from langchain.agents.structured_output import ToolStrategy
+from langchain.tools import InjectedState
 
 from .messages import _AnyIdHumanMessage, _AnyIdToolMessage
 from .model import FakeToolCallingModel
@@ -1105,14 +1111,9 @@ def test_summarization_middleware_summary_creation() -> None:
 
     class MockModel(BaseChatModel):
         def invoke(self, prompt):
-            from langchain_core.messages import AIMessage
-
             return AIMessage(content="Generated summary")
 
         def _generate(self, messages, **kwargs):
-            from langchain_core.outputs import ChatResult, ChatGeneration
-            from langchain_core.messages import AIMessage
-
             return ChatResult(generations=[ChatGeneration(message=AIMessage(content="Summary"))])
 
         @property
@@ -1136,9 +1137,6 @@ def test_summarization_middleware_summary_creation() -> None:
             raise Exception("Model error")
 
         def _generate(self, messages, **kwargs):
-            from langchain_core.outputs import ChatResult, ChatGeneration
-            from langchain_core.messages import AIMessage
-
             return ChatResult(generations=[ChatGeneration(message=AIMessage(content="Summary"))])
 
         @property
@@ -1155,14 +1153,9 @@ def test_summarization_middleware_full_workflow() -> None:
 
     class MockModel(BaseChatModel):
         def invoke(self, prompt):
-            from langchain_core.messages import AIMessage
-
             return AIMessage(content="Generated summary")
 
         def _generate(self, messages, **kwargs):
-            from langchain_core.outputs import ChatResult, ChatGeneration
-            from langchain_core.messages import AIMessage
-
             return ChatResult(generations=[ChatGeneration(message=AIMessage(content="Summary"))])
 
         @property
@@ -1423,3 +1416,248 @@ def test_jump_to_is_ephemeral() -> None:
     agent = agent.compile()
     result = agent.invoke({"messages": [HumanMessage("Hello")]})
     assert "jump_to" not in result
+
+
+# Tests for PlanningMiddleware
+def test_planning_middleware_initialization() -> None:
+    """Test that PlanningMiddleware initializes correctly."""
+    middleware = PlanningMiddleware()
+    assert middleware.state_schema == PlanningState
+    assert len(middleware.tools) == 1
+    assert middleware.tools[0].name == "write_todos"
+
+
+@pytest.mark.parametrize(
+    "original_prompt,expected_prompt_prefix",
+    [
+        ("Original prompt", "Original prompt\n\n## `write_todos`"),
+        (None, "## `write_todos`"),
+    ],
+)
+def test_planning_middleware_modify_model_request(original_prompt, expected_prompt_prefix) -> None:
+    """Test that modify_model_request handles system prompts correctly."""
+    middleware = PlanningMiddleware()
+    model = FakeToolCallingModel()
+
+    request = ModelRequest(
+        model=model,
+        system_prompt=original_prompt,
+        messages=[HumanMessage(content="Hello")],
+        tool_choice=None,
+        tools=[],
+        response_format=None,
+        model_settings={},
+    )
+
+    state: PlanningState = {"messages": [HumanMessage(content="Hello")]}
+    modified_request = middleware.modify_model_request(request, state)
+    assert modified_request.system_prompt.startswith(expected_prompt_prefix)
+
+
+@pytest.mark.parametrize(
+    "todos,expected_message",
+    [
+        ([], "Updated todo list to []"),
+        (
+            [{"content": "Task 1", "status": "pending"}],
+            "Updated todo list to [{'content': 'Task 1', 'status': 'pending'}]",
+        ),
+        (
+            [
+                {"content": "Task 1", "status": "pending"},
+                {"content": "Task 2", "status": "in_progress"},
+            ],
+            "Updated todo list to [{'content': 'Task 1', 'status': 'pending'}, {'content': 'Task 2', 'status': 'in_progress'}]",
+        ),
+        (
+            [
+                {"content": "Task 1", "status": "pending"},
+                {"content": "Task 2", "status": "in_progress"},
+                {"content": "Task 3", "status": "completed"},
+            ],
+            "Updated todo list to [{'content': 'Task 1', 'status': 'pending'}, {'content': 'Task 2', 'status': 'in_progress'}, {'content': 'Task 3', 'status': 'completed'}]",
+        ),
+    ],
+)
+def test_planning_middleware_write_todos_tool_execution(todos, expected_message) -> None:
+    """Test that the write_todos tool executes correctly."""
+    tool_call = {
+        "args": {"todos": todos},
+        "name": "write_todos",
+        "type": "tool_call",
+        "id": "test_call",
+    }
+    result = write_todos.invoke(tool_call)
+    assert result.update["todos"] == todos
+    assert result.update["messages"][0].content == expected_message
+
+
+@pytest.mark.parametrize(
+    "invalid_todos",
+    [
+        [{"content": "Task 1", "status": "invalid_status"}],
+        [{"status": "pending"}],
+    ],
+)
+def test_planning_middleware_write_todos_tool_validation_errors(invalid_todos) -> None:
+    """Test that the write_todos tool rejects invalid input."""
+    tool_call = {
+        "args": {"todos": invalid_todos},
+        "name": "write_todos",
+        "type": "tool_call",
+        "id": "test_call",
+    }
+    with pytest.raises(Exception):
+        write_todos.invoke(tool_call)
+
+
+def test_planning_middleware_agent_creation_with_middleware() -> None:
+    """Test that an agent can be created with the planning middleware."""
+    model = FakeToolCallingModel(
+        tool_calls=[
+            [
+                {
+                    "args": {"todos": [{"content": "Task 1", "status": "pending"}]},
+                    "name": "write_todos",
+                    "type": "tool_call",
+                    "id": "test_call",
+                }
+            ],
+            [
+                {
+                    "args": {"todos": [{"content": "Task 1", "status": "in_progress"}]},
+                    "name": "write_todos",
+                    "type": "tool_call",
+                    "id": "test_call",
+                }
+            ],
+            [
+                {
+                    "args": {"todos": [{"content": "Task 1", "status": "completed"}]},
+                    "name": "write_todos",
+                    "type": "tool_call",
+                    "id": "test_call",
+                }
+            ],
+            [],
+        ]
+    )
+    middleware = PlanningMiddleware()
+    agent = create_agent(model=model, middleware=[middleware])
+    agent = agent.compile()
+
+    result = agent.invoke({"messages": [HumanMessage("Hello")]})
+    assert result["todos"] == [{"content": "Task 1", "status": "completed"}]
+
+    # human message (1)
+    # ai message (2) - initial todo
+    # tool message (3)
+    # ai message (4) - updated todo
+    # tool message (5)
+    # ai message (6) - complete todo
+    # tool message (7)
+    # ai message (8) - no tool calls
+    assert len(result["messages"]) == 8
+
+
+def test_planning_middleware_custom_system_prompt() -> None:
+    """Test that PlanningMiddleware can be initialized with custom system prompt."""
+    custom_system_prompt = "Custom todo system prompt for testing"
+    middleware = PlanningMiddleware(system_prompt=custom_system_prompt)
+    model = FakeToolCallingModel()
+
+    request = ModelRequest(
+        model=model,
+        system_prompt="Original prompt",
+        messages=[HumanMessage(content="Hello")],
+        tool_choice=None,
+        tools=[],
+        response_format=None,
+        model_settings={},
+    )
+
+    state: PlanningState = {"messages": [HumanMessage(content="Hello")]}
+    modified_request = middleware.modify_model_request(request, state)
+    assert modified_request.system_prompt == f"Original prompt\n\n{custom_system_prompt}"
+
+
+def test_planning_middleware_custom_tool_description() -> None:
+    """Test that PlanningMiddleware can be initialized with custom tool description."""
+    custom_tool_description = "Custom tool description for testing"
+    middleware = PlanningMiddleware(tool_description=custom_tool_description)
+
+    assert len(middleware.tools) == 1
+    tool = middleware.tools[0]
+    assert tool.description == custom_tool_description
+
+
+def test_planning_middleware_custom_system_prompt_and_tool_description() -> None:
+    """Test that PlanningMiddleware can be initialized with both custom prompts."""
+    custom_system_prompt = "Custom system prompt"
+    custom_tool_description = "Custom tool description"
+    middleware = PlanningMiddleware(
+        system_prompt=custom_system_prompt,
+        tool_description=custom_tool_description,
+    )
+
+    # Verify system prompt
+    model = FakeToolCallingModel()
+    request = ModelRequest(
+        model=model,
+        system_prompt=None,
+        messages=[HumanMessage(content="Hello")],
+        tool_choice=None,
+        tools=[],
+        response_format=None,
+        model_settings={},
+    )
+
+    state: PlanningState = {"messages": [HumanMessage(content="Hello")]}
+    modified_request = middleware.modify_model_request(request, state)
+    assert modified_request.system_prompt == custom_system_prompt
+
+    # Verify tool description
+    assert len(middleware.tools) == 1
+    tool = middleware.tools[0]
+    assert tool.description == custom_tool_description
+
+
+def test_planning_middleware_default_prompts() -> None:
+    """Test that PlanningMiddleware uses default prompts when none provided."""
+    middleware = PlanningMiddleware()
+
+    # Verify default system prompt
+    assert middleware.system_prompt == WRITE_TODOS_SYSTEM_PROMPT
+
+    # Verify default tool description
+    assert middleware.tool_description == WRITE_TODOS_TOOL_DESCRIPTION
+    assert len(middleware.tools) == 1
+    tool = middleware.tools[0]
+    assert tool.description == WRITE_TODOS_TOOL_DESCRIPTION
+
+
+def test_planning_middleware_custom_system_prompt() -> None:
+    """Test that custom tool executes correctly in an agent."""
+    middleware = PlanningMiddleware(system_prompt="call the write_todos tool")
+
+    model = FakeToolCallingModel(
+        tool_calls=[
+            [
+                {
+                    "args": {"todos": [{"content": "Custom task", "status": "pending"}]},
+                    "name": "write_todos",
+                    "type": "tool_call",
+                    "id": "test_call",
+                }
+            ],
+            [],
+        ]
+    )
+
+    agent = create_agent(model=model, middleware=[middleware])
+    agent = agent.compile()
+
+    result = agent.invoke({"messages": [HumanMessage("Hello")]})
+    assert result["todos"] == [{"content": "Custom task", "status": "pending"}]
+    # assert custom system prompt is in the first AI message
+    assert "call the write_todos tool" in result["messages"][1].content