chore(deps): bump the major group in /libs/langgraph with 2 updates

Bumps the major group in /libs/langgraph with 2 updates: [xxhash](https://github.com/ifduyue/python-xxhash) and [syrupy](https://github.com/syrupy-project/syrupy).


Updates `xxhash` from 3.8.1 to 4.0.1
- [Release notes](https://github.com/ifduyue/python-xxhash/releases)
- [Changelog](https://github.com/ifduyue/python-xxhash/blob/master/CHANGELOG.rst)
- [Commits](https://github.com/ifduyue/python-xxhash/compare/v3.8.1...v4.0.1)

Updates `syrupy` from 5.5.3 to 6.0.0
- [Release notes](https://github.com/syrupy-project/syrupy/releases)
- [Changelog](https://github.com/syrupy-project/syrupy/blob/main/CHANGELOG.md)
- [Commits](https://github.com/syrupy-project/syrupy/compare/v5.5.3...v6.0.0)

---
updated-dependencies:
- dependency-name: xxhash
  dependency-version: 4.0.1
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: major
- dependency-name: syrupy
  dependency-version: 6.0.0
  dependency-type: direct:development
  update-type: version-update:semver-major
  dependency-group: major
...

Signed-off-by: dependabot[bot] <support@github.com>

.gitignore

@@ -76,7 +76,12 @@ __pypackages__/
 
 # Environments
 .env
+.env.*
 .envrc
+*.crt
+*.key
+*.pem
+credentials.json
 .venv
 .venvs
 env/
@@ -98,6 +103,7 @@ dmypy.json
 
 .vercel
 .turbo
+node_modules/
 .editorconfig
 .scratch
 .worktrees/

AGENTS.md

@@ -2,6 +2,14 @@
 
 This repository is a monorepo. Each library lives in a subdirectory under `libs/`.
 
+<corridor>
+
+## Corridor security analysis
+
+When Corridor's `analyzePlan` tool is available, create a plan and use the tool to analyze it before generating or modifying code. Apply the resulting security guidance before writing code.
+
+</corridor>
+
 When you modify code in any library, run the following commands in that library's directory before creating a pull request:
 
 - `make format` – run code formatters

CLAUDE.md

@@ -2,6 +2,14 @@
 
 This repository is a monorepo. Each library lives in a subdirectory under `libs/`.
 
+<corridor>
+
+## Corridor security analysis
+
+Before generating or modifying code, create a plan and use Corridor's `analyzePlan` tool to analyze it. Apply the resulting security guidance before writing code.
+
+</corridor>
+
 When you modify code in any library, run the following commands in that library's directory before creating a pull request:
 
 - `make format` – run code formatters

libs/checkpoint-postgres/langgraph/store/postgres/base.py

@@ -7,7 +7,7 @@ import logging
 import re
 import threading
 from collections import defaultdict
-from collections.abc import Callable, Iterable, Iterator, Sequence
+from collections.abc import Callable, Iterable, Iterator, Mapping, Sequence
 from contextlib import contextmanager
 from datetime import datetime
 from typing import (
@@ -354,7 +354,7 @@ class BasePostgresStore(Generic[C]):
                     (
                         _namespace_to_text(op.namespace),
                         op.key,
-                        Jsonb(cast(dict, op.value)),
+                        Jsonb(dict(cast(Mapping[str, Any], op.value))),
                     )
                 )
                 if op.ttl is not None:

libs/checkpoint-postgres/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-checkpoint-postgres"
-version = "3.1.1"
+version = "3.1.2"
 description = "Library with a Postgres implementation of LangGraph checkpoint saver."
 authors = []
 requires-python = ">=3.10"

libs/checkpoint-postgres/uv.lock

@@ -351,7 +351,7 @@ test = [
 
 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "3.1.1"
+version = "3.1.2"
 source = { editable = "." }
 dependencies = [
     { name = "langgraph-checkpoint" },

libs/checkpoint-sqlite/langgraph/store/sqlite/base.py

@@ -7,7 +7,7 @@ import re
 import sqlite3
 import threading
 from collections import defaultdict
-from collections.abc import Callable, Iterable, Iterator, Sequence
+from collections.abc import Callable, Iterable, Iterator, Mapping, Sequence
 from contextlib import contextmanager
 from typing import Any, Literal, NamedTuple, cast
 
@@ -387,7 +387,7 @@ class BaseSqliteStore:
                     [
                         _namespace_to_text(op.namespace),
                         op.key,
-                        orjson.dumps(cast(dict, op.value)),
+                        orjson.dumps(dict(cast(Mapping[str, Any], op.value))),
                         expires_at,
                         op.ttl,
                     ]

libs/checkpoint/langgraph/store/base/__init__.py

@@ -12,7 +12,7 @@ Core types:
 from __future__ import annotations
 
 from abc import ABC, abstractmethod
-from collections.abc import Iterable
+from collections.abc import Iterable, Mapping
 from datetime import datetime
 from typing import (
     Any,
@@ -473,10 +473,10 @@ class PutOp(NamedTuple):
         the full path would effectively be `"documents/user123/report1"`
     """
 
-    value: dict[str, Any] | None
+    value: Mapping[str, Any] | None
     """The data to store, or `None` to mark the item for deletion.
 
-    The value must be a dictionary with string keys and JSON-serializable values.
+    The value must be a mapping with string keys and JSON-serializable values.
     Setting this to `None` signals that the item should be deleted.
 
     Example:
@@ -857,7 +857,7 @@ class BaseStore(ABC):
         self,
         namespace: tuple[str, ...],
         key: str,
-        value: dict[str, Any],
+        value: Mapping[str, Any],
         index: Literal[False] | list[str] | None = None,
         *,
         ttl: float | None | NotProvided = NOT_PROVIDED,
@@ -869,7 +869,7 @@ class BaseStore(ABC):
                 Example: `("documents", "user123")`
             key: Unique identifier within the namespace. Together with namespace forms
                 the complete path to the item.
-            value: Dictionary containing the item's data. Must contain string keys
+            value: Mapping containing the item's data. Must contain string keys
                 and JSON-serializable values.
             index: Controls how the item's fields are indexed for search:
 
@@ -1110,7 +1110,7 @@ class BaseStore(ABC):
         self,
         namespace: tuple[str, ...],
         key: str,
-        value: dict[str, Any],
+        value: Mapping[str, Any],
         index: Literal[False] | list[str] | None = None,
         *,
         ttl: float | None | NotProvided = NOT_PROVIDED,
@@ -1122,7 +1122,7 @@ class BaseStore(ABC):
                 Example: `("documents", "user123")`
             key: Unique identifier within the namespace. Together with namespace forms
                 the complete path to the item.
-            value: Dictionary containing the item's data. Must contain string keys
+            value: Mapping containing the item's data. Must contain string keys
                 and JSON-serializable values.
             index: Controls how the item's fields are indexed for search:
 

libs/checkpoint/langgraph/store/base/batch.py

@@ -5,7 +5,7 @@ from __future__ import annotations
 import asyncio
 import functools
 import weakref
-from collections.abc import Callable, Iterable
+from collections.abc import Callable, Iterable, Mapping
 from typing import Any, Literal, TypeVar
 
 from langgraph.store.base import (
@@ -132,7 +132,7 @@ class AsyncBatchedBaseStore(BaseStore):
         self,
         namespace: tuple[str, ...],
         key: str,
-        value: dict[str, Any],
+        value: Mapping[str, Any],
         index: Literal[False] | list[str] | None = None,
         *,
         ttl: float | None | NotProvided = NOT_PROVIDED,
@@ -231,7 +231,7 @@ class AsyncBatchedBaseStore(BaseStore):
         self,
         namespace: tuple[str, ...],
         key: str,
-        value: dict[str, Any],
+        value: Mapping[str, Any],
         index: Literal[False] | list[str] | None = None,
         *,
         ttl: float | None | NotProvided = NOT_PROVIDED,

libs/checkpoint/langgraph/store/base/embed.py

@@ -11,7 +11,7 @@ from __future__ import annotations
 import asyncio
 import functools
 import json
-from collections.abc import Awaitable, Callable, Sequence
+from collections.abc import Awaitable, Callable, Mapping, Sequence
 from typing import Any
 
 from langchain_core.embeddings import Embeddings
@@ -244,6 +244,9 @@ def get_text_at_path(obj: Any, path: str | list[str]) -> list[str]:
         - Multi-field selection: "{field1,field2}"
         - Nested paths in multi-field: "{field1,nested.field2}"
     """
+    if isinstance(obj, Mapping) and not isinstance(obj, dict):
+        obj = dict(obj)
+
     if not path or path == "$":
         return [json.dumps(obj, sort_keys=True, ensure_ascii=False)]
 

libs/checkpoint/langgraph/store/memory/__init__.py

@@ -408,7 +408,7 @@ class InMemoryStore(BaseStore):
                 self._vectors[namespace].pop(key, None)
             else:
                 self._data[namespace][key] = Item(
-                    value=op.value,
+                    value=dict(op.value),
                     key=key,
                     namespace=namespace,
                     created_at=datetime.now(timezone.utc),

libs/checkpoint/tests/test_store.py

@@ -1,7 +1,9 @@
 import asyncio
 import json
-from collections.abc import Iterable
+from collections import UserDict
+from collections.abc import Iterable, Mapping
 from datetime import datetime
+from types import MappingProxyType
 from typing import Any
 
 import pytest
@@ -137,6 +139,18 @@ def test_get_text_at_path() -> None:
     assert get_text_at_path(nested_data, "nested[{invalid}]") == []
 
 
+@pytest.mark.parametrize(
+    "mapping",
+    [
+        UserDict({"text": "searchable"}),
+        MappingProxyType({"text": "searchable"}),
+    ],
+)
+def test_get_text_at_path_with_non_dict_mapping(mapping: Mapping[str, str]) -> None:
+    assert get_text_at_path(mapping, "$") == ['{"text": "searchable"}']
+    assert get_text_at_path(mapping, "text") == ["searchable"]
+
+
 async def test_async_batch_store(mocker: MockerFixture) -> None:
     abatch = mocker.stub()
 

libs/cli/langgraph_cli/uv_lock.py

@@ -970,6 +970,22 @@ def python_config_to_docker_uv_lock(
             f"{uv_export_project_dir}/uv.lock",
         )
     )
+    for package_root in sorted(
+        plan.all_workspace_roots,
+        key=lambda root: root.as_posix(),
+    ):
+        if package_root == plan.project_root:
+            continue
+        package_relative_path = pathlib.PurePosixPath(
+            package_root.relative_to(plan.project_root).as_posix()
+        )
+        package_pyproject_path = package_relative_path / "pyproject.toml"
+        docker_plan.add_raw(
+            copy_from_project_root(
+                package_pyproject_path,
+                f"{uv_export_project_dir}/{package_pyproject_path.as_posix()}",
+            )
+        )
     docker_plan.add_instruction("WORKDIR", uv_export_project_dir)
     docker_plan.add_instruction(
         "RUN",

libs/cli/tests/unit_tests/test_config.py

@@ -1403,6 +1403,19 @@ def test_config_to_docker_uv_lock():
             "COPY --from=uv-workspace-root uv.lock /tmp/uv_export/project/uv.lock"
             in docker
         )
+        workspace_pyprojects = [
+            "apps/agent/pyproject.toml",
+            "libs/extra/pyproject.toml",
+            "libs/shared/pyproject.toml",
+        ]
+        export_instruction = "RUN uv export --package agent"
+        for pyproject_path in workspace_pyprojects:
+            copy_instruction = (
+                "COPY --from=uv-workspace-root "
+                f"{pyproject_path} /tmp/uv_export/project/{pyproject_path}"
+            )
+            assert copy_instruction in docker
+            assert docker.index(copy_instruction) < docker.index(export_instruction)
         assert additional_contexts == {"uv-workspace-root": str(project_root.resolve())}
 
         assert (

libs/cli/uv-examples/monorepo/uv.lock

@@ -266,20 +266,20 @@ wheels = [
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "4.0.1"
+version = "4.2.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "langchain-core" },
     { name = "ormsgpack" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b1/44/a8df45d1e8b4637e29789fa8bae1db022c953cc7ac80093cfc52e923547e/langgraph_checkpoint-4.0.1.tar.gz", hash = "sha256:b433123735df11ade28829e40ce25b9be614930cd50245ff2af60629234befd9", size = 158135, upload-time = "2026-02-27T21:06:16.092Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/dc/e1/089c4c9e0a2fec7f883f82ae8e6a727138d50074cfeb6644bc2d13b1019b/langgraph_checkpoint-4.2.0.tar.gz", hash = "sha256:51a593b6bee684b0818e5d6e58e28ab340c6db7794575056ce7bd1b746a84ed7", size = 180239, upload-time = "2026-08-07T20:05:03.756Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/65/4c/09a4a0c42f5d2fc38d6c4d67884788eff7fd2cfdf367fdf7033de908b4c0/langgraph_checkpoint-4.0.1-py3-none-any.whl", hash = "sha256:e3adcd7a0e0166f3b48b8cf508ce0ea366e7420b5a73aa81289888727769b034", size = 50453, upload-time = "2026-02-27T21:06:14.293Z" },
+    { url = "https://files.pythonhosted.org/packages/05/71/3b475f09bd57d3a5649792c66353312b4432afd843f301739dfcebd157f0/langgraph_checkpoint-4.2.0-py3-none-any.whl", hash = "sha256:0547fd228935a0b758865de3a3d6d7a2537c308895d0f9ab092ce9151b5da942", size = 56833, upload-time = "2026-08-07T20:05:02.655Z" },
 ]
 
 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "3.0.5"
+version = "3.1.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "langgraph-checkpoint" },
@@ -287,9 +287,9 @@ dependencies = [
     { name = "psycopg" },
     { name = "psycopg-pool" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/95/7a/8f439966643d32111248a225e6cb33a182d07c90de780c4dbfc1e0377832/langgraph_checkpoint_postgres-3.0.5.tar.gz", hash = "sha256:a8fd7278a63f4f849b5cbc7884a15ca8f41e7d5f7467d0a66b31e8c24492f7eb", size = 127856, upload-time = "2026-03-18T21:25:29.785Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/06/92/1e8959f8cd1b56e672fde3227f6fd642be85af6c5fd662d73921074aa39d/langgraph_checkpoint_postgres-3.1.1.tar.gz", hash = "sha256:d320e147ddad8c374cd546df0b52b532dd54d0541dd9fd23fc738cbd5de76f41", size = 150413, upload-time = "2026-07-30T19:15:39.014Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e8/87/b0f98b33a67204bca9d5619bcd9574222f6b025cf3c125eedcec9a50ecbc/langgraph_checkpoint_postgres-3.0.5-py3-none-any.whl", hash = "sha256:86d7040a88fd70087eaafb72251d796696a0a2d856168f5c11ef620771411552", size = 42907, upload-time = "2026-03-18T21:25:28.75Z" },
+    { url = "https://files.pythonhosted.org/packages/03/32/ba457698a48a0e18d786caa770033067049fbe36d6846f8e50f13b594b51/langgraph_checkpoint_postgres-3.1.1-py3-none-any.whl", hash = "sha256:6e353aecd8150de144fef8e51a49076f58b7d6830d4cf51392b7ad4d79832ba7", size = 50778, upload-time = "2026-07-30T19:15:37.405Z" },
 ]
 
 [[package]]

libs/langgraph/langgraph/_internal/_runnable.py

@@ -3,6 +3,7 @@ from __future__ import annotations
 import asyncio
 import enum
 import inspect
+import logging
 import sys
 import warnings
 from collections.abc import (
@@ -63,6 +64,26 @@ try:
 except ImportError:
     _StreamingCallbackHandler = None  # type: ignore
 
+logger = logging.getLogger(__name__)
+
+
+def _trace_payload(value: Any, transform: Callable[[Any], Any] | None) -> Any:
+    """Return the payload to record on a run for `value`.
+
+    When `transform` is unset this is a passthrough, so unspecified nodes record exactly
+    as before. When set it always runs (regardless of tracing), but never affects
+    execution: if it raises, the untransformed value is recorded instead.
+    """
+    if transform is None:
+        return value
+    try:
+        return transform(value)
+    except Exception:
+        logger.exception(
+            "trace input/output processor raised; recording untransformed payload"
+        )
+        return value
+
 
 def _set_config_context(
     config: RunnableConfig, run: Any = None
@@ -572,6 +593,7 @@ class RunnableSeq(Runnable):
         *steps: RunnableLike,
         name: str | None = None,
         trace_inputs: Callable[[Any], Any] | None = None,
+        trace_outputs: Callable[[Any], Any] | None = None,
     ) -> None:
         """Create a new RunnableSeq.
 
@@ -597,6 +619,7 @@ class RunnableSeq(Runnable):
         self.steps = steps_flat
         self.name = name
         self.trace_inputs = trace_inputs
+        self.trace_outputs = trace_outputs
 
     def __or__(
         self,
@@ -658,7 +681,7 @@ class RunnableSeq(Runnable):
         # start the root run
         run_manager = callback_manager.on_chain_start(
             None,
-            self.trace_inputs(input) if self.trace_inputs is not None else input,
+            _trace_payload(input, self.trace_inputs),
             name=config.get("run_name") or self.get_name(),
             run_id=config.pop("run_id", None),
         )
@@ -689,7 +712,7 @@ class RunnableSeq(Runnable):
             run_manager.on_chain_error(e)
             raise
         else:
-            run_manager.on_chain_end(input)
+            run_manager.on_chain_end(_trace_payload(input, self.trace_outputs))
             return input
 
     async def ainvoke(
@@ -705,7 +728,7 @@ class RunnableSeq(Runnable):
         # start the root run
         run_manager = await callback_manager.on_chain_start(
             None,
-            self.trace_inputs(input) if self.trace_inputs is not None else input,
+            _trace_payload(input, self.trace_inputs),
             name=config.get("run_name") or self.get_name(),
             run_id=config.pop("run_id", None),
         )
@@ -742,7 +765,7 @@ class RunnableSeq(Runnable):
             await run_manager.on_chain_error(e)
             raise
         else:
-            await run_manager.on_chain_end(input)
+            await run_manager.on_chain_end(_trace_payload(input, self.trace_outputs))
             return input
 
     def stream(
@@ -758,7 +781,7 @@ class RunnableSeq(Runnable):
         # start the root run
         run_manager = callback_manager.on_chain_start(
             None,
-            self.trace_inputs(input) if self.trace_inputs is not None else input,
+            _trace_payload(input, self.trace_inputs),
             name=config.get("run_name") or self.get_name(),
             run_id=config.pop("run_id", None),
         )
@@ -803,7 +826,7 @@ class RunnableSeq(Runnable):
                 run_manager.on_chain_error(e)
                 raise
             else:
-                run_manager.on_chain_end(output)
+                run_manager.on_chain_end(_trace_payload(output, self.trace_outputs))
 
     async def astream(
         self,
@@ -818,7 +841,7 @@ class RunnableSeq(Runnable):
         # start the root run
         run_manager = await callback_manager.on_chain_start(
             None,
-            self.trace_inputs(input) if self.trace_inputs is not None else input,
+            _trace_payload(input, self.trace_inputs),
             name=config.get("run_name") or self.get_name(),
             run_id=config.pop("run_id", None),
         )
@@ -873,7 +896,9 @@ class RunnableSeq(Runnable):
                     await run_manager.on_chain_error(e)
                     raise
                 else:
-                    await run_manager.on_chain_end(output)
+                    await run_manager.on_chain_end(
+                        _trace_payload(output, self.trace_outputs)
+                    )
         else:
             try:
                 async with AsyncExitStack() as stack:
@@ -903,7 +928,9 @@ class RunnableSeq(Runnable):
                 await run_manager.on_chain_error(e)
                 raise
             else:
-                await run_manager.on_chain_end(output)
+                await run_manager.on_chain_end(
+                    _trace_payload(output, self.trace_outputs)
+                )
 
 
 def _consume_iter(it: Iterator[Any]) -> Any:

libs/langgraph/langgraph/graph/_node.py

@@ -9,7 +9,13 @@ from langgraph.store.base import BaseStore
 
 from langgraph._internal._typing import EMPTY_SEQ
 from langgraph.runtime import Runtime
-from langgraph.types import CachePolicy, RetryPolicy, StreamWriter, TimeoutPolicy
+from langgraph.types import (
+    CachePolicy,
+    RetryPolicy,
+    StreamWriter,
+    TimeoutPolicy,
+    TracePolicy,
+)
 from langgraph.typing import ContextT, NodeInputT, NodeInputT_contra
 
 
@@ -93,3 +99,5 @@ class StateNodeSpec(Generic[NodeInputT, ContextT]):
     ends: tuple[str, ...] | dict[str, str] | None = EMPTY_SEQ
     defer: bool = False
     timeout: TimeoutPolicy | None = None
+    trace_policy: TracePolicy | None = None
+    """Optional policy controlling what this node records on its trace run."""

libs/langgraph/langgraph/graph/state.py

@@ -85,6 +85,7 @@ from langgraph.types import (
     RetryPolicy,
     Send,
     TimeoutPolicy,
+    TracePolicy,
     ensure_valid_checkpointer,
 )
 from langgraph.typing import ContextT, InputT, NodeInputT, OutputT, StateT
@@ -384,6 +385,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         error_handler: StateNode[Any, ContextT] | None = None,
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         timeout: float | timedelta | TimeoutPolicy | None = None,
+        trace_policy: TracePolicy | None = None,
         **kwargs: Unpack[DeprecatedKwargs],
     ) -> Self:
         """Add a new node to the `StateGraph`, input schema is inferred as the state schema.
@@ -453,6 +455,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         error_handler: StateNode[Any, ContextT] | None = None,
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         timeout: float | timedelta | TimeoutPolicy | None = None,
+        trace_policy: TracePolicy | None = None,
         **kwargs: Unpack[DeprecatedKwargs],
     ) -> Self:
         """Add a new node to the `StateGraph` where input schema is specified.
@@ -527,6 +530,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         error_handler: StateNode[Any, ContextT] | None = None,
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         timeout: float | timedelta | TimeoutPolicy | None = None,
+        trace_policy: TracePolicy | None = None,
         **kwargs: Unpack[DeprecatedKwargs],
     ) -> Self:
         """Add a new node to the `StateGraph`, input schema is inferred as the state schema.
@@ -596,6 +600,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         error_handler: StateNode[Any, ContextT] | None = None,
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         timeout: float | timedelta | TimeoutPolicy | None = None,
+        trace_policy: TracePolicy | None = None,
         **kwargs: Unpack[DeprecatedKwargs],
     ) -> Self:
         """Add a new node to the `StateGraph`, input schema is specified.
@@ -672,6 +677,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         error_handler: StateNode[Any, ContextT] | None = None,
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         timeout: float | timedelta | TimeoutPolicy | None = None,
+        trace_policy: TracePolicy | None = None,
         **kwargs: Unpack[DeprecatedKwargs],
     ) -> Self:
         """Add a new node to the `StateGraph`.
@@ -691,6 +697,10 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 If a sequence is provided, the first matching policy will be applied.
             cache_policy: The cache policy for the node.
             error_handler: Optional node-level error handler callable for this node.
+            trace_policy: Optional policy controlling how this node's run is traced. Its
+                `process_inputs` callable transforms the node's input before it is
+                recorded (e.g. to omit or summarize large message history) without
+                changing the value passed to the node. Does not affect execution.
             destinations: Destinations that indicate where a node can route to.
 
                 Useful for edgeless graphs with nodes that return `Command` objects.
@@ -880,6 +890,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 ends=ends,
                 defer=defer,
                 timeout=timeout,
+                trace_policy=trace_policy,
             )
         elif inferred_input_schema is not None:
             self.nodes[node] = StateNodeSpec(
@@ -892,6 +903,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 ends=ends,
                 defer=defer,
                 timeout=timeout,
+                trace_policy=trace_policy,
             )
         else:
             self.nodes[node] = StateNodeSpec[StateT, ContextT](
@@ -904,6 +916,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 ends=ends,
                 defer=defer,
                 timeout=timeout,
+                trace_policy=trace_policy,
             )
 
         input_schema = input_schema or inferred_input_schema
@@ -1530,6 +1543,7 @@ class CompiledStateGraph(
                 error_handler_node=node.error_handler_node,
                 bound=node.runnable,  # type: ignore[arg-type]
                 timeout=node.timeout,
+                trace_policy=node.trace_policy,
             )
         else:
             raise RuntimeError

libs/langgraph/langgraph/pregel/_read.py

@@ -16,7 +16,7 @@ from langgraph._internal._timeout import coerce_timeout_policy
 from langgraph.pregel._utils import find_subgraph_pregel
 from langgraph.pregel._write import ChannelWrite
 from langgraph.pregel.protocol import PregelProtocol
-from langgraph.types import CachePolicy, RetryPolicy, TimeoutPolicy
+from langgraph.types import CachePolicy, RetryPolicy, TimeoutPolicy, TracePolicy
 
 READ_TYPE = Callable[[str | Sequence[str], bool], Any | dict[str, Any]]
 INPUT_CACHE_KEY_TYPE = tuple[Callable[..., Any], tuple[str, ...]]
@@ -138,6 +138,9 @@ class PregelNode:
     metadata: Mapping[str, Any] | None
     """Metadata to attach to the node for tracing."""
 
+    trace_policy: TracePolicy | None
+    """Optional policy controlling what this node records on its trace run."""
+
     is_error_handler: bool
     """Whether this node is registered as an error handler node."""
 
@@ -156,6 +159,7 @@ class PregelNode:
         writers: list[Runnable] | None = None,
         tags: list[str] | None = None,
         metadata: Mapping[str, Any] | None = None,
+        trace_policy: TracePolicy | None = None,
         bound: Runnable[Any, Any] | None = None,
         retry_policy: RetryPolicy | Sequence[RetryPolicy] | None = None,
         cache_policy: CachePolicy | None = None,
@@ -177,6 +181,7 @@ class PregelNode:
         self.timeout = coerce_timeout_policy(timeout)
         self.tags = tags
         self.metadata = metadata
+        self.trace_policy = trace_policy
         self.is_error_handler = is_error_handler
         self.error_handler_node = error_handler_node
         if subgraphs is not None:
@@ -222,14 +227,23 @@ class PregelNode:
     def node(self) -> Runnable[Any, Any] | None:
         """Get a runnable that combines `bound` and `writers`."""
         writers = self.flat_writers
+        trace_inputs = self.trace_policy.process_inputs if self.trace_policy else None
+        trace_outputs = self.trace_policy.process_outputs if self.trace_policy else None
         if self.bound is DEFAULT_BOUND and not writers:
             return None
         elif self.bound is DEFAULT_BOUND and len(writers) == 1:
             return writers[0]
         elif self.bound is DEFAULT_BOUND:
-            return RunnableSeq(*writers)
+            return RunnableSeq(
+                *writers, trace_inputs=trace_inputs, trace_outputs=trace_outputs
+            )
         elif writers:
-            return RunnableSeq(self.bound, *writers)
+            return RunnableSeq(
+                self.bound,
+                *writers,
+                trace_inputs=trace_inputs,
+                trace_outputs=trace_outputs,
+            )
         else:
             return self.bound
 

libs/langgraph/langgraph/pregel/_utils.py

@@ -1,11 +1,10 @@
 from __future__ import annotations
 
-import ast
-import inspect
+import dis
 import re
-import textwrap
 from collections.abc import Callable, Sequence
 from functools import partial
+from types import CodeType, FunctionType
 from typing import Any
 
 from langchain_core.runnables import (
@@ -17,7 +16,6 @@ from langchain_core.runnables import (
 from langchain_core.runnables.base import RunnableBindingBase
 from langchain_core.runnables.config import run_in_executor
 from langgraph.checkpoint.base import ChannelVersions
-from typing_extensions import override
 
 from langgraph._internal._runnable import RunnableCallable, RunnableSeq
 from langgraph._internal._timeout import sync_timeout_unsupported
@@ -137,155 +135,87 @@ def validate_timeout_supported(runnable: Runnable, *, name: str) -> None:
         raise sync_timeout_unsupported(name)
 
 
+# Values treated as dead ends when deciding whether to walk a function's
+# bytecode. A container can hold a graph, but `find_subgraph_pregel` does not
+# look inside one, so skipping it costs nothing while that holds. Matched by
+# exact type, since a subclass of a builtin can carry attributes.
+_LEAF_TYPES = frozenset(
+    {
+        int,
+        float,
+        complex,
+        bool,
+        str,
+        bytes,
+        bytearray,
+        list,
+        tuple,
+        dict,
+        set,
+        frozenset,
+        type(None),
+    }
+)
+
+
 def get_function_nonlocals(func: Callable) -> list[Any]:
-    """Get the nonlocal variables accessed by a function.
+    """Get the values a function reaches from outside its own scope.
 
     Args:
         func: The function to check.
 
     Returns:
-        List[Any]: The nonlocal variables accessed by the function.
+        Every captured cell value, the globals the function names, and each
+        value along an attribute path it loads. Over-approximates: a value can
+        come back without the function reaching it at runtime.
     """
-    try:
-        code = inspect.getsource(func)
-        tree = ast.parse(textwrap.dedent(code))
-        visitor = FunctionNonLocals()
-        visitor.visit(tree)
-        values: list[Any] = []
-        closure = (
-            inspect.getclosurevars(func.__wrapped__)
-            if hasattr(func, "__wrapped__") and callable(func.__wrapped__)
-            else inspect.getclosurevars(func)
-        )
-        candidates = {**closure.globals, **closure.nonlocals}
-        for k, v in candidates.items():
-            if k in visitor.nonlocals:
-                values.append(v)
-            for kk in visitor.nonlocals:
-                if "." in kk and kk.startswith(k):
-                    vv = v
-                    for part in kk.split(".")[1:]:
-                        if vv is None:
-                            break
-                        else:
-                            try:
-                                vv = getattr(vv, part)
-                            except AttributeError:
-                                break
-                    else:
-                        values.append(vv)
-    except (SyntaxError, TypeError, OSError, SystemError):
+    func = getattr(func, "__func__", func)  # bound method -> function
+    wrapped = getattr(func, "__wrapped__", None)
+    if callable(wrapped):
+        func = getattr(wrapped, "__func__", wrapped)
+    if not isinstance(func, FunctionType):
         return []
+    code = func.__code__
 
+    cells: dict[str, Any] = {}
+    for name, cell in zip(code.co_freevars, func.__closure__ or ()):
+        try:
+            cells[name] = cell.cell_contents
+        except ValueError:
+            continue  # empty cell: a recursive def not yet bound
+
+    # Every captured value counts, referenced or not: over-declaring costs an
+    # introspection entry, under-declaring drops the subgraph's checkpoints and
+    # stream events. Checking each cell against the bytecode would cost more and
+    # only trade the cheap error for the expensive one.
+    values: list[Any] = list(cells.values())
+    global_ns = func.__globals__
+    globals_ = {name: global_ns[name] for name in code.co_names if name in global_ns}
+    if all(type(v) in _LEAF_TYPES for v in (*cells.values(), *globals_.values())):
+        return values
+
+    # Nested code objects hold the references made by inner defs, lambdas and
+    # comprehensions, which resolve against the namespaces gathered above.
+    codes = [code]
+    for c in codes:
+        codes.extend(k for k in c.co_consts if isinstance(k, CodeType))
+        value: Any = None
+        for instruction in dis.get_instructions(c):
+            opname = instruction.opname
+            if opname == "LOAD_GLOBAL":
+                value = globals_.get(instruction.argval)
+            elif opname == "LOAD_DEREF":
+                value = cells.get(instruction.argval)
+            elif opname in ("LOAD_ATTR", "LOAD_METHOD"):
+                value = getattr(value, instruction.argval, None)
+            else:
+                value = None  # anything else ends the chain: `a, b.c` is not `a.c`
+                continue
+            if value is not None:
+                values.append(value)
     return values
 
 
-class FunctionNonLocals(ast.NodeVisitor):
-    """Get the nonlocal variables accessed of a function."""
-
-    def __init__(self) -> None:
-        self.nonlocals: set[str] = set()
-
-    @override
-    def visit_FunctionDef(self, node: ast.FunctionDef) -> Any:
-        """Visit a function definition.
-
-        Args:
-            node: The node to visit.
-
-        Returns:
-            Any: The result of the visit.
-        """
-        visitor = NonLocals()
-        visitor.visit(node)
-        self.nonlocals.update(visitor.loads - visitor.stores)
-
-    @override
-    def visit_AsyncFunctionDef(self, node: ast.AsyncFunctionDef) -> Any:
-        """Visit an async function definition.
-
-        Args:
-            node: The node to visit.
-
-        Returns:
-            Any: The result of the visit.
-        """
-        visitor = NonLocals()
-        visitor.visit(node)
-        self.nonlocals.update(visitor.loads - visitor.stores)
-
-    @override
-    def visit_Lambda(self, node: ast.Lambda) -> Any:
-        """Visit a lambda function.
-
-        Args:
-            node: The node to visit.
-
-        Returns:
-            Any: The result of the visit.
-        """
-        visitor = NonLocals()
-        visitor.visit(node)
-        self.nonlocals.update(visitor.loads - visitor.stores)
-
-
-class NonLocals(ast.NodeVisitor):
-    """Get nonlocal variables accessed."""
-
-    def __init__(self) -> None:
-        self.loads: set[str] = set()
-        self.stores: set[str] = set()
-
-    @override
-    def visit_Name(self, node: ast.Name) -> Any:
-        """Visit a name node.
-
-        Args:
-            node: The node to visit.
-
-        Returns:
-            Any: The result of the visit.
-        """
-        if isinstance(node.ctx, ast.Load):
-            self.loads.add(node.id)
-        elif isinstance(node.ctx, ast.Store):
-            self.stores.add(node.id)
-
-    @override
-    def visit_Attribute(self, node: ast.Attribute) -> Any:
-        """Visit an attribute node.
-
-        Args:
-            node: The node to visit.
-
-        Returns:
-            Any: The result of the visit.
-        """
-        if isinstance(node.ctx, ast.Load):
-            parent = node.value
-            attr_expr = node.attr
-            while isinstance(parent, ast.Attribute):
-                attr_expr = parent.attr + "." + attr_expr
-                parent = parent.value
-            if isinstance(parent, ast.Name):
-                self.loads.add(parent.id + "." + attr_expr)
-                self.loads.discard(parent.id)
-            elif isinstance(parent, ast.Call):
-                if isinstance(parent.func, ast.Name):
-                    self.loads.add(parent.func.id)
-                else:
-                    parent = parent.func
-                    attr_expr = ""
-                    while isinstance(parent, ast.Attribute):
-                        if attr_expr:
-                            attr_expr = parent.attr + "." + attr_expr
-                        else:
-                            attr_expr = parent.attr
-                        parent = parent.value
-                    if isinstance(parent, ast.Name):
-                        self.loads.add(parent.id + "." + attr_expr)
-
-
 def is_xxh3_128_hexdigest(value: str) -> bool:
     """Check if the given string matches the format of xxh3_128_hexdigest."""
     return bool(re.fullmatch(r"[0-9a-f]{32}", value))

libs/langgraph/langgraph/types.py

@@ -70,6 +70,8 @@ __all__ = (
     "RetryPolicy",
     "TimeoutPolicy",
     "CachePolicy",
+    "TracePolicy",
+    "omit_payload",
     "Interrupt",
     "StateUpdate",
     "PregelTask",
@@ -527,6 +529,44 @@ class CachePolicy(Generic[KeyFuncT]):
     """Time to live for the cache entry in seconds. If `None`, the entry never expires."""
 
 
+@dataclass(**_DC_KWARGS)
+class TracePolicy:
+    """Configuration for how a node's run is traced.
+
+    Scope: this only transforms what the node's *own* run records. Child runs created
+    by a traced `bound` runnable and the root graph run are not affected. Plain
+    function nodes are traced with `trace=False`, so they have no such child runs.
+
+    Not intended to redact secrets. To redact inputs/outputs across all runs
+    (children included), use the LangSmith client's
+    `hide_inputs`/`hide_outputs`/`anonymizer` instead.
+
+    Each processor receives the node's raw input/output value (not a normalized
+    kwargs dict) and returns the value to record.
+    """
+
+    process_inputs: Callable[[Any], Any] | None = None
+    """Optional callable to transform the node's input before it is recorded on the
+    node's trace run. Can be used to omit or summarize large payloads
+    (e.g. message history). Not intended to affect the value passed to the node; avoid
+    mutating arguments in place."""
+
+    process_outputs: Callable[[Any], Any] | None = None
+    """Optional callable to transform the node's output before it is recorded on the
+    node's trace run. Can be used to omit or summarize large payloads
+    (e.g. message history). Not intended to affect the value returned by the node; avoid
+    mutating arguments in place."""
+
+
+def omit_payload(_value: Any) -> dict[str, Any]:
+    """`TracePolicy` helper that records an empty payload, dropping the value entirely.
+
+    Use as `process_inputs` and/or `process_outputs` on a `TracePolicy` to keep a node's
+    span and its timing while omitting its inputs/outputs from the trace.
+    """
+    return {}
+
+
 _DEFAULT_INTERRUPT_ID = "placeholder-id"
 
 

libs/langgraph/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph"
-version = "1.2.10"
+version = "1.2.11"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"

libs/langgraph/tests/test_subgraph_detection.py

@@ -0,0 +1,286 @@
+"""Tests for subgraph auto-detection (`pregel/_utils.py`).
+
+Detection failing is silent — the graph still runs, only introspection goes
+quiet — so every shape a node can hold a graph in is pinned here. The expected
+values are what the source-parsing implementation this replaced produced for
+the same shapes, except for `sourceless`, whose source it could not read,
+`empty_closure_cell`, on which it raised, and `unreachable_attribute_chain`,
+where it reported a graph that dropped code could never invoke.
+"""
+
+import functools
+import operator
+from typing import Annotated, Any
+
+import pytest
+from typing_extensions import TypedDict
+
+from langgraph.graph import END, START, StateGraph
+from langgraph.pregel._utils import get_function_nonlocals
+
+
+class State(TypedDict):
+    log: Annotated[list, operator.add]
+
+
+def _leaf(tag: str) -> Any:
+    """Return a compiled graph that reports itself as `tag`."""
+    builder = StateGraph(State)
+    builder.add_node(tag, lambda s: {"log": [tag]})
+    builder.add_edge(START, tag)
+    builder.add_edge(tag, END)
+    compiled = builder.compile()
+    compiled.name = tag
+    return compiled
+
+
+def _detect(node: Any) -> str | None:
+    """Return the name of the subgraph detected for `node`, or None."""
+    builder = StateGraph(State)
+    builder.add_node("n", node)
+    builder.add_edge(START, "n")
+    builder.add_edge("n", END)
+    subgraphs = builder.compile().nodes["n"].subgraphs
+    return getattr(subgraphs[0], "name", "?") if subgraphs else None
+
+
+class _Box:
+    def __init__(self, payload: Any) -> None:
+        self.payload = payload
+
+
+class _ListSubclass(list):
+    pass
+
+
+class _MethodHolder:
+    def __init__(self) -> None:
+        self.graph = _leaf("via_self")
+
+    def as_node(self, state: State) -> Any:
+        return self.graph.invoke(state)
+
+
+MODULE_GRAPH = _leaf("module_global")
+CHAIN = _Box(_Box(_leaf("attr_chain")))
+GRAPH_IN_PLAIN_LIST = [_leaf("in_list")]
+METHOD_HOLDER = _MethodHolder()
+
+
+def closure_capture() -> Any:
+    sub = _leaf("closure")
+
+    def node(state: State) -> Any:
+        return sub.invoke(state)
+
+    return node
+
+
+def module_global() -> Any:
+    def node(state: State) -> Any:
+        return MODULE_GRAPH.invoke(state)
+
+    return node
+
+
+def attribute_chain() -> Any:
+    def node(state: State) -> Any:
+        return CHAIN.payload.payload.invoke(state)
+
+    return node
+
+
+def nested_def_captured_attribute() -> Any:
+    """A chain on a captured holder, named only inside a nested code object.
+
+    The captured value is the holder, not the graph, so the chain itself has to
+    be recovered from the nested scope.
+    """
+    holder = _Box(_leaf("nested_captured"))
+
+    def node(state: State) -> Any:
+        def inner() -> Any:
+            return holder.payload.invoke(state)
+
+        return inner()
+
+    return node
+
+
+def unreachable_branch() -> Any:
+    """A captured graph referenced only from code the compiler removes."""
+    sub = _leaf("unreachable")
+
+    def node(state: State) -> Any:
+        if False:
+            sub.invoke(state)
+        return {"log": []}
+
+    return node
+
+
+def unreachable_attribute_chain() -> Any:
+    """A graph named only along an attribute path the compiler dropped.
+
+    The closure keeps `holder`, but the `.payload` load is gone. The source
+    parser reported this one; dropped code cannot invoke anything, so that was
+    a phantom rather than a detection.
+    """
+    holder = _Box(_leaf("unreachable_attr"))
+
+    def node(state: State) -> Any:
+        if False:
+            holder.payload.invoke(state)
+        return {"log": []}
+
+    return node
+
+
+def wrapper_referencing_nothing() -> Any:
+    """A wrapper whose own scope holds nothing, so only `__wrapped__` leads on.
+
+    `functools.wraps` would leave the wrapper closing over the inner function;
+    setting the attribute by hand does not.
+    """
+    sub = _leaf("via_wrapped")
+
+    def inner(state: State) -> Any:
+        return sub.invoke(state)
+
+    def wrapper(state: State) -> Any:
+        return {"log": []}
+
+    wrapper.__wrapped__ = inner
+    return wrapper
+
+
+def captured_list_subclass() -> Any:
+    """A `list` subclass is not a leaf: it can carry a graph as an attribute."""
+    holder = _ListSubclass()
+    holder.payload = _leaf("list_subclass")
+
+    def node(state: State) -> Any:
+        return holder.payload.invoke(state)
+
+    return node
+
+
+def empty_closure_cell() -> Any:
+    """An unassigned closure variable leaves a cell that cannot be read."""
+    sub = _leaf("beside_empty_cell")
+
+    def node(state: State) -> Any:
+        return unassigned, sub.invoke(state)
+
+    return node
+    unassigned = 1  # never runs, so the cell it creates is never filled
+
+
+def sourceless() -> Any:
+    """A node compiled without a source file, which `getsource` could not read."""
+    namespace: dict[str, Any] = {"SOURCELESS": _leaf("sourceless")}
+    exec(
+        compile(
+            "def node(state):\n    return SOURCELESS.invoke(state)", "<test>", "exec"
+        ),
+        namespace,
+    )
+    return namespace["node"]
+
+
+async def _async_node(state: State) -> Any:
+    return await MODULE_GRAPH.ainvoke(state)
+
+
+def async_node() -> Any:
+    return _async_node
+
+
+def no_subgraph() -> Any:
+    """Nothing but leaf values in reach, so the bytecode walk is skipped."""
+
+    def node(state: State) -> Any:
+        return {"log": [len("abc") + 1]}
+
+    return node
+
+
+def recombined_names() -> Any:
+    """Loads `CHAIN.payload` and `local.payload`, never `CHAIN.payload.payload`."""
+
+    def node(state: State) -> Any:
+        local = _Box("not a graph")
+        return {"log": [CHAIN.payload, local.payload]}
+
+    return node
+
+
+def broken_attribute_chain() -> Any:
+    holder = _Box("a string, so `.payload.missing` cannot resolve")
+
+    def node(state: State) -> Any:
+        return holder.payload.missing.invoke(state)
+
+    return node
+
+
+def nested_def_global() -> Any:
+    """A global named only in a nested code object: out of reach, as before."""
+
+    def node(state: State) -> Any:
+        def inner() -> Any:
+            return MODULE_GRAPH.invoke(state)
+
+        return inner()
+
+    return node
+
+
+def graph_in_plain_list() -> Any:
+    def node(state: State) -> Any:
+        return GRAPH_IN_PLAIN_LIST[0].invoke(state)
+
+    return node
+
+
+def bound_method_self() -> Any:
+    return METHOD_HOLDER.as_node
+
+
+@pytest.mark.parametrize(
+    ("factory", "expected"),
+    [
+        (closure_capture, "closure"),
+        (module_global, "module_global"),
+        (attribute_chain, "attr_chain"),
+        (nested_def_captured_attribute, "nested_captured"),
+        (unreachable_branch, "unreachable"),
+        (wrapper_referencing_nothing, "via_wrapped"),
+        (captured_list_subclass, "list_subclass"),
+        (empty_closure_cell, "beside_empty_cell"),
+        (sourceless, "sourceless"),
+        (async_node, "module_global"),
+        # Shapes no reference chain reaches: a subscript, an instance attribute
+        # of `self`, a global named only in a nested scope, and an attribute
+        # path the compiler dropped.
+        (no_subgraph, None),
+        (recombined_names, None),
+        (broken_attribute_chain, None),
+        (nested_def_global, None),
+        (graph_in_plain_list, None),
+        (bound_method_self, None),
+        (unreachable_attribute_chain, None),
+    ],
+    ids=lambda value: value.__name__ if callable(value) else str(value),
+)
+def test_subgraph_detection(factory: Any, expected: str | None) -> None:
+    assert _detect(factory()) == expected
+
+
+@pytest.mark.parametrize(
+    "candidate",
+    [functools.partial(lambda state, extra: {"log": [extra]}, extra="x"), len],
+    ids=["partial", "builtin"],
+)
+def test_callables_without_a_code_object_are_handled(candidate: Any) -> None:
+    assert get_function_nonlocals(candidate) == []

libs/langgraph/tests/test_trace_policy.py

@@ -0,0 +1,149 @@
+"""End-to-end tests for `TracePolicy` input processing on node trace runs."""
+
+from typing import Any
+
+import pytest
+from typing_extensions import TypedDict
+
+from langgraph.graph import END, START, StateGraph
+from langgraph.types import TracePolicy
+from tests.fake_tracer import FakeTracer, Run
+
+
+class State(TypedDict):
+    value: int
+
+
+def _node_run(tracer: FakeTracer, name: str) -> Run:
+    return next(r for r in tracer.flattened_runs() if r.name == name)
+
+
+def _incr(state: State) -> State:
+    return {"value": state["value"] + 1}
+
+
+def test_trace_policy_transforms_recorded_inputs() -> None:
+    seen: dict[str, Any] = {}
+
+    def process_inputs(inp: Any) -> Any:
+        seen["inputs"] = inp
+        return {"scrubbed_in": True}
+
+    graph = (
+        StateGraph(State)
+        .add_node("n", _incr, trace_policy=TracePolicy(process_inputs=process_inputs))
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    tracer = FakeTracer()
+    # the real graph output is unaffected by the trace policy
+    assert graph.invoke({"value": 1}, {"callbacks": [tracer]}) == {"value": 2}
+
+    run = _node_run(tracer, "n")
+    # the recorded input is transformed; the output is recorded as-is
+    assert run.inputs == {"scrubbed_in": True}
+    assert run.outputs == {"value": 2}
+    # process_inputs observed the real, untransformed input
+    assert seen["inputs"] == {"value": 1}
+
+
+def test_trace_policy_transforms_recorded_outputs() -> None:
+    seen: dict[str, Any] = {}
+
+    def process_outputs(out: Any) -> Any:
+        seen["outputs"] = out
+        return {"scrubbed_out": True}
+
+    graph = (
+        StateGraph(State)
+        .add_node("n", _incr, trace_policy=TracePolicy(process_outputs=process_outputs))
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    tracer = FakeTracer()
+    # the real graph output is unaffected by the trace policy
+    assert graph.invoke({"value": 1}, {"callbacks": [tracer]}) == {"value": 2}
+
+    run = _node_run(tracer, "n")
+    # the recorded output is transformed; the input is recorded as-is
+    assert run.inputs == {"value": 1}
+    assert run.outputs == {"scrubbed_out": True}
+    # process_outputs observed the real, untransformed output
+    assert seen["outputs"] == {"value": 2}
+
+
+def test_trace_policy_none_records_real_payloads() -> None:
+    graph = (
+        StateGraph(State)
+        .add_node("n", _incr)
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    tracer = FakeTracer()
+    assert graph.invoke({"value": 1}, {"callbacks": [tracer]}) == {"value": 2}
+
+    run = _node_run(tracer, "n")
+    assert run.inputs == {"value": 1}
+    assert run.outputs == {"value": 2}
+
+
+def test_trace_policy_processor_error_safe_without_callbacks() -> None:
+    def boom(_inp: Any) -> Any:
+        raise RuntimeError("processor failed")
+
+    graph = (
+        StateGraph(State)
+        .add_node("n", _incr, trace_policy=TracePolicy(process_inputs=boom))
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    # no callbacks: the processor still runs but is fail-open, so execution is unaffected
+    assert graph.invoke({"value": 1}) == {"value": 2}
+
+
+def test_trace_policy_processor_error_does_not_break_execution() -> None:
+    def boom(_inp: Any) -> Any:
+        raise RuntimeError("processor failed")
+
+    graph = (
+        StateGraph(State)
+        .add_node("n", _incr, trace_policy=TracePolicy(process_inputs=boom))
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    tracer = FakeTracer()
+    # a raising processor must not abort the node; the untransformed input is recorded
+    assert graph.invoke({"value": 1}, {"callbacks": [tracer]}) == {"value": 2}
+    assert _node_run(tracer, "n").inputs == {"value": 1}
+
+
+@pytest.mark.anyio
+async def test_trace_policy_transforms_recorded_inputs_async() -> None:
+    graph = (
+        StateGraph(State)
+        .add_node(
+            "n",
+            _incr,
+            trace_policy=TracePolicy(process_inputs=lambda _: {"scrubbed_in": True}),
+        )
+        .add_edge(START, "n")
+        .add_edge("n", END)
+        .compile()
+    )
+
+    tracer = FakeTracer()
+    assert await graph.ainvoke({"value": 5}, {"callbacks": [tracer]}) == {"value": 6}
+
+    run = _node_run(tracer, "n")
+    assert run.inputs == {"scrubbed_in": True}
+    assert run.outputs == {"value": 6}

libs/langgraph/uv.lock

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+version = "1.5.3"
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-version = "1.2.10"
+version = "1.2.11"
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     { name = "langchain-core" },
@@ -1670,7 +1670,7 @@ test = [
 
 [[package]]
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-version = "3.1.1"
+version = "3.1.2"
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@@ -1916,13 +1916,13 @@ dev = [
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     { name = "pytest-mock" },
     { name = "pytest-watch" },
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-    { name = "ruff", specifier = "==0.15.20" },
+    { name = "ruff", specifier = "==0.16.1" },
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 ]
 
 [[package]]

libs/prebuilt/README.md

@@ -37,6 +37,7 @@ uv add langchain-anthropic
 from langchain_anthropic import ChatAnthropic
 from langgraph.prebuilt import create_react_agent
 
+
 # Define the tools for the agent to use
 def search(query: str):
     """Call to surf the web."""
@@ -45,6 +46,7 @@ def search(query: str):
         return "It's 60 degrees and foggy."
     return "It's 90 degrees and sunny."
 
+
 tools = [search]
 model = ChatAnthropic(model="claude-3-7-sonnet-latest")
 
@@ -65,6 +67,7 @@ app.invoke(
 from langgraph.prebuilt import ToolNode
 from langchain_core.messages import AIMessage
 
+
 def search(query: str):
     """Call to surf the web."""
     # This is a placeholder, but don't tell the LLM that...
@@ -72,8 +75,11 @@ def search(query: str):
         return "It's 60 degrees and foggy."
     return "It's 90 degrees and sunny."
 
+
 tool_node = ToolNode([search])
-tool_calls = [{"name": "search", "args": {"query": "what is the weather in sf"}, "id": "1"}]
+tool_calls = [
+    {"name": "search", "args": {"query": "what is the weather in sf"}, "id": "1"}
+]
 ai_message = AIMessage(content="", tool_calls=tool_calls)
 # execute tool call
 tool_node.invoke({"messages": [ai_message]})
@@ -98,10 +104,17 @@ class SelectNumber(BaseModel):
             raise ValueError("Only 37 is allowed")
         return v
 
+
 validation_node = ValidationNode([SelectNumber])
-validation_node.invoke({
-    "messages": [AIMessage("", tool_calls=[{"name": "SelectNumber", "args": {"a": 42}, "id": "1"}])]
-})
+validation_node.invoke(
+    {
+        "messages": [
+            AIMessage(
+                "", tool_calls=[{"name": "SelectNumber", "args": {"a": 42}, "id": "1"}]
+            )
+        ]
+    }
+)
 ```
 
 ## Agent Inbox

libs/prebuilt/uv.lock

@@ -168,7 +168,7 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
@@ -285,7 +285,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "1.2.10"
+version = "1.2.11"
 source = { editable = "../langgraph" }
 dependencies = [
     { name = "langchain-core" },
@@ -417,7 +417,7 @@ test = [
 
 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "3.1.1"
+version = "3.1.2"
 source = { editable = "../checkpoint-postgres" }
 dependencies = [
     { name = "langgraph-checkpoint" },
@@ -625,13 +625,13 @@ dev = [
     { name = "pytest-asyncio" },
     { name = "pytest-mock" },
     { name = "pytest-watch" },
-    { name = "ruff", specifier = "==0.15.20" },
+    { name = "ruff", specifier = "==0.16.1" },
     { name = "starlette" },
     { name = "ty" },
 ]
 lint = [
     { name = "codespell" },
-    { name = "ruff", specifier = "==0.15.20" },
+    { name = "ruff", specifier = "==0.16.1" },
     { name = "starlette" },
     { name = "ty" },
 ]

libs/sdk-py/CHANGELOG.md

@@ -39,6 +39,15 @@
 - `client.threads.stream()` now accepts `transport="sse"` (default) or
   `transport="websocket"` in place of the previous transport-agnostic default.
 
+### Fixed
+
+- Resource-scoped auth decorators now honor `actions=` and reject empty or
+  invalid action lists. Because unmatched custom-auth paths remain allowed,
+  deployments using action-scoped handlers should configure a global
+  default-deny handler; `langgraph-api` 0.10+ warns about uncovered paths at
+  startup. Resource-specific decorators retain matching `resources=` selectors
+  for backward compatibility; use `@auth.on(resources=...)` for other resources.
+
 ### Notes
 
 - The v3 streaming surface (`AsyncThreadStream`, `SyncThreadStream`, and all

libs/sdk-py/MIGRATION.md

@@ -87,7 +87,9 @@ async with client.threads.stream(assistant_id="agent") as thread:
 
 ```python
 async with client.threads.stream(assistant_id="agent") as thread:
-    await thread.run.start(input={"messages": [{"role": "user", "content": "book a flight"}]})
+    await thread.run.start(
+        input={"messages": [{"role": "user", "content": "book a flight"}]}
+    )
 
     # Wait for the run to pause at an interrupt node.
     # thread.interrupted becomes True when input.requested arrives.

libs/sdk-py/README.md

@@ -43,7 +43,9 @@ thread = await client.threads.create()
 
 # Start a streaming run
 input = {"messages": [{"role": "human", "content": "what's the weather in la"}]}
-async for chunk in client.runs.stream(thread['thread_id'], agent['assistant_id'], input=input):
+async for chunk in client.runs.stream(
+    thread["thread_id"], agent["assistant_id"], input=input
+):
     print(chunk)
 ```
 
@@ -80,9 +82,9 @@ async with client.threads.stream(
     messages, tool_calls = await asyncio.gather(get_messages(), get_tool_calls())
 
     for stream in messages:
-        print(await stream.text)          # accumulated text
+        print(await stream.text)  # accumulated text
 
-    final = await thread.output           # terminal state values
+    final = await thread.output  # terminal state values
 ```
 
 ## 📕 Releases & Versioning

libs/sdk-py/langgraph_sdk/__init__.py

@@ -1,8 +1,15 @@
 from langgraph_sdk.auth import Auth
 from langgraph_sdk.client import get_client, get_sync_client
 from langgraph_sdk.encryption import Encryption
-from langgraph_sdk.encryption.types import EncryptionContext
+from langgraph_sdk.encryption.types import DecryptResult, EncryptionContext
 
-__version__ = "0.4.2"
+__version__ = "0.4.4"
 
-__all__ = ["Auth", "Encryption", "EncryptionContext", "get_client", "get_sync_client"]
+__all__ = [
+    "Auth",
+    "DecryptResult",
+    "Encryption",
+    "EncryptionContext",
+    "get_client",
+    "get_sync_client",
+]

libs/sdk-py/langgraph_sdk/_async/stream.py

@@ -24,7 +24,7 @@ from langchain_core.language_models.chat_model_stream import AsyncChatModelStrea
 from langchain_protocol import Event, SubscribeParams
 
 from langgraph_sdk._async.http import HttpClient
-from langgraph_sdk.schema import QueryParamTypes
+from langgraph_sdk.schema import LangSmithTracing, QueryParamTypes
 from langgraph_sdk.stream.controller import _SeenEventIds
 from langgraph_sdk.stream.decoders import (
     DataDecoder,
@@ -172,6 +172,7 @@ class RunModule:
         input: Any = None,
         config: dict[str, Any] | None = None,
         metadata: dict[str, Any] | None = None,
+        langsmith_tracing: LangSmithTracing | None = None,
     ) -> dict[str, Any]:
         """Send `run.start` to the server. Returns the result (`{"run_id": ...}`)."""
         params: dict[str, Any] = {"assistant_id": self._owner.assistant_id}
@@ -181,6 +182,8 @@ class RunModule:
             params["config"] = config
         if metadata is not None:
             params["metadata"] = metadata
+        if langsmith_tracing is not None:
+            params["langsmith_tracer"] = langsmith_tracing
         loop = asyncio.get_running_loop()
         gate: asyncio.Future[None] = loop.create_future()
         self._owner._run_start_ready = gate

libs/sdk-py/langgraph_sdk/_sync/stream.py

@@ -23,7 +23,7 @@ from langchain_core.language_models.chat_model_stream import ChatModelStream
 from langchain_protocol import Event, SubscribeParams
 
 from langgraph_sdk._sync.http import SyncHttpClient
-from langgraph_sdk.schema import QueryParamTypes
+from langgraph_sdk.schema import LangSmithTracing, QueryParamTypes
 from langgraph_sdk.stream.decoders import (
     DataDecoder,
     Decoder,
@@ -215,6 +215,7 @@ class SyncRunModule:
         input: Any = None,
         config: dict[str, Any] | None = None,
         metadata: dict[str, Any] | None = None,
+        langsmith_tracing: LangSmithTracing | None = None,
     ) -> dict[str, Any]:
         """Send `run.start` to the server. Returns the result (`{"run_id": ...}`)."""
         params: dict[str, Any] = {"assistant_id": self._owner.assistant_id}
@@ -224,6 +225,8 @@ class SyncRunModule:
             params["config"] = config
         if metadata is not None:
             params["metadata"] = metadata
+        if langsmith_tracing is not None:
+            params["langsmith_tracer"] = langsmith_tracing
         result = self._owner._send_command("run.start", params)
         self._owner._run_seen = True
         controller = self._owner._controller

libs/sdk-py/langgraph_sdk/auth/__init__.py

@@ -341,9 +341,15 @@ VUpdate = typing.TypeVar("VUpdate", covariant=True)
 VRead = typing.TypeVar("VRead", covariant=True)
 VDelete = typing.TypeVar("VDelete", covariant=True)
 VSearch = typing.TypeVar("VSearch", covariant=True)
+ResourceActionT = typing.TypeVar("ResourceActionT", bound=str)
+
+_ResourceAction = typing.Literal["create", "read", "update", "delete", "search"]
+_ThreadAction = _ResourceAction | typing.Literal["create_run"]
 
 
-class _ResourceOn(typing.Generic[VCreate, VRead, VUpdate, VDelete, VSearch]):
+class _ResourceOn(
+    typing.Generic[VCreate, VRead, VUpdate, VDelete, VSearch, ResourceActionT]
+):
     """
     Generic base class for resource-specific handlers.
     """
@@ -392,8 +398,8 @@ class _ResourceOn(typing.Generic[VCreate, VRead, VUpdate, VDelete, VSearch]):
     def __call__(
         self,
         *,
-        resources: str | Sequence[str],
-        actions: str | Sequence[str] | None = None,
+        resources: str | Sequence[str] | None = None,
+        actions: ResourceActionT | Sequence[ResourceActionT] | None = None,
     ) -> Callable[
         [_ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch]],
         _ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch],
@@ -408,7 +414,7 @@ class _ResourceOn(typing.Generic[VCreate, VRead, VUpdate, VDelete, VSearch]):
         ) = None,
         *,
         resources: str | Sequence[str] | None = None,
-        actions: str | Sequence[str] | None = None,
+        actions: ResourceActionT | Sequence[ResourceActionT] | None = None,
     ) -> (
         _ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch]
         | Callable[
@@ -416,24 +422,66 @@ class _ResourceOn(typing.Generic[VCreate, VRead, VUpdate, VDelete, VSearch]):
             _ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch],
         ]
     ):
-        if fn is not None:
-            _validate_handler(fn)
-            return typing.cast(
-                "_ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch]",
-                _register_handler(self.auth, self.resource, "*", fn),
-            )
-
         def decorator(
             handler: _ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch],
         ) -> _ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch]:
             _validate_handler(handler)
-            return typing.cast(
-                "_ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch]",
-                _register_handler(self.auth, self.resource, "*", handler),
+            if resources is None:
+                resource_list = [self.resource]
+            elif isinstance(resources, str):
+                resource_list = [resources]
+            elif isinstance(resources, Sequence):
+                resource_list = list(resources)
+            else:
+                raise TypeError("resources must be a string or sequence of strings")
+            if resource_list != [self.resource]:
+                raise ValueError(
+                    f"Resource-specific decorator for {self.resource!r} cannot "
+                    f"register handlers for {resource_list!r}. Use @auth.on(...) "
+                    "for other or multiple resources."
+                )
+            if actions is None:
+                action_list = ["*"]
+            elif isinstance(actions, str):
+                action_list = [actions]
+            elif isinstance(actions, Sequence):
+                action_list = list(actions)
+            else:
+                raise TypeError("actions must be a string or sequence of strings")
+            if not action_list:
+                raise ValueError("actions must not be empty")
+            if not all(isinstance(action, str) for action in action_list):
+                raise TypeError("actions must be a string or sequence of strings")
+            valid_actions = {
+                value.action
+                for value in vars(self).values()
+                if isinstance(value, _ResourceActionOn)
+            }
+            invalid_actions = (
+                sorted(set(action_list) - valid_actions) if actions is not None else []
             )
+            if invalid_actions:
+                raise ValueError(
+                    f"Invalid action(s) for {self.resource}: {', '.join(invalid_actions)}"
+                )
+            if len(action_list) != len(set(action_list)):
+                raise ValueError("actions must not contain duplicates")
+            for action in action_list:
+                if (self.resource, action) in self.auth._handlers:
+                    raise ValueError(
+                        f"types.Handler already set for {self.resource}, {action}."
+                    )
+            for action in action_list:
+                _register_handler(self.auth, self.resource, action, handler)
+            return handler
 
-        # Accept keyword-only parameters for future filtering behavior; referenced to satisfy linters.
-        _ = resources, actions
+        if fn is not None:
+            return decorator(
+                typing.cast(
+                    "_ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch]",
+                    fn,
+                )
+            )
         return decorator
 
 
@@ -444,6 +492,7 @@ class _AssistantsOn(
         types.AssistantsUpdate,
         types.AssistantsDelete,
         types.AssistantsSearch,
+        _ResourceAction,
     ]
 ):
     value = (
@@ -467,6 +516,7 @@ class _ThreadsOn(
         types.ThreadsUpdate,
         types.ThreadsDelete,
         types.ThreadsSearch,
+        _ThreadAction,
     ]
 ):
     value = (
@@ -502,6 +552,7 @@ class _CronsOn(
         types.CronsUpdate,
         types.CronsDelete,
         types.CronsSearch,
+        _ResourceAction,
     ]
 ):
     value = type[

libs/sdk-py/langgraph_sdk/encryption/__init__.py

@@ -18,6 +18,9 @@ import warnings
 
 from langgraph_sdk.encryption import types
 
+_BlobDecryptorT = typing.TypeVar("_BlobDecryptorT", bound=types.BlobDecryptor)
+_JsonDecryptorT = typing.TypeVar("_JsonDecryptorT", bound=types.JsonDecryptor)
+
 
 class LangGraphBetaWarning(UserWarning):
     """Warning for beta features in LangGraph SDK."""
@@ -141,7 +144,7 @@ class _DecryptDecorators:
     def __init__(self, parent: Encryption):
         self._parent = parent
 
-    def blob(self, fn: types.BlobDecryptor) -> types.BlobDecryptor:
+    def blob(self, fn: _BlobDecryptorT) -> _BlobDecryptorT:
         """Register a blob decryption handler.
 
         The handler will be called to decrypt opaque data like checkpoint blobs.
@@ -149,7 +152,9 @@ class _DecryptDecorators:
         Example:
             ```python
             @encryption.decrypt.blob
-            async def decrypt_blob(ctx: EncryptionContext, blob: bytes) -> bytes:
+            async def decrypt_blob(
+                ctx: EncryptionContext, blob: bytes
+            ) -> bytes | DecryptResult[bytes]:
                 # Decrypt the blob using your encryption service
                 return decrypted_blob
             ```
@@ -170,13 +175,15 @@ class _DecryptDecorators:
         self._parent._blob_decryptor = fn
         return fn
 
-    def json(self, fn: types.JsonDecryptor) -> types.JsonDecryptor:
+    def json(self, fn: _JsonDecryptorT) -> _JsonDecryptorT:
         """Register the JSON decryption handler.
 
         Example:
             ```python
             @encryption.decrypt.json
-            async def decrypt_json(ctx: EncryptionContext, data: dict) -> dict:
+            async def decrypt_json(
+                ctx: EncryptionContext, data: dict
+            ) -> dict | DecryptResult[dict]:
                 # Decrypt the data
                 return decrypt_data(data)
             ```
@@ -369,7 +376,7 @@ class Encryption:
     """Reference to encryption type definitions.
 
     Provides access to all type definitions used in the encryption system,
-    including EncryptionContext, BlobEncryptor, BlobDecryptor,
+    including EncryptionContext, DecryptResult, BlobEncryptor, BlobDecryptor,
     JsonEncryptor, and JsonDecryptor.
     """
 

libs/sdk-py/langgraph_sdk/encryption/types.py

@@ -9,10 +9,30 @@ from __future__ import annotations
 
 import typing
 from collections.abc import Awaitable, Callable
+from dataclasses import dataclass
 
 Json = dict[str, typing.Any]
 """JSON-serializable dictionary type for structured data encryption."""
 
+T = typing.TypeVar("T")
+
+
+@dataclass(frozen=True, slots=True)
+class DecryptResult(typing.Generic[T]):
+    """Decrypted data and optional replacement ciphertext.
+
+    Return this from a decrypt handler when encrypted data should be replaced,
+    such as after rotating its encryption key. Returning plaintext directly
+    remains supported when no replacement is needed.
+
+    Attributes:
+        plaintext: Decrypted data returned to the caller
+        replacement: New encrypted data to persist in place of the input
+    """
+
+    plaintext: T
+    replacement: T | None = None
+
 
 class EncryptionContext:
     """Context passed to encryption/decryption handlers.
@@ -57,7 +77,9 @@ Returns:
     Awaitable that resolves to encrypted bytes
 """
 
-BlobDecryptor = Callable[[EncryptionContext, bytes], Awaitable[bytes]]
+BlobDecryptor = Callable[
+    [EncryptionContext, bytes], Awaitable[bytes | DecryptResult[bytes]]
+]
 """Handler for decrypting opaque blob data like checkpoints.
 
 Note: Must be an async function. Decryption typically involves I/O operations
@@ -68,7 +90,8 @@ Args:
     blob: The encrypted bytes to decrypt
 
 Returns:
-    Awaitable that resolves to decrypted bytes
+    Awaitable that resolves to decrypted bytes, or a DecryptResult containing
+    decrypted bytes and replacement ciphertext
 """
 
 JsonEncryptor = Callable[[EncryptionContext, Json], Awaitable[Json]]
@@ -101,7 +124,9 @@ Returns:
     Awaitable that resolves to encrypted JSON dictionary
 """
 
-JsonDecryptor = Callable[[EncryptionContext, Json], Awaitable[Json]]
+JsonDecryptor = Callable[
+    [EncryptionContext, Json], Awaitable[Json | DecryptResult[Json]]
+]
 """Handler for decrypting structured JSON data.
 
 Note: Must be an async function. Decryption typically involves I/O operations
@@ -115,7 +140,8 @@ Args:
     data: The encrypted JSON dictionary
 
 Returns:
-    Awaitable that resolves to decrypted JSON dictionary
+    Awaitable that resolves to a decrypted JSON dictionary, or a DecryptResult
+    containing decrypted JSON and replacement ciphertext
 """
 
 if typing.TYPE_CHECKING:

libs/sdk-py/langgraph_sdk/schema.py

@@ -963,7 +963,7 @@ class _BaseModelLike(Protocol):
     ) -> dict[str, Any]: ...
 
 
-_JSONLike: TypeAlias = None | str | int | float | bool
+_JSONLike: TypeAlias = str | int | float | bool | None
 _JSONMap: TypeAlias = Mapping[
     str, Union[_JSONLike, list[_JSONLike], "_JSONMap", list["_JSONMap"]]
 ]

libs/sdk-py/pyproject.toml

@@ -36,7 +36,7 @@ test = [
     "pytest-watch",
 ]
 lint = [
-    "ruff==0.15.20",
+    "ruff==0.16.1",
     "codespell",
     "ty",
     "starlette",

libs/sdk-py/tests/streaming/test_sync_thread_stream.py

@@ -426,11 +426,17 @@ def test_sync_run_start_sends_command():
     with httpx.Client(transport=fake.transport, base_url="http://test") as raw:
         threads = SyncThreadsClient(SyncHttpClient(raw))
         with threads.stream(thread_id="t-1", assistant_id="agent") as thread:
-            result = thread.run.start(input={"x": 1})
+            result = thread.run.start(
+                input={"x": 1},
+                langsmith_tracing={"project_name": "replica-project"},
+            )
 
     assert result == {"run_id": "run-1"}
     assert fake.received_commands[0]["method"] == "run.start"
     assert fake.received_commands[0]["params"]["assistant_id"] == "agent"
+    assert fake.received_commands[0]["params"]["langsmith_tracer"] == {
+        "project_name": "replica-project"
+    }
 
 
 def test_sync_events_iterates_raw_events():

libs/sdk-py/tests/streaming/test_thread_stream.py

@@ -287,7 +287,7 @@ async def test_command_ids_are_monotonic():
     assert [c["id"] for c in fake.received_commands] == [1, 2]
 
 
-async def test_run_start_forwards_config_and_metadata():
+async def test_run_start_forwards_config_metadata_and_langsmith_tracing():
     fake = FakeServer()
     transport = httpx.ASGITransport(app=fake.app)
     async with httpx.AsyncClient(transport=transport, base_url="http://test") as raw:
@@ -297,10 +297,18 @@ async def test_run_start_forwards_config_and_metadata():
                 input={"x": 1},
                 config={"recursion_limit": 5},
                 metadata={"trace": "abc"},
+                langsmith_tracing={
+                    "project_name": "replica-project",
+                    "example_id": "example-1",
+                },
             )
     params = fake.received_commands[0]["params"]
     assert params["config"] == {"recursion_limit": 5}
     assert params["metadata"] == {"trace": "abc"}
+    assert params["langsmith_tracer"] == {
+        "project_name": "replica-project",
+        "example_id": "example-1",
+    }
 
 
 async def test_run_start_raises_outside_context_manager():

libs/sdk-py/tests/test_auth.py

@@ -0,0 +1,132 @@
+import pytest
+
+from langgraph_sdk import Auth
+
+
+def test_handler_multiple_resources_and_actions() -> None:
+    auth = Auth()
+
+    @auth.on(resources=["threads", "assistants"], actions=["read", "search"])
+    async def allow_reads(ctx, value):
+        del value
+        return {"owner": ctx.user.identity}
+
+    assert auth._handlers == {
+        ("threads", "read"): [allow_reads],
+        ("threads", "search"): [allow_reads],
+        ("assistants", "read"): [allow_reads],
+        ("assistants", "search"): [allow_reads],
+    }
+
+
+def test_resource_handler_actions_are_scoped() -> None:
+    auth = Auth()
+
+    @auth.on
+    async def deny_all(ctx, value):
+        del ctx, value
+        return False
+
+    @auth.on.threads(actions=["create", "search"])
+    async def handler(ctx, value):
+        del ctx, value
+        return None
+
+    @auth.on.threads(actions="create_run")
+    async def run_handler(ctx, value):
+        del ctx, value
+        return None
+
+    assert auth._handlers == {
+        ("threads", "create"): [handler],
+        ("threads", "search"): [handler],
+        ("threads", "create_run"): [run_handler],
+    }
+    assert auth._global_handlers == [deny_all]
+
+
+def test_resource_handler_preserves_wildcard() -> None:
+    auth = Auth()
+
+    @auth.on.threads
+    async def handler(ctx, value):
+        del ctx, value
+        return None
+
+    assert auth._handlers == {("threads", "*"): [handler]}
+
+
+def test_resource_handler_preserves_wildcard_with_parentheses() -> None:
+    auth = Auth()
+
+    @auth.on.threads()
+    async def handler(ctx, value):
+        del ctx, value
+        return None
+
+    assert auth._handlers == {("threads", "*"): [handler]}
+
+
+def test_resource_handler_accepts_matching_resource() -> None:
+    auth = Auth()
+
+    @auth.on.threads(resources=["threads"], actions="read")
+    async def handler(ctx, value):
+        del ctx, value
+        return None
+
+    assert auth._handlers == {("threads", "read"): [handler]}
+
+
+@pytest.mark.parametrize(
+    "resources", [["assistants"], ["threads", "assistants"], [], [1]]
+)
+def test_resource_handler_rejects_nonmatching_resources(resources) -> None:
+    auth = Auth()
+
+    async def handler(ctx, value):
+        del ctx, value
+        return None
+
+    with pytest.raises(ValueError, match=r"Use @auth\.on"):
+        auth.on.threads(resources=resources)(handler)
+    assert auth._handlers == {}
+
+
+@pytest.mark.parametrize(
+    ("resource", "actions", "error"),
+    [
+        ("threads", [], ValueError),
+        ("threads", ["reed"], ValueError),
+        ("threads", ["create", "create"], ValueError),
+        ("threads", {"create": True}, TypeError),
+        ("crons", ["create_run"], ValueError),
+    ],
+)
+def test_resource_handler_rejects_invalid_actions(resource, actions, error) -> None:
+    auth = Auth()
+
+    async def handler(ctx, value):
+        del ctx, value
+        return None
+
+    with pytest.raises(error):
+        getattr(auth.on, resource)(actions=actions)(handler)
+    assert auth._handlers == {}
+
+
+def test_resource_handler_registration_is_atomic() -> None:
+    auth = Auth()
+
+    @auth.on.threads.read
+    async def read_handler(ctx, value):
+        del ctx, value
+        return None
+
+    async def handler(ctx, value):
+        del ctx, value
+        return None
+
+    with pytest.raises(ValueError, match="already set"):
+        auth.on.threads(actions=["create", "read"])(handler)
+    assert auth._handlers == {("threads", "read"): [read_handler]}

libs/sdk-py/tests/test_encryption.py

@@ -1,8 +1,40 @@
+from collections.abc import Awaitable, Callable
+
 import pytest
 
+from langgraph_sdk import DecryptResult, EncryptionContext
 from langgraph_sdk.encryption import DuplicateHandlerError, Encryption
 
 
+def test_decrypt_result():
+    result = DecryptResult(plaintext=b"plain", replacement=b"rotated")
+
+    assert result.plaintext == b"plain"
+    assert result.replacement == b"rotated"
+    assert DecryptResult(plaintext={"plain": True}).replacement is None
+
+
+def test_decrypt_decorators_preserve_return_types():
+    encryption = Encryption()
+
+    @encryption.decrypt.blob
+    async def blob_dec(_ctx: EncryptionContext, data: bytes) -> bytes:
+        return data
+
+    @encryption.decrypt.json
+    async def json_dec(
+        _ctx: EncryptionContext, data: dict[str, object]
+    ) -> dict[str, object]:
+        return data
+
+    blob_handler: Callable[[EncryptionContext, bytes], Awaitable[bytes]] = blob_dec
+    json_handler: Callable[
+        [EncryptionContext, dict[str, object]], Awaitable[dict[str, object]]
+    ] = json_dec
+    assert blob_handler is blob_dec
+    assert json_handler is json_dec
+
+
 class TestHandlerValidation:
     """Test duplicate handler and signature validation."""
 

libs/sdk-py/uv.lock

@@ -154,11 +154,11 @@ wheels = [
 
 [[package]]
 name = "codespell"
-version = "2.4.2"
+version = "2.4.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/2d/9d/1d0903dff693160f893ca6abcabad545088e7a2ee0a6deae7c24e958be69/codespell-2.4.2.tar.gz", hash = "sha256:3c33be9ae34543807f088aeb4832dfad8cb2dae38da61cac0a7045dd376cfdf3", size = 352058, upload-time = "2026-03-05T18:10:42.936Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/80/19/45e941380f69c042b43423513d201e6592346f992394347f5e7174c31407/codespell-2.4.3.tar.gz", hash = "sha256:cbe085e331227b37bb86ef8bddd08dc768c704ee9a07ca869852c093fa2793e2", size = 352773, upload-time = "2026-07-15T11:51:54.159Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/42/a1/52fa05533e95fe45bcc09bcf8a503874b1c08f221a4e35608017e0938f55/codespell-2.4.2-py3-none-any.whl", hash = "sha256:97e0c1060cf46bd1d5db89a936c98db8c2b804e1fdd4b5c645e82a1ec6b1f886", size = 353715, upload-time = "2026-03-05T18:10:41.398Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/bf/bdb951d34eb169140b546f44be9ec4525d1acefb9eb5572071f5492b19fc/codespell-2.4.3-py3-none-any.whl", hash = "sha256:af2505b335e8573dbd2d384d1c4ef498f4006f4ba2d6fceca01e55b91f52628a", size = 340736, upload-time = "2026-07-15T11:51:52.925Z" },
 ]
 
 [[package]]
@@ -266,7 +266,7 @@ wheels = [
 
 [[package]]
 name = "langchain-core"
-version = "1.4.8"
+version = "1.5.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jsonpatch" },
@@ -279,9 +279,9 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "uuid-utils" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/12/e3/bea6d0080acf183332f24dcd74c208aee5857cf8f783c3fb0bd86027d8fb/langchain_core-1.4.8.tar.gz", hash = "sha256:5bf1f8411077c904182ad8f975943d36adcbf579c4e017b3a118b719229ebf9a", size = 957974, upload-time = "2026-06-18T19:39:23.636Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/65/3e/63af6b9d76d9be907c7c524d6ec18a2efed7e0e2d123fea0230d78dbd73f/langchain_core-1.5.3.tar.gz", hash = "sha256:a56457ac444fef41e9404443c187f0ecea708d36e816ea4ba9573c027f7d1a2d", size = 972461, upload-time = "2026-07-30T14:55:55.833Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/13/d6/bdf6f0481cc57ef300d6b1eb48cf1400c0409be715d6eb3cabadd1142a09/langchain_core-1.4.8-py3-none-any.whl", hash = "sha256:d84c28b05e3ba8d4271d0827aad5b592ccdaaf986e76768c23503f0a2045e8aa", size = 557416, upload-time = "2026-06-18T19:39:21.902Z" },
+    { url = "https://files.pythonhosted.org/packages/36/e6/c7c39efe0bc7e1b7c3d8f54f85846e04c901913c3d3e99068b218558c6f1/langchain_core-1.5.3-py3-none-any.whl", hash = "sha256:48b56fa580277209594dd7baf837f5b9a2a3651613f34ff9fb1728b429df015f", size = 561687, upload-time = "2026-07-30T14:55:54.419Z" },
 ]
 
 [[package]]
@@ -298,7 +298,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "1.2.10"
+version = "1.2.11"
 source = { editable = "../langgraph" }
 dependencies = [
     { name = "langchain-core" },
@@ -534,13 +534,13 @@ dev = [
     { name = "pytest-asyncio" },
     { name = "pytest-mock" },
     { name = "pytest-watch" },
-    { name = "ruff", specifier = "==0.15.20" },
+    { name = "ruff", specifier = "==0.16.1" },
     { name = "starlette" },
     { name = "ty" },
 ]
 lint = [
     { name = "codespell" },
-    { name = "ruff", specifier = "==0.15.20" },
+    { name = "ruff", specifier = "==0.16.1" },
     { name = "starlette" },
     { name = "ty" },
 ]
@@ -1016,27 +1016,27 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.15.20"
+version = "0.16.1"
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