sdk-py 0.2.7

## Summary
- ensure both async and sync HTTP clients flush the SSE decoder after
streaming
- add regression tests covering trailing SSE events without a
terminating blank line

## Testing
- make format
- make lint
- make test

------
https://chatgpt.com/codex/tasks/task_e_68c9727ca9f8832d9f207323c5e02a72

.github/ISSUE_TEMPLATE/config.yml

@@ -1,6 +1,9 @@
 blank_issues_enabled: false
 version: 2.1
 contact_links:
+  - name: Documentation
+    url: https://github.com/langchain-ai/docs/issues/new?template=langgraph.yml
+    about: Report an issue related to the LangGraph documentation
   - name: LangChain Forum
     url:  https://forum.langchain.com/
-    about: General community discussions, support, and feature requests
+    about: General community discussions and support

.github/ISSUE_TEMPLATE/documentation.yml

@@ -1,19 +0,0 @@
-name: Documentation
-description: Report an issue related to the LangGraph documentation.
-title: "DOC: <Please write a comprehensive title after the 'DOC: ' prefix>"
-labels: [documentation]
-
-body:
-- type: textarea
-  attributes: 
-    label: "Issue with current documentation:"
-    description: >
-      Please make sure to leave a reference to the document/code you're
-      referring to.
-
-- type: textarea
-  attributes:
-    label: "Idea or request for content:"
-    description: >
-      Please describe as clearly as possible what topics you think are missing
-      from the current documentation.

.github/workflows/_integration_test.yml

@@ -14,6 +14,19 @@ jobs:
         python-version:
           - "3.10"
           - "3.11"
+        example:
+          - name: A
+            workdir: libs/cli/examples
+            tag: langgraph-test-a
+          - name: B
+            workdir: libs/cli/examples/graphs
+            tag: langgraph-test-b
+          - name: C
+            workdir: libs/cli/examples/graphs_reqs_a
+            tag: langgraph-test-c
+          - name: D
+            workdir: libs/cli/examples/graphs_reqs_b
+            tag: langgraph-test-d
     name: "CLI integration test"
     defaults:
       run:
@@ -33,54 +46,24 @@ jobs:
           enable-cache: true
           cache-suffix: "cli-integration-test"
           ignore-nothing-to-cache: true
-      - name: Setup env
-        if: steps.changed-files.outputs.all
-        working-directory: libs/cli/examples
-        run: cat .env.example > .env
       - name: Install cli globally
         if: steps.changed-files.outputs.all
         run: pip install -e .
-      - name: Build and test service A
+      - name: Build and test service ${{ matrix.example.name }}
         if: steps.changed-files.outputs.all
-        working-directory: libs/cli/examples
+        working-directory: ${{ matrix.example.workdir }}
         env:
           LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
         run: |
-          # The build-arg isn't used; just testing that we accept other args
-          langgraph build -t langgraph-test-a
-          cp .env.example .env
-          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
-          timeout 60 python ../../../.github/scripts/run_langgraph_cli_test.py -c langgraph.json -t langgraph-test-a
-      - name: Build and test service B
-        if: steps.changed-files.outputs.all
-        working-directory: libs/cli/examples/graphs
-        env:
-          LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
-        run: |
-          langgraph build -t langgraph-test-b
-          cp ../.env.example .env
-          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
-          timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-b
-      - name: Build and test service C
-        if: steps.changed-files.outputs.all
-        working-directory: libs/cli/examples/graphs_reqs_a
-        env:
-          LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
-        run: |
-          langgraph build -t langgraph-test-c
-          cp ../.env.example .env
-          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
-          timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-c
-      - name: Build and test service D
-        if: steps.changed-files.outputs.all
-        working-directory: libs/cli/examples/graphs_reqs_b
-        env:
-          LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
-        run: |
-          langgraph build -t langgraph-test-d
-          cp ../.env.example .env
-          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
-          timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-d
+          # Build the image for this example
+          langgraph build -t ${{ matrix.example.tag }}
+          # Prepare environment file from local or parent example directory
+          if [ -f .env.example ]; then cp .env.example .env; elif [ -f ../.env.example ]; then cp ../.env.example .env && cp ../.env.example ../.env; fi
+          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; if [ -f ../.env ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> ../.env; fi; fi
+          # Run the integration test using the built tag
+          # Compute repo root to reference the shared script robustly
+          REPO_ROOT=$(git rev-parse --show-toplevel)
+          timeout 60 python "$REPO_ROOT/.github/scripts/run_langgraph_cli_test.py" -t ${{ matrix.example.tag }}
 
       - name: Build JS service
         if: steps.changed-files.outputs.all

.github/workflows/bench.yml

@@ -57,7 +57,7 @@ jobs:
             echo EOF
           } >> "$GITHUB_OUTPUT"
       - name: Annotation
-        uses: actions/github-script@v7
+        uses: actions/github-script@v8
         with:
           script: |
             const file = JSON.parse(`${{ steps.files.outputs.added_modified_renamed }}`)[0]

.github/workflows/uv_lock_ugprade.yml

@@ -33,8 +33,8 @@ jobs:
         uses: peter-evans/create-pull-request@v7
         with:
           token: ${{ secrets.GITHUB_TOKEN }}
-          commit-message: "chore[deps]: upgrade dependencies with `uv lock --upgrade`"
-          title: "chore[deps]: upgrade dependencies with `uv lock --upgrade`"
+          commit-message: "chore(deps): upgrade dependencies with `uv lock --upgrade`"
+          title: "chore(deps): upgrade dependencies with `uv lock --upgrade`"
           body: |
             This PR updates the dependencies in all Python packages using `uv lock --upgrade`.
             

docs/_scripts/js_translation/codeblocks/yarn.lock

@@ -2108,9 +2108,9 @@ __metadata:
   linkType: hard
 
 "hono@npm:^4.5.4":
-  version: 4.9.6
-  resolution: "hono@npm:4.9.6"
-  checksum: 10c0/182a144eb3b9e05bd9e43d15af15c93f60d3d747fef6c6904b9993e9db8129ea7fadf6190331d6f76b1bf6dd2b2c3b13efea105236f541ef411397e30475422d
+  version: 4.9.7
+  resolution: "hono@npm:4.9.7"
+  checksum: 10c0/089184660a9211ea216ab95bafa45260e371651cb019db49828064b7982b0ae61cc3c4715324bfeb9037aa2460c39ffa2c91d84ad0c8d500fa77cbcc7fc07a8f
   languageName: node
   linkType: hard
 

docs/overrides/main.html

@@ -291,7 +291,7 @@ j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=
     }
 
     .md-banner {
-      background-color: #CFC9FA;
+      background-color: #FFAE42;
       color: #000000;
     }
 
@@ -360,5 +360,5 @@ j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=
 {% endblock %}
 
 {% block announce %}
-Our new LangChain Academy Course Deep Research with LangGraph is now live! <a href="https://academy.langchain.com/courses/deep-research-with-langgraph/?utm_medium=internal&utm_source=docs&utm_campaign=q3-2025_deep-research-course_co" target="_blank">Enroll for free</a>.
+These docs will be deprecated and removed with the release of LangGraph v1.0 in October 2025. <a href="https://docs.langchain.com/oss/python/langgraph/overview" target="_blank">Visit the v1.0 alpha docs</a>
 {% endblock %}

examples/persistence_postgres.ipynb

@@ -5,7 +5,7 @@
    "id": "18526f23",
    "metadata": {},
    "source": [
-    "This file has been moved to https://github.com/langchain-ai/langgraph/blob/main/docs/docs/how-tos/persistence_postgres.ipynb"
+    "This file has been moved to https://github.com/langchain-ai/langgraph/blob/main/docs/docs/how-tos/memory/add-memory.md"
    ]
   }
  ],

libs/checkpoint-postgres/langgraph/checkpoint/postgres/__init__.py

@@ -7,11 +7,6 @@ from contextlib import contextmanager
 from typing import Any
 
 from langchain_core.runnables import RunnableConfig
-from psycopg import Capabilities, Connection, Cursor, Pipeline
-from psycopg.rows import DictRow, dict_row
-from psycopg.types.json import Jsonb
-from psycopg_pool import ConnectionPool
-
 from langgraph.checkpoint.base import (
     WRITES_IDX_MAP,
     ChannelVersions,
@@ -21,10 +16,15 @@ from langgraph.checkpoint.base import (
     get_checkpoint_id,
     get_checkpoint_metadata,
 )
+from langgraph.checkpoint.serde.base import SerializerProtocol
+from psycopg import Capabilities, Connection, Cursor, Pipeline
+from psycopg.rows import DictRow, dict_row
+from psycopg.types.json import Jsonb
+from psycopg_pool import ConnectionPool
+
 from langgraph.checkpoint.postgres import _internal
 from langgraph.checkpoint.postgres.base import BasePostgresSaver
 from langgraph.checkpoint.postgres.shallow import ShallowPostgresSaver
-from langgraph.checkpoint.serde.base import SerializerProtocol
 
 Conn = _internal.Conn  # For backward compatibility
 

libs/checkpoint-postgres/langgraph/checkpoint/postgres/aio.py

@@ -7,11 +7,6 @@ from contextlib import asynccontextmanager
 from typing import Any
 
 from langchain_core.runnables import RunnableConfig
-from psycopg import AsyncConnection, AsyncCursor, AsyncPipeline, Capabilities
-from psycopg.rows import DictRow, dict_row
-from psycopg.types.json import Jsonb
-from psycopg_pool import AsyncConnectionPool
-
 from langgraph.checkpoint.base import (
     WRITES_IDX_MAP,
     ChannelVersions,
@@ -21,10 +16,15 @@ from langgraph.checkpoint.base import (
     get_checkpoint_id,
     get_checkpoint_metadata,
 )
+from langgraph.checkpoint.serde.base import SerializerProtocol
+from psycopg import AsyncConnection, AsyncCursor, AsyncPipeline, Capabilities
+from psycopg.rows import DictRow, dict_row
+from psycopg.types.json import Jsonb
+from psycopg_pool import AsyncConnectionPool
+
 from langgraph.checkpoint.postgres import _ainternal
 from langgraph.checkpoint.postgres.base import BasePostgresSaver
 from langgraph.checkpoint.postgres.shallow import AsyncShallowPostgresSaver
-from langgraph.checkpoint.serde.base import SerializerProtocol
 
 Conn = _ainternal.Conn  # For backward compatibility
 

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

@@ -5,8 +5,6 @@ from collections.abc import Sequence
 from typing import Any, Optional, cast
 
 from langchain_core.runnables import RunnableConfig
-from psycopg.types.json import Jsonb
-
 from langgraph.checkpoint.base import (
     WRITES_IDX_MAP,
     BaseCheckpointSaver,
@@ -14,6 +12,7 @@ from langgraph.checkpoint.base import (
     get_checkpoint_id,
 )
 from langgraph.checkpoint.serde.types import TASKS
+from psycopg.types.json import Jsonb
 
 MetadataInput = Optional[dict[str, Any]]
 

libs/checkpoint-postgres/langgraph/checkpoint/postgres/shallow.py

@@ -6,6 +6,16 @@ from contextlib import asynccontextmanager, contextmanager
 from typing import Any, Optional
 
 from langchain_core.runnables import RunnableConfig
+from langgraph.checkpoint.base import (
+    WRITES_IDX_MAP,
+    ChannelVersions,
+    Checkpoint,
+    CheckpointMetadata,
+    CheckpointTuple,
+    get_checkpoint_metadata,
+)
+from langgraph.checkpoint.serde.base import SerializerProtocol
+from langgraph.checkpoint.serde.types import TASKS
 from psycopg import (
     AsyncConnection,
     AsyncCursor,
@@ -19,18 +29,8 @@ from psycopg.rows import DictRow, dict_row
 from psycopg.types.json import Jsonb
 from psycopg_pool import AsyncConnectionPool, ConnectionPool
 
-from langgraph.checkpoint.base import (
-    WRITES_IDX_MAP,
-    ChannelVersions,
-    Checkpoint,
-    CheckpointMetadata,
-    CheckpointTuple,
-    get_checkpoint_metadata,
-)
 from langgraph.checkpoint.postgres import _ainternal, _internal
 from langgraph.checkpoint.postgres.base import BasePostgresSaver
-from langgraph.checkpoint.serde.base import SerializerProtocol
-from langgraph.checkpoint.serde.types import TASKS
 
 """
 To add a new migration, add a new string to the MIGRATIONS list.

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

@@ -1,4 +1,4 @@
 from langgraph.store.postgres.aio import AsyncPostgresStore
-from langgraph.store.postgres.base import PostgresStore
+from langgraph.store.postgres.base import PoolConfig, PostgresStore
 
-__all__ = ["AsyncPostgresStore", "PostgresStore"]
+__all__ = ["AsyncPostgresStore", "PoolConfig", "PostgresStore"]

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

@@ -8,11 +8,6 @@ from types import TracebackType
 from typing import Any, Callable, cast
 
 import orjson
-from psycopg import AsyncConnection, AsyncCursor, AsyncPipeline, Capabilities
-from psycopg.rows import DictRow, dict_row
-from psycopg_pool import AsyncConnectionPool
-
-from langgraph.checkpoint.postgres import _ainternal
 from langgraph.store.base import (
     GetOp,
     ListNamespacesOp,
@@ -22,6 +17,11 @@ from langgraph.store.base import (
     SearchOp,
 )
 from langgraph.store.base.batch import AsyncBatchedBaseStore
+from psycopg import AsyncConnection, AsyncCursor, AsyncPipeline, Capabilities
+from psycopg.rows import DictRow, dict_row
+from psycopg_pool import AsyncConnectionPool
+
+from langgraph.checkpoint.postgres import _ainternal
 from langgraph.store.postgres.base import (
     PLACEHOLDER,
     BasePostgresStore,

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

@@ -22,14 +22,6 @@ from typing import (
 )
 
 import orjson
-from psycopg import Capabilities, Connection, Cursor, Pipeline
-from psycopg.rows import DictRow, dict_row
-from psycopg.types.json import Jsonb
-from psycopg_pool import ConnectionPool
-from typing_extensions import TypedDict
-
-from langgraph.checkpoint.postgres import _ainternal as _ainternal
-from langgraph.checkpoint.postgres import _internal as _pg_internal
 from langgraph.store.base import (
     BaseStore,
     GetOp,
@@ -46,6 +38,14 @@ from langgraph.store.base import (
     get_text_at_path,
     tokenize_path,
 )
+from psycopg import Capabilities, Connection, Cursor, Pipeline
+from psycopg.rows import DictRow, dict_row
+from psycopg.types.json import Jsonb
+from psycopg_pool import ConnectionPool
+from typing_extensions import TypedDict
+
+from langgraph.checkpoint.postgres import _ainternal as _ainternal
+from langgraph.checkpoint.postgres import _internal as _pg_internal
 
 if TYPE_CHECKING:
     from langchain_core.embeddings import Embeddings

libs/checkpoint-postgres/tests/test_async.py

@@ -6,10 +6,6 @@ from uuid import uuid4
 
 import pytest
 from langchain_core.runnables import RunnableConfig
-from psycopg import AsyncConnection
-from psycopg.rows import dict_row
-from psycopg_pool import AsyncConnectionPool
-
 from langgraph.checkpoint.base import (
     EXCLUDED_METADATA_KEYS,
     Checkpoint,
@@ -17,11 +13,15 @@ from langgraph.checkpoint.base import (
     create_checkpoint,
     empty_checkpoint,
 )
+from langgraph.checkpoint.serde.types import TASKS
+from psycopg import AsyncConnection
+from psycopg.rows import dict_row
+from psycopg_pool import AsyncConnectionPool
+
 from langgraph.checkpoint.postgres.aio import (
     AsyncPostgresSaver,
     AsyncShallowPostgresSaver,
 )
-from langgraph.checkpoint.serde.types import TASKS
 from tests.conftest import DEFAULT_POSTGRES_URI
 
 

libs/checkpoint-postgres/tests/test_async_store.py

@@ -12,8 +12,6 @@ from typing import Any
 
 import pytest
 from langchain_core.embeddings import Embeddings
-from psycopg import AsyncConnection
-
 from langgraph.store.base import (
     GetOp,
     Item,
@@ -21,6 +19,8 @@ from langgraph.store.base import (
     PutOp,
     SearchOp,
 )
+from psycopg import AsyncConnection
+
 from langgraph.store.postgres import AsyncPostgresStore
 from tests.conftest import (
     DEFAULT_URI,

libs/checkpoint-postgres/tests/test_store.py

@@ -9,8 +9,6 @@ from uuid import uuid4
 
 import pytest
 from langchain_core.embeddings import Embeddings
-from psycopg import Connection
-
 from langgraph.store.base import (
     GetOp,
     Item,
@@ -19,6 +17,8 @@ from langgraph.store.base import (
     PutOp,
     SearchOp,
 )
+from psycopg import Connection
+
 from langgraph.store.postgres import PostgresStore
 from tests.conftest import (
     DEFAULT_URI,
@@ -879,12 +879,7 @@ def test_non_ascii(
     distance_type: str,
 ) -> None:
     """Test support for non-ascii characters"""
-    with _create_vector_store(
-        vector_type,
-        distance_type,
-        fake_embeddings
-    ) as store:
-    
+    with _create_vector_store(vector_type, distance_type, fake_embeddings) as store:
         store.put(("user_123", "memories"), "1", {"text": "这是中文"})  # Chinese
         store.put(
             ("user_123", "memories"), "2", {"text": "これは日本語です"}

libs/checkpoint-postgres/tests/test_sync.py

@@ -7,10 +7,6 @@ from uuid import uuid4
 
 import pytest
 from langchain_core.runnables import RunnableConfig
-from psycopg import Connection
-from psycopg.rows import dict_row
-from psycopg_pool import ConnectionPool
-
 from langgraph.checkpoint.base import (
     EXCLUDED_METADATA_KEYS,
     Checkpoint,
@@ -18,8 +14,12 @@ from langgraph.checkpoint.base import (
     create_checkpoint,
     empty_checkpoint,
 )
-from langgraph.checkpoint.postgres import PostgresSaver, ShallowPostgresSaver
 from langgraph.checkpoint.serde.types import TASKS
+from psycopg import Connection
+from psycopg.rows import dict_row
+from psycopg_pool import ConnectionPool
+
+from langgraph.checkpoint.postgres import PostgresSaver, ShallowPostgresSaver
 from tests.conftest import DEFAULT_POSTGRES_URI
 
 

libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/__init__.py

@@ -8,7 +8,6 @@ from contextlib import closing, contextmanager
 from typing import Any, cast
 
 from langchain_core.runnables import RunnableConfig
-
 from langgraph.checkpoint.base import (
     WRITES_IDX_MAP,
     BaseCheckpointSaver,
@@ -21,6 +20,7 @@ from langgraph.checkpoint.base import (
     get_checkpoint_metadata,
 )
 from langgraph.checkpoint.serde.jsonplus import JsonPlusSerializer
+
 from langgraph.checkpoint.sqlite.utils import search_where
 
 _AIO_ERROR_MSG = (

libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/aio.py

@@ -8,7 +8,6 @@ from typing import Any, Callable, TypeVar, cast
 
 import aiosqlite
 from langchain_core.runnables import RunnableConfig
-
 from langgraph.checkpoint.base import (
     WRITES_IDX_MAP,
     BaseCheckpointSaver,
@@ -21,6 +20,7 @@ from langgraph.checkpoint.base import (
     get_checkpoint_metadata,
 )
 from langgraph.checkpoint.serde.jsonplus import JsonPlusSerializer
+
 from langgraph.checkpoint.sqlite.utils import search_where
 
 T = TypeVar("T", bound=Callable)

libs/checkpoint-sqlite/langgraph/checkpoint/sqlite/utils.py

@@ -5,7 +5,6 @@ from collections.abc import Sequence
 from typing import Any
 
 from langchain_core.runnables import RunnableConfig
-
 from langgraph.checkpoint.base import get_checkpoint_id
 
 

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

@@ -11,7 +11,6 @@ from typing import Any, Callable, cast
 import aiosqlite
 import orjson
 import sqlite_vec  # type: ignore[import-untyped]
-
 from langgraph.store.base import (
     GetOp,
     ListNamespacesOp,
@@ -22,6 +21,7 @@ from langgraph.store.base import (
     TTLConfig,
 )
 from langgraph.store.base.batch import AsyncBatchedBaseStore
+
 from langgraph.store.sqlite.base import (
     _PLACEHOLDER,
     BaseSqliteStore,

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

@@ -13,7 +13,6 @@ from typing import Any, Callable, Literal, NamedTuple, cast
 
 import orjson
 import sqlite_vec  # type: ignore[import-untyped]
-
 from langgraph.store.base import (
     BaseStore,
     GetOp,

libs/checkpoint-sqlite/tests/test_aiosqlite.py

@@ -2,13 +2,13 @@ from typing import Any
 
 import pytest
 from langchain_core.runnables import RunnableConfig
-
 from langgraph.checkpoint.base import (
     Checkpoint,
     CheckpointMetadata,
     create_checkpoint,
     empty_checkpoint,
 )
+
 from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver
 
 

libs/checkpoint-sqlite/tests/test_async_store.py

@@ -8,7 +8,6 @@ from contextlib import asynccontextmanager
 from typing import Optional, Union, cast
 
 import pytest
-
 from langgraph.store.base import (
     GetOp,
     Item,
@@ -16,6 +15,7 @@ from langgraph.store.base import (
     PutOp,
     SearchOp,
 )
+
 from langgraph.store.sqlite import AsyncSqliteStore
 from langgraph.store.sqlite.base import SqliteIndexConfig
 from tests.test_store import CharacterEmbeddings

libs/checkpoint-sqlite/tests/test_sqlite.py

@@ -2,13 +2,13 @@ from typing import Any, cast
 
 import pytest
 from langchain_core.runnables import RunnableConfig
-
 from langgraph.checkpoint.base import (
     Checkpoint,
     CheckpointMetadata,
     create_checkpoint,
     empty_checkpoint,
 )
+
 from langgraph.checkpoint.sqlite import SqliteSaver
 from langgraph.checkpoint.sqlite.utils import _metadata_predicate, search_where
 

libs/checkpoint-sqlite/tests/test_store.py

@@ -9,7 +9,6 @@ from typing import Any, Literal, Optional, Union, cast
 
 import pytest
 from langchain_core.embeddings import Embeddings
-
 from langgraph.store.base import (
     GetOp,
     Item,
@@ -18,6 +17,7 @@ from langgraph.store.base import (
     PutOp,
     SearchOp,
 )
+
 from langgraph.store.sqlite import SqliteStore
 from langgraph.store.sqlite.base import SqliteIndexConfig
 

libs/checkpoint-sqlite/tests/test_ttl.py

@@ -7,6 +7,7 @@ import time
 from collections.abc import Generator
 
 import pytest
+from langgraph.store.base import TTLConfig
 
 from langgraph.store.sqlite import SqliteStore
 from langgraph.store.sqlite.aio import AsyncSqliteStore
@@ -93,9 +94,13 @@ def test_ttl_sweeper(temp_db_file: str) -> None:
     ttl_seconds = 2
     ttl_minutes = ttl_seconds / 60
 
+    ttl_config: TTLConfig = {
+        "default_ttl": ttl_minutes,
+        "sweep_interval_minutes": ttl_minutes / 2,
+    }
     with SqliteStore.from_conn_string(
         temp_db_file,
-        ttl={"default_ttl": ttl_minutes, "sweep_interval_minutes": ttl_minutes / 2},
+        ttl=ttl_config,
     ) as store:
         store.setup()
 
@@ -298,9 +303,14 @@ async def test_async_ttl_sweeper(temp_db_file: str) -> None:
     ttl_seconds = 2
     ttl_minutes = ttl_seconds / 60
 
+    ttl_config: TTLConfig = {
+        "default_ttl": ttl_minutes,
+        "sweep_interval_minutes": ttl_minutes / 2,
+    }
+
     async with AsyncSqliteStore.from_conn_string(
         temp_db_file,
-        ttl={"default_ttl": ttl_minutes, "sweep_interval_minutes": ttl_minutes / 2},
+        ttl=ttl_config,
     ) as store:
         await store.setup()
 

libs/checkpoint-sqlite/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.9"
 
 [[package]]
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libs/cli/examples/graphs/langgraph.json

@@ -1,4 +1,5 @@
 {
+  "$schema": "https://langgra.ph/schema.json",
   "python_version": "3.12",
   "dependencies": [
     "langchain_community",

libs/cli/examples/graphs_reqs_a/langgraph.json

@@ -1,4 +1,5 @@
 {
+  "$schema": "https://langgra.ph/schema.json",
   "dependencies": [
     "."
   ],

libs/cli/examples/graphs_reqs_b/langgraph.json

@@ -1,4 +1,5 @@
 {
+  "$schema": "https://langgra.ph/schema.json",
   "dependencies": [
     "."
   ],

libs/cli/js-examples/langgraph.json

@@ -1,4 +1,5 @@
 {
+  "$schema": "https://langgra.ph/schema.json",
   "node_version": "20",
   "graphs": {
     "agent": "./src/agent/graph.ts:graph"

libs/cli/langgraph_cli/docker.py

@@ -40,7 +40,9 @@ def _parse_version(version: str) -> Version:
         patch = "0"
     else:
         major, minor, patch = parts
-    return Version(int(major.lstrip("v")), int(minor), int(patch.split("-")[0]))
+    return Version(
+        int(major.lstrip("v")), int(minor), int(patch.split("-")[0].split("+")[0])
+    )
 
 
 def check_capabilities(runner) -> DockerCapabilities:

libs/cli/python-monorepo-example/apps/agent/langgraph.json

@@ -1,4 +1,5 @@
 {
+  "$schema": "https://langgra.ph/schema.json",
   "dependencies": [".", "../../libs/shared", "../../libs/common"],
   "graphs": {
     "agent": "./src/agent/graph.py:graph"

libs/cli/tests/unit_tests/test_docker.py

@@ -1,7 +1,10 @@
+import pytest
+
 from langgraph_cli.docker import (
     DEFAULT_POSTGRES_URI,
     DockerCapabilities,
     Version,
+    _parse_version,
     compose,
 )
 from langgraph_cli.util import clean_empty_lines
@@ -363,3 +366,22 @@ services:
             REDIS_URI: redis://langgraph-redis:6379
             POSTGRES_URI: {DEFAULT_POSTGRES_URI}"""
     assert clean_empty_lines(actual_compose_str) == expected_compose_str
+
+
+@pytest.mark.parametrize(
+    "input_str,expected",
+    [
+        ("1.2.3", Version(1, 2, 3)),
+        ("v1.2.3", Version(1, 2, 3)),
+        ("1.2.3-alpha", Version(1, 2, 3)),
+        ("1.2.3+1", Version(1, 2, 3)),
+        ("1.2.3-alpha+build", Version(1, 2, 3)),
+        ("1.2", Version(1, 2, 0)),
+        ("1", Version(1, 0, 0)),
+        ("v28.1.1+1", Version(28, 1, 1)),
+        ("2.0.0-beta.1+exp.sha.5114f85", Version(2, 0, 0)),
+        ("v3.4.5-rc1+build.123", Version(3, 4, 5)),
+    ],
+)
+def test_parse_version_w_edge_cases(input_str, expected):
+    assert _parse_version(input_str) == expected

libs/cli/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.9"
 resolution-markers = [
     "python_full_version >= '3.11'",
@@ -62,71 +62,96 @@ wheels = [
 
 [[package]]
 name = "cffi"
-version = "1.17.1"
+version = "2.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pycparser", marker = "python_full_version >= '3.11'" },
+    { name = "pycparser", marker = "python_full_version >= '3.11' and implementation_name != 'PyPy'" },
 ]
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 [[package]]
@@ -1256,15 +1281,15 @@ wheels = [
 
 [[package]]
 name = "starlette"
-version = "0.47.3"
+version = "0.48.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "anyio", marker = "python_full_version >= '3.11'" },
     { name = "typing-extensions", marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/a7/a5/d6f429d43394057b67a6b5bbe6eae2f77a6bf7459d961fdb224bf206eee6/starlette-0.48.0.tar.gz", hash = "sha256:7e8cee469a8ab2352911528110ce9088fdc6a37d9876926e73da7ce4aa4c7a46", size = 2652949, upload-time = "2025-09-13T08:41:05.699Z" }
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 [[package]]

libs/langgraph/Makefile

@@ -76,7 +76,7 @@ test:
 test_parallel:
 	make start-services &&\
 	make start-dev-server &&\
-	uv run pytest -n auto --dist worksteal $(TEST); \
+	uv run pytest -n auto --dist worksteal $(TEST) --lf --snapshot-update; \
 	EXIT_CODE=$$?; \
 	make stop-services; \
 	make stop-dev-server; \

libs/langgraph/bench/__main__.py

@@ -2,6 +2,7 @@ import random
 from uuid import uuid4
 
 from langchain_core.messages import HumanMessage
+from langgraph.checkpoint.memory import InMemorySaver
 from pyperf._runner import Runner
 from uvloop import new_event_loop
 
@@ -11,7 +12,6 @@ from bench.react_agent import react_agent
 from bench.sequential import create_sequential
 from bench.wide_dict import wide_dict
 from bench.wide_state import wide_state
-from langgraph.checkpoint.memory import InMemorySaver
 from langgraph.graph import StateGraph
 from langgraph.pregel import Pregel
 

libs/langgraph/bench/fanout_to_subgraph.py

@@ -114,7 +114,6 @@ if __name__ == "__main__":
     import time
 
     import uvloop
-
     from langgraph.checkpoint.memory import InMemorySaver
 
     graph = fanout_to_subgraph().compile(checkpointer=InMemorySaver())

libs/langgraph/bench/pydantic_state.py

@@ -303,7 +303,6 @@ if __name__ == "__main__":
     import asyncio
 
     import uvloop
-
     from langgraph.checkpoint.memory import InMemorySaver
 
     graph = pydantic_state(1000).compile(checkpointer=InMemorySaver())

libs/langgraph/bench/react_agent.py

@@ -8,9 +8,9 @@ from langchain_core.language_models.fake_chat_models import (
 from langchain_core.messages import AIMessage, BaseMessage, HumanMessage
 from langchain_core.outputs import ChatGeneration, ChatResult
 from langchain_core.tools import StructuredTool
-
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.prebuilt.chat_agent_executor import create_react_agent
+
 from langgraph.pregel import Pregel
 
 
@@ -67,7 +67,6 @@ if __name__ == "__main__":
     import asyncio
 
     import uvloop
-
     from langgraph.checkpoint.memory import InMemorySaver
 
     graph = react_agent(100, checkpointer=InMemorySaver())

libs/langgraph/bench/wide_dict.py

@@ -129,7 +129,6 @@ if __name__ == "__main__":
     import asyncio
 
     import uvloop
-
     from langgraph.checkpoint.memory import InMemorySaver
 
     graph = wide_dict(1000).compile(checkpointer=InMemorySaver())

libs/langgraph/bench/wide_state.py

@@ -139,7 +139,6 @@ if __name__ == "__main__":
     import asyncio
 
     import uvloop
-
     from langgraph.checkpoint.memory import InMemorySaver
 
     graph = wide_state(1000).compile(checkpointer=InMemorySaver())

libs/langgraph/langgraph/_internal/_config.py

@@ -17,6 +17,7 @@ from langchain_core.runnables.config import (
     COPIABLE_KEYS,
     var_child_runnable_config,
 )
+from langgraph.checkpoint.base import CheckpointMetadata
 
 from langgraph._internal._constants import (
     CONF,
@@ -26,7 +27,6 @@ from langgraph._internal._constants import (
     NS_END,
     NS_SEP,
 )
-from langgraph.checkpoint.base import CheckpointMetadata
 
 DEFAULT_RECURSION_LIMIT = int(getenv("LANGGRAPH_DEFAULT_RECURSION_LIMIT", "25"))
 

libs/langgraph/langgraph/_internal/_runnable.py

@@ -41,6 +41,7 @@ from langchain_core.runnables.config import (
 )
 from langchain_core.runnables.utils import Input, Output
 from langchain_core.tracers.langchain import LangChainTracer
+from langgraph.store.base import BaseStore
 from typing_extensions import TypeGuard
 
 from langgraph._internal._config import (
@@ -54,7 +55,6 @@ from langgraph._internal._constants import (
     CONFIG_KEY_RUNTIME,
 )
 from langgraph._internal._typing import MISSING
-from langgraph.store.base import BaseStore
 from langgraph.types import StreamWriter
 
 try:
@@ -345,7 +345,7 @@ class RunnableCallable(Runnable):
             args = (input,)
             kwargs = {**self.kwargs, **kwargs}
 
-        runtime = config[CONF].get(CONFIG_KEY_RUNTIME)
+        runtime = config.get(CONF, {}).get(CONFIG_KEY_RUNTIME)
 
         for kw, (runtime_key, default) in self.func_accepts.items():
             # If the kwarg is already set, use the set value
@@ -417,7 +417,7 @@ class RunnableCallable(Runnable):
             args = (input,)
             kwargs = {**self.kwargs, **kwargs}
 
-        runtime = config[CONF].get(CONFIG_KEY_RUNTIME)
+        runtime = config.get(CONF, {}).get(CONFIG_KEY_RUNTIME)
 
         for kw, (runtime_key, default) in self.func_accepts.items():
             # If the kwarg has already been set, use the set value

libs/langgraph/langgraph/config.py

@@ -4,9 +4,9 @@ from typing import Any
 
 from langchain_core.runnables import RunnableConfig
 from langchain_core.runnables.config import var_child_runnable_config
+from langgraph.store.base import BaseStore
 
 from langgraph._internal._constants import CONF, CONFIG_KEY_RUNTIME
-from langgraph.store.base import BaseStore
 from langgraph.types import StreamWriter
 
 

libs/langgraph/langgraph/errors.py

@@ -5,10 +5,10 @@ from enum import Enum
 from typing import Any
 from warnings import warn
 
-from typing_extensions import deprecated
-
 # EmptyChannelError is re-exported from langgraph.channels.base
 from langgraph.checkpoint.base import EmptyChannelError  # noqa: F401
+from typing_extensions import deprecated
+
 from langgraph.types import Command, Interrupt
 from langgraph.warnings import LangGraphDeprecatedSinceV10
 

libs/langgraph/langgraph/func/__init__.py

@@ -1,7 +1,5 @@
 from __future__ import annotations
 
-import asyncio
-import concurrent.futures
 import functools
 import inspect
 import warnings
@@ -18,14 +16,15 @@ from typing import (
     overload,
 )
 
+from langgraph.cache.base import BaseCache
+from langgraph.checkpoint.base import BaseCheckpointSaver
+from langgraph.store.base import BaseStore
 from typing_extensions import Unpack
 
 from langgraph._internal._constants import CACHE_NS_WRITES, PREVIOUS
 from langgraph._internal._typing import MISSING, DeprecatedKwargs
-from langgraph.cache.base import BaseCache
 from langgraph.channels.ephemeral_value import EphemeralValue
 from langgraph.channels.last_value import LastValue
-from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.constants import END, START
 from langgraph.pregel import Pregel
 from langgraph.pregel._call import (
@@ -38,7 +37,6 @@ from langgraph.pregel._call import (
 )
 from langgraph.pregel._read import PregelNode
 from langgraph.pregel._write import ChannelWrite, ChannelWriteEntry
-from langgraph.store.base import BaseStore
 from langgraph.types import _DC_KWARGS, CachePolicy, RetryPolicy, StreamMode
 from langgraph.typing import ContextT
 from langgraph.warnings import LangGraphDeprecatedSinceV05, LangGraphDeprecatedSinceV10
@@ -49,7 +47,7 @@ __all__ = ("task", "entrypoint")
 class _TaskFunction(Generic[P, T]):
     def __init__(
         self,
-        func: Callable[P, T],
+        func: Callable[P, Awaitable[T]] | Callable[P, T],
         *,
         retry_policy: Sequence[RetryPolicy],
         cache_policy: CachePolicy[Callable[P, str | bytes]] | None = None,
@@ -60,7 +58,7 @@ class _TaskFunction(Generic[P, T]):
                 # handle class methods
                 # NOTE: we're modifying the instance method to avoid modifying
                 # the original class method in case it's shared across multiple tasks
-                instance_method = functools.partial(func.__func__, func.__self__)  # type: ignore [attr-defined]
+                instance_method = functools.partial(func.__func__, func.__self__)  # type: ignore [union-attr]
                 instance_method.__name__ = name  # type: ignore [attr-defined]
                 func = instance_method
             else:
@@ -95,32 +93,26 @@ class _TaskFunction(Generic[P, T]):
 
 @overload
 def task(
+    __func_or_none__: None = None,
     *,
     name: str | None = None,
     retry_policy: RetryPolicy | Sequence[RetryPolicy] | None = None,
     cache_policy: CachePolicy[Callable[P, str | bytes]] | None = None,
     **kwargs: Unpack[DeprecatedKwargs],
-) -> Callable[[Callable[P, T]], _TaskFunction[P, T]]: ...
-
-
-@overload
-def task(
-    *,
-    name: str | None = None,
-    retry_policy: RetryPolicy | Sequence[RetryPolicy] | None = None,
-    cache_policy: CachePolicy[Callable[P, str | bytes]] | None = None,
-    **kwargs: Unpack[DeprecatedKwargs],
-) -> Callable[[Callable[P, Awaitable[T]]], _TaskFunction[P, T]]: ...
-
-
-@overload
-def task(__func_or_none__: Callable[P, T]) -> _TaskFunction[P, T]: ...
+) -> Callable[
+    [Callable[P, Awaitable[T]] | Callable[P, T]],
+    _TaskFunction[P, T],
+]: ...
 
 
 @overload
 def task(__func_or_none__: Callable[P, Awaitable[T]]) -> _TaskFunction[P, T]: ...
 
 
+@overload
+def task(__func_or_none__: Callable[P, T]) -> _TaskFunction[P, T]: ...
+
+
 def task(
     __func_or_none__: Callable[P, Awaitable[T]] | Callable[P, T] | None = None,
     *,
@@ -129,8 +121,7 @@ def task(
     cache_policy: CachePolicy[Callable[P, str | bytes]] | None = None,
     **kwargs: Unpack[DeprecatedKwargs],
 ) -> (
-    Callable[[Callable[P, T]], _TaskFunction[P, T]]
-    | Callable[[Callable[P, Awaitable[T]]], _TaskFunction[P, T]]
+    Callable[[Callable[P, Awaitable[T]] | Callable[P, T]], _TaskFunction[P, T]]
     | _TaskFunction[P, T]
 ):
     """Define a LangGraph task using the `task` decorator.
@@ -210,7 +201,7 @@ def task(
 
     def decorator(
         func: Callable[P, Awaitable[T]] | Callable[P, T],
-    ) -> Callable[P, concurrent.futures.Future[T]] | Callable[P, asyncio.Future[T]]:
+    ) -> Callable[P, SyncAsyncFuture[T]]:
         return _TaskFunction(
             func, retry_policy=retry_policies, cache_policy=cache_policy, name=name
         )

libs/langgraph/langgraph/graph/_node.py

@@ -6,11 +6,11 @@ from dataclasses import dataclass
 from typing import Any, Generic, Protocol, Union
 
 from langchain_core.runnables import Runnable, RunnableConfig
+from langgraph.store.base import BaseStore
 from typing_extensions import TypeAlias
 
 from langgraph._internal._typing import EMPTY_SEQ
 from langgraph.runtime import Runtime
-from langgraph.store.base import BaseStore
 from langgraph.types import CachePolicy, RetryPolicy, StreamWriter
 from langgraph.typing import ContextT, NodeInputT, NodeInputT_contra
 

libs/langgraph/langgraph/graph/state.py

@@ -24,6 +24,9 @@ from typing import (
 )
 
 from langchain_core.runnables import Runnable, RunnableConfig
+from langgraph.cache.base import BaseCache
+from langgraph.checkpoint.base import Checkpoint
+from langgraph.store.base import BaseStore
 from pydantic import BaseModel, TypeAdapter
 from typing_extensions import NotRequired, Required, Self, Unpack, is_typeddict
 
@@ -41,7 +44,6 @@ from langgraph._internal._fields import (
 from langgraph._internal._pydantic import create_model
 from langgraph._internal._runnable import coerce_to_runnable
 from langgraph._internal._typing import EMPTY_SEQ, MISSING, DeprecatedKwargs
-from langgraph.cache.base import BaseCache
 from langgraph.channels.base import BaseChannel
 from langgraph.channels.binop import BinaryOperatorAggregate
 from langgraph.channels.ephemeral_value import EphemeralValue
@@ -50,7 +52,6 @@ from langgraph.channels.named_barrier_value import (
     NamedBarrierValue,
     NamedBarrierValueAfterFinish,
 )
-from langgraph.checkpoint.base import Checkpoint
 from langgraph.constants import END, START, TAG_HIDDEN
 from langgraph.errors import (
     ErrorCode,
@@ -71,7 +72,6 @@ from langgraph.pregel._write import (
     ChannelWriteEntry,
     ChannelWriteTupleEntry,
 )
-from langgraph.store.base import BaseStore
 from langgraph.types import (
     All,
     CachePolicy,

libs/langgraph/langgraph/graph/ui.py

@@ -82,6 +82,8 @@ def push_ui_message(
         message: Optional message object to associate with the UI message.
         state_key: Key in the graph state where the UI messages are stored.
             Defaults to "ui".
+        merge: Whether to merge props with existing UI message (True) or replace
+            them (False). Defaults to False.
 
     Returns:
         The created UI message.

libs/langgraph/langgraph/pregel/_algo.py

@@ -23,6 +23,14 @@ from typing import (
 from langchain_core.callbacks import Callbacks
 from langchain_core.callbacks.manager import AsyncParentRunManager, ParentRunManager
 from langchain_core.runnables.config import RunnableConfig
+from langgraph.checkpoint.base import (
+    BaseCheckpointSaver,
+    ChannelVersions,
+    Checkpoint,
+    PendingWrite,
+    V,
+)
+from langgraph.store.base import BaseStore
 from xxhash import xxh3_128_hexdigest
 
 from langgraph._internal._config import merge_configs, patch_config
@@ -57,13 +65,6 @@ from langgraph._internal._scratchpad import PregelScratchpad
 from langgraph._internal._typing import EMPTY_SEQ, MISSING
 from langgraph.channels.base import BaseChannel
 from langgraph.channels.topic import Topic
-from langgraph.checkpoint.base import (
-    BaseCheckpointSaver,
-    ChannelVersions,
-    Checkpoint,
-    PendingWrite,
-    V,
-)
 from langgraph.constants import TAG_HIDDEN
 from langgraph.managed.base import ManagedValueMapping
 from langgraph.pregel._call import get_runnable_for_task, identifier
@@ -71,7 +72,6 @@ from langgraph.pregel._io import read_channels
 from langgraph.pregel._log import logger
 from langgraph.pregel._read import INPUT_CACHE_KEY_TYPE, PregelNode
 from langgraph.runtime import DEFAULT_RUNTIME, Runtime
-from langgraph.store.base import BaseStore
 from langgraph.types import (
     All,
     CacheKey,
@@ -715,13 +715,17 @@ def prepare_single_task(
             runtime = runtime.override(
                 store=store, previous=checkpoint["channel_values"].get(PREVIOUS, None)
             )
+            additional_config: RunnableConfig = {
+                "metadata": metadata,
+                "tags": proc.tags,
+            }
             return PregelExecutableTask(
                 packet.node,
                 packet.arg,
                 proc_node,
                 writes,
                 patch_config(
-                    merge_configs(config, {"metadata": metadata, "tags": proc.tags}),
+                    merge_configs(config, additional_config),
                     run_name=packet.node,
                     callbacks=(
                         manager.get_child(f"graph:step:{step}") if manager else None
@@ -856,15 +860,17 @@ def prepare_single_task(
                         previous=checkpoint["channel_values"].get(PREVIOUS, None),
                         store=store,
                     )
+                    additional_config = {
+                        "metadata": metadata,
+                        "tags": proc.tags,
+                    }
                     return PregelExecutableTask(
                         name,
                         val,
                         node,
                         writes,
                         patch_config(
-                            merge_configs(
-                                config, {"metadata": metadata, "tags": proc.tags}
-                            ),
+                            merge_configs(config, additional_config),
                             run_name=name,
                             callbacks=(
                                 manager.get_child(f"graph:step:{step}")

libs/langgraph/langgraph/pregel/_call.py

@@ -7,7 +7,7 @@ import functools
 import inspect
 import sys
 import types
-from collections.abc import Generator, Sequence
+from collections.abc import Awaitable, Generator, Sequence
 from typing import Any, Callable, Generic, TypeVar, cast
 
 from langchain_core.runnables import Runnable
@@ -251,7 +251,7 @@ class SyncAsyncFuture(Generic[T], concurrent.futures.Future[T]):
 
 
 def call(
-    func: Callable[P, T],
+    func: Callable[P, Awaitable[T]] | Callable[P, T],
     *args: Any,
     retry_policy: Sequence[RetryPolicy] | None = None,
     cache_policy: CachePolicy | None = None,

libs/langgraph/langgraph/pregel/_checkpoint.py

@@ -3,10 +3,11 @@ from __future__ import annotations
 from collections.abc import Mapping
 from datetime import datetime, timezone
 
-from langgraph._internal._typing import MISSING
-from langgraph.channels.base import BaseChannel
 from langgraph.checkpoint.base import Checkpoint
 from langgraph.checkpoint.base.id import uuid6
+
+from langgraph._internal._typing import MISSING
+from langgraph.channels.base import BaseChannel
 from langgraph.managed.base import ManagedValueMapping, ManagedValueSpec
 
 LATEST_VERSION = 4

libs/langgraph/langgraph/pregel/_draw.py

@@ -6,10 +6,10 @@ from typing import Any, cast
 
 from langchain_core.runnables.config import RunnableConfig
 from langchain_core.runnables.graph import Graph, Node
+from langgraph.checkpoint.base import BaseCheckpointSaver
 
 from langgraph._internal._constants import CONF, CONFIG_KEY_SEND, INPUT
 from langgraph.channels.base import BaseChannel
-from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.constants import END, START
 from langgraph.managed.base import ManagedValueSpec
 from langgraph.pregel._algo import (
@@ -215,10 +215,11 @@ def draw_graph(
     termini = {d for _, d, _, _ in edges if d != END}.difference(
         s for s, _, _, _ in edges
     )
+    end_edge_exists = any(d == END for _, d, _, _ in edges)
     if termini:
         for src in sorted(termini):
             add_edge(graph, src, END)
-    elif len(step_sources) == 1:
+    elif len(step_sources) == 1 and not end_edge_exists:
         for src in sorted(step_sources):
             add_edge(graph, src, END, conditional=True)
     # replace subgraphs

libs/langgraph/langgraph/pregel/_loop.py

@@ -25,6 +25,17 @@ from typing import (
 
 from langchain_core.callbacks import AsyncParentRunManager, ParentRunManager
 from langchain_core.runnables import RunnableConfig
+from langgraph.cache.base import BaseCache
+from langgraph.checkpoint.base import (
+    WRITES_IDX_MAP,
+    BaseCheckpointSaver,
+    ChannelVersions,
+    Checkpoint,
+    CheckpointMetadata,
+    CheckpointTuple,
+    PendingWrite,
+)
+from langgraph.store.base import BaseStore
 from typing_extensions import ParamSpec, Self
 
 from langgraph._internal._config import patch_configurable
@@ -50,17 +61,7 @@ from langgraph._internal._constants import (
 )
 from langgraph._internal._scratchpad import PregelScratchpad
 from langgraph._internal._typing import EMPTY_SEQ, MISSING
-from langgraph.cache.base import BaseCache
 from langgraph.channels.base import BaseChannel
-from langgraph.checkpoint.base import (
-    WRITES_IDX_MAP,
-    BaseCheckpointSaver,
-    ChannelVersions,
-    Checkpoint,
-    CheckpointMetadata,
-    CheckpointTuple,
-    PendingWrite,
-)
 from langgraph.constants import TAG_HIDDEN
 from langgraph.errors import (
     EmptyInputError,
@@ -108,7 +109,6 @@ from langgraph.pregel.debug import (
     map_debug_tasks,
 )
 from langgraph.pregel.protocol import StreamChunk, StreamProtocol
-from langgraph.store.base import BaseStore
 from langgraph.types import (
     All,
     CachePolicy,
@@ -568,6 +568,36 @@ class PregelLoop:
             if task := tasks.get(tid):
                 task.writes.append((k, v))
 
+    def _pending_interrupts(self) -> set[str]:
+        """Return the set of interrupt ids that are pending without corresponding resume values."""
+        # mapping of task ids to interrupt ids
+        pending_interrupts: dict[str, str] = {}
+
+        # set of resume task ids
+        pending_resumes: set[str] = set()
+
+        for task_id, write_type, value in self.checkpoint_pending_writes:
+            if write_type == INTERRUPT:
+                # interrupts is always a list, but there should only be one element
+                pending_interrupts[task_id] = value[0].id
+            elif write_type == RESUME:
+                pending_resumes.add(task_id)
+
+        resumed_interrupt_ids = {
+            pending_interrupts[task_id]
+            for task_id in pending_resumes
+            if task_id in pending_interrupts
+        }
+
+        # Keep only interrupts whose interrupt_id is not resumed
+        hanging_interrupts: set[str] = {
+            interrupt_id
+            for interrupt_id in pending_interrupts.values()
+            if interrupt_id not in resumed_interrupt_ids
+        }
+
+        return hanging_interrupts
+
     def _first(
         self, *, input_keys: str | Sequence[str], updated_channels: set[str] | None
     ) -> set[str] | None:
@@ -590,16 +620,24 @@ class PregelLoop:
 
         # map command to writes
         if isinstance(self.input, Command):
-            if resume_is_map := (
-                (resume := self.input.resume) is not None
-                and isinstance(resume, dict)
-                and all(is_xxh3_128_hexdigest(k) for k in resume)
-            ):
-                self.config[CONF][CONFIG_KEY_RESUME_MAP] = self.input.resume
-            if resume is not None and not self.checkpointer:
-                raise RuntimeError(
-                    "Cannot use Command(resume=...) without checkpointer"
-                )
+            if (resume := self.input.resume) is not None:
+                if not self.checkpointer:
+                    raise RuntimeError(
+                        "Cannot use Command(resume=...) without checkpointer"
+                    )
+
+                if resume_is_map := (
+                    isinstance(resume, dict)
+                    and all(is_xxh3_128_hexdigest(k) for k in resume)
+                ):
+                    self.config[CONF][CONFIG_KEY_RESUME_MAP] = resume
+                else:
+                    if len(self._pending_interrupts()) > 1:
+                        raise RuntimeError(
+                            "When there are multiple pending interrupts, you must specify the interrupt id when resuming. "
+                            "Docs: https://docs.langchain.com/oss/python/langgraph/add-human-in-the-loop#resume-multiple-interrupts-with-one-invocation."
+                        )
+
             writes: defaultdict[str, list[tuple[str, Any]]] = defaultdict(list)
             # group writes by task ID
             for tid, c, v in map_command(cmd=self.input):
@@ -866,7 +904,11 @@ class PregelLoop:
                         )
                     }
                 ]
-                self._emit("updates", lambda: iter(interrupts))
+                stream_modes = self.stream.modes if self.stream else []
+                if "updates" in stream_modes:
+                    self._emit("updates", lambda: iter(interrupts))
+                elif "values" in stream_modes:
+                    self._emit("values", lambda: iter(interrupts))
             elif writes[0][0] != ERROR:
                 self._emit(
                     "updates",

libs/langgraph/langgraph/pregel/_read.py

@@ -231,9 +231,10 @@ class PregelNode:
         config: RunnableConfig | None = None,
         **kwargs: Any | None,
     ) -> Any:
+        self_config: RunnableConfig = {"metadata": self.metadata, "tags": self.tags}
         return self.bound.invoke(
             input,
-            merge_configs({"metadata": self.metadata, "tags": self.tags}, config),
+            merge_configs(self_config, config),
             **kwargs,
         )
 
@@ -243,9 +244,10 @@ class PregelNode:
         config: RunnableConfig | None = None,
         **kwargs: Any | None,
     ) -> Any:
+        self_config: RunnableConfig = {"metadata": self.metadata, "tags": self.tags}
         return await self.bound.ainvoke(
             input,
-            merge_configs({"metadata": self.metadata, "tags": self.tags}, config),
+            merge_configs(self_config, config),
             **kwargs,
         )
 
@@ -255,9 +257,10 @@ class PregelNode:
         config: RunnableConfig | None = None,
         **kwargs: Any | None,
     ) -> Iterator[Any]:
+        self_config: RunnableConfig = {"metadata": self.metadata, "tags": self.tags}
         yield from self.bound.stream(
             input,
-            merge_configs({"metadata": self.metadata, "tags": self.tags}, config),
+            merge_configs(self_config, config),
             **kwargs,
         )
 
@@ -267,9 +270,10 @@ class PregelNode:
         config: RunnableConfig | None = None,
         **kwargs: Any | None,
     ) -> AsyncIterator[Any]:
+        self_config: RunnableConfig = {"metadata": self.metadata, "tags": self.tags}
         async for item in self.bound.astream(
             input,
-            merge_configs({"metadata": self.metadata, "tags": self.tags}, config),
+            merge_configs(self_config, config),
             **kwargs,
         ):
             yield item

libs/langgraph/langgraph/pregel/_utils.py

@@ -7,10 +7,10 @@ import textwrap
 from typing import Any, Callable
 
 from langchain_core.runnables import Runnable, RunnableLambda, RunnableSequence
+from langgraph.checkpoint.base import ChannelVersions
 from typing_extensions import override
 
 from langgraph._internal._runnable import RunnableCallable, RunnableSeq
-from langgraph.checkpoint.base import ChannelVersions
 from langgraph.pregel.protocol import PregelProtocol
 
 

libs/langgraph/langgraph/pregel/debug.py

@@ -6,6 +6,7 @@ from typing import Any
 from uuid import UUID
 
 from langchain_core.runnables import RunnableConfig
+from langgraph.checkpoint.base import CheckpointMetadata, PendingWrite
 from typing_extensions import TypedDict
 
 from langgraph._internal._config import patch_checkpoint_map
@@ -20,7 +21,6 @@ from langgraph._internal._constants import (
 )
 from langgraph._internal._typing import MISSING
 from langgraph.channels.base import BaseChannel
-from langgraph.checkpoint.base import CheckpointMetadata, PendingWrite
 from langgraph.constants import TAG_HIDDEN
 from langgraph.pregel._io import read_channels
 from langgraph.types import PregelExecutableTask, PregelTask, StateSnapshot

libs/langgraph/langgraph/pregel/main.py

@@ -25,6 +25,13 @@ from langchain_core.runnables.config import (
     get_callback_manager_for_config,
 )
 from langchain_core.runnables.graph import Graph
+from langgraph.cache.base import BaseCache
+from langgraph.checkpoint.base import (
+    BaseCheckpointSaver,
+    Checkpoint,
+    CheckpointTuple,
+)
+from langgraph.store.base import BaseStore
 from pydantic import BaseModel, TypeAdapter
 from typing_extensions import Self, Unpack, deprecated, is_typeddict
 
@@ -73,14 +80,8 @@ from langgraph._internal._runnable import (
     coerce_to_runnable,
 )
 from langgraph._internal._typing import MISSING, DeprecatedKwargs
-from langgraph.cache.base import BaseCache
 from langgraph.channels.base import BaseChannel
 from langgraph.channels.topic import Topic
-from langgraph.checkpoint.base import (
-    BaseCheckpointSaver,
-    Checkpoint,
-    CheckpointTuple,
-)
 from langgraph.config import get_config
 from langgraph.constants import END
 from langgraph.errors import (
@@ -117,7 +118,6 @@ from langgraph.pregel._write import ChannelWrite, ChannelWriteEntry
 from langgraph.pregel.debug import get_bolded_text, get_colored_text, tasks_w_writes
 from langgraph.pregel.protocol import PregelProtocol, StreamChunk, StreamProtocol
 from langgraph.runtime import DEFAULT_RUNTIME, Runtime
-from langgraph.store.base import BaseStore
 from langgraph.types import (
     All,
     CachePolicy,

libs/langgraph/langgraph/pregel/remote.py

@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import logging
 from collections.abc import AsyncIterator, Iterator, Sequence
 from dataclasses import asdict
 from typing import (
@@ -19,6 +20,7 @@ from langchain_core.runnables.graph import (
 from langchain_core.runnables.graph import (
     Node as DrawableNode,
 )
+from langgraph.checkpoint.base import CheckpointMetadata
 from langgraph_sdk.client import (
     LangGraphClient,
     SyncLangGraphClient,
@@ -49,7 +51,6 @@ from langgraph._internal._constants import (
     INTERRUPT,
     NS_SEP,
 )
-from langgraph.checkpoint.base import CheckpointMetadata
 from langgraph.errors import GraphInterrupt, ParentCommand
 from langgraph.pregel.protocol import PregelProtocol, StreamProtocol
 from langgraph.types import (
@@ -61,6 +62,8 @@ from langgraph.types import (
     StreamMode,
 )
 
+logger = logging.getLogger(__name__)
+
 __all__ = ("RemoteGraph", "RemoteException")
 
 _CONF_DROPLIST = frozenset(
@@ -950,6 +953,7 @@ class RemoteGraph(PregelProtocol):
         try:
             return chunk
         except UnboundLocalError:
+            logger.warning("No events received from remote graph")
             return None
 
     async def ainvoke(
@@ -990,6 +994,7 @@ class RemoteGraph(PregelProtocol):
         try:
             return chunk
         except UnboundLocalError:
+            logger.warning("No events received from remote graph")
             return None
 
 

libs/langgraph/langgraph/runtime.py

@@ -3,11 +3,11 @@ from __future__ import annotations
 from dataclasses import dataclass, field, replace
 from typing import Any, Generic, cast
 
+from langgraph.store.base import BaseStore
 from typing_extensions import TypedDict, Unpack
 
 from langgraph._internal._constants import CONF, CONFIG_KEY_RUNTIME
 from langgraph.config import get_config
-from langgraph.store.base import BaseStore
 from langgraph.types import _DC_KWARGS, StreamWriter
 from langgraph.typing import ContextT
 

libs/langgraph/langgraph/types.py

@@ -19,6 +19,7 @@ from typing import (
 from warnings import warn
 
 from langchain_core.runnables import Runnable, RunnableConfig
+from langgraph.checkpoint.base import BaseCheckpointSaver, CheckpointMetadata
 from typing_extensions import Unpack, deprecated
 from xxhash import xxh3_128_hexdigest
 
@@ -26,7 +27,6 @@ from langgraph._internal._cache import default_cache_key
 from langgraph._internal._fields import get_cached_annotated_keys, get_update_as_tuples
 from langgraph._internal._retry import default_retry_on
 from langgraph._internal._typing import MISSING, DeprecatedKwargs
-from langgraph.checkpoint.base import BaseCheckpointSaver, CheckpointMetadata
 from langgraph.warnings import LangGraphDeprecatedSinceV10
 
 if TYPE_CHECKING:

libs/langgraph/tests/__snapshots__/test_pregel.ambr

@@ -795,6 +795,99 @@
   
   '''
 # ---
+# name: test_get_graph_nonterminal_last_step_source
+  '''
+  {
+    "edges": [
+      {
+        "source": "__start__",
+        "target": "human"
+      },
+      {
+        "conditional": true,
+        "source": "chatbot",
+        "target": "human"
+      },
+      {
+        "conditional": true,
+        "source": "chatbot",
+        "target": "tools"
+      },
+      {
+        "conditional": true,
+        "source": "human",
+        "target": "__end__"
+      },
+      {
+        "conditional": true,
+        "source": "human",
+        "target": "chatbot"
+      },
+      {
+        "source": "tools",
+        "target": "chatbot"
+      }
+    ],
+    "nodes": [
+      {
+        "data": {
+          "id": [
+            "langgraph",
+            "_internal",
+            "_runnable",
+            "RunnableCallable"
+          ],
+          "name": "__start__"
+        },
+        "id": "__start__",
+        "type": "runnable"
+      },
+      {
+        "data": {
+          "id": [
+            "langgraph",
+            "_internal",
+            "_runnable",
+            "RunnableCallable"
+          ],
+          "name": "chatbot"
+        },
+        "id": "chatbot",
+        "type": "runnable"
+      },
+      {
+        "data": {
+          "id": [
+            "langgraph",
+            "_internal",
+            "_runnable",
+            "RunnableCallable"
+          ],
+          "name": "tools"
+        },
+        "id": "tools",
+        "type": "runnable"
+      },
+      {
+        "data": {
+          "id": [
+            "langgraph",
+            "_internal",
+            "_runnable",
+            "RunnableCallable"
+          ],
+          "name": "human"
+        },
+        "id": "human",
+        "type": "runnable"
+      },
+      {
+        "id": "__end__"
+      }
+    ]
+  }
+  '''
+# ---
 # name: test_repeat_condition
   '''
   graph TD;

libs/langgraph/tests/conftest.py

@@ -4,14 +4,14 @@ from uuid import UUID
 
 import pytest
 import redis
-from pytest_mock import MockerFixture
-
 from langgraph.cache.base import BaseCache
 from langgraph.cache.memory import InMemoryCache
 from langgraph.cache.redis import RedisCache
 from langgraph.cache.sqlite import SqliteCache
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.store.base import BaseStore
+from pytest_mock import MockerFixture
+
 from langgraph.types import Durability
 from tests.conftest_checkpointer import (
     _checkpointer_memory,

libs/langgraph/tests/conftest_checkpointer.py

@@ -3,14 +3,13 @@ from contextlib import asynccontextmanager, contextmanager
 from uuid import uuid4
 
 import pytest
-from psycopg import AsyncConnection, Connection
-from psycopg_pool import AsyncConnectionPool, ConnectionPool
-
 from langgraph.checkpoint.postgres import PostgresSaver
 from langgraph.checkpoint.postgres.aio import AsyncPostgresSaver
 from langgraph.checkpoint.serde.encrypted import EncryptedSerializer
 from langgraph.checkpoint.sqlite import SqliteSaver
 from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver
+from psycopg import AsyncConnection, Connection
+from psycopg_pool import AsyncConnectionPool, ConnectionPool
 
 pytest.register_assert_rewrite("tests.memory_assert")
 

libs/langgraph/tests/conftest_store.py

@@ -3,10 +3,9 @@ from contextlib import asynccontextmanager, contextmanager
 from uuid import uuid4
 
 import pytest
-from psycopg import AsyncConnection, Connection
-
 from langgraph.store.memory import InMemoryStore
 from langgraph.store.postgres import AsyncPostgresStore, PostgresStore
+from psycopg import AsyncConnection, Connection
 
 DEFAULT_POSTGRES_URI = "postgres://postgres:postgres@localhost:5442/"
 

libs/langgraph/tests/example_app/langgraph.json

@@ -1,5 +1,5 @@
 {
-  "$schema": "https://raw.githubusercontent.com/langchain-ai/langgraph/refs/heads/main/libs/cli/schemas/schema.json",
+  "$schema": "https://langgra.ph/schema.json",
   "graphs": {
     "app": "tests/example_app/example_graph.py:app"
   },

libs/langgraph/tests/memory_assert.py

@@ -5,7 +5,6 @@ from functools import partial
 from typing import Any, Optional
 
 from langchain_core.runnables import RunnableConfig
-
 from langgraph.checkpoint.base import (
     BaseCheckpointSaver,
     ChannelVersions,
@@ -15,6 +14,7 @@ from langgraph.checkpoint.base import (
     SerializerProtocol,
 )
 from langgraph.checkpoint.memory import InMemorySaver, PersistentDict
+
 from langgraph.constants import TASKS
 
 

libs/langgraph/tests/test_checkpoint_migration.py

@@ -5,10 +5,10 @@ from collections import defaultdict
 from typing import Annotated, Literal, Optional, Union
 
 import pytest
+from langgraph.checkpoint.base import BaseCheckpointSaver, CheckpointTuple
 from typing_extensions import TypedDict
 
 from langgraph._internal._config import patch_configurable
-from langgraph.checkpoint.base import BaseCheckpointSaver, CheckpointTuple
 from langgraph.graph.state import StateGraph
 from langgraph.pregel._checkpoint import copy_checkpoint
 from langgraph.types import Command, Interrupt, PregelTask, StateSnapshot, interrupt

libs/langgraph/tests/test_interrupt_migration.py

@@ -1,8 +1,8 @@
 import warnings
 
 import pytest
-
 from langgraph.checkpoint.serde.jsonplus import JsonPlusSerializer
+
 from langgraph.types import Interrupt
 from langgraph.warnings import LangGraphDeprecatedSinceV10
 

libs/langgraph/tests/test_interruption.py

@@ -1,7 +1,7 @@
 import pytest
+from langgraph.checkpoint.base import BaseCheckpointSaver
 from typing_extensions import TypedDict
 
-from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.graph import END, START, StateGraph
 from langgraph.types import Durability
 

libs/langgraph/tests/test_large_cases.py

@@ -9,6 +9,10 @@ import pytest
 from langchain_core.messages import AIMessage, AnyMessage, ToolCall
 from langchain_core.runnables import RunnableConfig, RunnableMap, RunnablePick
 from langchain_core.tools import tool
+from langgraph.checkpoint.base import BaseCheckpointSaver
+from langgraph.checkpoint.memory import InMemorySaver
+from langgraph.prebuilt.chat_agent_executor import create_react_agent
+from langgraph.prebuilt.tool_node import ToolNode
 from pytest_mock import MockerFixture
 from syrupy import SnapshotAssertion
 from typing_extensions import TypedDict
@@ -16,13 +20,9 @@ from typing_extensions import TypedDict
 from langgraph._internal._constants import PULL, PUSH
 from langgraph.channels.last_value import LastValue
 from langgraph.channels.untracked_value import UntrackedValue
-from langgraph.checkpoint.base import BaseCheckpointSaver
-from langgraph.checkpoint.memory import InMemorySaver
 from langgraph.constants import END, START
 from langgraph.graph import StateGraph
 from langgraph.graph.message import MessagesState, add_messages
-from langgraph.prebuilt.chat_agent_executor import create_react_agent
-from langgraph.prebuilt.tool_node import ToolNode
 from langgraph.pregel import NodeBuilder, Pregel
 from langgraph.types import (
     Command,

libs/langgraph/tests/test_large_cases_async.py

@@ -13,18 +13,18 @@ from typing import (
 import pytest
 from langchain_core.messages import AnyMessage, ToolCall
 from langchain_core.runnables import RunnableConfig, RunnablePick
+from langgraph.checkpoint.base import BaseCheckpointSaver
+from langgraph.prebuilt.chat_agent_executor import create_react_agent
+from langgraph.prebuilt.tool_node import ToolNode
 from pytest_mock import MockerFixture
 from typing_extensions import TypedDict
 
 from langgraph._internal._constants import PULL, PUSH
 from langgraph.channels.last_value import LastValue
 from langgraph.channels.untracked_value import UntrackedValue
-from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.constants import END, START
 from langgraph.graph.message import add_messages
 from langgraph.graph.state import StateGraph
-from langgraph.prebuilt.chat_agent_executor import create_react_agent
-from langgraph.prebuilt.tool_node import ToolNode
 from langgraph.pregel import NodeBuilder, Pregel
 from langgraph.types import PregelTask, Send, StateSnapshot, StreamWriter
 from tests.any_int import AnyInt

libs/langgraph/tests/test_pregel.py

@@ -23,18 +23,7 @@ from langchain_core.runnables import (
     RunnablePassthrough,
 )
 from langchain_core.runnables.graph import Edge
-from langsmith import traceable
-from pydantic import BaseModel, ConfigDict, Field, ValidationError
-from pytest_mock import MockerFixture
-from syrupy import SnapshotAssertion
-from typing_extensions import NotRequired, TypedDict
-
-from langgraph._internal._constants import CONFIG_KEY_NODE_FINISHED, ERROR, PULL
 from langgraph.cache.base import BaseCache
-from langgraph.channels.binop import BinaryOperatorAggregate
-from langgraph.channels.ephemeral_value import EphemeralValue
-from langgraph.channels.last_value import LastValue
-from langgraph.channels.topic import Topic
 from langgraph.checkpoint.base import (
     BaseCheckpointSaver,
     Checkpoint,
@@ -42,19 +31,30 @@ from langgraph.checkpoint.base import (
     CheckpointTuple,
 )
 from langgraph.checkpoint.memory import InMemorySaver
+from langgraph.prebuilt.tool_node import ToolNode
+from langgraph.store.base import BaseStore
+from langsmith import traceable
+from pydantic import BaseModel, ConfigDict, Field, ValidationError
+from pytest_mock import MockerFixture
+from syrupy import SnapshotAssertion
+from typing_extensions import NotRequired, TypedDict
+
+from langgraph._internal._constants import CONFIG_KEY_NODE_FINISHED, ERROR, PULL
+from langgraph.channels.binop import BinaryOperatorAggregate
+from langgraph.channels.ephemeral_value import EphemeralValue
+from langgraph.channels.last_value import LastValue
+from langgraph.channels.topic import Topic
 from langgraph.config import get_stream_writer
 from langgraph.errors import GraphRecursionError, InvalidUpdateError, ParentCommand
 from langgraph.func import entrypoint, task
 from langgraph.graph import END, START, StateGraph
 from langgraph.graph.message import MessagesState, add_messages
-from langgraph.prebuilt.tool_node import ToolNode
 from langgraph.pregel import (
     NodeBuilder,
     Pregel,
 )
 from langgraph.pregel._loop import SyncPregelLoop
 from langgraph.pregel._runner import PregelRunner
-from langgraph.store.base import BaseStore
 from langgraph.types import (
     CachePolicy,
     Command,
@@ -7222,7 +7222,11 @@ def test_parallel_interrupts(sync_checkpointer: BaseCheckpointSaver) -> None:
 
         # get human input and resume
         if len(current_interrupts) > 0:
-            current_input = Command(resume=f"Resume #{invokes}")
+            # we resume one at a time to preserve original test behavior,
+            # but we could also resume all at once if we wanted
+            # with a single dict mapping of interrupt ids to resume values
+            resume = {current_interrupts[0].id: f"Resume #{invokes}"}
+            current_input = Command(resume=resume)
 
         # not more human input required, must be completed
         else:
@@ -7383,7 +7387,11 @@ def test_parallel_interrupts_double(sync_checkpointer: BaseCheckpointSaver) -> N
 
         # get human input and resume
         if len(current_interrupts) > 0:
-            current_input = Command(resume=f"Resume #{invokes}")
+            # we resume one at a time to preserve original test behavior,
+            # but we could also resume all at once if we wanted
+            # with a single dict mapping of interrupt ids to resume values
+            resume = {current_interrupts[0].id: f"Resume #{invokes}"}
+            current_input = Command(resume=resume)
 
         # not more human input required, must be completed
         else:
@@ -8333,3 +8341,111 @@ def test_subgraph_streaming_sync() -> None:
 
     assert result["last_chunk"].content == "today."
     assert result["num_chunks"] == 9
+
+
+def test_get_graph_nonterminal_last_step_source(snapshot: SnapshotAssertion) -> None:
+    class State(TypedDict):
+        messages: list[str]
+
+    def chatbot_node(state: State) -> State:
+        return {"messages": state["messages"] + ["chatbot"]}
+
+    def tools_node(state: State) -> State:
+        return {"messages": state["messages"] + ["tools"]}
+
+    def human_node(state: State) -> State:
+        return {"messages": state["messages"] + ["human"]}
+
+    def tools_condition(_: State) -> str:
+        return "tools"
+
+    def end_condition(_: State) -> str:
+        return "chatbot"
+
+    workflow = StateGraph(State)
+    workflow.add_node("chatbot", chatbot_node)
+    workflow.add_node("tools", tools_node)
+    workflow.add_node("human", human_node)
+
+    workflow.add_edge(START, "human")
+    workflow.add_edge("tools", "chatbot")
+
+    workflow.add_conditional_edges(
+        "chatbot", tools_condition, {"tools": "tools", "human": "human"}
+    )
+    workflow.add_conditional_edges(
+        "human", end_condition, {"chatbot": "chatbot", END: END}
+    )
+
+    app = workflow.compile()
+    graph = app.get_graph()
+    graph_json = graph.to_json()
+
+    assert json.dumps(graph_json, indent=2, sort_keys=True) == snapshot
+
+
+def test_null_resume_disallowed_with_multiple_interrupts(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    class State(TypedDict):
+        text_1: str
+        text_2: str
+
+    def human_node_1(state: State):
+        value = interrupt({"text_to_revise": state["text_1"]})
+        return {"text_1": value}
+
+    def human_node_2(state: State):
+        value = interrupt({"text_to_revise": state["text_2"]})
+        return {"text_2": value}
+
+    graph_builder = StateGraph(State)
+    graph_builder.add_node("human_node_1", human_node_1)
+    graph_builder.add_node("human_node_2", human_node_2)
+
+    # Add both nodes in parallel from START
+    graph_builder.add_edge(START, "human_node_1")
+    graph_builder.add_edge(START, "human_node_2")
+
+    checkpointer = InMemorySaver()
+    graph = graph_builder.compile(checkpointer=checkpointer)
+
+    thread_id = str(uuid.uuid4())
+    config: RunnableConfig = {"configurable": {"thread_id": thread_id}}
+    graph.invoke(
+        {"text_1": "original text 1", "text_2": "original text 2"}, config=config
+    )
+
+    resume_map = {
+        i.id: f"resume for prompt: {i.value['text_to_revise']}"
+        for i in graph.get_state(config).interrupts
+    }
+    with pytest.raises(
+        RuntimeError,
+        match="When there are multiple pending interrupts, you must specify the interrupt id when resuming.",
+    ):
+        graph.invoke(Command(resume="singular resume"), config=config)
+
+    assert graph.invoke(Command(resume=resume_map), config=config) == {
+        "text_1": "resume for prompt: original text 1",
+        "text_2": "resume for prompt: original text 2",
+    }
+
+
+def test_interrupt_stream_mode_values():
+    """Test that interrupts are surfaced when steam_mode='values'"""
+
+    class State(TypedDict):
+        human_input: str
+
+    def human_input_node(state: State) -> Command:
+        human_input = interrupt("interrupt")
+        return Command(update={"human_input": human_input})
+
+    builder = StateGraph(State)
+    builder.add_node(human_input_node)
+    builder.add_edge(START, "human_input_node")
+    app = builder.compile()
+
+    result = [*app.stream(State(), stream_mode="values")]
+    assert "__interrupt__" in result[-1]

libs/langgraph/tests/test_pregel_async.py

@@ -23,16 +23,7 @@ import pytest
 from langchain_core.language_models import GenericFakeChatModel
 from langchain_core.runnables import RunnableConfig, RunnableLambda, RunnablePassthrough
 from langchain_core.utils.aiter import aclosing
-from pydantic import BaseModel, ConfigDict, Field, ValidationError
-from pytest_mock import MockerFixture
-from syrupy import SnapshotAssertion
-from typing_extensions import NotRequired, TypedDict
-
-from langgraph._internal._constants import CONFIG_KEY_NODE_FINISHED, ERROR, PULL
 from langgraph.cache.base import BaseCache
-from langgraph.channels.binop import BinaryOperatorAggregate
-from langgraph.channels.last_value import LastValue
-from langgraph.channels.topic import Topic
 from langgraph.checkpoint.base import (
     BaseCheckpointSaver,
     ChannelVersions,
@@ -42,6 +33,17 @@ from langgraph.checkpoint.base import (
 )
 from langgraph.checkpoint.memory import InMemorySaver
 from langgraph.checkpoint.serde.jsonplus import JsonPlusSerializer
+from langgraph.prebuilt.tool_node import ToolNode
+from langgraph.store.base import BaseStore
+from pydantic import BaseModel, ConfigDict, Field, ValidationError
+from pytest_mock import MockerFixture
+from syrupy import SnapshotAssertion
+from typing_extensions import NotRequired, TypedDict
+
+from langgraph._internal._constants import CONFIG_KEY_NODE_FINISHED, ERROR, PULL
+from langgraph.channels.binop import BinaryOperatorAggregate
+from langgraph.channels.last_value import LastValue
+from langgraph.channels.topic import Topic
 from langgraph.errors import (
     GraphRecursionError,
     InvalidUpdateError,
@@ -50,11 +52,9 @@ from langgraph.errors import (
 from langgraph.func import entrypoint, task
 from langgraph.graph import END, START, StateGraph
 from langgraph.graph.message import MessagesState, add_messages
-from langgraph.prebuilt.tool_node import ToolNode
 from langgraph.pregel import NodeBuilder, Pregel
 from langgraph.pregel._loop import AsyncPregelLoop
 from langgraph.pregel._runner import PregelRunner
-from langgraph.store.base import BaseStore
 from langgraph.types import (
     CachePolicy,
     Command,
@@ -9107,3 +9107,52 @@ async def test_subgraph_streaming_async() -> None:
 
     assert result["last_chunk"].content == "today."
     assert result["num_chunks"] == 9
+
+
+@NEEDS_CONTEXTVARS
+async def test_null_resume_disallowed_with_multiple_interrupts(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    class State(TypedDict):
+        text_1: str
+        text_2: str
+
+    async def human_node_1(state: State):
+        value = interrupt(state["text_1"])
+        return {"text_1": value}
+
+    async def human_node_2(state: State):
+        value = interrupt(state["text_2"])
+        return {"text_2": value}
+
+    graph_builder = StateGraph(State)
+    graph_builder.add_node("human_node_1", human_node_1)
+    graph_builder.add_node("human_node_2", human_node_2)
+
+    # Add both nodes in parallel from START
+    graph_builder.add_edge(START, "human_node_1")
+    graph_builder.add_edge(START, "human_node_2")
+
+    checkpointer = InMemorySaver()
+    graph = graph_builder.compile(checkpointer=checkpointer)
+
+    thread_id = str(uuid.uuid4())
+    config: RunnableConfig = {"configurable": {"thread_id": thread_id}}
+    await graph.ainvoke(
+        {"text_1": "original text 1", "text_2": "original text 2"}, config=config
+    )
+
+    resume_map = {
+        i.id: f"resume for prompt: {i.value}"
+        for i in (await graph.aget_state(config)).interrupts
+    }
+    with pytest.raises(
+        RuntimeError,
+        match="When there are multiple pending interrupts, you must specify the interrupt id when resuming.",
+    ):
+        await graph.ainvoke(Command(resume="singular resume"), config=config)
+
+    assert await graph.ainvoke(Command(resume=resume_map), config=config) == {
+        "text_1": "resume for prompt: original text 1",
+        "text_2": "resume for prompt: original text 2",
+    }

libs/langgraph/tests/test_remote_graph.py

@@ -868,9 +868,9 @@ async def test_ainvoke():
 )
 @pytest.mark.anyio
 async def test_langgraph_cloud_integration():
+    from langgraph.checkpoint.memory import InMemorySaver
     from langgraph_sdk.client import get_client, get_sync_client
 
-    from langgraph.checkpoint.memory import InMemorySaver
     from langgraph.graph import END, START, MessagesState, StateGraph
 
     # create RemotePregel instance

libs/langgraph/tests/test_runnable.py

@@ -4,10 +4,10 @@ from typing import Any, Optional
 
 import pytest
 from langchain_core.runnables.config import RunnableConfig
+from langgraph.store.base import BaseStore
 
 from langgraph._internal._runnable import RunnableCallable
 from langgraph.runtime import Runtime
-from langgraph.store.base import BaseStore
 from langgraph.types import StreamWriter
 
 pytestmark = pytest.mark.anyio
@@ -394,3 +394,21 @@ def test_config_injection() -> None:
     assert RunnableCallable(func_untyped).invoke(
         "test", config={"tags": ["test"], "configurable": {}}
     ) == ["test"]
+
+
+def test_config_ensured() -> None:
+    def func(input: str, config: RunnableConfig) -> None:
+        assert input == "test"
+        assert config is not None
+        assert config.get("configurable") is not None
+
+    RunnableCallable(func).invoke("test")
+
+
+async def test_config_ensured_async() -> None:
+    async def func(input: str, config: RunnableConfig) -> None:
+        assert input == "test"
+        assert config is not None
+        assert config.get("configurable") is not None
+
+    await RunnableCallable(func).ainvoke("test")

libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py

@@ -33,9 +33,6 @@ from langchain_core.runnables import (
     RunnableSequence,
 )
 from langchain_core.tools import BaseTool
-from pydantic import BaseModel
-from typing_extensions import Annotated, NotRequired, TypedDict
-
 from langgraph._internal._runnable import RunnableCallable, RunnableLike
 from langgraph._internal._typing import MISSING
 from langgraph.errors import ErrorCode, create_error_message
@@ -43,12 +40,15 @@ from langgraph.graph import END, StateGraph
 from langgraph.graph.message import add_messages
 from langgraph.graph.state import CompiledStateGraph
 from langgraph.managed import RemainingSteps
-from langgraph.prebuilt.tool_node import ToolNode
 from langgraph.runtime import Runtime
 from langgraph.store.base import BaseStore
 from langgraph.types import Checkpointer, Send
 from langgraph.typing import ContextT
 from langgraph.warnings import LangGraphDeprecatedSinceV10
+from pydantic import BaseModel
+from typing_extensions import Annotated, NotRequired, TypedDict
+
+from langgraph.prebuilt.tool_node import ToolNode
 
 StructuredResponse = Union[dict, BaseModel]
 StructuredResponseSchema = Union[dict, type[BaseModel]]

libs/prebuilt/langgraph/prebuilt/tool_node.py

@@ -68,14 +68,13 @@ from langchain_core.tools.base import (
     TOOL_MESSAGE_BLOCK_TYPES,
     get_all_basemodel_annotations,
 )
-from pydantic import BaseModel
-from typing_extensions import Annotated, get_args, get_origin
-
 from langgraph._internal._runnable import RunnableCallable
 from langgraph.errors import GraphBubbleUp
 from langgraph.graph.message import REMOVE_ALL_MESSAGES
 from langgraph.store.base import BaseStore
 from langgraph.types import Command, Send
+from pydantic import BaseModel
+from typing_extensions import Annotated, get_args, get_origin
 
 INVALID_TOOL_NAME_ERROR_TEMPLATE = (
     "Error: {requested_tool} is not a valid tool, try one of [{available_tools}]."

libs/prebuilt/langgraph/prebuilt/tool_validator.py

@@ -29,12 +29,11 @@ from langchain_core.runnables import (
 from langchain_core.runnables.config import get_executor_for_config
 from langchain_core.tools import BaseTool, create_schema_from_function
 from langchain_core.utils.pydantic import is_basemodel_subclass
+from langgraph._internal._runnable import RunnableCallable
 from pydantic import BaseModel, ValidationError
 from pydantic.v1 import BaseModel as BaseModelV1
 from pydantic.v1 import ValidationError as ValidationErrorV1
 
-from langgraph._internal._runnable import RunnableCallable
-
 
 def _default_format_error(
     error: BaseException,

libs/prebuilt/tests/conftest.py

@@ -3,10 +3,10 @@ from collections.abc import AsyncIterator, Iterator
 from uuid import UUID
 
 import pytest
-from pytest_mock import MockerFixture
-
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.store.base import BaseStore
+from pytest_mock import MockerFixture
+
 from tests.conftest_checkpointer import (
     _checkpointer_memory,
     _checkpointer_postgres,

libs/prebuilt/tests/conftest_checkpointer.py

@@ -3,13 +3,13 @@ from contextlib import asynccontextmanager, contextmanager
 from uuid import uuid4
 
 import pytest
-from psycopg import AsyncConnection, Connection
-from psycopg_pool import AsyncConnectionPool, ConnectionPool
-
 from langgraph.checkpoint.postgres import PostgresSaver
 from langgraph.checkpoint.postgres.aio import AsyncPostgresSaver
 from langgraph.checkpoint.sqlite import SqliteSaver
 from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver
+from psycopg import AsyncConnection, Connection
+from psycopg_pool import AsyncConnectionPool, ConnectionPool
+
 from tests.memory_assert import MemorySaverAssertImmutable
 
 DEFAULT_POSTGRES_URI = "postgres://postgres:postgres@localhost:5442/"

libs/prebuilt/tests/conftest_store.py

@@ -3,10 +3,9 @@ from contextlib import asynccontextmanager, contextmanager
 from uuid import uuid4
 
 import pytest
-from psycopg import AsyncConnection, Connection
-
 from langgraph.store.memory import InMemoryStore
 from langgraph.store.postgres import AsyncPostgresStore, PostgresStore
+from psycopg import AsyncConnection, Connection
 
 DEFAULT_POSTGRES_URI = "postgres://postgres:postgres@localhost:5442/"
 

libs/prebuilt/tests/test_deprecation.py

@@ -1,8 +1,8 @@
 import pytest
+from langgraph.warnings import LangGraphDeprecatedSinceV10
 from typing_extensions import TypedDict
 
 from langgraph.prebuilt import create_react_agent
-from langgraph.warnings import LangGraphDeprecatedSinceV10
 from tests.model import FakeToolCallingModel
 
 

libs/prebuilt/tests/test_react_agent.py

@@ -27,14 +27,18 @@ from langchain_core.messages import (
 from langchain_core.runnables import RunnableConfig, RunnableLambda
 from langchain_core.tools import InjectedToolCallId, ToolException
 from langchain_core.tools import tool as dec_tool
-from pydantic import BaseModel, Field
-from pydantic.v1 import BaseModel as BaseModelV1
-from typing_extensions import TypedDict
-
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.config import get_stream_writer
 from langgraph.graph import START, MessagesState, StateGraph, add_messages
 from langgraph.graph.message import REMOVE_ALL_MESSAGES
+from langgraph.runtime import Runtime
+from langgraph.store.base import BaseStore
+from langgraph.store.memory import InMemoryStore
+from langgraph.types import Command, Interrupt, interrupt
+from pydantic import BaseModel, Field
+from pydantic.v1 import BaseModel as BaseModelV1
+from typing_extensions import TypedDict
+
 from langgraph.prebuilt import (
     ToolNode,
     create_react_agent,
@@ -54,10 +58,6 @@ from langgraph.prebuilt.tool_node import (
     _get_state_args,
     _infer_handled_types,
 )
-from langgraph.runtime import Runtime
-from langgraph.store.base import BaseStore
-from langgraph.store.memory import InMemoryStore
-from langgraph.types import Command, Interrupt, interrupt
 from tests.any_str import AnyStr
 from tests.messages import _AnyIdHumanMessage, _AnyIdToolMessage
 from tests.model import FakeToolCallingModel

libs/prebuilt/tests/test_tool_node.py

@@ -12,14 +12,14 @@ from langchain_core.messages import (
 )
 from langchain_core.tools import BaseTool, ToolException
 from langchain_core.tools import tool as dec_tool
+from langgraph.errors import GraphBubbleUp, GraphInterrupt
+from langgraph.graph.message import REMOVE_ALL_MESSAGES
+from langgraph.types import Command, Send
 from pydantic import BaseModel, ValidationError
 from pydantic.v1 import ValidationError as ValidationErrorV1
 
-from langgraph.errors import GraphBubbleUp, GraphInterrupt
-from langgraph.graph.message import REMOVE_ALL_MESSAGES
 from langgraph.prebuilt import ToolNode
 from langgraph.prebuilt.tool_node import TOOL_CALL_ERROR_TEMPLATE
-from langgraph.types import Command, Send
 
 pytestmark = pytest.mark.anyio
 

libs/prebuilt/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.9"
 
 [[package]]
@@ -25,7 +25,7 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.9.0"
+version = "4.10.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
@@ -33,161 +33,102 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload-time = "2025-03-17T00:02:54.77Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f1/b4/636b3b65173d3ce9a38ef5f0522789614e590dab6a8d505340a4efe4c567/anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6", size = 213252, upload-time = "2025-08-04T08:54:26.451Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a1/ee/48ca1a7c89ffec8b6a0c5d02b89c305671d5ffd8d3c94acf8b8c408575bb/anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c", size = 100916, upload-time = "2025-03-17T00:02:52.713Z" },
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libs/sdk-py/langgraph_sdk/__init__.py

@@ -1,6 +1,6 @@
 from langgraph_sdk.auth import Auth
 from langgraph_sdk.client import get_client, get_sync_client
 
-__version__ = "0.2.6"
+__version__ = "0.2.7"
 
 __all__ = ["Auth", "get_client", "get_sync_client"]

libs/sdk-py/langgraph_sdk/client.py

@@ -483,6 +483,8 @@ class HttpClient:
                 sse = decoder.decode(line=line.rstrip(b"\n"))
                 if sse is not None:
                     yield sse
+            if sse := decoder.decode(b""):
+                yield sse
 
 
 async def _aencode_json(json: Any) -> tuple[dict[str, str], bytes | None]:
@@ -3673,6 +3675,8 @@ class SyncHttpClient:
                 sse = decoder.decode(line.rstrip(b"\n"))
                 if sse is not None:
                     yield sse
+            if sse := decoder.decode(b""):
+                yield sse
 
 
 def _encode_json(json: Any) -> tuple[dict[str, str], bytes]:

libs/sdk-py/tests/test_client_stream.py

@@ -0,0 +1,81 @@
+from collections.abc import Iterator
+from pathlib import Path
+
+import httpx
+import pytest
+
+from langgraph_sdk.client import HttpClient, SyncHttpClient
+from langgraph_sdk.schema import StreamPart
+from langgraph_sdk.sse import BytesLike, BytesLineDecoder, SSEDecoder
+
+with open(Path(__file__).parent / "fixtures" / "response.txt", "rb") as f:
+    RESPONSE_PAYLOAD = f.read()
+
+
+def iter_lines_raw(payload: list[bytes]) -> Iterator[BytesLike]:
+    decoder = BytesLineDecoder()
+    for part in payload:
+        yield from decoder.decode(part)
+    yield from decoder.flush()
+
+
+def test_stream_see():
+    for groups in (
+        [RESPONSE_PAYLOAD],
+        RESPONSE_PAYLOAD.splitlines(keepends=True),
+    ):
+        parts: list[StreamPart] = []
+
+        decoder = SSEDecoder()
+        for line in iter_lines_raw(groups):
+            sse = decoder.decode(line=line.rstrip(b"\n"))
+            if sse is not None:
+                parts.append(sse)
+        if sse := decoder.decode(b""):
+            parts.append(sse)
+
+        assert decoder.decode(b"") is None
+        assert len(parts) == 79
+
+
+@pytest.mark.asyncio
+async def test_http_client_stream_flushes_trailing_event():
+    payload = b'event: foo\ndata: {"bar": 1}\n'
+
+    async def handler(request: httpx.Request) -> httpx.Response:
+        assert request.headers["accept"] == "text/event-stream"
+        assert request.headers["cache-control"] == "no-store"
+        return httpx.Response(
+            200,
+            headers={"Content-Type": "text/event-stream"},
+            content=payload,
+        )
+
+    transport = httpx.MockTransport(handler)
+    async with httpx.AsyncClient(
+        transport=transport, base_url="https://example.com"
+    ) as client:
+        http_client = HttpClient(client)
+        parts = [part async for part in http_client.stream("/stream", "GET")]
+
+    assert parts == [StreamPart(event="foo", data={"bar": 1})]
+
+
+def test_sync_http_client_stream_flushes_trailing_event():
+    payload = b'event: foo\ndata: {"bar": 1}\n'
+
+    def handler(request: httpx.Request) -> httpx.Response:
+        assert request.headers["accept"] == "text/event-stream"
+        assert request.headers["cache-control"] == "no-store"
+        return httpx.Response(
+            200,
+            headers={"Content-Type": "text/event-stream"},
+            content=payload,
+        )
+
+    transport = httpx.MockTransport(handler)
+    with httpx.Client(transport=transport, base_url="https://example.com") as client:
+        http_client = SyncHttpClient(client)
+        parts = list(http_client.stream("/stream", "GET"))
+
+    assert parts == [StreamPart(event="foo", data={"bar": 1})]

libs/sdk-py/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.9"
 
 [[package]]
@@ -164,7 +164,7 @@ dev = [
 
 [[package]]
 name = "mypy"
-version = "1.17.1"
+version = "1.18.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "mypy-extensions" },
@@ -172,45 +172,45 @@ dependencies = [
     { name = "tomli", marker = "python_full_version < '3.11'" },
     { name = "typing-extensions" },
 ]
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