chore(cli): Pass through webhook configuration in dev server (#6557)

For webhook configuration support

.github/scripts/check_sdk_methods.py

@@ -38,7 +38,7 @@ def main():
         tree = ast.parse(file.read())
 
     classes = find_classes(tree)
-  
+
     def is_sync(class_spec: Tuple[str, List[str]]) -> bool:
         return class_spec[0].startswith("Sync")
 

.github/workflows/_integration_test.yml

@@ -32,7 +32,7 @@ jobs:
       run:
         working-directory: libs/cli
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Get changed files
         id: changed-files
         uses: Ana06/get-changed-files@v2.3.0

.github/workflows/_lint.yml

@@ -31,7 +31,7 @@ jobs:
           - "3.12"
     name: "lint #${{ matrix.python-version }}"
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Get changed files
         id: changed-files
         uses: Ana06/get-changed-files@v2.3.0

.github/workflows/_test.yml

@@ -25,7 +25,7 @@ jobs:
 
     name: "test #${{ matrix.python-version }}"
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Set up Python ${{ matrix.python-version }}
         uses: astral-sh/setup-uv@v7
         with:

.github/workflows/_test_langgraph.yml

@@ -23,7 +23,7 @@ jobs:
         working-directory: libs/langgraph
     name: "test #${{ matrix.python-version }}"
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Set up Python ${{ matrix.python-version }}
         uses: astral-sh/setup-uv@v7
         with:

.github/workflows/_test_release.yml

@@ -23,7 +23,7 @@ jobs:
       version: ${{ steps.check-version.outputs.version }}
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Set up Python $${ env.PYTHON_VERSION }}
         uses: astral-sh/setup-uv@v7
@@ -74,7 +74,7 @@ jobs:
       id-token: write
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - uses: actions/download-artifact@v6
         with:

.github/workflows/baseline.yml

@@ -17,7 +17,7 @@ jobs:
       run:
         working-directory: libs/langgraph
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - run: SHA=$(git rev-parse HEAD) && echo "SHA=$SHA" >> $GITHUB_ENV
       - name: Set up Python 3.11
         uses: astral-sh/setup-uv@v7

.github/workflows/bench.yml

@@ -15,7 +15,7 @@ jobs:
       run:
         working-directory: libs/langgraph
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - id: files
         name: Get changed files
         uses: Ana06/get-changed-files@v2.3.0

.github/workflows/ci.yml

@@ -27,7 +27,7 @@ jobs:
       python: ${{ steps.filter.outputs.python }}
       deps: ${{ steps.filter.outputs.deps }}
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - uses: dorny/paths-filter@v3
         id: filter
         with:
@@ -100,7 +100,7 @@ jobs:
     name: "Check SDK methods matching"
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Set up Python
         uses: actions/setup-python@v6
         with:
@@ -116,13 +116,13 @@ jobs:
     strategy:
       matrix:
         python-version:
-          - "3.11"
+          - "3.13"
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Set up Python ${{ matrix.python-version }}
         uses: astral-sh/setup-uv@v7
         with:
-          python-version: "3.11"
+          python-version: "3.13"
           enable-cache: true
           cache-suffix: "schema-check-cli"
       - name: Install CLI dependencies

.github/workflows/codespell.yml

@@ -21,7 +21,7 @@
     
         steps:
           - name: Checkout
-            uses: actions/checkout@v5
+            uses: actions/checkout@v6
     
           - name: Install Dependencies
             run: |

.github/workflows/deploy_docs.yml

@@ -1,72 +0,0 @@
-name: Deploy Docs Redirects
-
-on:
-  push:
-    branches:
-      - main
-  workflow_dispatch:
-
-permissions:
-  contents: read
-  pages: write
-  id-token: write
-
-concurrency:
-  group: "pages"
-  cancel-in-progress: false
-
-defaults:
-  run:
-    working-directory: docs
-
-jobs:
-  deploy:
-    runs-on: ubuntu-latest
-    timeout-minutes: 10 # Job will be cancelled if it runs for more than 10 minutes
-    env:
-      GITHUB_TOKEN: ${{ secrets.MKDOCS_GITHUB_TOKEN }}
-    steps:
-      - uses: actions/checkout@v5
-        with:
-          fetch-depth: 0
-
-      - name: Set up Python
-        uses: astral-sh/setup-uv@v7
-        with:
-          python-version: "3.12"
-          enable-cache: true
-          cache-suffix: "docs"
-
-      - name: Install dependencies
-        run: |
-          yarn
-          uv sync --all-groups
-          # we run this installation only for internal PRs
-          # as GITHUB_TOKEN is not available for PRs from outside contributors
-          if [ -n "${GITHUB_TOKEN}" ]; then
-            uv run pip install "git+https://${GITHUB_TOKEN}@github.com/langchain-ai/mkdocs-material-insiders.git"
-          fi
-
-      - name: Build llms-text
-        run: make llms-text
-
-      - name: Build site (redirects only)
-        run: make build-docs
-        env:
-          OPENAI_API_KEY: sf-proj-1234567890 # fake placeholder, shouldn't actually be used
-          ANTHROPIC_API_KEY: sk-ant-api03-1234567890 # fake placeholder, shouldn't actually be used
-
-      - name: Configure GitHub Pages
-        if: github.ref == 'refs/heads/main'
-        uses: actions/configure-pages@v5
-
-      - name: Upload Pages Artifact
-        if: github.ref == 'refs/heads/main'
-        uses: actions/upload-pages-artifact@v4
-        with:
-          path: ./docs/site/
-
-      - name: Deploy to GitHub Pages
-        if: github.ref == 'refs/heads/main'
-        id: deployment
-        uses: actions/deploy-pages@v4

.github/workflows/link_check.yml

@@ -19,7 +19,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout code
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
 
@@ -36,7 +36,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout code
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           fetch-depth: 1
 

.github/workflows/release.yml

@@ -25,7 +25,7 @@ jobs:
       tag: ${{ steps.check-version.outputs.tag }}
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Set up Python
         uses: astral-sh/setup-uv@v7
@@ -86,7 +86,7 @@ jobs:
     outputs:
       release-body: ${{ steps.generate-release-body.outputs.release-body }}
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
         with:
           repository: langchain-ai/langgraph
           path: langgraph
@@ -157,7 +157,7 @@ jobs:
       - test-pypi-publish
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       # We explicitly *don't* set up caching here. This ensures our tests are
       # maximally sensitive to catching breakage.
@@ -260,7 +260,7 @@ jobs:
         working-directory: ${{ inputs.working-directory }}
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Set up Python
         uses: astral-sh/setup-uv@v7
@@ -301,7 +301,7 @@ jobs:
         working-directory: ${{ inputs.working-directory }}
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Set up Python
         uses: astral-sh/setup-uv@v7
@@ -322,5 +322,6 @@ jobs:
           token: ${{ secrets.GITHUB_TOKEN }}
           generateReleaseNotes: false
           tag: ${{needs.build.outputs.tag}}
+          name: ${{ needs.build.outputs.pkg-name }}==${{ needs.build.outputs.version }}
           body: ${{ needs.release-notes.outputs.release-body }}
           commit: ${{ github.sha }}

.github/workflows/run_notebooks.yml

@@ -28,7 +28,7 @@ jobs:
           - "latest"
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Set up Python + Poetry
         uses: astral-sh/setup-uv@v7
         with:

.github/workflows/uv_lock_ugprade.yml

@@ -16,7 +16,7 @@ jobs:
     runs-on: ubuntu-latest
     
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       
       - name: Set up uv
         uses: astral-sh/setup-uv@v7

README.md

@@ -67,7 +67,7 @@ While LangGraph can be used standalone, it also integrates seamlessly with any L
 - [LangChain](https://docs.langchain.com/oss/python/langchain/overview) – Provides integrations and composable components to streamline LLM application development.
 
 > [!NOTE]
-> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://langchain-ai.github.io/langgraphjs/).
+> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://docs.langchain.com/oss/javascript/langgraph/overview).
 
 ## Additional resources
 

docs/_scripts/js_translation/codeblocks/yarn.lock

@@ -2340,13 +2340,13 @@ __metadata:
   linkType: hard
 
 "js-yaml@npm:^4.1.0":
-  version: 4.1.0
-  resolution: "js-yaml@npm:4.1.0"
+  version: 4.1.1
+  resolution: "js-yaml@npm:4.1.1"
   dependencies:
     argparse: "npm:^2.0.1"
   bin:
     js-yaml: bin/js-yaml.js
-  checksum: 10c0/184a24b4eaacfce40ad9074c64fd42ac83cf74d8c8cd137718d456ced75051229e5061b8633c3366b8aada17945a7a356b337828c19da92b51ae62126575018f
+  checksum: 10c0/561c7d7088c40a9bb53cc75becbfb1df6ae49b34b5e6e5a81744b14ae8667ec564ad2527709d1a6e7d5e5fa6d483aa0f373a50ad98d42fde368ec4a190d4fae7
   languageName: node
   linkType: hard
 

docs/_scripts/notebook_hooks.py

@@ -129,11 +129,25 @@ REDIRECT_MAP = {
     "how-tos/human_in_the_loop/edit-graph-state.ipynb": "https://docs.langchain.com/oss/python/langgraph/use-time-travel",
 
     # LGP mintlify migration redirects
+    "examples/index.md": "https://docs.langchain.com/oss/python/learn",
+    "guides/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "concepts/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "tutorials/index.md": "https://docs.langchain.com/oss/python/learn",
+    "llms-txt-overview.md": "https://docs.langchain.com/llms.txt",
+    "tutorials/rag/langgraph_adaptive_rag.md": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
+    "tutorials/multi_agent/multi-agent-collaboration.ipynb": "https://docs.langchain.com/oss/python/langchain/multi-agent",
+    "how-tos/create-react-agent-manage-message-history.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "how-tos/many-tools.ipynb": "https://docs.langchain.com/oss/python/langchain/tools",
+    "tutorials/customer-support/customer-support.ipynb": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
+    "how-tos/react-agent-structured-output.ipynb": "https://docs.langchain.com/oss/python/langchain/agents#structured-output",
+    "tutorials/code_assistant/langgraph_code_assistant.ipynb": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
+    "tutorials/multi_agent/hierarchical_agent_teams.ipynb": "https://docs.langchain.com/oss/python/langchain/supervisor",
     "tutorials/auth/getting_started.md": "https://docs.langchain.com/langsmith/auth",
     "tutorials/auth/resource_auth.md": "https://docs.langchain.com/langsmith/resource-auth",
     "tutorials/auth/add_auth_server.md": "https://docs.langchain.com/langsmith/add-auth-server",
     "how-tos/use-remote-graph.md": "https://docs.langchain.com/langsmith/use-remote-graph",
     "how-tos/autogen-integration.md": "https://docs.langchain.com/langsmith/autogen-integration",
+    "how-tos/human_in_the_loop/wait-user-input.ipynb": "https://docs.langchain.com/oss/python/langgraph/interrupts",
     "cloud/how-tos/use_stream_react.md": "https://docs.langchain.com/langsmith/use-stream-react",
     "cloud/how-tos/generative_ui_react.md": "https://docs.langchain.com/langsmith/generative-ui-react",
     "concepts/langgraph_platform.md": "https://docs.langchain.com/langsmith/deployments",
@@ -219,12 +233,15 @@ REDIRECT_MAP = {
     "tutorials/get-started/6-time-travel.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
     "tutorials/langsmith/local-server.md": "https://docs.langchain.com/oss/python/langgraph/local-server",
     "tutorials/workflows.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "tutorials/plan-and-execute/plan-and-execute.ipynb": "https://docs.langchain.com/oss/python/langchain/middleware/built-in#to-do-list",
+    "tutorials/langgraph-platform/local-server/local-server.md": "https://docs.langchain.com/langsmith/local-server",
     "concepts/agentic_concepts.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
     "guides/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
     "agents/overview.md": "https://docs.langchain.com/oss/python/langchain/agents",
     "agents/run_agents.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
     "concepts/low_level.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
     "how-tos/graph-api.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "how-tos/react-agent-from-scratch.ipynb": "https://docs.langchain.com/oss/python/langchain/quickstart",
     "concepts/functional_api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
     "how-tos/use-functional-api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
     "concepts/pregel.md": "https://docs.langchain.com/oss/python/langgraph/pregel",
@@ -282,8 +299,8 @@ REDIRECT_MAP = {
     "reference/supervisor.md": "https://reference.langchain.com/python/langgraph/supervisor/",
     "reference/swarm.md": "https://reference.langchain.com/python/langgraph/swarm/",
     "reference/mcp.md": "https://reference.langchain.com/python/langgraph/mcp/",
-    "cloud/reference/sdk/python_sdk_ref.md": "https://reference.langchain.com/python/platform/python_sdk/",
-    "reference/remote_graph.md": "https://reference.langchain.com/python/platform/remote_graph/",
+    "cloud/reference/sdk/python_sdk_ref.md": "https://reference.langchain.com/python/langsmith/deployment/sdk/",
+    "reference/remote_graph.md": "https://reference.langchain.com/python/langsmith/deployment/remote_graph/",
 
     # additional exclude-search entries from mkdocs.yml
     "additional-resources/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
@@ -793,6 +810,17 @@ def on_post_build(config):
     # Track which paths have explicit redirects
     redirected_paths = set()
 
+    # Collect all existing HTML files in the site
+    all_html_files = set()
+    for root, dirs, files in os.walk(site_dir):
+        for file in files:
+            if file.endswith(".html"):
+                # Get relative path from site_dir
+                html_path = os.path.relpath(os.path.join(root, file), site_dir)
+                # Normalize path separators to forward slashes
+                html_path = html_path.replace(os.sep, "/")
+                all_html_files.add(html_path)
+
     # Process explicit redirects from REDIRECT_MAP
     for page_old, page_new in REDIRECT_MAP.items():
         # Convert .ipynb to .md for path calculation
@@ -847,6 +875,24 @@ def on_post_build(config):
 
             _write_html(site_dir, old_html_path, new_html_path)
 
+    # Create catch-all redirects for any HTML files not explicitly redirected
+    catchall_url = "https://docs.langchain.com/oss/python/langgraph/overview"
+    for html_file in all_html_files:
+        # Skip if this file is already explicitly redirected
+        if html_file in redirected_paths:
+            continue
+
+        # Skip the root index.html (we handle that separately)
+        if html_file == "index.html":
+            continue
+
+        # Skip reference documentation (keep those accessible)
+        if html_file.startswith("reference/"):
+            continue
+
+        # Create redirect for this unmapped file
+        _write_html(site_dir, html_file, catchall_url)
+
     # Create root index.html redirect
     root_redirect_html = """<!doctype html>
 <html lang="en">

libs/checkpoint-postgres/LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2024 LangChain, Inc.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

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

@@ -97,7 +97,7 @@ class PostgresSaver(BasePostgresSaver):
                 strict=False,
             ):
                 cur.execute(migration)
-                cur.execute(f"INSERT INTO checkpoint_migrations (v) VALUES ({v})")
+                cur.execute("INSERT INTO checkpoint_migrations (v) VALUES (%s)", (v,))
         if self.pipe:
             self.pipe.sync()
 

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

@@ -102,7 +102,9 @@ class AsyncPostgresSaver(BasePostgresSaver):
                 strict=False,
             ):
                 await cur.execute(migration)
-                await cur.execute(f"INSERT INTO checkpoint_migrations (v) VALUES ({v})")
+                await cur.execute(
+                    "INSERT INTO checkpoint_migrations (v) VALUES (%s)", (v,)
+                )
         if self.pipe:
             await self.pipe.sync()
 

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

@@ -252,7 +252,7 @@ class ShallowPostgresSaver(BasePostgresSaver):
                 strict=False,
             ):
                 cur.execute(migration)
-                cur.execute(f"INSERT INTO checkpoint_migrations (v) VALUES ({v})")
+                cur.execute("INSERT INTO checkpoint_migrations (v) VALUES (%s)", (v,))
         if self.pipe:
             self.pipe.sync()
 
@@ -614,7 +614,9 @@ class AsyncShallowPostgresSaver(BasePostgresSaver):
                 strict=False,
             ):
                 await cur.execute(migration)
-                await cur.execute(f"INSERT INTO checkpoint_migrations (v) VALUES ({v})")
+                await cur.execute(
+                    "INSERT INTO checkpoint_migrations (v) VALUES (%s)", (v,)
+                )
         if self.pipe:
             await self.pipe.sync()
 

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

@@ -91,7 +91,12 @@ WHERE expires_at IS NOT NULL;
 VECTOR_MIGRATIONS: Sequence[Migration] = [
     Migration(
         """
-CREATE EXTENSION IF NOT EXISTS vector;
+DO $$
+BEGIN
+    IF NOT EXISTS (SELECT 1 FROM pg_extension WHERE extname = 'vector') THEN
+        CREATE EXTENSION vector;
+    END IF;
+END $$;
 """,
     ),
     Migration(

libs/checkpoint-postgres/pyproject.toml

@@ -19,7 +19,10 @@ dependencies = [
 ]
 
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/checkpoint-postgres"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [dependency-groups]
 test = [

libs/checkpoint-sqlite/LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2024 LangChain, Inc.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

libs/checkpoint-sqlite/pyproject.toml

@@ -18,7 +18,10 @@ dependencies = [
 ]
 
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/checkpoint-sqlite"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [dependency-groups]
 test = [

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

@@ -60,23 +60,28 @@ class Checkpoint(TypedDict):
     """State snapshot at a given point in time."""
 
     v: int
-    """The version of the checkpoint format. Currently 1."""
+    """The version of the checkpoint format. Currently `1`."""
     id: str
-    """The ID of the checkpoint. This is both unique and monotonically
-    increasing, so can be used for sorting checkpoints from first to last."""
+    """The ID of the checkpoint.
+    
+    This is both unique and monotonically increasing, so can be used for sorting
+    checkpoints from first to last."""
     ts: str
     """The timestamp of the checkpoint in ISO 8601 format."""
     channel_values: dict[str, Any]
     """The values of the channels at the time of the checkpoint.
+    
     Mapping from channel name to deserialized channel snapshot value.
     """
     channel_versions: ChannelVersions
     """The versions of the channels at the time of the checkpoint.
+    
     The keys are channel names and the values are monotonically increasing
     version strings for each channel.
     """
     versions_seen: dict[str, ChannelVersions]
     """Map from node ID to map from channel name to version seen.
+    
     This keeps track of the versions of the channels that each node has seen.
     Used to determine which nodes to execute next.
     """
@@ -352,8 +357,9 @@ class BaseCheckpointSaver(Generic[V]):
     def get_next_version(self, current: V | None, channel: None) -> V:
         """Generate the next version ID for a channel.
 
-        Default is to use integer versions, incrementing by `1`. If you override, you can use `str`/`int`/`float`
-        versions, as long as they are monotonically increasing.
+        Default is to use integer versions, incrementing by `1`.
+
+        If you override, you can use `str`/`int`/`float` versions, as long as they are monotonically increasing.
 
         Args:
             current: The current version identifier (`int`, `float`, or `str`).

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

@@ -33,7 +33,7 @@ class InMemorySaver(
 ):
     """An in-memory checkpoint saver.
 
-    This checkpoint saver stores checkpoints in memory using a defaultdict.
+    This checkpoint saver stores checkpoints in memory using a `defaultdict`.
 
     Note:
         Only use `InMemorySaver` for debugging or testing purposes.
@@ -44,22 +44,23 @@ class InMemorySaver(
     Args:
         serde: The serializer to use for serializing and deserializing checkpoints.
 
-    Examples:
+    Example:
+        ```python
+        import asyncio
 
-            import asyncio
+        from langgraph.checkpoint.memory import InMemorySaver
+        from langgraph.graph import StateGraph
 
-            from langgraph.checkpoint.memory import InMemorySaver
-            from langgraph.graph import StateGraph
+        builder = StateGraph(int)
+        builder.add_node("add_one", lambda x: x + 1)
+        builder.set_entry_point("add_one")
+        builder.set_finish_point("add_one")
 
-            builder = StateGraph(int)
-            builder.add_node("add_one", lambda x: x + 1)
-            builder.set_entry_point("add_one")
-            builder.set_finish_point("add_one")
-
-            memory = InMemorySaver()
-            graph = builder.compile(checkpointer=memory)
-            coro = graph.ainvoke(1, {"configurable": {"thread_id": "thread-1"}})
-            asyncio.run(coro)  # Output: 2
+        memory = InMemorySaver()
+        graph = builder.compile(checkpointer=memory)
+        coro = graph.ainvoke(1, {"configurable": {"thread_id": "thread-1"}})
+        asyncio.run(coro)  # Output: 2
+        ```
     """
 
     # thread ID ->  checkpoint NS -> checkpoint ID -> checkpoint mapping
@@ -96,7 +97,8 @@ class InMemorySaver(
             self.stack.enter_context(self.blobs)  # type: ignore[arg-type]
 
     def __enter__(self) -> InMemorySaver:
-        return self.stack.__enter__()
+        self.stack.__enter__()
+        return self
 
     def __exit__(
         self,
@@ -107,7 +109,8 @@ class InMemorySaver(
         return self.stack.__exit__(exc_type, exc_value, traceback)
 
     async def __aenter__(self) -> InMemorySaver:
-        return self.stack.__enter__()
+        self.stack.__enter__()
+        return self
 
     async def __aexit__(
         self,

libs/checkpoint/langgraph/checkpoint/serde/base.py

@@ -15,9 +15,7 @@ class UntypedSerializerProtocol(Protocol):
 class SerializerProtocol(Protocol):
     """Protocol for serialization and deserialization of objects.
 
-    - `dumps`: Serialize an object to bytes.
     - `dumps_typed`: Serialize an object to a tuple `(type, bytes)`.
-    - `loads`: Deserialize an object from bytes.
     - `loads_typed`: Deserialize an object from a tuple `(type, bytes)`.
 
     Valid implementations include the `pickle`, `json` and `orjson` modules.
@@ -52,12 +50,13 @@ def maybe_add_typed_methods(
 
 class CipherProtocol(Protocol):
     """Protocol for encryption and decryption of data.
+
     - `encrypt`: Encrypt plaintext.
     - `decrypt`: Decrypt ciphertext.
     """
 
     def encrypt(self, plaintext: bytes) -> tuple[str, bytes]:
-        """Encrypt plaintext. Returns a tuple (cipher name, ciphertext)."""
+        """Encrypt plaintext. Returns a tuple `(cipher name, ciphertext)`."""
         ...
 
     def decrypt(self, ciphername: str, ciphertext: bytes) -> bytes:

libs/checkpoint/langgraph/checkpoint/serde/jsonplus.py

@@ -41,10 +41,12 @@ logger = logging.getLogger(__name__)
 class JsonPlusSerializer(SerializerProtocol):
     """Serializer that uses ormsgpack, with optional fallbacks.
 
-    Security note: this serializer is intended for use within the BaseCheckpointSaver
-    class and called within the Pregel loop. It should not be used on untrusted
-    python objects. If an attacker can write directly to your checkpoint database,
-    they may be able to trigger code execution when data is deserialized.
+    !!! warning
+
+        Security note: This serializer is intended for use within the `BaseCheckpointSaver`
+        class and called within the Pregel loop. It should not be used on untrusted
+        python objects. If an attacker can write directly to your checkpoint database,
+        they may be able to trigger code execution when data is deserialized.
     """
 
     def __init__(

libs/checkpoint/pyproject.toml

@@ -17,7 +17,10 @@ dependencies = [
 ]
 
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/checkpoint"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [dependency-groups]
 test = [

libs/checkpoint/tests/test_memory.py

@@ -188,7 +188,14 @@ class TestMemorySaver:
         assert len(search_results_4) == 0
 
 
-def test_memory_saver() -> None:
+async def test_memory_saver() -> None:
     from langgraph.checkpoint.memory import InMemorySaver
 
-    assert isinstance(InMemorySaver(), InMemorySaver)
+    memory_saver = InMemorySaver()
+    assert isinstance(memory_saver, InMemorySaver)
+
+    async with memory_saver as async_memory_saver:
+        assert async_memory_saver is memory_saver
+
+    with memory_saver as sync_memory_saver:
+        assert sync_memory_saver is memory_saver

libs/cli/.gitignore

@@ -0,0 +1 @@
+.langgraph_api/

libs/cli/Makefile

@@ -1,4 +1,4 @@
-.PHONY: test lint format test-integration update-schema
+.PHONY: test lint format test-integration update-schema bump-version
 
 ######################
 # TESTING AND COVERAGE
@@ -35,3 +35,6 @@ format format_diff:
 
 update-schema:
 	uv run python generate_schema.py
+
+bump-version:
+	uv run hatch version patch

libs/cli/generate_schema.py

@@ -15,6 +15,7 @@ import msgspec
 
 from langgraph_cli.schemas import (
     AuthConfig,
+    CacheConfig,
     CheckpointerConfig,
     Config,
     ConfigurableHeaderConfig,
@@ -26,6 +27,8 @@ from langgraph_cli.schemas import (
     StoreConfig,
     ThreadTTLConfig,
     TTLConfig,
+    WebhooksConfig,
+    WebhookUrlPolicy,
 )
 
 
@@ -111,11 +114,14 @@ def add_descriptions_to_schema(schema, cls):
                 SecurityConfig,
                 HttpConfig,
                 CorsConfig,
+                CacheConfig,
                 ThreadTTLConfig,
                 CheckpointerConfig,
                 SerdeConfig,
                 TTLConfig,
                 ConfigurableHeaderConfig,
+                WebhooksConfig,
+                WebhookUrlPolicy,
             ]:
                 if potential_cls.__name__ == def_name:
                     add_descriptions_to_schema(def_schema, potential_cls)

libs/cli/langgraph_cli/__init__.py

@@ -1 +1 @@
-__version__ = "0.4.7"
+__version__ = "0.4.9"

libs/cli/langgraph_cli/cli.py

@@ -760,6 +760,7 @@ def dev(
         http=config_json.get("http"),
         ui=config_json.get("ui"),
         ui_config=config_json.get("ui_config"),
+        webhooks=config_json.get("webhooks"),
         studio_url=studio_url,
         allow_blocking=allow_blocking,
         tunnel=tunnel,

libs/cli/langgraph_cli/config.py

@@ -154,7 +154,10 @@ def validate_config(config: Config) -> Config:
         "env": config.get("env", {}),
         "store": config.get("store"),
         "auth": config.get("auth"),
+        "encryption": config.get("encryption"),
         "http": config.get("http"),
+        # Pass through webhooks config so it can be injected into the image
+        "webhooks": config.get("webhooks"),
         "checkpointer": config.get("checkpointer"),
         "ui": config.get("ui"),
         "ui_config": config.get("ui_config"),
@@ -228,6 +231,14 @@ def validate_config(config: Config) -> Config:
                     f"Invalid auth.path format: '{auth_conf['path']}'. "
                     "Must be in format './path/to/file.py:attribute_name'"
                 )
+    # Validate encryption config
+    if encryption_conf := config.get("encryption"):
+        if "path" in encryption_conf:
+            if ":" not in encryption_conf["path"]:
+                raise ValueError(
+                    f"Invalid encryption.path format: '{encryption_conf['path']}'. "
+                    "Must be in format './path/to/file.py:attribute_name'"
+                )
     if http_conf := config.get("http"):
         if "app" in http_conf:
             if ":" not in http_conf["app"]:
@@ -614,6 +625,49 @@ def _update_auth_path(
     )
 
 
+def _update_encryption_path(
+    config_path: pathlib.Path, config: Config, local_deps: LocalDeps
+) -> None:
+    """Update encryption.path to use Docker container paths."""
+    encryption_conf = config.get("encryption")
+    if not encryption_conf or not (path_str := encryption_conf.get("path")):
+        return
+
+    module_str, sep, attr_str = path_str.partition(":")
+    if not sep or not module_str.startswith("."):
+        return  # Already validated or absolute path
+
+    resolved = config_path.parent / module_str
+    if not resolved.exists():
+        raise FileNotFoundError(
+            f"Encryption file not found: {resolved} (from {path_str})"
+        )
+    if not resolved.is_file():
+        raise IsADirectoryError(f"Encryption path must be a file: {resolved}")
+
+    # Check faux packages first (higher priority)
+    for faux_path, (_, destpath) in local_deps.faux_pkgs.items():
+        if resolved.is_relative_to(faux_path):
+            new_path = f"{destpath}/{resolved.relative_to(faux_path)}:{attr_str}"
+            encryption_conf["path"] = new_path
+            return
+
+    # Check real packages
+    for real_path in local_deps.real_pkgs:
+        if resolved.is_relative_to(real_path):
+            new_path = (
+                f"/deps/{real_path.name}/{resolved.relative_to(real_path)}:{attr_str}"
+            )
+            encryption_conf["path"] = new_path
+            return
+
+    raise ValueError(
+        f"Encryption file '{resolved}' not covered by dependencies.\n"
+        "Add its parent directory to the 'dependencies' array in your config.\n"
+        f"Current dependencies: {config['dependencies']}"
+    )
+
+
 def _update_http_app_path(
     config_path: pathlib.Path, config: Config, local_deps: LocalDeps
 ) -> None:
@@ -809,6 +863,8 @@ def python_config_to_docker(
     _update_graph_paths(config_path, config, local_deps)
     # Rewrite auth path, so it points to the correct location in the Docker container
     _update_auth_path(config_path, config, local_deps)
+    # Rewrite encryption path, so it points to the correct location in the Docker container
+    _update_encryption_path(config_path, config, local_deps)
     # Rewrite HTTP app path, so it points to the correct location in the Docker container
     _update_http_app_path(config_path, config, local_deps)
 
@@ -899,9 +955,16 @@ ADD {relpath} /deps/{name}
     if (auth_config := config.get("auth")) is not None:
         env_vars.append(f"ENV LANGGRAPH_AUTH='{json.dumps(auth_config)}'")
 
+    if (encryption_config := config.get("encryption")) is not None:
+        env_vars.append(f"ENV LANGGRAPH_ENCRYPTION='{json.dumps(encryption_config)}'")
+
     if (http_config := config.get("http")) is not None:
         env_vars.append(f"ENV LANGGRAPH_HTTP='{json.dumps(http_config)}'")
 
+    # Inject webhooks configuration if provided
+    if (webhooks_config := config.get("webhooks")) is not None:
+        env_vars.append(f"ENV LANGGRAPH_WEBHOOKS='{json.dumps(webhooks_config)}'")
+
     if (checkpointer_config := config.get("checkpointer")) is not None:
         env_vars.append(
             f"ENV LANGGRAPH_CHECKPOINTER='{json.dumps(checkpointer_config)}'"
@@ -1022,9 +1085,16 @@ def node_config_to_docker(
     if (auth_config := config.get("auth")) is not None:
         env_vars.append(f"ENV LANGGRAPH_AUTH='{json.dumps(auth_config)}'")
 
+    if (encryption_config := config.get("encryption")) is not None:
+        env_vars.append(f"ENV LANGGRAPH_ENCRYPTION='{json.dumps(encryption_config)}'")
+
     if (http_config := config.get("http")) is not None:
         env_vars.append(f"ENV LANGGRAPH_HTTP='{json.dumps(http_config)}'")
 
+    # Inject webhooks configuration if provided
+    if (webhooks_config := config.get("webhooks")) is not None:
+        env_vars.append(f"ENV LANGGRAPH_WEBHOOKS='{json.dumps(webhooks_config)}'")
+
     if (checkpointer_config := config.get("checkpointer")) is not None:
         env_vars.append(
             f"ENV LANGGRAPH_CHECKPOINTER='{json.dumps(checkpointer_config)}'"

libs/cli/langgraph_cli/schemas.py

@@ -233,6 +233,27 @@ class SecurityConfig(TypedDict, total=False):
     """
 
 
+class CacheConfig(TypedDict, total=False):
+    cache_keys: list[str]
+    """Optional. List of header keys to use for caching.
+    
+    Example:
+        ["user_id", "workspace_id"]
+    """
+    ttl_seconds: int
+    """Optional. Time-to-live in seconds for cached items.
+    
+    Example:
+        3600
+    """
+    max_size: int
+    """Optional. Maximum size of the cache.
+    
+    Example:
+        100
+    """
+
+
 class AuthConfig(TypedDict, total=False):
     """Configuration for custom authentication logic and how it integrates into the OpenAPI spec."""
 
@@ -269,6 +290,37 @@ class AuthConfig(TypedDict, total=False):
             ]
         }
     """
+    cache: CacheConfig
+    """Optional. Cache configuration for the server.
+    
+    Example:
+        {
+            "cache_keys": ["user_id", "workspace_id"],
+            "ttl_seconds": 3600,
+            "max_size": 100
+        }
+    """
+
+
+class EncryptionConfig(TypedDict, total=False):
+    """Configuration for custom at-rest encryption logic.
+
+    Allows you to implement custom encryption for sensitive data stored in the database,
+    including metadata fields and checkpoint blobs.
+    """
+
+    path: str
+    """Required. Path to an instance of the Encryption() class that implements custom encryption handlers.
+
+    Format: "path/to/file.py:my_encryption"
+
+    Example:
+        {
+            "encryption": {
+                "path": "./encryption.py:my_encryption"
+            }
+        }
+    """
 
 
 class CorsConfig(TypedDict, total=False):
@@ -310,7 +362,7 @@ class CorsConfig(TypedDict, total=False):
     """
 
 
-class ConfigurableHeaderConfig(TypedDict):
+class ConfigurableHeaderConfig(TypedDict, total=False):
     """Customize which headers to include as configurable values in your runs.
 
     By default, omits x-api-key, x-tenant-id, and x-service-key.
@@ -321,7 +373,7 @@ class ConfigurableHeaderConfig(TypedDict):
     """
 
     includes: list[str] | None
-    """Headers to include (if not also matches against an 'exludes' pattern.
+    """Headers to include (if not also matched against an 'excludes' pattern).
 
     Examples:
         - 'user-agent'
@@ -367,7 +419,12 @@ class HttpConfig(TypedDict, total=False):
     Default is False.
     """
     disable_mcp: bool
-    """Optional. If `True`, /mcp routes are removed, disabling the MCP server.
+    """Optional. If `True`, /mcp routes are removed, disabling default support to expose the deployment as an MCP server.
+    
+    Default is False.
+    """
+    disable_a2a: bool
+    """Optional. If `True`, /a2a routes are removed, disabling default support to expose the deployment as an agent-to-agent (A2A) server.
     
     Default is False.
     """
@@ -377,6 +434,17 @@ class HttpConfig(TypedDict, total=False):
     Set to True to disable the following endpoints: /openapi.json, /info, /metrics, /docs.
     This will also make the /ok endpoint skip any DB or other checks, always returning {"ok": True}.
     
+    Default is False.
+    """
+    disable_ui: bool
+    """Optional. If `True`, /ui routes are removed, disabling the UI server.
+    
+    Default is False.
+    """
+    disable_webhooks: bool
+    """Optional. If `True`, webhooks are disabled. Runs created with an associated webhook will
+    still be executed, but the webhook event will not be sent.
+    
     Default is False.
     """
     cors: CorsConfig | None
@@ -409,6 +477,52 @@ class HttpConfig(TypedDict, total=False):
     Default is False. This flag only affects authentication behavior
     if `app` is provided and contains custom routes.
     """
+    mount_prefix: str
+    """Optional. URL prefix to prepend to all the routes.
+    
+    Example:
+        "/api"
+    """
+
+
+class WebhookUrlPolicy(TypedDict, total=False):
+    require_https: bool
+    """Enforce HTTPS scheme for absolute URLs; reject `http://` when true."""
+    allowed_domains: list[str]
+    """Hostname allowlist. Supports exact hosts and wildcard subdomains.
+
+    Use entries like "hooks.example.com" or "*.mycorp.com". The wildcard only
+    matches subdomains ("foo.mycorp.com"), not the apex ("mycorp.com"). When
+    empty or omitted, any public host is allowed (subject to SSRF IP checks).
+    """
+    allowed_ports: list[int]
+    """Explicit port allowlist for absolute URLs.
+
+    If set, requests must use one of these ports. Defaults are respected when
+    a port is not present in the URL (443 for https, 80 for http).
+    """
+    max_url_length: int
+    """Maximum permitted URL length in characters; longer inputs are rejected early."""
+    disable_loopback: bool
+    """Disallow relative URLs (internal loopback calls) when true."""
+
+
+class WebhooksConfig(TypedDict, total=False):
+    env_prefix: str
+    """Required prefix for environment variables referenced in header templates.
+
+    Acts as an allowlist boundary to prevent leaking arbitrary environment
+    variables. Defaults to "LG_WEBHOOK_" when omitted.
+    """
+    url: WebhookUrlPolicy
+    """URL validation policy for user-supplied webhook endpoints."""
+    headers: dict[str, str]
+    """Static headers to include with webhook requests.
+
+    Values may contain templates of the form "${{ env.VAR }}". On startup, these
+    are resolved via the process environment after verifying `VAR` starts with
+    `env_prefix`. Mixed literals and multiple templates are allowed.
+    """
 
 
 class Config(TypedDict, total=False):
@@ -524,15 +638,28 @@ class Config(TypedDict, total=False):
     """
 
     auth: AuthConfig | None
-    """Optional. Custom authentication config, including the path to your Python auth logic and 
+    """Optional. Custom authentication config, including the path to your Python auth logic and
     the OpenAPI security definitions it uses.
     """
 
+    encryption: EncryptionConfig | None
+    """Optional. Custom at-rest encryption config, including the path to your Python encryption logic.
+
+    Allows you to implement custom encryption for sensitive data stored in the database.
+    """
+
     http: HttpConfig | None
     """Optional. Configuration for the built-in HTTP server, controlling which custom routes are exposed
     and how cross-origin requests are handled.
     """
 
+    webhooks: WebhooksConfig | None
+    """Optional. Webhooks configuration for outbound event delivery.
+
+    Forwarded into the container as `LANGGRAPH_WEBHOOKS`. See `WebhooksConfig`
+    for URL policy and header templating details.
+    """
+
     ui: dict[str, str] | None
     """Optional. Named definitions of UI components emitted by the agent, each pointing to a JS/TS file.
     """
@@ -550,6 +677,7 @@ __all__ = [
     "StoreConfig",
     "CheckpointerConfig",
     "AuthConfig",
+    "EncryptionConfig",
     "HttpConfig",
     "MiddlewareOrders",
     "Distros",

libs/cli/pyproject.toml

@@ -19,13 +19,16 @@ dependencies = [
 path = "langgraph_cli/__init__.py"
 [project.optional-dependencies]
 inmem = [
-    "langgraph-api>=0.4,<0.6.0 ; python_version >= '3.11'",
+    "langgraph-api>=0.5.35,<0.6.0 ; python_version >= '3.11'",
     "langgraph-runtime-inmem>=0.7 ; python_version >= '3.11'",
     "python-dotenv>=0.8.0",
 ]
 
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/cli"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [project.scripts]
 langgraph = "langgraph_cli.cli:cli"
@@ -46,6 +49,7 @@ lint = [
 dev = [
     {include-group = "test"},
     {include-group = "lint"},
+    "hatch>=1.16.2",
 ]
 
 [tool.uv]

libs/cli/schemas/schema.json

@@ -99,6 +99,17 @@
               },
               "description": "Optional. Additional Docker instructions that will be appended to your base Dockerfile.\n\nUseful for installing OS packages, setting environment variables, etc."
             },
+            "encryption": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/EncryptionConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Custom at-rest encryption config, including the path to your Python encryption logic.\n\nAllows you to implement custom encryption for sensitive data stored in the database.\n"
+            },
             "env": {
               "anyOf": [
                 {
@@ -199,6 +210,17 @@
                 }
               ],
               "description": "Optional. Named definitions of UI components emitted by the agent, each pointing to a JS/TS file.\n"
+            },
+            "webhooks": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/WebhooksConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Webhooks configuration for outbound event delivery.\n\nForwarded into the container as `LANGGRAPH_WEBHOOKS`. See `WebhooksConfig`\nfor URL policy and header templating details.\n"
             }
           },
           "required": [
@@ -292,6 +314,17 @@
               },
               "description": "Optional. Additional Docker instructions that will be appended to your base Dockerfile.\n\nUseful for installing OS packages, setting environment variables, etc."
             },
+            "encryption": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/EncryptionConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Custom at-rest encryption config, including the path to your Python encryption logic.\n\nAllows you to implement custom encryption for sensitive data stored in the database.\n"
+            },
             "env": {
               "anyOf": [
                 {
@@ -391,6 +424,17 @@
                 }
               ],
               "description": "Optional. Named definitions of UI components emitted by the agent, each pointing to a JS/TS file.\n"
+            },
+            "webhooks": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/WebhooksConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Webhooks configuration for outbound event delivery.\n\nForwarded into the container as `LANGGRAPH_WEBHOOKS`. See `WebhooksConfig`\nfor URL policy and header templating details.\n"
             }
           },
           "required": [
@@ -405,6 +449,10 @@
       "description": "Configuration for custom authentication logic and how it integrates into the OpenAPI spec.",
       "type": "object",
       "properties": {
+        "cache": {
+          "$ref": "#/$defs/CacheConfig",
+          "description": "Optional. Cache configuration for the server.\n"
+        },
         "disable_studio_auth": {
           "type": "boolean",
           "description": "Optional. Whether to disable LangSmith API-key authentication for requests originating the Studio.\n\nDefaults to False, meaning that if a particular header is set, the server will verify the `x-api-key` header\nvalue is a valid API key for the deployment's workspace. If `True`, all requests will go through your custom\nauthentication logic, regardless of origin of the request.\n"
@@ -420,6 +468,29 @@
       },
       "required": []
     },
+    "CacheConfig": {
+      "title": "CacheConfig",
+      "type": "object",
+      "properties": {
+        "cache_keys": {
+          "type": "array",
+          "items": {
+            "type": "string"
+          },
+          "description": "Optional. List of header keys to use for caching.\n"
+        },
+        "max_size": {
+          "type": "integer",
+          "description": "Optional. Maximum size of the cache.\n"
+        },
+        "ttl_seconds": {
+          "type": "integer",
+          "description": "Optional. Time-to-live in seconds for cached items.\n"
+        }
+      },
+      "required": [],
+      "description": "dict() -> new empty dictionary\ndict(mapping) -> new dictionary initialized from a mapping object's\n    (key, value) pairs\ndict(iterable) -> new dictionary initialized as if via:\n    d = {}\n    for k, v in iterable:\n        d[k] = v\ndict(**kwargs) -> new dictionary initialized with the name=value pairs\n    in the keyword argument list.  For example:  dict(one=1, two=2)"
+    },
     "SecurityConfig": {
       "title": "SecurityConfig",
       "description": "Configuration for OpenAPI security definitions and requirements.\n\nUseful for specifying global or path-level authentication and authorization flows\n(e.g., OAuth2, API key headers, etc.).",
@@ -565,6 +636,17 @@
       },
       "required": []
     },
+    "EncryptionConfig": {
+      "title": "EncryptionConfig",
+      "description": "Configuration for custom at-rest encryption logic.\n\nAllows you to implement custom encryption for sensitive data stored in the database,\nincluding metadata fields and checkpoint blobs.",
+      "type": "object",
+      "properties": {
+        "path": {
+          "type": "string"
+        }
+      },
+      "required": []
+    },
     "HttpConfig": {
       "title": "HttpConfig",
       "description": "Configuration for the built-in HTTP server that powers your deployment's routes and endpoints.",
@@ -596,13 +678,17 @@
           ],
           "description": "Optional. Defines CORS restrictions. If omitted, no special rules are set and\ncross-origin behavior depends on default server settings.\n"
         },
+        "disable_a2a": {
+          "type": "boolean",
+          "description": "Optional. If `True`, /a2a routes are removed, disabling default support to expose the deployment as an agent-to-agent (A2A) server.\n\nDefault is False.\n"
+        },
         "disable_assistants": {
           "type": "boolean",
           "description": "Optional. If `True`, /assistants routes are removed from the server.\n\nDefault is False (meaning /assistants is enabled).\n"
         },
         "disable_mcp": {
           "type": "boolean",
-          "description": "Optional. If `True`, /mcp routes are removed, disabling the MCP server.\n\nDefault is False.\n"
+          "description": "Optional. If `True`, /mcp routes are removed, disabling default support to expose the deployment as an MCP server.\n\nDefault is False.\n"
         },
         "disable_meta": {
           "type": "boolean",
@@ -620,6 +706,14 @@
           "type": "boolean",
           "description": "Optional. If `True`, /threads routes are removed.\n\nDefault is False.\n"
         },
+        "disable_ui": {
+          "type": "boolean",
+          "description": "Optional. If `True`, /ui routes are removed, disabling the UI server.\n\nDefault is False.\n"
+        },
+        "disable_webhooks": {
+          "type": "boolean",
+          "description": "Optional. If `True`, webhooks are disabled. Runs created with an associated webhook will\nstill be executed, but the webhook event will not be sent.\n\nDefault is False.\n"
+        },
         "enable_custom_route_auth": {
           "type": "boolean",
           "description": "Optional. If `True`, authentication is enabled for custom routes,\nnot just the routes that are protected by default.\n(Routes protected by default include /assistants, /threads, and /runs).\n\nDefault is False. This flag only affects authentication behavior\nif `app` is provided and contains custom routes.\n"
@@ -648,6 +742,10 @@
             }
           ],
           "description": "Optional. Defines the order in which to apply server customizations.\n"
+        },
+        "mount_prefix": {
+          "type": "string",
+          "description": "Optional. URL prefix to prepend to all the routes.\n"
         }
       },
       "required": []
@@ -683,13 +781,10 @@
               "type": "null"
             }
           ],
-          "description": "Headers to include (if not also matches against an 'exludes' pattern.\n"
+          "description": "Headers to include (if not also matched against an 'excludes' pattern).\n"
         }
       },
-      "required": [
-        "excludes",
-        "includes"
-      ]
+      "required": []
     },
     "CorsConfig": {
       "title": "CorsConfig",
@@ -832,6 +927,63 @@
         }
       },
       "required": []
+    },
+    "WebhooksConfig": {
+      "title": "WebhooksConfig",
+      "type": "object",
+      "properties": {
+        "env_prefix": {
+          "type": "string",
+          "description": "Required prefix for environment variables referenced in header templates.\n\nActs as an allowlist boundary to prevent leaking arbitrary environment\nvariables. Defaults to \"LG_WEBHOOK_\" when omitted.\n"
+        },
+        "headers": {
+          "type": "object",
+          "additionalProperties": {
+            "type": "string"
+          },
+          "description": "Static headers to include with webhook requests.\n\nValues may contain templates of the form \"${{ env.VAR }}\". On startup, these\nare resolved via the process environment after verifying `VAR` starts with\n`env_prefix`. Mixed literals and multiple templates are allowed.\n"
+        },
+        "url": {
+          "$ref": "#/$defs/WebhookUrlPolicy",
+          "description": "URL validation policy for user-supplied webhook endpoints."
+        }
+      },
+      "required": [],
+      "description": "dict() -> new empty dictionary\ndict(mapping) -> new dictionary initialized from a mapping object's\n    (key, value) pairs\ndict(iterable) -> new dictionary initialized as if via:\n    d = {}\n    for k, v in iterable:\n        d[k] = v\ndict(**kwargs) -> new dictionary initialized with the name=value pairs\n    in the keyword argument list.  For example:  dict(one=1, two=2)"
+    },
+    "WebhookUrlPolicy": {
+      "title": "WebhookUrlPolicy",
+      "type": "object",
+      "properties": {
+        "allowed_domains": {
+          "type": "array",
+          "items": {
+            "type": "string"
+          },
+          "description": "Hostname allowlist. Supports exact hosts and wildcard subdomains.\n\nUse entries like \"hooks.example.com\" or \"*.mycorp.com\". The wildcard only\nmatches subdomains (\"foo.mycorp.com\"), not the apex (\"mycorp.com\"). When\nempty or omitted, any public host is allowed (subject to SSRF IP checks).\n"
+        },
+        "allowed_ports": {
+          "type": "array",
+          "items": {
+            "type": "integer"
+          },
+          "description": "Explicit port allowlist for absolute URLs.\n\nIf set, requests must use one of these ports. Defaults are respected when\na port is not present in the URL (443 for https, 80 for http).\n"
+        },
+        "disable_loopback": {
+          "type": "boolean",
+          "description": "Disallow relative URLs (internal loopback calls) when true."
+        },
+        "max_url_length": {
+          "type": "integer",
+          "description": "Maximum permitted URL length in characters; longer inputs are rejected early."
+        },
+        "require_https": {
+          "type": "boolean",
+          "description": "Enforce HTTPS scheme for absolute URLs; reject `http://` when true."
+        }
+      },
+      "required": [],
+      "description": "dict() -> new empty dictionary\ndict(mapping) -> new dictionary initialized from a mapping object's\n    (key, value) pairs\ndict(iterable) -> new dictionary initialized as if via:\n    d = {}\n    for k, v in iterable:\n        d[k] = v\ndict(**kwargs) -> new dictionary initialized with the name=value pairs\n    in the keyword argument list.  For example:  dict(one=1, two=2)"
     }
   },
   "title": "LangGraph CLI Configuration",

libs/cli/schemas/schema.v0.json

@@ -99,6 +99,17 @@
               },
               "description": "Optional. Additional Docker instructions that will be appended to your base Dockerfile.\n\nUseful for installing OS packages, setting environment variables, etc."
             },
+            "encryption": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/EncryptionConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Custom at-rest encryption config, including the path to your Python encryption logic.\n\nAllows you to implement custom encryption for sensitive data stored in the database.\n"
+            },
             "env": {
               "anyOf": [
                 {
@@ -199,6 +210,17 @@
                 }
               ],
               "description": "Optional. Named definitions of UI components emitted by the agent, each pointing to a JS/TS file.\n"
+            },
+            "webhooks": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/WebhooksConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Webhooks configuration for outbound event delivery.\n\nForwarded into the container as `LANGGRAPH_WEBHOOKS`. See `WebhooksConfig`\nfor URL policy and header templating details.\n"
             }
           },
           "required": [
@@ -292,6 +314,17 @@
               },
               "description": "Optional. Additional Docker instructions that will be appended to your base Dockerfile.\n\nUseful for installing OS packages, setting environment variables, etc."
             },
+            "encryption": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/EncryptionConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Custom at-rest encryption config, including the path to your Python encryption logic.\n\nAllows you to implement custom encryption for sensitive data stored in the database.\n"
+            },
             "env": {
               "anyOf": [
                 {
@@ -391,6 +424,17 @@
                 }
               ],
               "description": "Optional. Named definitions of UI components emitted by the agent, each pointing to a JS/TS file.\n"
+            },
+            "webhooks": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/WebhooksConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Webhooks configuration for outbound event delivery.\n\nForwarded into the container as `LANGGRAPH_WEBHOOKS`. See `WebhooksConfig`\nfor URL policy and header templating details.\n"
             }
           },
           "required": [
@@ -405,6 +449,10 @@
       "description": "Configuration for custom authentication logic and how it integrates into the OpenAPI spec.",
       "type": "object",
       "properties": {
+        "cache": {
+          "$ref": "#/$defs/CacheConfig",
+          "description": "Optional. Cache configuration for the server.\n"
+        },
         "disable_studio_auth": {
           "type": "boolean",
           "description": "Optional. Whether to disable LangSmith API-key authentication for requests originating the Studio.\n\nDefaults to False, meaning that if a particular header is set, the server will verify the `x-api-key` header\nvalue is a valid API key for the deployment's workspace. If `True`, all requests will go through your custom\nauthentication logic, regardless of origin of the request.\n"
@@ -420,6 +468,29 @@
       },
       "required": []
     },
+    "CacheConfig": {
+      "title": "CacheConfig",
+      "type": "object",
+      "properties": {
+        "cache_keys": {
+          "type": "array",
+          "items": {
+            "type": "string"
+          },
+          "description": "Optional. List of header keys to use for caching.\n"
+        },
+        "max_size": {
+          "type": "integer",
+          "description": "Optional. Maximum size of the cache.\n"
+        },
+        "ttl_seconds": {
+          "type": "integer",
+          "description": "Optional. Time-to-live in seconds for cached items.\n"
+        }
+      },
+      "required": [],
+      "description": "dict() -> new empty dictionary\ndict(mapping) -> new dictionary initialized from a mapping object's\n    (key, value) pairs\ndict(iterable) -> new dictionary initialized as if via:\n    d = {}\n    for k, v in iterable:\n        d[k] = v\ndict(**kwargs) -> new dictionary initialized with the name=value pairs\n    in the keyword argument list.  For example:  dict(one=1, two=2)"
+    },
     "SecurityConfig": {
       "title": "SecurityConfig",
       "description": "Configuration for OpenAPI security definitions and requirements.\n\nUseful for specifying global or path-level authentication and authorization flows\n(e.g., OAuth2, API key headers, etc.).",
@@ -565,6 +636,17 @@
       },
       "required": []
     },
+    "EncryptionConfig": {
+      "title": "EncryptionConfig",
+      "description": "Configuration for custom at-rest encryption logic.\n\nAllows you to implement custom encryption for sensitive data stored in the database,\nincluding metadata fields and checkpoint blobs.",
+      "type": "object",
+      "properties": {
+        "path": {
+          "type": "string"
+        }
+      },
+      "required": []
+    },
     "HttpConfig": {
       "title": "HttpConfig",
       "description": "Configuration for the built-in HTTP server that powers your deployment's routes and endpoints.",
@@ -596,13 +678,17 @@
           ],
           "description": "Optional. Defines CORS restrictions. If omitted, no special rules are set and\ncross-origin behavior depends on default server settings.\n"
         },
+        "disable_a2a": {
+          "type": "boolean",
+          "description": "Optional. If `True`, /a2a routes are removed, disabling default support to expose the deployment as an agent-to-agent (A2A) server.\n\nDefault is False.\n"
+        },
         "disable_assistants": {
           "type": "boolean",
           "description": "Optional. If `True`, /assistants routes are removed from the server.\n\nDefault is False (meaning /assistants is enabled).\n"
         },
         "disable_mcp": {
           "type": "boolean",
-          "description": "Optional. If `True`, /mcp routes are removed, disabling the MCP server.\n\nDefault is False.\n"
+          "description": "Optional. If `True`, /mcp routes are removed, disabling default support to expose the deployment as an MCP server.\n\nDefault is False.\n"
         },
         "disable_meta": {
           "type": "boolean",
@@ -620,6 +706,14 @@
           "type": "boolean",
           "description": "Optional. If `True`, /threads routes are removed.\n\nDefault is False.\n"
         },
+        "disable_ui": {
+          "type": "boolean",
+          "description": "Optional. If `True`, /ui routes are removed, disabling the UI server.\n\nDefault is False.\n"
+        },
+        "disable_webhooks": {
+          "type": "boolean",
+          "description": "Optional. If `True`, webhooks are disabled. Runs created with an associated webhook will\nstill be executed, but the webhook event will not be sent.\n\nDefault is False.\n"
+        },
         "enable_custom_route_auth": {
           "type": "boolean",
           "description": "Optional. If `True`, authentication is enabled for custom routes,\nnot just the routes that are protected by default.\n(Routes protected by default include /assistants, /threads, and /runs).\n\nDefault is False. This flag only affects authentication behavior\nif `app` is provided and contains custom routes.\n"
@@ -648,6 +742,10 @@
             }
           ],
           "description": "Optional. Defines the order in which to apply server customizations.\n"
+        },
+        "mount_prefix": {
+          "type": "string",
+          "description": "Optional. URL prefix to prepend to all the routes.\n"
         }
       },
       "required": []
@@ -683,13 +781,10 @@
               "type": "null"
             }
           ],
-          "description": "Headers to include (if not also matches against an 'exludes' pattern.\n"
+          "description": "Headers to include (if not also matched against an 'excludes' pattern).\n"
         }
       },
-      "required": [
-        "excludes",
-        "includes"
-      ]
+      "required": []
     },
     "CorsConfig": {
       "title": "CorsConfig",
@@ -832,6 +927,63 @@
         }
       },
       "required": []
+    },
+    "WebhooksConfig": {
+      "title": "WebhooksConfig",
+      "type": "object",
+      "properties": {
+        "env_prefix": {
+          "type": "string",
+          "description": "Required prefix for environment variables referenced in header templates.\n\nActs as an allowlist boundary to prevent leaking arbitrary environment\nvariables. Defaults to \"LG_WEBHOOK_\" when omitted.\n"
+        },
+        "headers": {
+          "type": "object",
+          "additionalProperties": {
+            "type": "string"
+          },
+          "description": "Static headers to include with webhook requests.\n\nValues may contain templates of the form \"${{ env.VAR }}\". On startup, these\nare resolved via the process environment after verifying `VAR` starts with\n`env_prefix`. Mixed literals and multiple templates are allowed.\n"
+        },
+        "url": {
+          "$ref": "#/$defs/WebhookUrlPolicy",
+          "description": "URL validation policy for user-supplied webhook endpoints."
+        }
+      },
+      "required": [],
+      "description": "dict() -> new empty dictionary\ndict(mapping) -> new dictionary initialized from a mapping object's\n    (key, value) pairs\ndict(iterable) -> new dictionary initialized as if via:\n    d = {}\n    for k, v in iterable:\n        d[k] = v\ndict(**kwargs) -> new dictionary initialized with the name=value pairs\n    in the keyword argument list.  For example:  dict(one=1, two=2)"
+    },
+    "WebhookUrlPolicy": {
+      "title": "WebhookUrlPolicy",
+      "type": "object",
+      "properties": {
+        "allowed_domains": {
+          "type": "array",
+          "items": {
+            "type": "string"
+          },
+          "description": "Hostname allowlist. Supports exact hosts and wildcard subdomains.\n\nUse entries like \"hooks.example.com\" or \"*.mycorp.com\". The wildcard only\nmatches subdomains (\"foo.mycorp.com\"), not the apex (\"mycorp.com\"). When\nempty or omitted, any public host is allowed (subject to SSRF IP checks).\n"
+        },
+        "allowed_ports": {
+          "type": "array",
+          "items": {
+            "type": "integer"
+          },
+          "description": "Explicit port allowlist for absolute URLs.\n\nIf set, requests must use one of these ports. Defaults are respected when\na port is not present in the URL (443 for https, 80 for http).\n"
+        },
+        "disable_loopback": {
+          "type": "boolean",
+          "description": "Disallow relative URLs (internal loopback calls) when true."
+        },
+        "max_url_length": {
+          "type": "integer",
+          "description": "Maximum permitted URL length in characters; longer inputs are rejected early."
+        },
+        "require_https": {
+          "type": "boolean",
+          "description": "Enforce HTTPS scheme for absolute URLs; reject `http://` when true."
+        }
+      },
+      "required": [],
+      "description": "dict() -> new empty dictionary\ndict(mapping) -> new dictionary initialized from a mapping object's\n    (key, value) pairs\ndict(iterable) -> new dictionary initialized as if via:\n    d = {}\n    for k, v in iterable:\n        d[k] = v\ndict(**kwargs) -> new dictionary initialized with the name=value pairs\n    in the keyword argument list.  For example:  dict(one=1, two=2)"
     }
   },
   "title": "LangGraph CLI Configuration",

libs/cli/tests/unit_tests/test_config.py

@@ -48,6 +48,8 @@ def test_validate_config():
         "env": {},
         "store": None,
         "auth": None,
+        "encryption": None,
+        "webhooks": None,
         "checkpointer": None,
         "http": None,
         "ui": None,
@@ -74,6 +76,8 @@ def test_validate_config():
         "env": env,
         "store": None,
         "auth": None,
+        "encryption": None,
+        "webhooks": None,
         "checkpointer": None,
         "http": None,
         "ui": None,
@@ -748,6 +752,60 @@ RUN (test ! -f /api/langgraph_api/js/build.mts && echo "Prebuild script not foun
     assert additional_contexts == {}
 
 
+def test_config_to_docker_python_encryption():
+    # Test that encryption config is included in validation
+    graphs = {"agent": "./agent.py:graph"}
+    validated = validate_config(
+        {
+            "python_version": "3.11",
+            "graphs": graphs,
+            "dependencies": ["."],
+            "encryption": {"path": "./encryption.py:encryption"},
+        }
+    )
+
+    # Verify that encryption config is preserved after validation
+    assert validated.get("encryption") is not None
+    assert validated["encryption"]["path"] == "./encryption.py:encryption"
+
+
+def test_config_to_docker_python_encryption_bad_path():
+    # Test that invalid encryption path format raises ValueError
+    graphs = {"agent": "./agent.py:graph"}
+    with pytest.raises(ValueError, match="Invalid encryption.path format"):
+        validate_config(
+            {
+                "python_version": "3.11",
+                "graphs": graphs,
+                "dependencies": ["."],
+                "encryption": {"path": "./encryption.py"},  # Missing :attribute
+            }
+        )
+
+
+def test_config_to_docker_python_encryption_formatted():
+    # Test that encryption config is properly formatted in Docker output
+    graphs = {"agent": "./graphs/agent.py:graph"}
+    actual_docker_stdin, additional_contexts = config_to_docker(
+        PATH_TO_CONFIG,
+        validate_config(
+            {
+                "python_version": "3.11",
+                "dependencies": ["."],
+                "graphs": graphs,
+                "encryption": {"path": "./agent.py:my_encryption"},
+            }
+        ),
+        "langchain/langgraph-api",
+    )
+    # Verify that LANGGRAPH_ENCRYPTION is in the docker output with the correct path
+    assert "LANGGRAPH_ENCRYPTION=" in actual_docker_stdin
+    assert (
+        "/deps/outer-unit_tests/unit_tests/agent.py:my_encryption"
+        in actual_docker_stdin
+    )
+
+
 def test_config_to_docker_nodejs_internal_docker_tag():
     graphs = {"agent": "./graphs/agent.js:graph"}
     actual_docker_stdin, additional_contexts = config_to_docker(
@@ -781,6 +839,85 @@ RUN (test ! -f /api/langgraph_api/js/build.mts && echo "Prebuild script not foun
     assert additional_contexts == {}
 
 
+def _extract_env_json(dockerfile: str, var_name: str) -> dict:
+    """Helper to extract and parse a JSON value from an ENV line in a Dockerfile."""
+    line_prefix = f"ENV {var_name}='"
+    for line in dockerfile.splitlines():
+        if line.startswith(line_prefix) and line.endswith("'"):
+            json_str = line[len(line_prefix) : -1]
+            return json.loads(json_str)
+    raise AssertionError(f"{var_name} not found in Dockerfile env lines")
+
+
+def test_config_to_docker_webhooks_python():
+    graphs = {"agent": "./agent.py:graph"}
+    webhooks = {
+        "env_prefix": "LG_WEBHOOK_",
+        "url": {
+            "require_https": True,
+            "allowed_domains": ["hooks.example.com", "*.example.org"],
+            "allowed_ports": [443],
+            "max_url_length": 1024,
+            "disable_loopback": False,
+        },
+        "headers": {
+            "x-auth": "${{ env.LG_WEBHOOK_TOKEN }}",
+            "x-mixed": "Bearer ${{ env.LG_WEBHOOK_TOKEN }}-suffix",
+        },
+    }
+
+    dockerfile, _ = config_to_docker(
+        PATH_TO_CONFIG,
+        validate_config(
+            {
+                "dependencies": ["."],
+                "graphs": graphs,
+                "webhooks": webhooks,
+            }
+        ),
+        "langchain/langgraph-api",
+    )
+
+    # Ensure the ENV line is present and the payload round-trips via JSON
+    parsed = _extract_env_json(dockerfile, "LANGGRAPH_WEBHOOKS")
+    assert parsed == webhooks
+
+
+def test_config_to_docker_webhooks_node():
+    graphs = {"agent": "./graphs/agent.js:graph"}
+    webhooks = {
+        "env_prefix": "LG_WEBHOOK_",
+        "url": {"require_https": True},
+        "headers": {"x-auth": "${{ env.LG_WEBHOOK_TOKEN }}"},
+    }
+
+    dockerfile, _ = config_to_docker(
+        PATH_TO_CONFIG,
+        validate_config(
+            {
+                "node_version": "20",
+                "graphs": graphs,
+                "webhooks": webhooks,
+            }
+        ),
+        "langchain/langgraphjs-api",
+    )
+
+    parsed = _extract_env_json(dockerfile, "LANGGRAPH_WEBHOOKS")
+    assert parsed == webhooks
+
+
+def test_config_to_docker_no_webhooks():
+    graphs = {"agent": "./agent.py:graph"}
+    dockerfile, _ = config_to_docker(
+        PATH_TO_CONFIG,
+        validate_config({"dependencies": ["."], "graphs": graphs}),
+        "langchain/langgraph-api",
+    )
+
+    assert "ENV LANGGRAPH_WEBHOOKS=" not in dockerfile
+
+
 def test_config_to_docker_gen_ui_python():
     graphs = {"agent": "./agent.py:graph"}
     actual_docker_stdin, additional_contexts = config_to_docker(

libs/langgraph/.claude/settings.local.json

@@ -1,16 +0,0 @@
-{
-  "permissions": {
-    "allow": [
-      "Bash(rg:*)",
-      "Bash(python:*)",
-      "Bash(grep:*)",
-      "Bash(sed:*)",
-      "Bash(awk:*)",
-      "Bash(uv run mypy:*)",
-      "Bash(uv run:*)",
-      "Bash(make test:*)",
-      "Bash(make test_parallel:*)"
-    ],
-    "deny": []
-  }
-}

libs/langgraph/README.md

@@ -67,7 +67,7 @@ While LangGraph can be used standalone, it also integrates seamlessly with any L
 - [LangChain](https://docs.langchain.com/oss/python/langchain/overview) – Provides integrations and composable components to streamline LLM application development.
 
 > [!NOTE]
-> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://langchain-ai.github.io/langgraphjs/).
+> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://docs.langchain.com/oss/javascript/langgraph/overview).
 
 ## Additional resources
 

libs/langgraph/langgraph/channels/base.py

@@ -39,14 +39,19 @@ class BaseChannel(Generic[Value, Update, Checkpoint], ABC):
 
     def copy(self) -> Self:
         """Return a copy of the channel.
+
         By default, delegates to `checkpoint()` and `from_checkpoint()`.
-        Subclasses can override this method with a more efficient implementation."""
+
+        Subclasses can override this method with a more efficient implementation.
+        """
         return self.from_checkpoint(self.checkpoint())
 
     def checkpoint(self) -> Checkpoint | Any:
         """Return a serializable representation of the channel's current state.
+
         Raises `EmptyChannelError` if the channel is empty (never updated yet),
-        or doesn't support checkpoints."""
+        or doesn't support checkpoints.
+        """
         try:
             return self.get()
         except EmptyChannelError:
@@ -55,7 +60,9 @@ class BaseChannel(Generic[Value, Update, Checkpoint], ABC):
     @abstractmethod
     def from_checkpoint(self, checkpoint: Checkpoint | Any) -> Self:
         """Return a new identical channel, optionally initialized from a checkpoint.
-        If the checkpoint contains complex data structures, they should be copied."""
+
+        If the checkpoint contains complex data structures, they should be copied.
+        """
 
     # read methods
 
@@ -67,6 +74,7 @@ class BaseChannel(Generic[Value, Update, Checkpoint], ABC):
 
     def is_available(self) -> bool:
         """Return `True` if the channel is available (not empty), `False` otherwise.
+
         Subclasses should override this method to provide a more efficient
         implementation than calling `get()` and catching `EmptyChannelError`.
         """
@@ -83,21 +91,29 @@ class BaseChannel(Generic[Value, Update, Checkpoint], ABC):
         """Update the channel's value with the given sequence of updates.
         The order of the updates in the sequence is arbitrary.
         This method is called by Pregel for all channels at the end of each step.
+
         If there are no updates, it is called with an empty sequence.
+
         Raises `InvalidUpdateError` if the sequence of updates is invalid.
+
         Returns `True` if the channel was updated, `False` otherwise."""
 
     def consume(self) -> bool:
-        """Notify the channel that a subscribed task ran. By default, no-op.
-        A channel can use this method to modify its state, preventing the value
-        from being consumed again.
+        """Notify the channel that a subscribed task ran.
+
+        By default, no-op.
+
+        A channel can use this method to modify its state, preventing the value from being consumed again.
 
         Returns `True` if the channel was updated, `False` otherwise.
         """
         return False
 
     def finish(self) -> bool:
-        """Notify the channel that the Pregel run is finishing. By default, no-op.
+        """Notify the channel that the Pregel run is finishing.
+
+        By default, no-op.
+
         A channel can use this method to modify its state, preventing finish.
 
         Returns `True` if the channel was updated, `False` otherwise.

libs/langgraph/langgraph/config.py

@@ -32,8 +32,8 @@ def get_config() -> RunnableConfig:
 def get_store() -> BaseStore:
     """Access LangGraph store from inside a graph node or entrypoint task at runtime.
 
-    Can be called from inside any [StateGraph][langgraph.graph.StateGraph] node or
-    functional API [task][langgraph.func.task], as long as the StateGraph or the [entrypoint][langgraph.func.entrypoint]
+    Can be called from inside any [`StateGraph`][langgraph.graph.StateGraph] node or
+    functional API [`task`][langgraph.func.task], as long as the `StateGraph` or the [`entrypoint`][langgraph.func.entrypoint]
     was initialized with a store, e.g.:
 
     ```python
@@ -53,10 +53,10 @@ def get_store() -> BaseStore:
     !!! warning "Async with Python < 3.11"
 
         If you are using Python < 3.11 and are running LangGraph asynchronously,
-        `get_store()` won't work since it uses [contextvar](https://docs.python.org/3/library/contextvars.html) propagation (only available in [Python >= 3.11](https://docs.python.org/3/library/asyncio-task.html#asyncio.create_task)).
+        `get_store()` won't work since it uses [`contextvar`](https://docs.python.org/3/library/contextvars.html) propagation (only available in [Python >= 3.11](https://docs.python.org/3/library/asyncio-task.html#asyncio.create_task)).
 
 
-    Example: Using with StateGraph
+    Example: Using with `StateGraph`
         ```python
         from typing_extensions import TypedDict
         from langgraph.graph import StateGraph, START
@@ -124,17 +124,17 @@ def get_store() -> BaseStore:
 
 
 def get_stream_writer() -> StreamWriter:
-    """Access LangGraph [StreamWriter][langgraph.types.StreamWriter] from inside a graph node or entrypoint task at runtime.
+    """Access LangGraph [`StreamWriter`][langgraph.types.StreamWriter] from inside a graph node or entrypoint task at runtime.
 
-    Can be called from inside any [StateGraph][langgraph.graph.StateGraph] node or
-    functional API [task][langgraph.func.task].
+    Can be called from inside any [`StateGraph`][langgraph.graph.StateGraph] node or
+    functional API [`task`][langgraph.func.task].
 
     !!! warning "Async with Python < 3.11"
 
         If you are using Python < 3.11 and are running LangGraph asynchronously,
-        `get_stream_writer()` won't work since it uses [contextvar](https://docs.python.org/3/library/contextvars.html) propagation (only available in [Python >= 3.11](https://docs.python.org/3/library/asyncio-task.html#asyncio.create_task)).
+        `get_stream_writer()` won't work since it uses [`contextvar`](https://docs.python.org/3/library/contextvars.html) propagation (only available in [Python >= 3.11](https://docs.python.org/3/library/asyncio-task.html#asyncio.create_task)).
 
-    Example: Using with StateGraph
+    Example: Using with `StateGraph`
         ```python
         from typing_extensions import TypedDict
         from langgraph.graph import StateGraph, START

libs/langgraph/langgraph/func/__init__.py

@@ -151,13 +151,13 @@ def task(
 
 
         @task
-        def add_one(a: int) -> int:
+        def add_one_task(a: int) -> int:
             return a + 1
 
 
         @entrypoint()
         def add_one(numbers: list[int]) -> list[int]:
-            futures = [add_one(n) for n in numbers]
+            futures = [add_one_task(n) for n in numbers]
             results = [f.result() for f in futures]
             return results
 
@@ -173,13 +173,13 @@ def task(
 
 
         @task
-        async def add_one(a: int) -> int:
+        async def add_one_task(a: int) -> int:
             return a + 1
 
 
         @entrypoint()
         async def add_one(numbers: list[int]) -> list[int]:
-            futures = [add_one(n) for n in numbers]
+            futures = [add_one_task(n) for n in numbers]
             return asyncio.gather(*futures)
 
 
@@ -357,7 +357,7 @@ class entrypoint(Generic[ContextT]):
         my_workflow.invoke("hello", config)
         ```
 
-    Example: Using entrypoint.final to save a value
+    Example: Using `entrypoint.final` to save a value
         The `entrypoint.final` object allows you to return a value while saving
         a different value to the checkpoint. This value will be accessible
         in the next invocation of the entrypoint via the `previous` parameter, as

libs/langgraph/langgraph/graph/message.py

@@ -30,6 +30,7 @@ __all__ = (
     "add_messages",
     "MessagesState",
     "MessageGraph",
+    "REMOVE_ALL_MESSAGES",
 )
 
 Messages = list[MessageLikeRepresentation] | MessageLikeRepresentation
@@ -87,8 +88,8 @@ def add_messages(
         If a message in `right` has the same ID as a message in `left`, the
             message from `right` will replace the message from `left`.
 
-    Example:
-        ```python title="Basic usage"
+    Example: Basic usage
+        ```python
         from langchain_core.messages import AIMessage, HumanMessage
 
         msgs1 = [HumanMessage(content="Hello", id="1")]
@@ -97,14 +98,16 @@ def add_messages(
         # [HumanMessage(content='Hello', id='1'), AIMessage(content='Hi there!', id='2')]
         ```
 
-        ```python title="Overwrite existing message"
+    Example: Overwrite existing message
+        ```python
         msgs1 = [HumanMessage(content="Hello", id="1")]
         msgs2 = [HumanMessage(content="Hello again", id="1")]
         add_messages(msgs1, msgs2)
         # [HumanMessage(content='Hello again', id='1')]
         ```
 
-        ```python title="Use in a StateGraph"
+    Example: Use in a StateGraph
+        ```python
         from typing import Annotated
         from typing_extensions import TypedDict
         from langgraph.graph import StateGraph
@@ -123,7 +126,8 @@ def add_messages(
         # {'messages': [AIMessage(content='Hello', id=...)]}
         ```
 
-        ```python title="Use OpenAI message format"
+    Example: Use OpenAI message format
+        ```python
         from typing import Annotated
         from typing_extensions import TypedDict
         from langgraph.graph import StateGraph, add_messages

libs/langgraph/langgraph/graph/state.py

@@ -110,15 +110,24 @@ def _get_node_name(node: StateNode[Any, ContextT]) -> str:
 
 class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
     """A graph whose nodes communicate by reading and writing to a shared state.
-    The signature of each node is State -> Partial<State>.
+
+    The signature of each node is `State -> Partial<State>`.
 
     Each state key can optionally be annotated with a reducer function that
     will be used to aggregate the values of that key received from multiple nodes.
     The signature of a reducer function is `(Value, Value) -> Value`.
 
+    !!! warning
+
+        `StateGraph` is a builder class and cannot be used directly for execution.
+        You must first call `.compile()` to create an executable graph that supports
+        methods like `invoke()`, `stream()`, `astream()`, and `ainvoke()`. See the
+        `CompiledStateGraph` documentation for more details.
+
     Args:
         state_schema: The schema class that defines the state.
         context_schema: The schema class that defines the runtime context.
+
             Use this to expose immutable context data to your nodes, like `user_id`, `db_conn`, etc.
         input_schema: The schema class that defines the input to the graph.
         output_schema: The schema class that defines the output from the graph.
@@ -289,7 +298,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         **kwargs: Unpack[DeprecatedKwargs],
     ) -> Self:
-        """Add a new node to the state graph, input schema is inferred as the state schema.
+        """Add a new node to the `StateGraph`, input schema is inferred as the state schema.
         Will take the name of the function/runnable as the node name.
         """
         ...
@@ -307,7 +316,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         **kwargs: Unpack[DeprecatedKwargs],
     ) -> Self:
-        """Add a new node to the state graph, input schema is specified.
+        """Add a new node to the `StateGraph`, input schema is specified.
         Will take the name of the function/runnable as the node name.
         """
         ...
@@ -326,7 +335,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         **kwargs: Unpack[DeprecatedKwargs],
     ) -> Self:
-        """Add a new node to the state graph, input schema is inferred as the state schema."""
+        """Add a new node to the `StateGraph`, input schema is inferred as the state schema."""
         ...
 
     @overload
@@ -343,7 +352,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         **kwargs: Unpack[DeprecatedKwargs],
     ) -> Self:
-        """Add a new node to the state graph, input schema is specified."""
+        """Add a new node to the `StateGraph`, input schema is specified."""
         ...
 
     def add_node(
@@ -359,22 +368,27 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         **kwargs: Unpack[DeprecatedKwargs],
     ) -> Self:
-        """Add a new node to the state graph.
+        """Add a new node to the `StateGraph`.
 
         Args:
             node: The function or runnable this node will run.
+
                 If a string is provided, it will be used as the node name, and action will be used as the function or runnable.
             action: The action associated with the node.
                 Will be used as the node function or runnable if `node` is a string (node name).
             defer: Whether to defer the execution of the node until the run is about to end.
             metadata: The metadata associated with the node.
-            input_schema: The input schema for the node. (default: the graph's state schema)
+            input_schema: The input schema for the node. (Default: the graph's state schema)
             retry_policy: The retry policy for the node.
+
                 If a sequence is provided, the first matching policy will be applied.
             cache_policy: The cache policy for the node.
             destinations: Destinations that indicate where a node can route to.
-                This is useful for edgeless graphs with nodes that return `Command` objects.
+
+                Useful for edgeless graphs with nodes that return `Command` objects.
+
                 If a `dict` is provided, the keys will be used as the target node names and the values will be used as the labels for the edges.
+
                 If a `tuple` is provided, the values will be used as the target node names.
 
                 !!! note
@@ -416,7 +430,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
             ```
 
         Returns:
-            Self: The instance of the state graph, allowing for method chaining.
+            Self: The instance of the `StateGraph`, allowing for method chaining.
         """
         if (retry := kwargs.get("retry", MISSING)) is not MISSING:
             warnings.warn(
@@ -571,7 +585,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
             ValueError: If the start key is `'END'` or if the start key or end key is not present in the graph.
 
         Returns:
-            Self: The instance of the state graph, allowing for method chaining.
+            Self: The instance of the `StateGraph`, allowing for method chaining.
         """
         if self.compiled:
             logger.warning(
@@ -623,11 +637,14 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         Args:
             source: The starting node. This conditional edge will run when
                 exiting this node.
-            path: The callable that determines the next
-                node or nodes. If not specifying `path_map` it should return one or
-                more nodes. If it returns `'END'`, the graph will stop execution.
-            path_map: Optional mapping of paths to node
-                names. If omitted the paths returned by `path` should be node names.
+            path: The callable that determines the next node or nodes.
+
+                If not specifying `path_map` it should return one or more nodes.
+
+                If it returns `'END'`, the graph will stop execution.
+            path_map: Optional mapping of paths to node names.
+
+                If omitted the paths returned by `path` should be node names.
 
         Returns:
             Self: The instance of the graph, allowing for method chaining.
@@ -668,7 +685,9 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
 
         Args:
             nodes: A sequence of `StateNode` (callables that accept a `state` arg) or `(name, StateNode)` tuples.
+
                 If no names are provided, the name will be inferred from the node object (e.g. a `Runnable` or a `Callable` name).
+
                 Each node will be executed in the order provided.
 
         Raises:
@@ -676,7 +695,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
             ValueError: If the sequence contains duplicate node names.
 
         Returns:
-            Self: The instance of the state graph, allowing for method chaining.
+            Self: The instance of the `StateGraph`, allowing for method chaining.
         """
         if len(nodes) < 1:
             raise ValueError("Sequence requires at least one node.")
@@ -725,11 +744,14 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         """Sets a conditional entry point in the graph.
 
         Args:
-            path: The callable that determines the next
-                node or nodes. If not specifying `path_map` it should return one or
-                more nodes. If it returns END, the graph will stop execution.
-            path_map: Optional mapping of paths to node
-                names. If omitted the paths returned by `path` should be node names.
+            path: The callable that determines the next node or nodes.
+
+                If not specifying `path_map` it should return one or more nodes.
+
+                If it returns END, the graph will stop execution.
+            path_map: Optional mapping of paths to node names.
+
+                If omitted the paths returned by `path` should be node names.
 
         Returns:
             Self: The instance of the graph, allowing for method chaining.
@@ -809,16 +831,19 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         debug: bool = False,
         name: str | None = None,
     ) -> CompiledStateGraph[StateT, ContextT, InputT, OutputT]:
-        """Compiles the state graph into a `CompiledStateGraph` object.
+        """Compiles the `StateGraph` into a `CompiledStateGraph` object.
 
         The compiled graph implements the `Runnable` interface and can be invoked,
         streamed, batched, and run asynchronously.
 
         Args:
             checkpointer: A checkpoint saver object or flag.
+
                 If provided, this `Checkpointer` serves as a fully versioned "short-term memory" for the graph,
                 allowing it to be paused, resumed, and replayed from any point.
+
                 If `None`, it may inherit the parent graph's checkpointer when used as a subgraph.
+
                 If `False`, it will not use or inherit any checkpointer.
             interrupt_before: An optional list of node names to interrupt before.
             interrupt_after: An optional list of node names to interrupt after.
@@ -826,7 +851,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
             name: The name to use for the compiled graph.
 
         Returns:
-            CompiledStateGraph: The compiled state graph.
+            CompiledStateGraph: The compiled `StateGraph`.
         """
         # assign default values
         interrupt_before = interrupt_before or []

libs/langgraph/langgraph/pregel/_algo.py

@@ -258,9 +258,11 @@ def apply_writes(
         next_version = None
     else:
         next_version = get_next_version(
-            max(checkpoint["channel_versions"].values())
-            if checkpoint["channel_versions"]
-            else None,
+            (
+                max(checkpoint["channel_versions"].values())
+                if checkpoint["channel_versions"]
+                else None
+            ),
             None,
         )
 
@@ -491,6 +493,11 @@ def prepare_next_tasks(
 PUSH_TRIGGER = (PUSH,)
 
 
+class _TaskIDFn(Protocol):
+    def __call__(self, namespace: bytes, *parts: str | bytes) -> str:
+        pass
+
+
 def prepare_single_task(
     task_path: tuple[Any, ...],
     task_id_checksum: str | None,
@@ -520,250 +527,50 @@ def prepare_single_task(
     task_id_func = _xxhash_str if checkpoint["v"] > 1 else _uuid5_str
 
     if task_path[0] == PUSH and isinstance(task_path[-1], Call):
-        # (PUSH, parent task path, idx of PUSH write, id of parent task, Call)
-        task_path_t = cast(tuple[str, tuple, int, str, Call], task_path)
-        call = task_path_t[-1]
-        proc_ = get_runnable_for_task(call.func)
-        name = proc_.name
-        if name is None:
-            raise ValueError("`call` functions must have a `__name__` attribute")
-        # create task id
-        triggers: Sequence[str] = PUSH_TRIGGER
-        checkpoint_ns = f"{parent_ns}{NS_SEP}{name}" if parent_ns else name
-        task_id = task_id_func(
-            checkpoint_id_bytes,
-            checkpoint_ns,
-            str(step),
-            name,
-            PUSH,
-            task_path_str(task_path[1]),
-            str(task_path[2]),
+        return prepare_push_task_functional(
+            cast(tuple[str, tuple, int, str, Call], task_path),
+            task_id_checksum,
+            checkpoint=checkpoint,
+            checkpoint_id_bytes=checkpoint_id_bytes,
+            pending_writes=pending_writes,
+            channels=channels,
+            managed=managed,
+            config=config,
+            step=step,
+            stop=stop,
+            for_execution=for_execution,
+            store=store,
+            checkpointer=checkpointer,
+            manager=manager,
+            cache_policy=cache_policy,
+            retry_policy=retry_policy,
+            parent_ns=parent_ns,
+            task_id_func=task_id_func,
+        )
+
+    elif task_path[0] == PUSH:
+        return prepare_push_task_send(
+            cast(tuple[str, tuple], task_path),
+            task_id_checksum,
+            checkpoint=checkpoint,
+            checkpoint_id_bytes=checkpoint_id_bytes,
+            pending_writes=pending_writes,
+            channels=channels,
+            managed=managed,
+            config=config,
+            step=step,
+            processes=processes,
+            stop=stop,
+            for_execution=for_execution,
+            store=store,
+            checkpointer=checkpointer,
+            manager=manager,
+            cache_policy=cache_policy,
+            retry_policy=retry_policy,
+            parent_ns=parent_ns,
+            task_id_func=task_id_func,
         )
-        task_checkpoint_ns = f"{checkpoint_ns}:{task_id}"
-        # we append True to the task path to indicate that a call is being
-        # made, so we should not return interrupts from this task (responsibility lies with the parent)
-        task_path = (*task_path[:3], True)
-        metadata = {
-            "langgraph_step": step,
-            "langgraph_node": name,
-            "langgraph_triggers": triggers,
-            "langgraph_path": task_path,
-            "langgraph_checkpoint_ns": task_checkpoint_ns,
-        }
-        if task_id_checksum is not None:
-            assert task_id == task_id_checksum, f"{task_id} != {task_id_checksum}"
-        if for_execution:
-            writes: deque[tuple[str, Any]] = deque()
-            cache_policy = call.cache_policy or cache_policy
-            if cache_policy:
-                args_key = cache_policy.key_func(*call.input[0], **call.input[1])
-                cache_key: CacheKey | None = CacheKey(
-                    (
-                        CACHE_NS_WRITES,
-                        (identifier(call.func) or "__dynamic__"),
-                    ),
-                    xxh3_128_hexdigest(
-                        args_key.encode() if isinstance(args_key, str) else args_key,
-                    ),
-                    cache_policy.ttl,
-                )
-            else:
-                cache_key = None
-            scratchpad = _scratchpad(
-                config[CONF].get(CONFIG_KEY_SCRATCHPAD),
-                pending_writes,
-                task_id,
-                xxh3_128_hexdigest(task_checkpoint_ns.encode()),
-                config[CONF].get(CONFIG_KEY_RESUME_MAP),
-                step,
-                stop,
-            )
-            runtime = cast(
-                Runtime, configurable.get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
-            )
-            runtime = runtime.override(store=store)
-            return PregelExecutableTask(
-                name,
-                call.input,
-                proc_,
-                writes,
-                patch_config(
-                    merge_configs(config, {"metadata": metadata}),
-                    run_name=name,
-                    callbacks=call.callbacks
-                    or (manager.get_child(f"graph:step:{step}") if manager else None),
-                    configurable={
-                        CONFIG_KEY_TASK_ID: task_id,
-                        # deque.extend is thread-safe
-                        CONFIG_KEY_SEND: writes.extend,
-                        CONFIG_KEY_READ: partial(
-                            local_read,
-                            scratchpad,
-                            channels,
-                            managed,
-                            PregelTaskWrites(task_path, name, writes, triggers),
-                        ),
-                        CONFIG_KEY_CHECKPOINTER: (
-                            checkpointer or configurable.get(CONFIG_KEY_CHECKPOINTER)
-                        ),
-                        CONFIG_KEY_CHECKPOINT_MAP: {
-                            **configurable.get(CONFIG_KEY_CHECKPOINT_MAP, {}),
-                            parent_ns: checkpoint["id"],
-                        },
-                        CONFIG_KEY_CHECKPOINT_ID: None,
-                        CONFIG_KEY_CHECKPOINT_NS: task_checkpoint_ns,
-                        CONFIG_KEY_SCRATCHPAD: scratchpad,
-                        CONFIG_KEY_RUNTIME: runtime,
-                    },
-                ),
-                triggers,
-                call.retry_policy or retry_policy,
-                cache_key,
-                task_id,
-                task_path,
-            )
-        else:
-            return PregelTask(task_id, name, task_path)
-    elif task_path[0] == PUSH:
-        if len(task_path) == 2:
-            # SEND tasks, executed in superstep n+1
-            # (PUSH, idx of pending send)
-            idx = cast(int, task_path[1])
-            if not channels[TASKS].is_available():
-                return
-            sends: Sequence[Send] = channels[TASKS].get()
-            if idx < 0 or idx >= len(sends):
-                return
-            packet = sends[idx]
-            if not isinstance(packet, Send):
-                logger.warning(
-                    f"Ignoring invalid packet type {type(packet)} in pending sends"
-                )
-                return
 
-            if packet.node not in processes:
-                logger.warning(
-                    f"Ignoring unknown node name {packet.node} in pending sends"
-                )
-                return
-            # find process
-            proc = processes[packet.node]
-            proc_node = proc.node
-            if proc_node is None:
-                return
-            # create task id
-            triggers = PUSH_TRIGGER
-            checkpoint_ns = (
-                f"{parent_ns}{NS_SEP}{packet.node}" if parent_ns else packet.node
-            )
-            task_id = task_id_func(
-                checkpoint_id_bytes,
-                checkpoint_ns,
-                str(step),
-                packet.node,
-                PUSH,
-                str(idx),
-            )
-        else:
-            logger.warning(f"Ignoring invalid PUSH task path {task_path}")
-            return
-        task_checkpoint_ns = f"{checkpoint_ns}:{task_id}"
-        # we append False to the task path to indicate that a call is not being made
-        # so we should return interrupts from this task
-        task_path = (*task_path[:3], False)
-        metadata = {
-            "langgraph_step": step,
-            "langgraph_node": packet.node,
-            "langgraph_triggers": triggers,
-            "langgraph_path": task_path,
-            "langgraph_checkpoint_ns": task_checkpoint_ns,
-        }
-        if task_id_checksum is not None:
-            assert task_id == task_id_checksum, f"{task_id} != {task_id_checksum}"
-        if for_execution:
-            if proc.metadata:
-                metadata.update(proc.metadata)
-            writes = deque()
-            cache_policy = proc.cache_policy or cache_policy
-            if cache_policy:
-                args_key = cache_policy.key_func(packet.arg)
-                cache_key = CacheKey(
-                    (
-                        CACHE_NS_WRITES,
-                        (identifier(proc) or "__dynamic__"),
-                        packet.node,
-                    ),
-                    xxh3_128_hexdigest(
-                        args_key.encode() if isinstance(args_key, str) else args_key,
-                    ),
-                    cache_policy.ttl,
-                )
-            else:
-                cache_key = None
-            scratchpad = _scratchpad(
-                config[CONF].get(CONFIG_KEY_SCRATCHPAD),
-                pending_writes,
-                task_id,
-                xxh3_128_hexdigest(task_checkpoint_ns.encode()),
-                config[CONF].get(CONFIG_KEY_RESUME_MAP),
-                step,
-                stop,
-            )
-            runtime = cast(
-                Runtime, configurable.get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
-            )
-            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, additional_config),
-                    run_name=packet.node,
-                    callbacks=(
-                        manager.get_child(f"graph:step:{step}") if manager else None
-                    ),
-                    configurable={
-                        CONFIG_KEY_TASK_ID: task_id,
-                        # deque.extend is thread-safe
-                        CONFIG_KEY_SEND: writes.extend,
-                        CONFIG_KEY_READ: partial(
-                            local_read,
-                            scratchpad,
-                            channels,
-                            managed,
-                            PregelTaskWrites(task_path, packet.node, writes, triggers),
-                        ),
-                        CONFIG_KEY_CHECKPOINTER: (
-                            checkpointer or configurable.get(CONFIG_KEY_CHECKPOINTER)
-                        ),
-                        CONFIG_KEY_CHECKPOINT_MAP: {
-                            **configurable.get(CONFIG_KEY_CHECKPOINT_MAP, {}),
-                            parent_ns: checkpoint["id"],
-                        },
-                        CONFIG_KEY_CHECKPOINT_ID: None,
-                        CONFIG_KEY_CHECKPOINT_NS: task_checkpoint_ns,
-                        CONFIG_KEY_SCRATCHPAD: scratchpad,
-                        CONFIG_KEY_RUNTIME: runtime,
-                    },
-                ),
-                triggers,
-                proc.retry_policy or retry_policy,
-                cache_key,
-                task_id,
-                task_path,
-                writers=proc.flat_writers,
-                subgraphs=proc.subgraphs,
-            )
-        else:
-            return PregelTask(task_id, packet.node, task_path)
     elif task_path[0] == PULL:
         # (PULL, node name)
         name = cast(str, task_path[1])
@@ -834,7 +641,7 @@ def prepare_single_task(
                 if node := proc.node:
                     if proc.metadata:
                         metadata.update(proc.metadata)
-                    writes = deque()
+                    writes: deque[tuple[str, Any]] = deque()
                     cache_policy = proc.cache_policy or cache_policy
                     if cache_policy:
                         args_key = cache_policy.key_func(val)
@@ -845,9 +652,11 @@ def prepare_single_task(
                                 name,
                             ),
                             xxh3_128_hexdigest(
-                                args_key.encode()
-                                if isinstance(args_key, str)
-                                else args_key,
+                                (
+                                    args_key.encode()
+                                    if isinstance(args_key, str)
+                                    else args_key
+                                ),
                             ),
                             cache_policy.ttl,
                         )
@@ -870,7 +679,9 @@ def prepare_single_task(
                         node,
                         writes,
                         patch_config(
-                            merge_configs(config, additional_config),
+                            merge_configs(
+                                config, cast(RunnableConfig, additional_config)
+                            ),
                             run_name=name,
                             callbacks=(
                                 manager.get_child(f"graph:step:{step}")
@@ -919,6 +730,297 @@ def prepare_single_task(
                 return PregelTask(task_id, name, task_path[:3])
 
 
+def prepare_push_task_functional(
+    task_path: tuple[str, tuple, int, str, Call],
+    # (PUSH, parent task path, idx of PUSH write, id of parent task, Call)
+    task_id_checksum: str | None,
+    *,
+    checkpoint: Checkpoint,
+    checkpoint_id_bytes: bytes,
+    pending_writes: list[PendingWrite],
+    channels: Mapping[str, BaseChannel],
+    managed: ManagedValueMapping,
+    config: RunnableConfig,
+    step: int,
+    stop: int,
+    for_execution: bool,
+    store: BaseStore | None = None,
+    checkpointer: BaseCheckpointSaver | None = None,
+    manager: None | ParentRunManager | AsyncParentRunManager = None,
+    cache_policy: CachePolicy | None = None,
+    retry_policy: Sequence[RetryPolicy] = (),
+    parent_ns: str,
+    # namespace: bytes, *parts: str | bytes
+    task_id_func: _TaskIDFn,
+) -> PregelTask | PregelExecutableTask:
+    """Prepare a push task with an attached caller. Used for the functional API."""
+    configurable = config.get(CONF, {})
+
+    call = task_path[-1]
+    proc_ = get_runnable_for_task(call.func)
+    name = proc_.name
+    if name is None:
+        raise ValueError("`call` functions must have a `__name__` attribute")
+    # create task id
+    triggers: Sequence[str] = PUSH_TRIGGER
+    checkpoint_ns = f"{parent_ns}{NS_SEP}{name}" if parent_ns else name
+    task_id = task_id_func(
+        checkpoint_id_bytes,
+        checkpoint_ns,
+        str(step),
+        name,
+        PUSH,
+        task_path_str(task_path[1]),
+        str(task_path[2]),
+    )
+    task_checkpoint_ns = f"{checkpoint_ns}:{task_id}"
+    # we append True to the task path to indicate that a call is being
+    # made, so we should not return interrupts from this task (responsibility lies with the parent)
+    in_progress_task_path = (*task_path[:3], True)
+    metadata = {
+        "langgraph_step": step,
+        "langgraph_node": name,
+        "langgraph_triggers": triggers,
+        "langgraph_path": in_progress_task_path,
+        "langgraph_checkpoint_ns": task_checkpoint_ns,
+    }
+    if task_id_checksum is not None:
+        assert task_id == task_id_checksum, f"{task_id} != {task_id_checksum}"
+    if for_execution:
+        writes: deque[tuple[str, Any]] = deque()
+        cache_policy = call.cache_policy or cache_policy
+        if cache_policy:
+            args_key = cache_policy.key_func(*call.input[0], **call.input[1])
+            cache_key: CacheKey | None = CacheKey(
+                (
+                    CACHE_NS_WRITES,
+                    (identifier(call.func) or "__dynamic__"),
+                ),
+                xxh3_128_hexdigest(
+                    args_key.encode() if isinstance(args_key, str) else args_key,
+                ),
+                cache_policy.ttl,
+            )
+        else:
+            cache_key = None
+        scratchpad = _scratchpad(
+            configurable.get(CONFIG_KEY_SCRATCHPAD),
+            pending_writes,
+            task_id,
+            xxh3_128_hexdigest(task_checkpoint_ns.encode()),
+            configurable.get(CONFIG_KEY_RESUME_MAP),
+            step,
+            stop,
+        )
+        runtime = cast(Runtime, configurable.get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME))
+        runtime = runtime.override(store=store)
+        return PregelExecutableTask(
+            name,
+            call.input,
+            proc_,
+            writes,
+            patch_config(
+                merge_configs(config, {"metadata": metadata}),
+                run_name=name,
+                callbacks=call.callbacks
+                or (manager.get_child(f"graph:step:{step}") if manager else None),
+                configurable={
+                    CONFIG_KEY_TASK_ID: task_id,
+                    # deque.extend is thread-safe
+                    CONFIG_KEY_SEND: writes.extend,
+                    CONFIG_KEY_READ: partial(
+                        local_read,
+                        scratchpad,
+                        channels,
+                        managed,
+                        PregelTaskWrites(in_progress_task_path, name, writes, triggers),
+                    ),
+                    CONFIG_KEY_CHECKPOINTER: (
+                        checkpointer or configurable.get(CONFIG_KEY_CHECKPOINTER)
+                    ),
+                    CONFIG_KEY_CHECKPOINT_MAP: {
+                        **configurable.get(CONFIG_KEY_CHECKPOINT_MAP, {}),
+                        parent_ns: checkpoint["id"],
+                    },
+                    CONFIG_KEY_CHECKPOINT_ID: None,
+                    CONFIG_KEY_CHECKPOINT_NS: task_checkpoint_ns,
+                    CONFIG_KEY_SCRATCHPAD: scratchpad,
+                    CONFIG_KEY_RUNTIME: runtime,
+                },
+            ),
+            triggers,
+            call.retry_policy or retry_policy,
+            cache_key,
+            task_id,
+            in_progress_task_path,
+        )
+    else:
+        return PregelTask(task_id, name, in_progress_task_path)
+
+
+def prepare_push_task_send(
+    task_path: tuple[str, tuple],
+    # (PUSH, parent task path)
+    task_id_checksum: str | None,
+    *,
+    checkpoint: Checkpoint,
+    checkpoint_id_bytes: bytes,
+    pending_writes: list[PendingWrite],
+    channels: Mapping[str, BaseChannel],
+    managed: ManagedValueMapping,
+    config: RunnableConfig,
+    step: int,
+    stop: int,
+    for_execution: bool,
+    store: BaseStore | None = None,
+    checkpointer: BaseCheckpointSaver | None = None,
+    manager: None | ParentRunManager | AsyncParentRunManager = None,
+    cache_policy: CachePolicy | None = None,
+    retry_policy: Sequence[RetryPolicy] = (),
+    parent_ns: str,
+    task_id_func: _TaskIDFn,
+    processes: Mapping[str, PregelNode],
+) -> PregelTask | PregelExecutableTask | None:
+    if len(task_path) == 2:
+        # SEND tasks, executed in superstep n+1
+        # (PUSH, idx of pending send)
+        idx = cast(int, task_path[1])
+        if not channels[TASKS].is_available():
+            return
+        sends: Sequence[Send] = channels[TASKS].get()
+        if idx < 0 or idx >= len(sends):
+            return
+        packet = sends[idx]
+        if not isinstance(packet, Send):
+            logger.warning(
+                f"Ignoring invalid packet type {type(packet)} in pending sends"
+            )
+            return
+
+        if packet.node not in processes:
+            logger.warning(f"Ignoring unknown node name {packet.node} in pending sends")
+            return
+        # find process
+        proc = processes[packet.node]
+        proc_node = proc.node
+        if proc_node is None:
+            return
+        # create task id
+        triggers = PUSH_TRIGGER
+        checkpoint_ns = (
+            f"{parent_ns}{NS_SEP}{packet.node}" if parent_ns else packet.node
+        )
+        task_id = task_id_func(
+            checkpoint_id_bytes,
+            checkpoint_ns,
+            str(step),
+            packet.node,
+            PUSH,
+            str(idx),
+        )
+    else:
+        logger.warning(f"Ignoring invalid PUSH task path {task_path}")
+        return
+    configurable = config.get(CONF, {})
+    task_checkpoint_ns = f"{checkpoint_ns}:{task_id}"
+    # we append False to the task path to indicate that a call is not being made
+    # so we should return interrupts from this task
+    translated_task_path = (*task_path[:3], False)
+    metadata = {
+        "langgraph_step": step,
+        "langgraph_node": packet.node,
+        "langgraph_triggers": triggers,
+        "langgraph_path": translated_task_path,
+        "langgraph_checkpoint_ns": task_checkpoint_ns,
+    }
+    if task_id_checksum is not None:
+        assert task_id == task_id_checksum, f"{task_id} != {task_id_checksum}"
+    if for_execution:
+        if proc.metadata:
+            metadata.update(proc.metadata)
+        writes: deque[tuple[str, Any]] = deque()
+        cache_policy = proc.cache_policy or cache_policy
+        if cache_policy:
+            args_key = cache_policy.key_func(packet.arg)
+            cache_key = CacheKey(
+                (
+                    CACHE_NS_WRITES,
+                    (identifier(proc) or "__dynamic__"),
+                    packet.node,
+                ),
+                xxh3_128_hexdigest(
+                    args_key.encode() if isinstance(args_key, str) else args_key,
+                ),
+                cache_policy.ttl,
+            )
+        else:
+            cache_key = None
+        scratchpad = _scratchpad(
+            config[CONF].get(CONFIG_KEY_SCRATCHPAD),
+            pending_writes,
+            task_id,
+            xxh3_128_hexdigest(task_checkpoint_ns.encode()),
+            config[CONF].get(CONFIG_KEY_RESUME_MAP),
+            step,
+            stop,
+        )
+        runtime = cast(Runtime, configurable.get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME))
+        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, additional_config),
+                run_name=packet.node,
+                callbacks=(
+                    manager.get_child(f"graph:step:{step}") if manager else None
+                ),
+                configurable={
+                    CONFIG_KEY_TASK_ID: task_id,
+                    # deque.extend is thread-safe
+                    CONFIG_KEY_SEND: writes.extend,
+                    CONFIG_KEY_READ: partial(
+                        local_read,
+                        scratchpad,
+                        channels,
+                        managed,
+                        PregelTaskWrites(
+                            translated_task_path, packet.node, writes, triggers
+                        ),
+                    ),
+                    CONFIG_KEY_CHECKPOINTER: (
+                        checkpointer or configurable.get(CONFIG_KEY_CHECKPOINTER)
+                    ),
+                    CONFIG_KEY_CHECKPOINT_MAP: {
+                        **configurable.get(CONFIG_KEY_CHECKPOINT_MAP, {}),
+                        parent_ns: checkpoint["id"],
+                    },
+                    CONFIG_KEY_CHECKPOINT_ID: None,
+                    CONFIG_KEY_CHECKPOINT_NS: task_checkpoint_ns,
+                    CONFIG_KEY_SCRATCHPAD: scratchpad,
+                    CONFIG_KEY_RUNTIME: runtime,
+                },
+            ),
+            triggers,
+            proc.retry_policy or retry_policy,
+            cache_key,
+            task_id,
+            translated_task_path,
+            writers=proc.flat_writers,
+            subgraphs=proc.subgraphs,
+        )
+    else:
+        return PregelTask(task_id, packet.node, translated_task_path)
+
+
 def checkpoint_null_version(
     checkpoint: Checkpoint,
 ) -> V | None:

libs/langgraph/langgraph/pregel/_loop.py

@@ -459,9 +459,6 @@ class PregelLoop:
     def tick(self) -> bool:
         """Execute a single iteration of the Pregel loop.
 
-        Args:
-            input_keys: The key(s) to read input from.
-
         Returns:
             True if more iterations are needed.
         """
@@ -769,6 +766,7 @@ class PregelLoop:
             ]
             self.checkpoint["channel_values"][TASKS] = sanitized_tasks
         # bail if no checkpointer
+
         if do_checkpoint and self._checkpointer_put_after_previous is not None:
             self.prev_checkpoint_config = (
                 self.checkpoint_config
@@ -938,8 +936,15 @@ class PregelLoop:
                 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))
+                if "values" in stream_modes:
+                    current_values = read_channels(self.channels, self.output_keys)
+                    # self.output_keys is a sequence, stream chunk contains entire state and interrupts
+                    if isinstance(current_values, dict):
+                        current_values[INTERRUPT] = interrupts[0][INTERRUPT]
+                        self._emit("values", lambda: iter([current_values]))
+                    # self.output_keys is a string, stream chunk contains only interrupts
+                    else:
+                        self._emit("values", lambda: iter(interrupts))
             elif writes[0][0] != ERROR:
                 self._emit(
                     "updates",

libs/langgraph/langgraph/pregel/main.py

@@ -210,8 +210,10 @@ class NodeBuilder:
         *channels: str,
         read: bool = True,
     ) -> Self:
-        """Add channels to subscribe to. Node will be invoked when any of these
-        channels are updated, with a dict of the channel values as input.
+        """Add channels to subscribe to.
+
+        Node will be invoked when any of these channels are updated, with a dict of the
+        channel values as input.
 
         Args:
             channels: Channel name(s) to subscribe to
@@ -270,8 +272,8 @@ class NodeBuilder:
         """Add channel writes.
 
         Args:
-            *channels: Channel names to write to
-            **kwargs: Channel name and value mappings
+            *channels: Channel names to write to.
+            **kwargs: Channel name and value mappings.
 
         Returns:
             Self for chaining
@@ -375,12 +377,12 @@ class Pregel(
     ### Advanced channels: Context and BinaryOperatorAggregate
 
     - `Context`: exposes the value of a context manager, managing its lifecycle.
-      Useful for accessing external resources that require setup and/or teardown. eg.
-      `client = Context(httpx.Client)`
+        Useful for accessing external resources that require setup and/or teardown. e.g.
+        `client = Context(httpx.Client)`
     - `BinaryOperatorAggregate`: stores a persistent value, updated by applying
-       a binary operator to the current value and each update
-       sent to the channel, useful for computing aggregates over multiple steps. eg.
-      `total = BinaryOperatorAggregate(int, operator.add)`
+        a binary operator to the current value and each update
+        sent to the channel, useful for computing aggregates over multiple steps. e.g.
+        `total = BinaryOperatorAggregate(int, operator.add)`
 
     ## Examples
 
@@ -495,7 +497,7 @@ class Pregel(
         {"c": ["foofoo", "foofoofoofoo"]}
         ```
 
-    Example: Using a BinaryOperatorAggregate channel
+    Example: Using a `BinaryOperatorAggregate` channel
         ```python
         from langgraph.channels import EphemeralValue, BinaryOperatorAggregate
         from langgraph.pregel import Pregel, NodeBuilder
@@ -541,8 +543,9 @@ class Pregel(
 
     Example: Introducing a cycle
         This example demonstrates how to introduce a cycle in the graph, by having
-        a chain write to a channel it subscribes to. Execution will continue
-        until a None value is written to the channel.
+        a chain write to a channel it subscribes to.
+
+        Execution will continue until a `None` value is written to the channel.
 
         ```python
         from langgraph.channels import EphemeralValue
@@ -1426,7 +1429,8 @@ class Pregel(
         Args:
             config: The config to apply the updates to.
             supersteps: A list of supersteps, each including a list of updates to apply sequentially to a graph state.
-                        Each update is a tuple of the form `(values, as_node, task_id)` where `task_id` is optional.
+
+                Each update is a tuple of the form `(values, as_node, task_id)` where `task_id` is optional.
 
         Raises:
             ValueError: If no checkpointer is set or no updates are provided.
@@ -1869,7 +1873,8 @@ class Pregel(
         Args:
             config: The config to apply the updates to.
             supersteps: A list of supersteps, each including a list of updates to apply sequentially to a graph state.
-                        Each update is a tuple of the form `(values, as_node, task_id)` where `task_id` is optional.
+
+                Each update is a tuple of the form `(values, as_node, task_id)` where `task_id` is optional.
 
         Raises:
             ValueError: If no checkpointer is set or no updates are provided.
@@ -2354,7 +2359,7 @@ class Pregel(
             validate_keys(output_keys, self.channels)
         interrupt_before = interrupt_before or self.interrupt_before_nodes
         interrupt_after = interrupt_after or self.interrupt_after_nodes
-        if not isinstance(stream_mode, list):
+        if isinstance(stream_mode, str):
             stream_modes = {stream_mode}
         else:
             stream_modes = set(stream_mode)
@@ -2420,6 +2425,7 @@ class Pregel(
             context: The static context to use for the run.
                 !!! version-added "Added in version 0.6.0"
             stream_mode: The mode to stream output, defaults to `self.stream_mode`.
+
                 Options are:
 
                 - `"values"`: Emit all values in the state after each step, including interrupts.
@@ -2428,31 +2434,36 @@ class Pregel(
                     If multiple updates are made in the same step (e.g. multiple nodes are run) then those updates are emitted separately.
                 - `"custom"`: Emit custom data from inside nodes or tasks using `StreamWriter`.
                 - `"messages"`: Emit LLM messages token-by-token together with metadata for any LLM invocations inside nodes or tasks.
-                    Will be emitted as 2-tuples `(LLM token, metadata)`.
+                    - Will be emitted as 2-tuples `(LLM token, metadata)`.
                 - `"checkpoints"`: Emit an event when a checkpoint is created, in the same format as returned by `get_state()`.
                 - `"tasks"`: Emit events when tasks start and finish, including their results and errors.
+                - `"debug"`: Emit debug events with as much information as possible for each step.
 
                 You can pass a list as the `stream_mode` parameter to stream multiple modes at once.
                 The streamed outputs will be tuples of `(mode, data)`.
 
-                See [LangGraph streaming guide](https://langchain-ai.github.io/langgraph/how-tos/streaming/) for more details.
-            print_mode: Accepts the same values as `stream_mode`, but only prints the output to the console, for debugging purposes. Does not affect the output of the graph in any way.
+                See [LangGraph streaming guide](https://docs.langchain.com/oss/python/langgraph/streaming) for more details.
+            print_mode: Accepts the same values as `stream_mode`, but only prints the output to the console, for debugging purposes.
+
+                Does not affect the output of the graph in any way.
             output_keys: The keys to stream, defaults to all non-context channels.
             interrupt_before: Nodes to interrupt before, defaults to all nodes in the graph.
             interrupt_after: Nodes to interrupt after, defaults to all nodes in the graph.
             durability: The durability mode for the graph execution, defaults to `"async"`.
+
                 Options are:
 
                 - `"sync"`: Changes are persisted synchronously before the next step starts.
                 - `"async"`: Changes are persisted asynchronously while the next step executes.
                 - `"exit"`: Changes are persisted only when the graph exits.
-            subgraphs: Whether to stream events from inside subgraphs, defaults to False.
+            subgraphs: Whether to stream events from inside subgraphs, defaults to `False`.
+
                 If `True`, the events will be emitted as tuples `(namespace, data)`,
                 or `(namespace, mode, data)` if `stream_mode` is a list,
                 where `namespace` is a tuple with the path to the node where a subgraph is invoked,
                 e.g. `("parent_node:<task_id>", "child_node:<task_id>")`.
 
-                See [LangGraph streaming guide](https://langchain-ai.github.io/langgraph/how-tos/streaming/) for more details.
+                See [LangGraph streaming guide](https://docs.langchain.com/oss/python/langgraph/streaming) for more details.
 
         Yields:
             The output of each step in the graph. The output shape depends on the `stream_mode`.
@@ -2688,6 +2699,7 @@ class Pregel(
             context: The static context to use for the run.
                 !!! version-added "Added in version 0.6.0"
             stream_mode: The mode to stream output, defaults to `self.stream_mode`.
+
                 Options are:
 
                 - `"values"`: Emit all values in the state after each step, including interrupts.
@@ -2696,30 +2708,36 @@ class Pregel(
                     If multiple updates are made in the same step (e.g. multiple nodes are run) then those updates are emitted separately.
                 - `"custom"`: Emit custom data from inside nodes or tasks using `StreamWriter`.
                 - `"messages"`: Emit LLM messages token-by-token together with metadata for any LLM invocations inside nodes or tasks.
-                    Will be emitted as 2-tuples `(LLM token, metadata)`.
+                    - Will be emitted as 2-tuples `(LLM token, metadata)`.
+                - `"checkpoints"`: Emit an event when a checkpoint is created, in the same format as returned by `get_state()`.
+                - `"tasks"`: Emit events when tasks start and finish, including their results and errors.
                 - `"debug"`: Emit debug events with as much information as possible for each step.
 
                 You can pass a list as the `stream_mode` parameter to stream multiple modes at once.
                 The streamed outputs will be tuples of `(mode, data)`.
 
-                See [LangGraph streaming guide](https://langchain-ai.github.io/langgraph/how-tos/streaming/) for more details.
-            print_mode: Accepts the same values as `stream_mode`, but only prints the output to the console, for debugging purposes. Does not affect the output of the graph in any way.
+                See [LangGraph streaming guide](https://docs.langchain.com/oss/python/langgraph/streaming) for more details.
+            print_mode: Accepts the same values as `stream_mode`, but only prints the output to the console, for debugging purposes.
+
+                Does not affect the output of the graph in any way.
             output_keys: The keys to stream, defaults to all non-context channels.
             interrupt_before: Nodes to interrupt before, defaults to all nodes in the graph.
             interrupt_after: Nodes to interrupt after, defaults to all nodes in the graph.
             durability: The durability mode for the graph execution, defaults to `"async"`.
+
                 Options are:
 
                 - `"sync"`: Changes are persisted synchronously before the next step starts.
                 - `"async"`: Changes are persisted asynchronously while the next step executes.
                 - `"exit"`: Changes are persisted only when the graph exits.
-            subgraphs: Whether to stream events from inside subgraphs, defaults to False.
+            subgraphs: Whether to stream events from inside subgraphs, defaults to `False`.
+
                 If `True`, the events will be emitted as tuples `(namespace, data)`,
                 or `(namespace, mode, data)` if `stream_mode` is a list,
                 where `namespace` is a tuple with the path to the node where a subgraph is invoked,
                 e.g. `("parent_node:<task_id>", "child_node:<task_id>")`.
 
-                See [LangGraph streaming guide](https://langchain-ai.github.io/langgraph/how-tos/streaming/) for more details.
+                See [LangGraph streaming guide](https://docs.langchain.com/oss/python/langgraph/streaming) for more details.
 
         Yields:
             The output of each step in the graph. The output shape depends on the `stream_mode`.
@@ -3022,11 +3040,14 @@ class Pregel(
             context: The static context to use for the run.
                 !!! version-added "Added in version 0.6.0"
             stream_mode: The stream mode for the graph run.
-            print_mode: Accepts the same values as `stream_mode`, but only prints the output to the console, for debugging purposes. Does not affect the output of the graph in any way.
+            print_mode: Accepts the same values as `stream_mode`, but only prints the output to the console, for debugging purposes.
+
+                Does not affect the output of the graph in any way.
             output_keys: The output keys to retrieve from the graph run.
             interrupt_before: The nodes to interrupt the graph run before.
             interrupt_after: The nodes to interrupt the graph run after.
             durability: The durability mode for the graph execution, defaults to `"async"`.
+
                 Options are:
 
                 - `"sync"`: Changes are persisted synchronously before the next step starts.
@@ -3101,31 +3122,33 @@ class Pregel(
         durability: Durability | None = None,
         **kwargs: Any,
     ) -> dict[str, Any] | Any:
-        """Asynchronously invoke the graph on a single input.
+        """Asynchronously run the graph with a single input and config.
 
         Args:
-            input: The input data for the computation. It can be a dictionary or any other type.
-            config: The configuration for the computation.
+            input: The input data for the graph. It can be a dictionary or any other type.
+            config: The configuration for the graph run.
             context: The static context to use for the run.
                 !!! version-added "Added in version 0.6.0"
-            stream_mode: The stream mode for the computation.
-            print_mode: Accepts the same values as `stream_mode`, but only prints the output to the console, for debugging purposes. Does not affect the output of the graph in any way.
-            output_keys: The output keys to include in the result.
-            interrupt_before: The nodes to interrupt before.
-            interrupt_after: The nodes to interrupt after.
+            stream_mode: The stream mode for the graph run.
+            print_mode: Accepts the same values as `stream_mode`, but only prints the output to the console, for debugging purposes.
+
+                Does not affect the output of the graph in any way.
+            output_keys: The output keys to retrieve from the graph run.
+            interrupt_before: The nodes to interrupt the graph run before.
+            interrupt_after: The nodes to interrupt the graph run after.
             durability: The durability mode for the graph execution, defaults to `"async"`.
+
                 Options are:
 
                 - `"sync"`: Changes are persisted synchronously before the next step starts.
                 - `"async"`: Changes are persisted asynchronously while the next step executes.
                 - `"exit"`: Changes are persisted only when the graph exits.
-            **kwargs: Additional keyword arguments.
+            **kwargs: Additional keyword arguments to pass to the graph run.
 
         Returns:
-            The result of the computation. If `stream_mode` is `"values"`, it returns the latest value.
-            If `stream_mode` is `"chunks"`, it returns a list of chunks.
+            The output of the graph run. If `stream_mode` is `"values"`, it returns the latest output.
+            If `stream_mode` is not `"values"`, it returns a list of output chunks.
         """
-
         output_keys = output_keys if output_keys is not None else self.output_channels
 
         latest: dict[str, Any] | Any = None

libs/langgraph/langgraph/pregel/remote.py

@@ -725,9 +725,10 @@ class RemoteGraph(PregelProtocol):
             input = None
         else:
             command = None
+        thread_id = sanitized_config.get("configurable", {}).pop("thread_id", None)
 
         for chunk in sync_client.runs.stream(
-            thread_id=sanitized_config["configurable"].get("thread_id"),
+            thread_id=thread_id,
             assistant_id=self.assistant_id,
             input=input,
             command=command,
@@ -834,9 +835,10 @@ class RemoteGraph(PregelProtocol):
             input = None
         else:
             command = None
+        thread_id = sanitized_config.get("configurable", {}).pop("thread_id", None)
 
         async for chunk in client.runs.stream(
-            thread_id=sanitized_config["configurable"].get("thread_id"),
+            thread_id=thread_id,
             assistant_id=self.assistant_id,
             input=input,
             command=command,

libs/langgraph/langgraph/runtime.py

@@ -111,7 +111,7 @@ class Runtime(Generic[ContextT]):
             stream_writer=other.stream_writer
             if other.stream_writer is not _no_op_stream_writer
             else self.stream_writer,
-            previous=other.previous or self.previous,
+            previous=self.previous if other.previous is None else other.previous,
         )
 
     def override(

libs/langgraph/langgraph/typing.py

@@ -31,13 +31,13 @@ ContextT_contra = TypeVar(
 )
 
 InputT = TypeVar("InputT", bound=StateLike, default=StateT)
-"""Type variable used to represent the input to a state graph.
+"""Type variable used to represent the input to a `StateGraph`.
 
 Defaults to `StateT`.
 """
 
 OutputT = TypeVar("OutputT", bound=StateLike, default=StateT)
-"""Type variable used to represent the output of a state graph.
+"""Type variable used to represent the output of a `StateGraph`.
 
 Defaults to `StateT`.
 """

libs/langgraph/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph"
-version = "1.0.2"
+version = "1.0.4"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"
@@ -32,8 +32,15 @@ dependencies = [
     "pydantic>=2.7.4",
 ]
 
+
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Homepage = "https://docs.langchain.com/oss/python/langgraph/overview"
+Documentation = "https://reference.langchain.com/python/langgraph/"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/langgraph"
+Changelog = "https://github.com/langchain-ai/langgraph/releases"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [dependency-groups]
 test = [

libs/langgraph/tests/test_large_cases.py

@@ -3271,7 +3271,7 @@ def test_root_graph(
                     content="result for query",
                     name="search_api",
                     tool_call_id="tool_call123",
-                    id="00000000-0000-4000-8000-000000000024",
+                    id="00000000-0000-4000-8000-000000000004",
                 )
             ]
         },
@@ -3294,7 +3294,7 @@ def test_root_graph(
                     content="result for another",
                     name="search_api",
                     tool_call_id="tool_call456",
-                    id="00000000-0000-4000-8000-000000000030",
+                    id="00000000-0000-4000-8000-000000000005",
                 )
             ]
         },
@@ -3898,7 +3898,7 @@ def test_root_graph(
         "__root__": [
             HumanMessage(
                 content="what is weather in sf",
-                id="00000000-0000-4000-8000-000000000051",
+                id="00000000-0000-4000-8000-000000000008",
             ),
             AIMessage(
                 content="",
@@ -3918,7 +3918,7 @@ def test_root_graph(
             ),
             AIMessage(content="answer", id="ai2"),
             AIMessage(
-                content="an extra message", id="00000000-0000-4000-8000-000000000066"
+                content="an extra message", id="00000000-0000-4000-8000-000000000010"
             ),
             HumanMessage(content="what is weather in la"),
         ],

libs/langgraph/tests/test_pregel.py

@@ -8422,23 +8422,55 @@ def test_null_resume_disallowed_with_multiple_interrupts(
     }
 
 
-def test_interrupt_stream_mode_values():
-    """Test that interrupts are surfaced when steam_mode='values'"""
+def test_interrupt_stream_mode_values(sync_checkpointer: BaseCheckpointSaver):
+    """Test that interrupts are surfaced on 'values' stream mode"""
 
     class State(TypedDict):
+        robot_input: str
         human_input: str
 
+    def robot_input_node(state: State) -> State:
+        return {"robot_input": "beep boop i am a robot"}
+
     def human_input_node(state: State) -> Command:
         human_input = interrupt("interrupt")
         return Command(update={"human_input": human_input})
 
     builder = StateGraph(State)
+    builder.add_node(robot_input_node)
     builder.add_node(human_input_node)
-    builder.add_edge(START, "human_input_node")
-    app = builder.compile()
+    builder.add_edge(START, "robot_input_node")
+    builder.add_edge("robot_input_node", "human_input_node")
+    app = builder.compile(checkpointer=sync_checkpointer)
+    config = {"configurable": {"thread_id": str(uuid.uuid4())}}
 
-    result = [*app.stream(State(), stream_mode="values")]
-    assert "__interrupt__" in result[-1]
+    result = [*app.stream(State(), config, stream_mode=["updates", "values"])]
+    assert len(result) == 4
+    assert result == [
+        ("updates", {"robot_input_node": {"robot_input": "beep boop i am a robot"}}),
+        ("values", {"robot_input": "beep boop i am a robot"}),
+        ("updates", {"__interrupt__": (Interrupt(value="interrupt", id=AnyStr()),)}),
+        (
+            "values",
+            {
+                "robot_input": "beep boop i am a robot",
+                "__interrupt__": (Interrupt(value="interrupt", id=AnyStr()),),
+            },
+        ),
+    ]
+    resume_result = [
+        *app.stream(
+            Command(resume="i am a human"), config, stream_mode=["updates", "values"]
+        )
+    ]
+    assert resume_result == [
+        ("values", {"robot_input": "beep boop i am a robot"}),
+        ("updates", {"human_input_node": {"human_input": "i am a human"}}),
+        (
+            "values",
+            {"robot_input": "beep boop i am a robot", "human_input": "i am a human"},
+        ),
+    ]
 
 
 def test_supersteps_populate_task_results(

libs/langgraph/tests/test_pregel_async.py

@@ -9196,6 +9196,64 @@ async def test_astream_waiter_cleanup_on_cancel(
     assert all(t.done() for t in recorded_tasks)
 
 
+@NEEDS_CONTEXTVARS
+async def test_interrupt_stream_mode_values(async_checkpointer: BaseCheckpointSaver):
+    """Test that interrupts are surfaced on 'values' stream mode"""
+
+    class State(TypedDict):
+        robot_input: str
+        human_input: str
+
+    def robot_input_node(state: State) -> State:
+        return {"robot_input": "beep boop i am a robot"}
+
+    def human_input_node(state: State) -> Command:
+        human_input = interrupt("interrupt")
+        return Command(update={"human_input": human_input})
+
+    builder = StateGraph(State)
+    builder.add_node(robot_input_node)
+    builder.add_node(human_input_node)
+    builder.add_edge(START, "robot_input_node")
+    builder.add_edge("robot_input_node", "human_input_node")
+    app = builder.compile(checkpointer=async_checkpointer)
+    config = {"configurable": {"thread_id": str(uuid.uuid4())}}
+
+    result = [
+        (mode, e)
+        async for mode, e in app.astream(
+            State(), config, stream_mode=["updates", "values"]
+        )
+    ]
+    assert len(result) == 4
+    assert result == [
+        ("updates", {"robot_input_node": {"robot_input": "beep boop i am a robot"}}),
+        ("values", {"robot_input": "beep boop i am a robot"}),
+        ("updates", {"__interrupt__": (Interrupt(value="interrupt", id=AnyStr()),)}),
+        (
+            "values",
+            {
+                "robot_input": "beep boop i am a robot",
+                "__interrupt__": (Interrupt(value="interrupt", id=AnyStr()),),
+            },
+        ),
+    ]
+    resume_result = [
+        (mode, e)
+        async for mode, e in app.astream(
+            Command(resume="i am a human"), config, stream_mode=["updates", "values"]
+        )
+    ]
+    assert resume_result == [
+        ("values", {"robot_input": "beep boop i am a robot"}),
+        ("updates", {"human_input_node": {"human_input": "i am a human"}}),
+        (
+            "values",
+            {"robot_input": "beep boop i am a robot", "human_input": "i am a human"},
+        ),
+    ]
+
+
 async def test_supersteps_populate_task_results(
     async_checkpointer: BaseCheckpointSaver,
 ) -> None:

libs/langgraph/tests/test_remote_graph.py

@@ -840,6 +840,46 @@ def test_invoke():
     assert result == {"messages": [{"type": "human", "content": "world"}]}
 
 
+def test_invoke_sanitizes_thread_id():
+    # Ensure that invoking with thread_id passes thread_id as a top-level arg
+    # and removes it from the config body.
+    mock_sync_client = MagicMock()
+    mock_sync_client.runs.stream.return_value = []
+    remote_pregel = RemoteGraph("test_graph_id", sync_client=mock_sync_client)
+
+    config = {"configurable": {"thread_id": "thread_1"}}
+    remote_pregel.invoke(
+        {"input": {"messages": [{"type": "human", "content": "hello"}]}}, config
+    )
+
+    assert mock_sync_client.runs.stream.called
+    _, kwargs = mock_sync_client.runs.stream.call_args
+    assert kwargs.get("thread_id") == "thread_1"
+    passed_config = kwargs.get("config") or {}
+    assert "configurable" in passed_config
+    assert "thread_id" not in passed_config["configurable"]
+    assert not passed_config["configurable"]
+
+
+def test_stream_sanitizes_thread_id():
+    # Ensure that streaming with thread_id passes thread_id as a top-level arg
+    # and removes it from the config body.
+    mock_sync_client = MagicMock()
+    mock_sync_client.runs.stream.return_value = []
+    remote_pregel = RemoteGraph("test_graph_id", sync_client=mock_sync_client)
+
+    config = {"configurable": {"thread_id": "thread_2"}}
+    list(remote_pregel.stream({"input": {"messages": []}}, config))
+
+    assert mock_sync_client.runs.stream.called
+    _, kwargs = mock_sync_client.runs.stream.call_args
+    assert kwargs.get("thread_id") == "thread_2"
+    passed_config = kwargs.get("config") or {}
+    assert "configurable" in passed_config
+    assert "thread_id" not in passed_config["configurable"]
+    assert not passed_config["configurable"]
+
+
 @pytest.mark.anyio
 async def test_ainvoke():
     # set up test
@@ -879,8 +919,8 @@ async def test_langgraph_cloud_integration():
     from langgraph.graph import END, START, MessagesState, StateGraph
 
     # create RemotePregel instance
-    client = get_client()
-    sync_client = get_sync_client()
+    client = get_client(url="http://localhost:8123")
+    sync_client = get_sync_client(url="http://localhost:8123")
     remote_pregel = RemoteGraph(
         "agent",
         client=client,

libs/prebuilt/.claude/settings.local.json

@@ -0,0 +1,21 @@
+{
+  "permissions": {
+    "allow": [
+      "Bash(make test:*)",
+      "Bash(uv run pytest:*)",
+      "Bash(LANGGRAPH_TEST_FAST=0 make start-services:*)",
+      "Bash(LANGGRAPH_TEST_FAST=0 uv run:*)",
+      "Bash(EXIT_CODE=$?)",
+      "Bash(make stop-services:*)",
+      "Bash(exit $EXIT_CODE)",
+      "Read(//Users/sydney_runkle/oss/langgraph/**)",
+      "Bash(python3:*)",
+      "Bash(find:*)",
+      "Bash(python -m pytest:*)",
+      "Bash(python:*)",
+      "Read(//tmp/**)"
+    ],
+    "deny": [],
+    "ask": []
+  }
+}

libs/prebuilt/langgraph/prebuilt/chat_agent_executor.py

@@ -63,7 +63,7 @@ class AgentState(TypedDict):
 
 
 @deprecated(
-    "AgentStatePydantic has been moved to `langchain.agents`. Please update your import to `from langchain.agents import AgentStatePydantic`.",
+    "AgentStatePydantic has been deprecated in favor of AgentState in `langchain.agents`.",
     category=LangGraphDeprecatedSinceV10,
 )
 class AgentStatePydantic(BaseModel):
@@ -78,11 +78,11 @@ with warnings.catch_warnings():
     warnings.filterwarnings(
         "ignore",
         category=LangGraphDeprecatedSinceV10,
-        message="AgentState has been moved to langchain.agents.*",
+        message="AgentState has been moved to `langchain.agents`.*",
     )
 
     @deprecated(
-        "AgentStateWithStructuredResponse has been moved to `langchain.agents`. Please update your import to `from langchain.agents import AgentStateWithStructuredResponse`.",
+        "AgentStateWithStructuredResponse has been deprecated in favor of AgentState in `langchain.agents`.",
         category=LangGraphDeprecatedSinceV10,
     )
     class AgentStateWithStructuredResponse(AgentState):
@@ -95,11 +95,11 @@ with warnings.catch_warnings():
     warnings.filterwarnings(
         "ignore",
         category=LangGraphDeprecatedSinceV10,
-        message="AgentStatePydantic has been moved to langchain.agents.*",
+        message="AgentStatePydantic has been deprecated in favor of AgentState in `langchain.agents`.",
     )
 
     @deprecated(
-        "AgentStateWithStructuredResponsePydantic has been moved to `langchain.agents`. Please update your import to `from langchain.agents import AgentStateWithStructuredResponsePydantic`.",
+        "AgentStateWithStructuredResponsePydantic has been deprecated in favor of AgentState in `langchain.agents`.",
         category=LangGraphDeprecatedSinceV10,
     )
     class AgentStateWithStructuredResponsePydantic(AgentStatePydantic):

libs/prebuilt/langgraph/prebuilt/tool_node.py

@@ -142,6 +142,25 @@ class ToolCallRequest:
     state: Any
     runtime: ToolRuntime
 
+    def __setattr__(self, name: str, value: Any) -> None:
+        """Raise deprecation warning when setting attributes directly.
+
+        Direct attribute assignment is deprecated. Use the `override()` method instead.
+        """
+        import warnings
+
+        # Allow setting attributes during initialization
+        if not hasattr(self, "__dataclass_fields__") or not hasattr(self, name):
+            object.__setattr__(self, name, value)
+        else:
+            warnings.warn(
+                f"Setting attribute '{name}' on ToolCallRequest is deprecated. "
+                "Use the override() method instead to create a new instance with modified values.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+            object.__setattr__(self, name, value)
+
     def override(
         self, **overrides: Unpack[_ToolCallRequestOverrides]
     ) -> ToolCallRequest:
@@ -202,8 +221,9 @@ Examples:
 
     ```python
     def handler(request, execute):
-        request.tool_call["args"]["value"] *= 2
-        return execute(request)
+        modified_call = {**request.tool_call, "args": {**request.tool_call["args"], "value": request.tool_call["args"]["value"] * 2}}
+        modified_request = request.override(tool_call=modified_call)
+        return execute(modified_request)
     ```
 
     Retry on error (execute multiple times):
@@ -479,9 +499,7 @@ def _infer_handled_types(handler: Callable[..., str]) -> tuple[type[Exception],
 
 def _filter_validation_errors(
     validation_error: ValidationError,
-    tool_to_state_args: dict[str, str | None],
-    tool_to_store_arg: str | None,
-    tool_to_runtime_arg: str | None,
+    injected_args: _InjectedArgs | None,
 ) -> list[ErrorDetails]:
     """Filter validation errors to only include LLM-controlled arguments.
 
@@ -496,25 +514,28 @@ def _filter_validation_errors(
 
     Args:
         validation_error: The Pydantic ValidationError raised during tool invocation.
-        tool_to_state_args: Mapping of state argument names to state field names.
-        tool_to_store_arg: Name of the store argument, if any.
-        tool_to_runtime_arg: Name of the runtime argument, if any.
+        injected_args: The _InjectedArgs structure containing all injected arguments,
+            or None if there are no injected arguments.
 
     Returns:
         List of ErrorDetails containing only errors for LLM-controlled arguments,
         with system-injected argument values removed from the input field.
     """
-    injected_args = set(tool_to_state_args.keys())
-    if tool_to_store_arg:
-        injected_args.add(tool_to_store_arg)
-    if tool_to_runtime_arg:
-        injected_args.add(tool_to_runtime_arg)
+    # Collect all injected argument names
+    injected_arg_names: set[str] = set()
+    if injected_args:
+        if injected_args.state:
+            injected_arg_names.update(injected_args.state.keys())
+        if injected_args.store:
+            injected_arg_names.add(injected_args.store)
+        if injected_args.runtime:
+            injected_arg_names.add(injected_args.runtime)
 
     filtered_errors: list[ErrorDetails] = []
     for error in validation_error.errors():
         # Check if error location contains any injected argument
         # error['loc'] is a tuple like ('field_name',) or ('field_name', 'nested_field')
-        if error["loc"] and error["loc"][0] not in injected_args:
+        if error["loc"] and error["loc"][0] not in injected_arg_names:
             # Create a copy of the error dict to avoid mutating the original
             error_copy: dict[str, Any] = {**error}
 
@@ -522,7 +543,7 @@ def _filter_validation_errors(
             if isinstance(error_copy.get("input"), dict):
                 input_dict = error_copy["input"]
                 input_copy = {
-                    k: v for k, v in input_dict.items() if k not in injected_args
+                    k: v for k, v in input_dict.items() if k not in injected_arg_names
                 }
                 error_copy["input"] = input_copy
 
@@ -532,6 +553,60 @@ def _filter_validation_errors(
     return filtered_errors
 
 
+@dataclass
+class _InjectedArgs:
+    """Internal structure for tracking injected arguments for a tool.
+
+    This data structure is built once during ToolNode initialization by analyzing
+    the tool's signature and args schema, then reused during execution for efficient
+    injection without repeated reflection.
+
+    The structure maps from tool parameter names to their injection sources, enabling
+    the ToolNode to know exactly which arguments need to be injected and where to
+    get their values from.
+
+    Attributes:
+        state: Mapping from tool parameter names to state field names for injection.
+            Keys are tool parameter names, values are either:
+            - str: Name of the state field to extract and inject
+            - None: Inject the entire state object
+            Empty dict if no state injection is needed.
+        store: Name of the tool parameter where the store should be injected,
+            or None if no store injection is needed.
+        runtime: Name of the tool parameter where the runtime should be injected,
+            or None if no runtime injection is needed.
+
+    Example:
+        For a tool with signature:
+        ```python
+        def my_tool(
+            x: int,
+            messages: Annotated[list, InjectedState("messages")],
+            full_state: Annotated[dict, InjectedState()],
+            store: Annotated[BaseStore, InjectedStore()],
+            runtime: ToolRuntime,
+        ) -> str:
+            ...
+        ```
+
+        The resulting `_InjectedArgs` would be:
+        ```python
+        _InjectedArgs(
+            state={
+                "messages": "messages",  # Extract state["messages"]
+                "full_state": None,      # Inject entire state
+            },
+            store="store",               # Inject into "store" parameter
+            runtime="runtime",           # Inject into "runtime" parameter
+        )
+        ```
+    """
+
+    state: dict[str, str | None]
+    store: str | None
+    runtime: str | None
+
+
 class ToolNode(RunnableCallable):
     """A node for executing tools in LangGraph workflows.
 
@@ -676,9 +751,7 @@ class ToolNode(RunnableCallable):
         """
         super().__init__(self._func, self._afunc, name=name, tags=tags, trace=False)
         self._tools_by_name: dict[str, BaseTool] = {}
-        self._tool_to_state_args: dict[str, dict[str, str | None]] = {}
-        self._tool_to_store_arg: dict[str, str | None] = {}
-        self._tool_to_runtime_arg: dict[str, str | None] = {}
+        self._injected_args: dict[str, _InjectedArgs] = {}
         self._handle_tool_errors = handle_tool_errors
         self._messages_key = messages_key
         self._wrap_tool_call = wrap_tool_call
@@ -689,9 +762,8 @@ class ToolNode(RunnableCallable):
             else:
                 tool_ = tool
             self._tools_by_name[tool_.name] = tool_
-            self._tool_to_state_args[tool_.name] = _get_state_args(tool_)
-            self._tool_to_store_arg[tool_.name] = _get_store_arg(tool_)
-            self._tool_to_runtime_arg[tool_.name] = _get_runtime_arg(tool_)
+            # Build injected args mapping once during initialization in a single pass
+            self._injected_args[tool_.name] = _get_all_injected_args(tool_)
 
     @property
     def tools_by_name(self) -> dict[str, BaseTool]:
@@ -844,12 +916,8 @@ class ToolNode(RunnableCallable):
                 response = tool.invoke(call_args, config)
             except ValidationError as exc:
                 # Filter out errors for injected arguments
-                filtered_errors = _filter_validation_errors(
-                    exc,
-                    self._tool_to_state_args.get(call["name"], {}),
-                    self._tool_to_store_arg.get(call["name"]),
-                    self._tool_to_runtime_arg.get(call["name"]),
-                )
+                injected = self._injected_args.get(call["name"])
+                filtered_errors = _filter_validation_errors(exc, injected)
                 # Use original call["args"] without injected values for error reporting
                 raise ToolInvocationError(
                     call["name"], exc, call["args"], filtered_errors
@@ -1001,12 +1069,8 @@ class ToolNode(RunnableCallable):
                 response = await tool.ainvoke(call_args, config)
             except ValidationError as exc:
                 # Filter out errors for injected arguments
-                filtered_errors = _filter_validation_errors(
-                    exc,
-                    self._tool_to_state_args.get(call["name"], {}),
-                    self._tool_to_store_arg.get(call["name"]),
-                    self._tool_to_runtime_arg.get(call["name"]),
-                )
+                injected = self._injected_args.get(call["name"])
+                filtered_errors = _filter_validation_errors(exc, injected)
                 # Use original call["args"] without injected values for error reporting
                 raise ToolInvocationError(
                     call["name"], exc, call["args"], filtered_errors
@@ -1199,86 +1263,6 @@ class ToolNode(RunnableCallable):
             return input["state"]
         return input
 
-    def _inject_state(
-        self,
-        tool_call: ToolCall,
-        state: list[AnyMessage] | dict[str, Any] | BaseModel,
-    ) -> ToolCall:
-        state_args = self._tool_to_state_args[tool_call["name"]]
-
-        if state_args and isinstance(state, list):
-            required_fields = list(state_args.values())
-            if (
-                len(required_fields) == 1 and required_fields[0] == self._messages_key
-            ) or required_fields[0] is None:
-                state = {self._messages_key: state}
-            else:
-                err_msg = (
-                    f"Invalid input to ToolNode. Tool {tool_call['name']} requires "
-                    f"graph state dict as input."
-                )
-                if any(state_field for state_field in state_args.values()):
-                    required_fields_str = ", ".join(f for f in required_fields if f)
-                    err_msg += f" State should contain fields {required_fields_str}."
-                raise ValueError(err_msg)
-
-        if isinstance(state, dict):
-            tool_state_args = {
-                tool_arg: state[state_field] if state_field else state
-                for tool_arg, state_field in state_args.items()
-            }
-        else:
-            tool_state_args = {
-                tool_arg: getattr(state, state_field) if state_field else state
-                for tool_arg, state_field in state_args.items()
-            }
-
-        tool_call["args"] = {
-            **tool_call["args"],
-            **tool_state_args,
-        }
-        return tool_call
-
-    def _inject_store(self, tool_call: ToolCall, store: BaseStore | None) -> ToolCall:
-        store_arg = self._tool_to_store_arg[tool_call["name"]]
-        if not store_arg:
-            return tool_call
-
-        if store is None:
-            msg = (
-                "Cannot inject store into tools with InjectedStore annotations - "
-                "please compile your graph with a store."
-            )
-            raise ValueError(msg)
-
-        tool_call["args"] = {
-            **tool_call["args"],
-            store_arg: store,
-        }
-        return tool_call
-
-    def _inject_runtime(
-        self, tool_call: ToolCall, tool_runtime: ToolRuntime
-    ) -> ToolCall:
-        """Inject ToolRuntime into tool call arguments.
-
-        Args:
-            tool_call: The tool call to inject runtime into.
-            tool_runtime: The ToolRuntime instance to inject.
-
-        Returns:
-            The tool call with runtime injected if needed.
-        """
-        runtime_arg = self._tool_to_runtime_arg.get(tool_call["name"])
-        if not runtime_arg:
-            return tool_call
-
-        tool_call["args"] = {
-            **tool_call["args"],
-            runtime_arg: tool_runtime,
-        }
-        return tool_call
-
     def _inject_tool_args(
         self,
         tool_call: ToolCall,
@@ -1317,12 +1301,64 @@ class ToolNode(RunnableCallable):
         if tool_call["name"] not in self.tools_by_name:
             return tool_call
 
+        injected = self._injected_args.get(tool_call["name"])
+        if not injected:
+            return tool_call
+
         tool_call_copy: ToolCall = copy(tool_call)
-        tool_call_with_state = self._inject_state(tool_call_copy, tool_runtime.state)
-        tool_call_with_store = self._inject_store(
-            tool_call_with_state, tool_runtime.store
-        )
-        return self._inject_runtime(tool_call_with_store, tool_runtime)
+        injected_args = {}
+
+        # Inject state
+        if injected.state:
+            state = tool_runtime.state
+            # Handle list state by converting to dict
+            if isinstance(state, list):
+                required_fields = list(injected.state.values())
+                if (
+                    len(required_fields) == 1
+                    and required_fields[0] == self._messages_key
+                ) or required_fields[0] is None:
+                    state = {self._messages_key: state}
+                else:
+                    err_msg = (
+                        f"Invalid input to ToolNode. Tool {tool_call['name']} requires "
+                        f"graph state dict as input."
+                    )
+                    if any(state_field for state_field in injected.state.values()):
+                        required_fields_str = ", ".join(f for f in required_fields if f)
+                        err_msg += (
+                            f" State should contain fields {required_fields_str}."
+                        )
+                    raise ValueError(err_msg)
+
+            # Extract state values
+            if isinstance(state, dict):
+                for tool_arg, state_field in injected.state.items():
+                    injected_args[tool_arg] = (
+                        state[state_field] if state_field else state
+                    )
+            else:
+                for tool_arg, state_field in injected.state.items():
+                    injected_args[tool_arg] = (
+                        getattr(state, state_field) if state_field else state
+                    )
+
+        # Inject store
+        if injected.store:
+            if tool_runtime.store is None:
+                msg = (
+                    "Cannot inject store into tools with InjectedStore annotations - "
+                    "please compile your graph with a store."
+                )
+                raise ValueError(msg)
+            injected_args[injected.store] = tool_runtime.store
+
+        # Inject runtime
+        if injected.runtime:
+            injected_args[injected.runtime] = tool_runtime
+
+        tool_call_copy["args"] = {**tool_call_copy["args"], **injected_args}
+        return tool_call_copy
 
     def _validate_tool_command(
         self,
@@ -1715,120 +1751,86 @@ def _is_injection(
     return False
 
 
-def _get_state_args(tool: BaseTool) -> dict[str, str | None]:
-    """Extract state injection mappings from tool annotations.
-
-    This function analyzes a tool's input schema to identify arguments that should
-    be injected with graph state. It processes InjectedState annotations to build
-    a mapping of tool argument names to state field names.
+def _get_injection_from_type(
+    type_: Any, injection_type: type[InjectedState | InjectedStore | ToolRuntime]
+) -> Any | None:
+    """Extract injection instance from a type annotation.
 
     Args:
-        tool: The tool to analyze for state injection requirements.
+        type_: The type annotation to check.
+        injection_type: The injection type to look for.
 
     Returns:
-        A dictionary mapping tool argument names to state field names. If a field
-        name is None, the entire state should be injected for that argument.
+        The injection instance if found, True if injection marker found without instance, None otherwise.
     """
-    full_schema = tool.get_input_schema()
-    tool_args_to_state_fields: dict = {}
+    type_args = get_args(type_)
+    matches = [arg for arg in type_args if _is_injection(arg, injection_type)]
 
-    for name, type_ in get_all_basemodel_annotations(full_schema).items():
-        injections = [
-            type_arg
-            for type_arg in get_args(type_)
-            if _is_injection(type_arg, InjectedState)
-        ]
-        if len(injections) > 1:
-            msg = (
-                "A tool argument should not be annotated with InjectedState more than "
-                f"once. Received arg {name} with annotations {injections}."
-            )
-            raise ValueError(msg)
-        if len(injections) == 1:
-            injection = injections[0]
-            if isinstance(injection, InjectedState) and injection.field:
-                tool_args_to_state_fields[name] = injection.field
-            else:
-                tool_args_to_state_fields[name] = None
-        else:
-            pass
-    return tool_args_to_state_fields
+    if len(matches) > 1:
+        msg = (
+            f"A tool argument should not be annotated with {injection_type.__name__} "
+            f"more than once. Found: {matches}"
+        )
+        raise ValueError(msg)
 
-
-def _get_store_arg(tool: BaseTool) -> str | None:
-    """Extract store injection argument from tool annotations.
-
-    This function analyzes a tool's input schema to identify the argument that
-    should be injected with the graph store. Only one store argument is supported
-    per tool.
-
-    Args:
-        tool: The tool to analyze for store injection requirements.
-
-    Returns:
-        The name of the argument that should receive the store injection, or None
-        if no store injection is required.
-
-    Raises:
-        ValueError: If a tool argument has multiple InjectedStore annotations.
-    """
-    full_schema = tool.get_input_schema()
-    for name, type_ in get_all_basemodel_annotations(full_schema).items():
-        injections = [
-            type_arg
-            for type_arg in get_args(type_)
-            if _is_injection(type_arg, InjectedStore)
-        ]
-        if len(injections) > 1:
-            msg = (
-                "A tool argument should not be annotated with InjectedStore more than "
-                f"once. Received arg {name} with annotations {injections}."
-            )
-            raise ValueError(msg)
-        if len(injections) == 1:
-            return name
+    if len(matches) == 1:
+        return matches[0]
+    elif _is_injection(type_, injection_type):
+        return True
 
     return None
 
 
-def _get_runtime_arg(tool: BaseTool) -> str | None:
-    """Extract runtime injection argument from tool annotations.
+def _get_all_injected_args(tool: BaseTool) -> _InjectedArgs:
+    """Extract all injected arguments from tool in a single pass.
 
-    This function analyzes a tool's input schema to identify the argument that
-    should be injected with the ToolRuntime instance. Only one runtime argument
-    is supported per tool.
+    This function analyzes both the tool's input schema and function signature
+    to identify all arguments that should be injected (state, store, runtime).
 
     Args:
-        tool: The tool to analyze for runtime injection requirements.
+        tool: The tool to analyze for injection requirements.
 
     Returns:
-        The name of the argument that should receive the runtime injection, or None
-        if no runtime injection is required.
-
-    Raises:
-        ValueError: If a tool argument has multiple ToolRuntime annotations.
+        _InjectedArgs structure containing all detected injections.
     """
+    # Get annotations from both schema and function signature
     full_schema = tool.get_input_schema()
-    for name, type_ in get_all_basemodel_annotations(full_schema).items():
-        # Check if the parameter name is "runtime" (regardless of type)
+    schema_annotations = get_all_basemodel_annotations(full_schema)
+
+    func = getattr(tool, "func", None) or getattr(tool, "coroutine", None)
+    func_annotations = get_type_hints(func, include_extras=True) if func else {}
+
+    # Combine both annotation sources, preferring schema annotations
+    # In the future, we might want to add more restrictions here...
+    all_annotations = {**func_annotations, **schema_annotations}
+
+    # Track injected args
+    state_args: dict[str, str | None] = {}
+    store_arg: str | None = None
+    runtime_arg: str | None = None
+
+    for name, type_ in all_annotations.items():
+        # Check for runtime (special case: parameter named "runtime")
         if name == "runtime":
-            return name
-        # Check if the type itself is ToolRuntime (direct usage)
-        if _is_injection(type_, ToolRuntime):
-            return name
-        # Check if ToolRuntime is in Annotated args
-        injections = [
-            type_arg
-            for type_arg in get_args(type_)
-            if _is_injection(type_arg, ToolRuntime)
-        ]
-        if len(injections) > 1:
-            msg = (
-                "A tool argument should not be annotated with ToolRuntime more than "
-                f"once. Received arg {name} with annotations {injections}."
-            )
-            raise ValueError(msg)
-        if len(injections) == 1:
-            return name
+            runtime_arg = name
 
-    return None
+        # Check for InjectedState
+        if state_inj := _get_injection_from_type(type_, InjectedState):
+            if isinstance(state_inj, InjectedState) and state_inj.field:
+                state_args[name] = state_inj.field
+            else:
+                state_args[name] = None
+
+        # Check for InjectedStore
+        if _get_injection_from_type(type_, InjectedStore):
+            store_arg = name
+
+        # Check for ToolRuntime
+        if _get_injection_from_type(type_, ToolRuntime):
+            runtime_arg = name
+
+    return _InjectedArgs(
+        state=state_args,
+        store=store_arg,
+        runtime=runtime_arg,
+    )

libs/prebuilt/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-prebuilt"
-version = "1.0.2"
+version = "1.0.5"
 description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
 authors = []
 requires-python = ">=3.10"
@@ -29,7 +29,10 @@ dependencies = [
 ]
 
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/prebuilt"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [dependency-groups]
 test = [

libs/prebuilt/tests/test_on_tool_call.py

@@ -130,11 +130,17 @@ def test_modify_arguments() -> None:
         execute: Callable[[ToolCallRequest], ToolMessage | Command],
     ) -> ToolMessage | Command:
         """Handler that doubles the input arguments."""
-        # Modify the arguments
-        request.tool_call["args"]["a"] *= 2
-        request.tool_call["args"]["b"] *= 2
-
-        return execute(request)
+        # Modify the arguments using override method
+        modified_call = {
+            **request.tool_call,
+            "args": {
+                **request.tool_call["args"],
+                "a": request.tool_call["args"]["a"] * 2,
+                "b": request.tool_call["args"]["b"] * 2,
+            },
+        }
+        modified_request = request.override(tool_call=modified_call)
+        return execute(modified_request)
 
     tool_node = ToolNode([add], wrap_tool_call=modify_args_handler)
 
@@ -362,10 +368,17 @@ async def test_handler_with_async_execution() -> None:
         execute: Callable[[ToolCallRequest], ToolMessage | Command],
     ) -> ToolMessage | Command:
         """Handler that modifies arguments."""
-        # Add 10 to both arguments
-        request.tool_call["args"]["a"] += 10
-        request.tool_call["args"]["b"] += 10
-        return execute(request)
+        # Add 10 to both arguments using override method
+        modified_call = {
+            **request.tool_call,
+            "args": {
+                **request.tool_call["args"],
+                "a": request.tool_call["args"]["a"] + 10,
+                "b": request.tool_call["args"]["b"] + 10,
+            },
+        }
+        modified_request = request.override(tool_call=modified_call)
+        return execute(modified_request)
 
     tool_node = ToolNode([async_add], wrap_tool_call=modifying_handler)
 
@@ -1305,3 +1318,64 @@ async def test_state_extraction_with_tool_call_with_context_async() -> None:
     assert state_seen[0] == actual_state
     assert "__type" not in state_seen[0]
     assert "tool_call" not in state_seen[0]
+
+
+def test_tool_call_request_is_frozen() -> None:
+    """Test that ToolCallRequest raises deprecation warnings on direct attribute reassignment."""
+    tool_call: ToolCall = {"name": "add", "args": {"a": 1, "b": 2}, "id": "call_1"}
+    state: dict = {"messages": []}
+    runtime = None
+
+    request = ToolCallRequest(
+        tool_call=tool_call, tool=add, state=state, runtime=runtime
+    )  # type: ignore[arg-type]
+
+    # Test that direct attribute reassignment raises DeprecationWarning
+    with pytest.warns(
+        DeprecationWarning,
+        match="Setting attribute 'tool_call' on ToolCallRequest is deprecated",
+    ):
+        request.tool_call = {"name": "other", "args": {}, "id": "call_2"}  # type: ignore[misc]
+
+    with pytest.warns(
+        DeprecationWarning,
+        match="Setting attribute 'tool' on ToolCallRequest is deprecated",
+    ):
+        request.tool = None  # type: ignore[misc]
+
+    with pytest.warns(
+        DeprecationWarning,
+        match="Setting attribute 'state' on ToolCallRequest is deprecated",
+    ):
+        request.state = {}  # type: ignore[misc]
+
+    with pytest.warns(
+        DeprecationWarning,
+        match="Setting attribute 'runtime' on ToolCallRequest is deprecated",
+    ):
+        request.runtime = None  # type: ignore[misc]
+
+    # Test that override method works correctly
+    new_tool_call: ToolCall = {
+        "name": "multiply",
+        "args": {"x": 5, "y": 10},
+        "id": "call_3",
+    }
+
+    # Original request should be unchanged (note: it was modified by the warnings tests above)
+    # So we create a fresh request to test override properly
+    fresh_request = ToolCallRequest(
+        tool_call=tool_call, tool=add, state=state, runtime=runtime
+    )  # type: ignore[arg-type]
+    fresh_new_request = fresh_request.override(tool_call=new_tool_call)
+
+    # Original request should be unchanged
+    assert fresh_request.tool_call == tool_call
+    assert fresh_request.tool_call["name"] == "add"
+
+    # New request should have the updated tool_call
+    assert fresh_new_request.tool_call == new_tool_call
+    assert fresh_new_request.tool_call["name"] == "multiply"
+    assert fresh_new_request.tool == add  # Other fields should remain the same
+    assert fresh_new_request.state == state
+    assert fresh_new_request.runtime is None

libs/prebuilt/tests/test_react_agent.py

@@ -53,7 +53,6 @@ from langgraph.prebuilt.chat_agent_executor import (
 from langgraph.prebuilt.tool_node import (
     InjectedState,
     InjectedStore,
-    _get_state_args,
     _infer_handled_types,
 )
 from tests.any_str import AnyStr
@@ -639,8 +638,9 @@ def test_react_agent_parallel_tool_calls(
     for event in agent.stream(
         {"messages": [("user", query)]}, config, stream_mode="values"
     ):
-        if messages := event.get("messages"):
-            message_types.append([m.type for m in messages])
+        if "__interrupt__" not in event: 
+            if messages := event.get("messages"):
+                message_types.append([m.type for m in messages])
 
     if version == "v1":
         assert message_types == [
@@ -1084,21 +1084,6 @@ async def test_return_direct(version: str) -> None:
     ]
 
 
-def test__get_state_args() -> None:
-    class Schema1(BaseModel):
-        a: Annotated[str, InjectedState]
-
-    class Schema2(Schema1):
-        b: Annotated[int, InjectedState("bar")]
-
-    @dec_tool(args_schema=Schema2)
-    def foo(a: str, b: int) -> float:
-        """return"""
-        return 0.0
-
-    assert _get_state_args(foo) == {"a": None, "b": "bar"}
-
-
 def test_inspect_react() -> None:
     model = FakeToolCallingModel(tool_calls=[])
     agent = create_react_agent(model, [])

libs/prebuilt/tests/test_tool_node.py

@@ -42,6 +42,7 @@ from langgraph.prebuilt import (
 from langgraph.prebuilt.tool_node import (
     TOOL_CALL_ERROR_TEMPLATE,
     ToolInvocationError,
+    ToolRuntime,
     tools_condition,
 )
 
@@ -1610,3 +1611,252 @@ def test_tool_node_stream_writer() -> None:
             },
         ),
     ]
+
+
+def test_tool_call_request_setattr_deprecation_warning():
+    """Test that ToolCallRequest raises a deprecation warning on direct attribute modification."""
+    import warnings
+
+    from langgraph.prebuilt.tool_node import ToolCallRequest
+
+    # Create a mock ToolCall
+    tool_call = {"name": "test", "args": {"a": 1}, "id": "call_1", "type": "tool_call"}
+
+    # Create a ToolCallRequest
+    request = ToolCallRequest(
+        tool_call=tool_call,
+        tool=None,
+        state={"messages": []},
+        runtime=None,
+    )
+
+    # Test 1: Direct attribute assignment should raise deprecation warning but still work
+    with pytest.warns(DeprecationWarning, match="deprecated.*override"):
+        request.tool_call = {"name": "other", "args": {}, "id": "call_2"}
+
+    # Verify the attribute was actually modified
+    assert request.tool_call == {"name": "other", "args": {}, "id": "call_2"}
+
+    # Reset for further tests
+    with warnings.catch_warnings():
+        warnings.simplefilter("ignore")
+        request.tool_call = tool_call
+
+    # Test 2: override method should work without warnings
+    with warnings.catch_warnings(record=True) as w:
+        warnings.simplefilter("always")
+        new_tool_call = {
+            "name": "new_tool",
+            "args": {"b": 2},
+            "id": "call_3",
+            "type": "tool_call",
+        }
+        new_request = request.override(tool_call=new_tool_call)
+
+        # Verify no warning was raised
+        assert len(w) == 0
+
+    # Verify original is unchanged
+    assert request.tool_call == tool_call
+
+    # Verify new request has updated values
+    assert new_request.tool_call == new_tool_call
+
+    # Test 3: Initialization should not trigger warning
+    with warnings.catch_warnings(record=True) as w:
+        warnings.simplefilter("always")
+        ToolCallRequest(
+            tool_call=tool_call,
+            tool=None,
+            state={"messages": []},
+            runtime=None,
+        )
+        # Verify no warning was raised during initialization
+        assert len(w) == 0
+
+
+async def test_tool_node_inject_async_all_types_signature_only() -> None:
+    """Test all injection types without @tool decorator."""
+    store = InMemoryStore()
+    namespace = ("test",)
+    store.put(namespace, "test_key", {"store_data": "from_store"})
+
+    class TestState(TypedDict):
+        messages: list
+        foo: str
+        bar: int
+
+    async def comprehensive_async_tool(
+        x: int,
+        whole_state: Annotated[TestState, InjectedState],
+        foo_field: Annotated[str, InjectedState("foo")],
+        store: Annotated[BaseStore, InjectedStore()],
+        runtime: ToolRuntime,
+    ) -> str:
+        """Async tool that uses all injection types."""
+        bar_from_whole = whole_state["bar"]
+        foo_value = foo_field
+        store_val = store.get(namespace, "test_key").value["store_data"]
+        foo_from_runtime = runtime.state["foo"]
+        tool_call_id = runtime.tool_call_id
+
+        return (
+            f"x={x}, "
+            f"bar_from_whole={bar_from_whole}, "
+            f"foo_field={foo_value}, "
+            f"store={store_val}, "
+            f"foo_from_runtime={foo_from_runtime}, "
+            f"tool_call_id={tool_call_id}"
+        )
+
+    node = ToolNode([comprehensive_async_tool], handle_tool_errors=True)
+    tool_call = {
+        "name": "comprehensive_async_tool",
+        "args": {"x": 42},
+        "id": "test_call_123",
+        "type": "tool_call",
+    }
+    msg = AIMessage("hi?", tool_calls=[tool_call])
+
+    config = _create_config_with_runtime(store=store)
+    result = await node.ainvoke(
+        {"messages": [msg], "foo": "foo_value", "bar": 99}, config=config
+    )
+
+    tool_message = result["messages"][-1]
+    assert tool_message.content == (
+        "x=42, "
+        "bar_from_whole=99, "
+        "foo_field=foo_value, "
+        "store=from_store, "
+        "foo_from_runtime=foo_value, "
+        "tool_call_id=test_call_123"
+    )
+
+
+async def test_tool_node_inject_async_all_types_with_decorator() -> None:
+    """Test all injection types with @tool decorator."""
+    store = InMemoryStore()
+    namespace = ("test",)
+    store.put(namespace, "test_key", {"store_data": "from_store"})
+
+    class TestState(TypedDict):
+        messages: list
+        foo: str
+        bar: int
+
+    @dec_tool
+    async def comprehensive_async_tool(
+        x: int,
+        whole_state: Annotated[TestState, InjectedState],
+        foo_field: Annotated[str, InjectedState("foo")],
+        store: Annotated[BaseStore, InjectedStore()],
+        runtime: ToolRuntime,
+    ) -> str:
+        """Async tool that uses all injection types."""
+        bar_from_whole = whole_state["bar"]
+        foo_value = foo_field
+        store_val = store.get(namespace, "test_key").value["store_data"]
+        foo_from_runtime = runtime.state["foo"]
+        tool_call_id = runtime.tool_call_id
+
+        return (
+            f"x={x}, "
+            f"bar_from_whole={bar_from_whole}, "
+            f"foo_field={foo_value}, "
+            f"store={store_val}, "
+            f"foo_from_runtime={foo_from_runtime}, "
+            f"tool_call_id={tool_call_id}"
+        )
+
+    node = ToolNode([comprehensive_async_tool], handle_tool_errors=True)
+    tool_call = {
+        "name": "comprehensive_async_tool",
+        "args": {"x": 42},
+        "id": "test_call_456",
+        "type": "tool_call",
+    }
+    msg = AIMessage("hi?", tool_calls=[tool_call])
+
+    config = _create_config_with_runtime(store=store)
+    result = await node.ainvoke(
+        {"messages": [msg], "foo": "foo_value", "bar": 99}, config=config
+    )
+
+    tool_message = result["messages"][-1]
+    assert tool_message.content == (
+        "x=42, "
+        "bar_from_whole=99, "
+        "foo_field=foo_value, "
+        "store=from_store, "
+        "foo_from_runtime=foo_value, "
+        "tool_call_id=test_call_456"
+    )
+
+
+async def test_tool_node_inject_async_all_types_with_schema() -> None:
+    """Test all injection types with explicit schema."""
+    store = InMemoryStore()
+    namespace = ("test",)
+    store.put(namespace, "test_key", {"store_data": "from_store"})
+
+    class TestState(TypedDict):
+        messages: list
+        foo: str
+        bar: int
+
+    class ComprehensiveToolSchema(BaseModel):
+        model_config = {"arbitrary_types_allowed": True}
+        x: int
+        whole_state: Annotated[TestState, InjectedState]
+        foo_field: Annotated[str, InjectedState("foo")]
+        store: Annotated[BaseStore, InjectedStore()]
+        runtime: ToolRuntime
+
+    @dec_tool(args_schema=ComprehensiveToolSchema)
+    async def comprehensive_async_tool(
+        x: int,
+        whole_state: Annotated[TestState, InjectedState],
+        foo_field: Annotated[str, InjectedState("foo")],
+        store: Annotated[BaseStore, InjectedStore()],
+        runtime: ToolRuntime,
+    ) -> str:
+        """Async tool that uses all injection types."""
+        bar_from_whole = whole_state["bar"]
+        foo_value = foo_field
+        store_val = store.get(namespace, "test_key").value["store_data"]
+        foo_from_runtime = runtime.state["foo"]
+        tool_call_id = runtime.tool_call_id
+
+        return (
+            f"x={x}, "
+            f"bar_from_whole={bar_from_whole}, "
+            f"foo_field={foo_value}, "
+            f"store={store_val}, "
+            f"foo_from_runtime={foo_from_runtime}, "
+            f"tool_call_id={tool_call_id}"
+        )
+
+    node = ToolNode([comprehensive_async_tool], handle_tool_errors=True)
+    tool_call = {
+        "name": "comprehensive_async_tool",
+        "args": {"x": 42},
+        "id": "test_call_789",
+        "type": "tool_call",
+    }
+    msg = AIMessage("hi?", tool_calls=[tool_call])
+
+    config = _create_config_with_runtime(store=store)
+    result = await node.ainvoke(
+        {"messages": [msg], "foo": "foo_value", "bar": 99}, config=config
+    )
+
+    tool_message = result["messages"][-1]
+    assert tool_message.content == (
+        "x=42, "
+        "bar_from_whole=99, "
+        "foo_field=foo_value, "
+        "store=from_store, "
+        "foo_from_runtime=foo_value, "
+        "tool_call_id=test_call_789"
+    )

libs/sdk-py/Makefile

@@ -17,7 +17,7 @@ lint lint_diff:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	uvx ty check .
+	uv run ty check .
 
 format format_diff:
 	uv run ruff check --select I --fix $(PYTHON_FILES)

libs/sdk-py/langgraph_sdk/__init__.py

@@ -1,6 +1,8 @@
 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
 
-__version__ = "0.2.9"
+__version__ = "0.2.14"
 
-__all__ = ["Auth", "get_client", "get_sync_client"]
+__all__ = ["Auth", "Encryption", "EncryptionContext", "get_client", "get_sync_client"]

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

@@ -90,11 +90,11 @@ class Auth:
     """
 
     __slots__ = (
-        "on",
-        "_handlers",
-        "_global_handlers",
         "_authenticate_handler",
+        "_global_handlers",
         "_handler_cache",
+        "_handlers",
+        "on",
     )
     types = types
     """Reference to auth type definitions.
@@ -259,7 +259,7 @@ class Auth:
         """
         if self._authenticate_handler is not None:
             raise ValueError(
-                "Authentication handler already set as {self._authenticate_handler}."
+                f"Authentication handler already set as {self._authenticate_handler}."
             )
         self._authenticate_handler = fn
         return fn
@@ -383,7 +383,7 @@ class _ResourceOn(typing.Generic[VCreate, VRead, VUpdate, VDelete, VSearch]):
         if fn is not None:
             _validate_handler(fn)
             return typing.cast(
-                _ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch],
+                "_ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch]",
                 _register_handler(self.auth, self.resource, "*", fn),
             )
 
@@ -392,7 +392,7 @@ class _ResourceOn(typing.Generic[VCreate, VRead, VUpdate, VDelete, VSearch]):
         ) -> _ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch]:
             _validate_handler(handler)
             return typing.cast(
-                _ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch],
+                "_ActionHandler[VCreate | VUpdate | VRead | VDelete | VSearch]",
                 _register_handler(self.auth, self.resource, "*", handler),
             )
 
@@ -612,10 +612,10 @@ class _On:
     __slots__ = (
         "_auth",
         "assistants",
-        "threads",
-        "runs",
         "crons",
+        "runs",
         "store",
+        "threads",
         "value",
     )
 
@@ -740,9 +740,8 @@ def is_studio_user(
 ) -> bool:
     return (
         isinstance(user, types.StudioUser)
-        or isinstance(user, dict)
-        and user.get("kind") == "StudioUser"  # ty: ignore[invalid-argument-type]
+        or (isinstance(user, dict) and user.get("kind") == "StudioUser")  # ty: ignore[invalid-argument-type]
     )
 
 
-__all__ = ["Auth", "types", "exceptions"]
+__all__ = ["Auth", "exceptions", "types"]

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

@@ -243,7 +243,7 @@ class StudioUser:
         ```
     """
 
-    __slots__ = ("username", "_is_authenticated", "_permissions")
+    __slots__ = ("_is_authenticated", "_permissions", "username")
 
     def __init__(self, username: str, is_authenticated: bool = False) -> None:
         self.username = username
@@ -1093,22 +1093,22 @@ class on:
 
 
 __all__ = [
-    "on",
+    "AssistantsCreate",
+    "AssistantsDelete",
+    "AssistantsRead",
+    "AssistantsSearch",
+    "AssistantsUpdate",
     "MetadataInput",
     "RunsCreate",
-    "ThreadsCreate",
-    "ThreadsRead",
-    "ThreadsUpdate",
-    "ThreadsDelete",
-    "ThreadsSearch",
-    "AssistantsCreate",
-    "AssistantsRead",
-    "AssistantsUpdate",
-    "AssistantsDelete",
-    "AssistantsSearch",
+    "StoreDelete",
     "StoreGet",
-    "StoreSearch",
     "StoreListNamespaces",
     "StorePut",
-    "StoreDelete",
+    "StoreSearch",
+    "ThreadsCreate",
+    "ThreadsDelete",
+    "ThreadsRead",
+    "ThreadsSearch",
+    "ThreadsUpdate",
+    "on",
 ]

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

@@ -0,0 +1,554 @@
+"""Custom encryption support for LangGraph.
+
+.. warning::
+    This API is in beta and may change in future versions.
+
+This module provides a framework for implementing custom at-rest encryption
+in LangGraph applications. Similar to the Auth system, it allows developers
+to define custom encryption and decryption handlers that are executed
+server-side.
+"""
+
+from __future__ import annotations
+
+import functools
+import inspect
+import typing
+import warnings
+
+from langgraph_sdk.encryption import types
+
+
+class LangGraphBetaWarning(UserWarning):
+    """Warning for beta features in LangGraph SDK."""
+
+
+@functools.lru_cache(maxsize=1)
+def _warn_encryption_beta() -> None:
+    warnings.warn(
+        "The Encryption API is in beta and may change in future versions.",
+        LangGraphBetaWarning,
+        stacklevel=4,
+    )
+
+
+class DuplicateHandlerError(Exception):
+    """Raised when attempting to register a duplicate encryption/decryption handler."""
+
+    pass
+
+
+def _validate_handler(fn: typing.Callable, handler_type: str) -> None:
+    """Validate that a handler function has the correct signature.
+
+    Args:
+        fn: The handler function to validate
+        handler_type: Description of the handler for error messages
+
+    Raises:
+        TypeError: If the handler is not an async function or has wrong parameter count
+    """
+    if not inspect.iscoroutinefunction(fn):
+        raise TypeError(f"{handler_type} must be an async function, got {type(fn)}")
+
+    sig = inspect.signature(fn)
+    params = [
+        p
+        for p in sig.parameters.values()
+        if p.kind in (p.POSITIONAL_ONLY, p.POSITIONAL_OR_KEYWORD)
+    ]
+    if len(params) != 2:
+        raise TypeError(
+            f"{handler_type} must accept exactly 2 parameters "
+            f"(ctx, data), got {len(params)}"
+        )
+
+
+class _JsonEncryptDecorators:
+    """Dynamic decorator factory for JSON encryption handlers.
+
+    Supports both default and model-specific handlers:
+    - @encrypt.json - default handler for all models
+    - @encrypt.json.thread - handler for thread model
+    """
+
+    def __init__(self, parent: Encryption):
+        self._parent = parent
+
+    def __call__(self, fn: types.JsonEncryptor) -> types.JsonEncryptor:
+        """Register the default JSON encryption handler.
+
+        Args:
+            fn: The handler function
+
+        Returns:
+            The registered handler function
+
+        Raises:
+            DuplicateHandlerError: If handler already registered
+            TypeError: If handler has invalid signature
+        """
+        if self._parent._json_encryptor is not None:
+            raise DuplicateHandlerError("Default JSON encryptor already registered")
+        _validate_handler(fn, "Default JSON encryptor")
+        self._parent._json_encryptor = fn
+        return fn
+
+    def __getattr__(
+        self, model: str
+    ) -> typing.Callable[[types.JsonEncryptor], types.JsonEncryptor]:
+        """Dynamic attribute access for model-specific handlers.
+
+        Allows @encryption.encrypt.json.thread, @encryption.encrypt.json.assistant, etc.
+
+        Raises:
+            DuplicateHandlerError: If handler already registered for this model
+            TypeError: If handler has invalid signature
+        """
+
+        def decorator(fn: types.JsonEncryptor) -> types.JsonEncryptor:
+            if model in self._parent._json_encryptors:
+                raise DuplicateHandlerError(
+                    f"JSON encryptor for model '{model}' already registered"
+                )
+            _validate_handler(fn, f"JSON encryptor for model '{model}'")
+            self._parent._json_encryptors[model] = fn
+            return fn
+
+        return decorator
+
+
+class _JsonDecryptDecorators:
+    """Dynamic decorator factory for JSON decryption handlers.
+
+    Supports both default and model-specific handlers:
+    - @encryption.decrypt.json - default handler for all models
+    - @encryption.decrypt.json.thread - handler for thread model
+    """
+
+    def __init__(self, parent: Encryption):
+        self._parent = parent
+
+    def __call__(self, fn: types.JsonDecryptor) -> types.JsonDecryptor:
+        """Register the default JSON decryption handler.
+
+        Args:
+            fn: The handler function
+
+        Returns:
+            The registered handler function
+
+        Raises:
+            DuplicateHandlerError: If handler already registered
+            TypeError: If handler has invalid signature
+        """
+        if self._parent._json_decryptor is not None:
+            raise DuplicateHandlerError("Default JSON decryptor already registered")
+        _validate_handler(fn, "Default JSON decryptor")
+        self._parent._json_decryptor = fn
+        return fn
+
+    def __getattr__(
+        self, model: str
+    ) -> typing.Callable[[types.JsonDecryptor], types.JsonDecryptor]:
+        """Dynamic attribute access for model-specific handlers.
+
+        Allows @encryption.decrypt.json.thread, @encryption.decrypt.json.assistant, etc.
+
+        Raises:
+            DuplicateHandlerError: If handler already registered for this model
+            TypeError: If handler has invalid signature
+        """
+
+        def decorator(fn: types.JsonDecryptor) -> types.JsonDecryptor:
+            if model in self._parent._json_decryptors:
+                raise DuplicateHandlerError(
+                    f"JSON decryptor for model '{model}' already registered"
+                )
+            _validate_handler(fn, f"JSON decryptor for model '{model}'")
+            self._parent._json_decryptors[model] = fn
+            return fn
+
+        return decorator
+
+
+class _EncryptDecorators:
+    """Decorators for encryption handlers.
+
+    Provides @encryption.encrypt.blob and @encryption.encrypt.json decorators for
+    registering encryption functions.
+    """
+
+    def __init__(self, parent: Encryption):
+        self._parent = parent
+        self._json = _JsonEncryptDecorators(parent)
+
+    def blob(self, fn: types.BlobEncryptor) -> types.BlobEncryptor:
+        """Register a blob encryption handler.
+
+        The handler will be called to encrypt opaque data like checkpoint blobs.
+
+        Example:
+            ```python
+            @encryption.encrypt.blob
+            async def encrypt_blob(ctx: EncryptionContext, blob: bytes) -> bytes:
+                # Encrypt the blob using your encryption service
+                return encrypted_blob
+            ```
+
+        Args:
+            fn: The encryption handler function
+
+        Returns:
+            The registered handler function
+
+        Raises:
+            DuplicateHandlerError: If blob encryptor already registered
+            TypeError: If handler has invalid signature
+        """
+        if self._parent._blob_encryptor is not None:
+            raise DuplicateHandlerError("Blob encryptor already registered")
+        _validate_handler(fn, "Blob encryptor")
+        self._parent._blob_encryptor = fn
+        return fn
+
+    @property
+    def json(self) -> _JsonEncryptDecorators:
+        """Access JSON encryption decorators.
+
+        Supports model-specific handlers:
+        - @encryption.encrypt.json - default handler for all models
+        - @encryption.encrypt.json.thread - handler for thread model only
+        - @encryption.encrypt.json.assistant - handler for assistant model only
+
+        Example:
+            ```python
+            @encryption.encrypt.json
+            async def default_encrypt(ctx: EncryptionContext, data: dict) -> dict:
+                # Default encryption for all models
+                return encrypt_data(data)
+
+            @encryption.encrypt.json.thread
+            async def encrypt_thread(ctx: EncryptionContext, data: dict) -> dict:
+                # Special encryption for thread model only
+                return encrypt_thread_data(data)
+            ```
+        """
+        return self._json
+
+
+class _DecryptDecorators:
+    """Decorators for decryption handlers.
+
+    Provides @encryption.decrypt.blob and @encryption.decrypt.json decorators for
+    registering decryption functions.
+    """
+
+    def __init__(self, parent: Encryption):
+        self._parent = parent
+        self._json = _JsonDecryptDecorators(parent)
+
+    def blob(self, fn: types.BlobDecryptor) -> types.BlobDecryptor:
+        """Register a blob decryption handler.
+
+        The handler will be called to decrypt opaque data like checkpoint blobs.
+
+        Example:
+            ```python
+            @encryption.decrypt.blob
+            async def decrypt_blob(ctx: EncryptionContext, blob: bytes) -> bytes:
+                # Decrypt the blob using your encryption service
+                return decrypted_blob
+            ```
+
+        Args:
+            fn: The decryption handler function
+
+        Returns:
+            The registered handler function
+
+        Raises:
+            DuplicateHandlerError: If blob decryptor already registered
+            TypeError: If handler has invalid signature
+        """
+        if self._parent._blob_decryptor is not None:
+            raise DuplicateHandlerError("Blob decryptor already registered")
+        _validate_handler(fn, "Blob decryptor")
+        self._parent._blob_decryptor = fn
+        return fn
+
+    @property
+    def json(self) -> _JsonDecryptDecorators:
+        """Access JSON decryption decorators.
+
+        Supports model-specific handlers:
+        - @encryption.decrypt.json - default handler for all models
+        - @encryption.decrypt.json.thread - handler for thread model only
+        - @encryption.decrypt.json.assistant - handler for assistant model only
+
+        Example:
+            ```python
+            @encryption.decrypt.json
+            async def default_decrypt(ctx: EncryptionContext, data: dict) -> dict:
+                # Default decryption for all models
+                return decrypt_data(data)
+
+            @encryption.decrypt.json.thread
+            async def decrypt_thread(ctx: EncryptionContext, data: dict) -> dict:
+                # Special decryption for thread model only
+                return decrypt_thread_data(data)
+            ```
+        """
+        return self._json
+
+
+class Encryption:
+    """Add custom at-rest encryption to your LangGraph application.
+
+    .. warning::
+        This API is in beta and may change in future versions.
+
+    The Encryption class provides a system for implementing custom encryption
+    of data at rest in LangGraph applications. It supports encryption of
+    both opaque blobs (like checkpoints) and structured JSON data (like
+    metadata, context, kwargs, values, etc.).
+
+    To use, create a separate Python file and add the path to the file to your
+    LangGraph API configuration file (`langgraph.json`). Within that file, create
+    an instance of the Encryption class and register encryption and decryption
+    handlers as needed.
+
+    Example `langgraph.json` file:
+
+    ```json
+    {
+      "dependencies": ["."],
+      "graphs": {
+        "agent": "./my_agent/agent.py:graph"
+      },
+      "env": ".env",
+      "encryption": {
+        "path": "./encryption.py:my_encryption"
+      }
+    }
+    ```
+
+    Then the LangGraph server will load your encryption file and use it to
+    encrypt/decrypt data at rest.
+
+    ???+ example "Basic Usage"
+
+        ```python
+        from langgraph_sdk import Encryption, EncryptionContext
+
+        my_encryption = Encryption()
+
+        @my_encryption.encrypt.blob
+        async def encrypt_blob(ctx: EncryptionContext, blob: bytes) -> bytes:
+            # Call your encryption service
+            return encrypted_blob
+
+        @my_encryption.decrypt.blob
+        async def decrypt_blob(ctx: EncryptionContext, blob: bytes) -> bytes:
+            # Call your decryption service
+            return decrypted_blob
+
+        @my_encryption.encrypt.json
+        async def encrypt_json(ctx: EncryptionContext, data: dict) -> dict:
+            # Practical encryption strategy:
+            # - "owner" field: unencrypted (for search/filtering)
+            # - "my.customer.org/" prefixed fields: encrypt VALUES only
+            # - All other fields: pass through unencrypted
+            encrypted = {}
+            for key, value in data.items():
+                if key.startswith("my.customer.org/"):
+                    # Encrypt VALUE for sensitive customer data
+                    encrypted[key] = encrypt_value(value)
+                else:
+                    # Pass through (including "owner" for search)
+                    encrypted[key] = value
+            return encrypted
+
+        @my_encryption.decrypt.json
+        async def decrypt_json(ctx: EncryptionContext, data: dict) -> dict:
+            # Decrypt VALUES for "my.customer.org/" prefixed fields
+            decrypted = {}
+            for key, value in data.items():
+                if key.startswith("my.customer.org/"):
+                    decrypted[key] = decrypt_value(value)
+                else:
+                    decrypted[key] = value
+            return decrypted
+        ```
+
+    ???+ example "Model-Specific Handlers"
+
+        You can register different encryption handlers for different model types
+        (thread, assistant, run, cron, checkpoint, etc.):
+
+        ```python
+        from langgraph_sdk import Encryption, EncryptionContext
+
+        my_encryption = Encryption()
+
+        # Default handler for models without specific handlers
+        @my_encryption.encrypt.json
+        async def default_encrypt(ctx: EncryptionContext, data: dict) -> dict:
+            return standard_encrypt(data)
+
+        # Thread-specific handler (uses different KMS key)
+        @my_encryption.encrypt.json.thread
+        async def encrypt_thread(ctx: EncryptionContext, data: dict) -> dict:
+            return encrypt_with_thread_key(data)
+
+        # Assistant-specific handler
+        @my_encryption.encrypt.json.assistant
+        async def encrypt_assistant(ctx: EncryptionContext, data: dict) -> dict:
+            return encrypt_with_assistant_key(data)
+
+        # Same pattern for decryption
+        @my_encryption.decrypt.json
+        async def default_decrypt(ctx: EncryptionContext, data: dict) -> dict:
+            return standard_decrypt(data)
+
+        @my_encryption.decrypt.json.thread
+        async def decrypt_thread(ctx: EncryptionContext, data: dict) -> dict:
+            return decrypt_with_thread_key(data)
+        ```
+
+    ???+ example "Field-Specific Logic"
+
+        The `ctx.field` attribute tells you which specific field is being encrypted,
+        allowing different logic within the same model:
+
+        ```python
+        @my_encryption.encrypt.json.thread
+        async def encrypt_thread(ctx: EncryptionContext, data: dict) -> dict:
+            if ctx.field == "metadata":
+                # Thread metadata - standard encryption
+                return encrypt_standard(data)
+            elif ctx.field == "values":
+                # Thread values - more sensitive, use stronger encryption
+                return encrypt_sensitive(data)
+            else:
+                return encrypt_standard(data)
+        ```
+    """
+
+    __slots__ = (
+        "_blob_decryptor",
+        "_blob_encryptor",
+        "_context_handler",
+        "_json_decryptor",
+        "_json_decryptors",
+        "_json_encryptor",
+        "_json_encryptors",
+        "decrypt",
+        "encrypt",
+    )
+
+    types = types
+    """Reference to encryption type definitions.
+
+    Provides access to all type definitions used in the encryption system,
+    including EncryptionContext, BlobEncryptor, BlobDecryptor,
+    JsonEncryptor, and JsonDecryptor.
+    """
+
+    def __init__(self) -> None:
+        """Initialize the Encryption instance."""
+        _warn_encryption_beta()
+        self.encrypt = _EncryptDecorators(self)
+        self.decrypt = _DecryptDecorators(self)
+        self._blob_encryptor: types.BlobEncryptor | None = None
+        self._blob_decryptor: types.BlobDecryptor | None = None
+        self._json_encryptor: types.JsonEncryptor | None = None
+        self._json_decryptor: types.JsonDecryptor | None = None
+        self._json_encryptors: dict[str, types.JsonEncryptor] = {}
+        self._json_decryptors: dict[str, types.JsonDecryptor] = {}
+        self._context_handler: types.ContextHandler | None = None
+
+    def context(self, fn: types.ContextHandler) -> types.ContextHandler:
+        """Register a context handler to derive encryption context from auth.
+
+        The handler receives the authenticated user and current EncryptionContext,
+        and returns a dict that becomes ctx.metadata for encrypt/decrypt handlers.
+
+        This allows encryption context to be derived from JWT claims or other
+        auth-derived data instead of requiring a separate X-Encryption-Context header.
+
+        Note: The context handler is called once per request in middleware,
+        so ctx.model and ctx.field will be None in the handler.
+
+        Example:
+            ```python
+            from langgraph_sdk import Encryption, EncryptionContext
+            from starlette.authentication import BaseUser
+
+            encryption = Encryption()
+
+            @encryption.context
+            async def get_context(user: BaseUser, ctx: EncryptionContext) -> dict:
+                # Derive encryption context from authenticated user
+                return {
+                    **ctx.metadata,  # preserve X-Encryption-Context header if present
+                    "tenant_id": user.tenant_id,
+                }
+            ```
+
+        Args:
+            fn: The context handler function
+
+        Returns:
+            The registered handler function
+        """
+        self._context_handler = fn
+        return fn
+
+    def get_json_encryptor(
+        self, model: str | None = None
+    ) -> types.JsonEncryptor | None:
+        """Get the JSON encryptor for a specific model.
+
+        Args:
+            model: The model type (e.g., "thread", "assistant"). If None, returns default.
+
+        Returns:
+            Model-specific encryptor if registered, otherwise default encryptor, or None.
+        """
+        if model and model in self._json_encryptors:
+            return self._json_encryptors[model]
+        return self._json_encryptor
+
+    def get_json_decryptor(
+        self, model: str | None = None
+    ) -> types.JsonDecryptor | None:
+        """Get the JSON decryptor for a specific model.
+
+        Args:
+            model: The model type (e.g., "thread", "assistant"). If None, returns default.
+
+        Returns:
+            Model-specific decryptor if registered, otherwise default decryptor, or None.
+        """
+        if model and model in self._json_decryptors:
+            return self._json_decryptors[model]
+        return self._json_decryptor
+
+    def __repr__(self) -> str:
+        handlers = []
+        if self._blob_encryptor:
+            handlers.append("blob_encryptor")
+        if self._blob_decryptor:
+            handlers.append("blob_decryptor")
+        if self._json_encryptor:
+            handlers.append("json_encryptor")
+        if self._json_decryptor:
+            handlers.append("json_decryptor")
+        if self._json_encryptors:
+            handlers.append(f"json_encryptors({list(self._json_encryptors.keys())})")
+        if self._json_decryptors:
+            handlers.append(f"json_decryptors({list(self._json_decryptors.keys())})")
+        if self._context_handler:
+            handlers.append("context_handler")
+        return f"Encryption(handlers=[{', '.join(handlers)}])"

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

@@ -0,0 +1,147 @@
+"""Encryption and decryption types for LangGraph.
+
+This module defines the core types used for custom at-rest encryption
+in LangGraph. It includes context types and typed dictionaries for
+encryption operations.
+"""
+
+from __future__ import annotations
+
+import typing
+from collections.abc import Awaitable, Callable
+
+Json = dict[str, typing.Any]
+"""JSON-serializable dictionary type for structured data encryption."""
+
+
+class EncryptionContext:
+    """Context passed to encryption/decryption handlers.
+
+    Contains arbitrary non-secret key-values that will be stored on encrypt.
+    These key-values are intended to be sent to an external service that
+    manages keys and handles the actual encryption and decryption of data.
+
+    Attributes:
+        model: The model type being encrypted (e.g., "assistant", "thread", "run", "checkpoint")
+        field: The specific field being encrypted (e.g., "metadata", "context", "kwargs", "values")
+        metadata: Additional context metadata that can be used for encryption decisions
+    """
+
+    __slots__ = ("field", "metadata", "model")
+
+    def __init__(
+        self,
+        model: str | None = None,
+        metadata: dict[str, typing.Any] | None = None,
+        field: str | None = None,
+    ):
+        self.model = model
+        self.field = field
+        self.metadata = metadata or {}
+
+    def __repr__(self) -> str:
+        return f"EncryptionContext(model={self.model!r}, field={self.field!r}, metadata={self.metadata!r})"
+
+
+BlobEncryptor = Callable[[EncryptionContext, bytes], Awaitable[bytes]]
+"""Handler for encrypting opaque blob data like checkpoints.
+
+Note: Must be an async function. Encryption typically involves I/O operations
+(calling external KMS services), which should be async.
+
+Args:
+    ctx: Encryption context with model type and metadata
+    blob: The raw bytes to encrypt
+
+Returns:
+    Awaitable that resolves to encrypted bytes
+"""
+
+BlobDecryptor = Callable[[EncryptionContext, bytes], Awaitable[bytes]]
+"""Handler for decrypting opaque blob data like checkpoints.
+
+Note: Must be an async function. Decryption typically involves I/O operations
+(calling external KMS services), which should be async.
+
+Args:
+    ctx: Encryption context with model type and metadata
+    blob: The encrypted bytes to decrypt
+
+Returns:
+    Awaitable that resolves to decrypted bytes
+"""
+
+JsonEncryptor = Callable[[EncryptionContext, Json], Awaitable[Json]]
+"""Handler for encrypting structured JSON data.
+
+Note: Must be an async function. Encryption typically involves I/O operations
+(calling external KMS services), which should be async.
+
+Used for encrypting structured data like metadata, context, kwargs, values,
+and other JSON-serializable fields across different model types.
+
+Maps plaintext fields to encrypted fields. A practical approach:
+- Keep "owner" field unencrypted for search/filtering
+- Encrypt VALUES (not keys) for fields with specific prefix (e.g., "my.customer.org/")
+- Pass through all other fields unencrypted
+
+Example:
+    Input:  {"owner": "user123", "my.customer.org/email": "john@example.com", "tenant_id": "t-456"}
+    Output: {"owner": "user123", "my.customer.org/email": "ENCRYPTED", "tenant_id": "t-456"}
+
+Note: Encrypted field VALUES cannot be reliably searched, as most real-world
+encryption implementations use nonces (non-deterministic encryption).
+Only unencrypted fields can be used in search queries.
+
+Args:
+    ctx: Encryption context with model type, field name, and metadata
+    data: The plaintext JSON dictionary
+
+Returns:
+    Awaitable that resolves to encrypted JSON dictionary
+"""
+
+JsonDecryptor = Callable[[EncryptionContext, Json], Awaitable[Json]]
+"""Handler for decrypting structured JSON data.
+
+Note: Must be an async function. Decryption typically involves I/O operations
+(calling external KMS services), which should be async.
+
+Inverse of JsonEncryptor. Must be able to decrypt data that
+was encrypted by the corresponding encryptor.
+
+Args:
+    ctx: Encryption context with model type, field name, and metadata
+    data: The encrypted JSON dictionary
+
+Returns:
+    Awaitable that resolves to decrypted JSON dictionary
+"""
+
+if typing.TYPE_CHECKING:
+    from starlette.authentication import BaseUser
+
+ContextHandler = Callable[
+    ["BaseUser", EncryptionContext], Awaitable[dict[str, typing.Any]]
+]
+"""Handler for deriving encryption context from authenticated user info.
+
+Note: Must be an async function as it may involve I/O operations.
+
+The context handler is called once per request in middleware (after auth),
+allowing encryption context to be derived from JWT claims, user properties,
+or other auth-derived data instead of requiring a separate X-Encryption-Context header.
+
+The return value becomes ctx.metadata for subsequent encrypt/decrypt operations
+and is persisted with encrypted data for later decryption.
+
+Note: ctx.model and ctx.field will be None in context handlers since
+the handler runs once per request before any specific model/field is known.
+
+Args:
+    user: The authenticated user (from Starlette's AuthenticationMiddleware)
+    ctx: Current encryption context with metadata from X-Encryption-Context header
+
+Returns:
+    Awaitable that resolves to dict that becomes the new ctx.metadata
+"""

libs/sdk-py/langgraph_sdk/errors.py

@@ -24,19 +24,28 @@ class APIError(httpx.HTTPStatusError, LangGraphError):
     type: str | None
 
     def __init__(
-        self, message: str, response: httpx.Response, *, body: object | None
+        self,
+        message: str,
+        response_or_request: httpx.Response | httpx.Request,
+        *,
+        body: object | None,
     ) -> None:
-        httpx.HTTPStatusError.__init__(
-            self, message, request=response.request, response=response
-        )
+        if isinstance(response_or_request, httpx.Response):
+            req = response_or_request.request
+            response = response_or_request
+        else:
+            req = response_or_request
+            response = None
+
+        httpx.HTTPStatusError.__init__(self, message, request=req, response=response)  # type: ignore[arg-type]
         LangGraphError.__init__(self)
 
-        self.request = response.request
+        self.request = req
         self.message = message
         self.body = body
 
         if isinstance(body, dict):
-            b = cast(dict[str, Any], body)
+            b = cast("dict[str, Any]", body)
             # Best-effort extraction of common fields if present
             code_val = b.get("code")
             self.code = code_val if isinstance(code_val, str) else None
@@ -88,7 +97,7 @@ class APIConnectionError(APIError):
     def __init__(
         self, *, message: str = "Connection error.", request: httpx.Request
     ) -> None:
-        super().__init__(message, request, body=None)
+        super().__init__(message, response_or_request=request, body=None)
 
 
 class APITimeoutError(APIConnectionError):
@@ -130,7 +139,7 @@ class InternalServerError(APIStatusError):
 
 def _extract_error_message(body: object | None, fallback: str) -> str:
     if isinstance(body, dict):
-        b = cast(dict[str, Any], body)
+        b = cast("dict[str, Any]", body)
         for key in ("message", "detail", "error"):
             val = b.get(key)
             if isinstance(val, str) and val:
@@ -138,7 +147,7 @@ def _extract_error_message(body: object | None, fallback: str) -> str:
         # Sometimes errors are structured like {"error": {"message": "..."}}
         err = b.get("error")
         if isinstance(err, dict):
-            e = cast(dict[str, Any], err)
+            e = cast("dict[str, Any]", err)
             for key in ("message", "detail"):
                 val = e.get(key)
                 if isinstance(val, str) and val:
@@ -196,7 +205,7 @@ def _map_status_error(response: httpx.Response, body: object | None) -> APIStatu
         return UnprocessableEntityError(message, response=response, body=body)
     if status == 429:
         return RateLimitError(message, response=response, body=body)
-    if 500 <= status:
+    if status >= 500:
         return InternalServerError(message, response=response, body=body)
     return APIStatusError(message, response=response, body=body)
 

libs/sdk-py/langgraph_sdk/schema.py

@@ -3,15 +3,20 @@
 from __future__ import annotations
 
 from collections.abc import Mapping, Sequence
+from dataclasses import Field
 from datetime import datetime
 from typing import (
     Any,
+    ClassVar,
     Literal,
     NamedTuple,
+    Protocol,
     TypeAlias,
-    TypedDict,
+    Union,
 )
 
+from typing_extensions import TypedDict
+
 Json = dict[str, Any] | None
 """Represents a JSON-like structure, which can be None or a dictionary with string keys and any values."""
 
@@ -143,8 +148,6 @@ SortOrder = Literal["asc", "desc"]
 The order to sort by.
 """
 
-Context: TypeAlias = dict[str, Any]
-
 
 class Config(TypedDict, total=False):
     """Configuration options for a call."""
@@ -243,6 +246,15 @@ class Assistant(AssistantBase):
     """The last time the assistant was updated."""
 
 
+class AssistantsSearchResponse(TypedDict):
+    """Paginated response for assistant search results."""
+
+    assistants: list[Assistant]
+    """The assistants returned for the current search page."""
+    next: str | None
+    """Pagination cursor from the ``X-Pagination-Next`` response header."""
+
+
 class Interrupt(TypedDict):
     """Represents an interruption in the execution flow."""
 
@@ -413,6 +425,7 @@ CronSelectField = Literal[
     "next_run_date",
     "metadata",
     "now",
+    "on_run_completed",
 ]
 
 PrimitiveData = str | int | float | bool | None
@@ -558,3 +571,54 @@ class RunCreateMetadata(TypedDict):
 
     thread_id: str | None
     """The ID of the thread."""
+
+
+class _TypedDictLikeV1(Protocol):
+    """Protocol to represent types that behave like TypedDicts
+
+    Version 1: using `ClassVar` for keys."""
+
+    __required_keys__: ClassVar[frozenset[str]]
+    __optional_keys__: ClassVar[frozenset[str]]
+
+
+class _TypedDictLikeV2(Protocol):
+    """Protocol to represent types that behave like TypedDicts
+
+    Version 2: not using `ClassVar` for keys."""
+
+    __required_keys__: frozenset[str]
+    __optional_keys__: frozenset[str]
+
+
+class _DataclassLike(Protocol):
+    """Protocol to represent types that behave like dataclasses.
+
+    Inspired by the private _DataclassT from dataclasses that uses a similar protocol as a bound.
+    """
+
+    __dataclass_fields__: ClassVar[dict[str, Field[Any]]]
+
+
+class _BaseModelLike(Protocol):
+    """Protocol to represent types that behave like Pydantic `BaseModel`."""
+
+    model_config: ClassVar[dict[str, Any]]
+    __pydantic_core_schema__: ClassVar[Any]
+
+    def model_dump(
+        self,
+        **kwargs: Any,
+    ) -> dict[str, Any]: ...
+
+
+_JSONLike: TypeAlias = None | str | int | float | bool
+_JSONMap: TypeAlias = Mapping[
+    str, Union[_JSONLike, list[_JSONLike], "_JSONMap", list["_JSONMap"]]
+]
+
+Input: TypeAlias = (
+    _TypedDictLikeV1 | _TypedDictLikeV2 | _DataclassLike | _BaseModelLike | _JSONMap
+)
+
+Context: TypeAlias = Input

libs/sdk-py/langgraph_sdk/sse.py

@@ -2,7 +2,9 @@
 
 from __future__ import annotations
 
+import contextlib
 from collections.abc import AsyncIterator, Iterator
+from typing import cast
 
 import httpx
 import orjson
@@ -42,7 +44,7 @@ class BytesLineDecoder:
             return []  # pragma: no cover
 
         trailing_newline = text[-1] in NEWLINE_CHARS
-        lines = text.splitlines()
+        lines = cast(list[BytesLike], text.splitlines())
 
         if len(lines) == 1 and not trailing_newline:
             # No new lines, buffer the input and continue.
@@ -53,7 +55,7 @@ class BytesLineDecoder:
             # Include any existing buffer in the first portion of the
             # splitlines result.
             self.buffer.extend(lines[0])
-            lines = [self.buffer] + lines[1:]
+            lines = cast(list[BytesLike], [self.buffer, *lines[1:]])
             self.buffer = bytearray()
 
         if not trailing_newline:
@@ -87,7 +89,7 @@ class SSEDecoder:
         return self._last_event_id or None
 
     def decode(self, line: bytes) -> StreamPart | None:
-        # See: https://html.spec.whatwg.org/multipage/server-sent-events.html#event-stream-interpretation  # noqa: E501
+        # See: https://html.spec.whatwg.org/multipage/server-sent-events.html#event-stream-interpretation
 
         if not line:
             if (
@@ -128,10 +130,8 @@ class SSEDecoder:
             else:
                 self._last_event_id = value.decode()
         elif fieldname == b"retry":
-            try:
+            with contextlib.suppress(TypeError, ValueError):
                 self._retry = int(value)
-            except (TypeError, ValueError):
-                pass
         else:
             pass  # Field is ignored.
 

libs/sdk-py/pyproject.toml

@@ -11,32 +11,35 @@ requires-python = ">=3.10"
 readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
-dependencies = [
-    "httpx>=0.25.2",
-    "orjson>=3.10.1",
-]
+dependencies = ["httpx>=0.25.2", "orjson>=3.10.1"]
 
 [tool.hatch.version]
 path = "langgraph_sdk/__init__.py"
 
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/sdk-py"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [dependency-groups]
 test = [
-  "pytest",
-  "pytest-asyncio",
-  "pytest-mock",
-  "pytest-watch",
+    "pytest",
+    "pytest-asyncio",
+    "pytest-mock",
+    "pytest-watch",
 ]
 lint = [
-  "ruff",
-  "codespell",
-  "mypy",
+    "ruff==0.14.7",
+    "codespell",
+    "mypy==1.19.0",
+    "ty==0.0.1a27",
+    "starlette",
 ]
 dev = [
-  {include-group = "test"},
-  {include-group = "lint"},
+  { include-group = "test" },
+  { include-group = "lint" },
+  "pydantic>=2.12.4",
 ]
 
 [tool.hatch.build.targets.wheel]
@@ -50,14 +53,29 @@ asyncio_mode = "auto"
 default-groups = ['dev']
 
 [tool.ruff]
-lint.select = [
-  "E",  # pycodestyle
-  "F",  # Pyflakes
-  "UP", # pyupgrade
-  "B",  # flake8-bugbear
-  "I",  # isort
-  "ARG", # flake8-unused-arguments
-  "UP", # pyupgrade
+exclude = ["venv", ".venv", "build", "dist"]
+[tool.ruff.lint]
+select = [
+  "E",      # pycodestyle errors
+  "F",      # pyflakes
+  "I",      # isort (import sorting)
+  "ARG",    # unused arguments
+  "TID251", # banned imports
+  "TID252", # banned relative imports
+  "T20",    # print statements
+  "UP",     # pyupgrade (Python version-specific fixes)
+  "B",      # flake8-bugbear (common bugs)
+  "SIM",    # flake8-simplify (code simplification)
+  "RUF",    # ruff-specific rules
+  "S101",   # flake8-bandit: use of assert
 ]
-lint.ignore = ["E501", "B008"]
-target-version = "py310"
+ignore = [
+  "E501",   # line too long (handled by formatter)
+  "B006",   # mutable default arguments (sometimes intentional)
+  "B904",   # raise without from inside except (sometimes intentional)
+  "SIM102", # nested if statements (sometimes clearer)
+]
+per-file-ignores = { "tests/**" = ["S101", "B017"] }
+
+[tool.ty.rules]
+no-matching-overload = "ignore"

libs/sdk-py/tests/test_api_parity.py

@@ -71,8 +71,8 @@ def test_sync_api_matches_async(async_cls, sync_cls):
         sync_fn = sync_methods[name]
 
         # Use inspect.signature for parameter names (robust across versions)
-        async_sig = _strip_self(inspect.signature(async_fn))
-        sync_sig = _strip_self(inspect.signature(sync_fn))
+        async_sig = _strip_self(inspect.signature(async_fn))  # type: ignore
+        sync_sig = _strip_self(inspect.signature(sync_fn))  # type: ignore
 
         a_names = list(async_sig.parameters.keys())
         s_names = list(sync_sig.parameters.keys())

libs/sdk-py/tests/test_assistants_client.py

@@ -0,0 +1,91 @@
+from __future__ import annotations
+
+import httpx
+import pytest
+
+from langgraph_sdk.client import (
+    AssistantsClient,
+    HttpClient,
+    SyncAssistantsClient,
+    SyncHttpClient,
+)
+
+
+def _assistant_payload() -> dict[str, object]:
+    return {
+        "assistant_id": "asst_123",
+        "graph_id": "graph_123",
+        "config": {"configurable": {"foo": "bar"}},
+        "context": {"foo": "bar"},
+        "created_at": "2024-01-01T00:00:00Z",
+        "metadata": {"env": "test"},
+        "version": 1,
+        "name": "My Assistant",
+        "description": "Example",
+        "updated_at": "2024-01-02T00:00:00Z",
+    }
+
+
+@pytest.mark.asyncio
+async def test_assistants_search_returns_list_by_default():
+    assistant = _assistant_payload()
+
+    async def handler(request: httpx.Request) -> httpx.Response:
+        assert request.method == "POST"
+        assert request.url.path == "/assistants/search"
+        return httpx.Response(200, json=[assistant])
+
+    transport = httpx.MockTransport(handler)
+    async with httpx.AsyncClient(
+        transport=transport, base_url="https://example.com"
+    ) as client:
+        http_client = HttpClient(client)
+        assistants_client = AssistantsClient(http_client)
+        result = await assistants_client.search(limit=3)
+
+    assert result == [assistant]
+
+
+@pytest.mark.asyncio
+async def test_assistants_search_can_return_object_with_pagination_metadata():
+    assistant = _assistant_payload()
+
+    async def handler(request: httpx.Request) -> httpx.Response:
+        assert request.method == "POST"
+        assert request.url.path == "/assistants/search"
+        return httpx.Response(
+            200,
+            headers={"X-Pagination-Next": "42"},
+            json=[assistant],
+        )
+
+    transport = httpx.MockTransport(handler)
+    async with httpx.AsyncClient(
+        transport=transport, base_url="https://example.com"
+    ) as client:
+        http_client = HttpClient(client)
+        assistants_client = AssistantsClient(http_client)
+        result = await assistants_client.search(response_format="object")
+
+    assert result == {"assistants": [assistant], "next": "42"}
+
+
+def test_sync_assistants_search_can_return_object_with_pagination_metadata():
+    assistant = _assistant_payload()
+
+    def handler(request: httpx.Request) -> httpx.Response:
+        assert request.method == "POST"
+        assert request.url.path == "/assistants/search"
+        return httpx.Response(
+            200,
+            headers={"X-Pagination-Next": "84"},
+            json=[assistant],
+        )
+
+    transport = httpx.MockTransport(handler)
+    with httpx.Client(transport=transport, base_url="https://example.com") as client:
+        http_client = SyncHttpClient(client)
+        assistants_client = SyncAssistantsClient(http_client)
+        result = assistants_client.search(response_format="object")
+
+    assert result == {"assistants": [assistant], "next": "84"}

libs/sdk-py/tests/test_client_stream.py

@@ -59,7 +59,7 @@ def test_stream_see():
 
         decoder = SSEDecoder()
         for line in iter_lines_raw(groups):
-            sse = decoder.decode(line=line.rstrip(b"\n"))
+            sse = decoder.decode(line=line.rstrip(b"\n"))  # type: ignore
             if sse is not None:
                 parts.append(sse)
         if sse := decoder.decode(b""):
@@ -152,7 +152,7 @@ def test_sync_http_client_stream_recovers_after_disconnect():
     assert parts == [
         StreamPart(event="values", data={"step": 1}),
         StreamPart(event="values", data={"step": 2}),
-        StreamPart(event="end", data=None),
+        StreamPart(event="end", data=None),  # ty: ignore
     ]
 
 

libs/sdk-py/tests/test_encryption.py

@@ -0,0 +1,92 @@
+import pytest
+
+from langgraph_sdk.encryption import DuplicateHandlerError, Encryption
+
+
+class TestHandlerValidation:
+    """Test duplicate handler and signature validation."""
+
+    def test_duplicate_handlers_raise_error(self):
+        """Registering the same handler type twice raises DuplicateHandlerError."""
+        encryption = Encryption()
+
+        @encryption.encrypt.blob
+        async def blob_enc(_ctx, data):
+            return data
+
+        @encryption.decrypt.blob
+        async def blob_dec(_ctx, data):
+            return data
+
+        @encryption.encrypt.json
+        async def json_enc(_ctx, data):
+            return data
+
+        @encryption.decrypt.json
+        async def json_dec(_ctx, data):
+            return data
+
+        @encryption.encrypt.json.thread
+        async def thread_enc(_ctx, data):
+            return data
+
+        @encryption.decrypt.json.custom
+        async def custom_dec(_ctx, data):
+            return data
+
+        # All duplicates should raise
+        with pytest.raises(DuplicateHandlerError):
+
+            @encryption.encrypt.blob
+            async def dup(_ctx, data):
+                return data
+
+        with pytest.raises(DuplicateHandlerError):
+
+            @encryption.decrypt.blob
+            async def dup(_ctx, data):
+                return data
+
+        with pytest.raises(DuplicateHandlerError):
+
+            @encryption.encrypt.json
+            async def dup(_ctx, data):
+                return data
+
+        with pytest.raises(DuplicateHandlerError):
+
+            @encryption.decrypt.json
+            async def dup(_ctx, data):
+                return data
+
+        with pytest.raises(DuplicateHandlerError):
+
+            @encryption.encrypt.json.thread
+            async def dup(_ctx, data):
+                return data
+
+        with pytest.raises(DuplicateHandlerError):
+
+            @encryption.decrypt.json.custom
+            async def dup(_ctx, data):
+                return data
+
+    def test_handlers_must_be_async(self):
+        """Sync functions raise TypeError."""
+        encryption = Encryption()
+
+        with pytest.raises(TypeError, match="must be an async function"):
+
+            @encryption.encrypt.blob
+            def sync_handler(_ctx, data):
+                return data
+
+    def test_handlers_must_have_two_params(self):
+        """Wrong parameter count raises TypeError."""
+        encryption = Encryption()
+
+        with pytest.raises(TypeError, match="must accept exactly 2 parameters"):
+
+            @encryption.encrypt.blob  # type: ignore[arg-type]
+            async def wrong_params(ctx):
+                return ctx

libs/sdk-py/tests/test_errors.py

@@ -65,7 +65,7 @@ def test_raise_for_status_typed_maps_exceptions_and_sets_status_code(
     with pytest.raises(exc_type) as ei:
         _raise_for_status_typed(r)
 
-    err = cast(APIStatusError, ei.value)
+    err = cast("APIStatusError", ei.value)
     assert err.status_code == status
     # response attribute should be present and match
     assert err.response.status_code == status
@@ -77,7 +77,7 @@ def test_request_id_is_extracted_when_present() -> None:
     )
     with pytest.raises(NotFoundError) as ei:
         _raise_for_status_typed(r)
-    err = cast(APIStatusError, ei.value)
+    err = cast("APIStatusError", ei.value)
     # request_id only exists on APIStatusError subclasses
     assert err.request_id == "req-123"
 
@@ -86,7 +86,7 @@ def test_non_json_body_does_not_break_mapping() -> None:
     r = make_response(429, text_body="Too many requests")
     with pytest.raises(RateLimitError) as ei:
         _raise_for_status_typed(r)
-    err = cast(APIStatusError, ei.value)
+    err = cast("APIStatusError", ei.value)
     assert err.status_code == 429
 
 
@@ -102,7 +102,7 @@ def test_field_extraction_from_json_body() -> None:
     )
     with pytest.raises(BadRequestError) as ei:
         _raise_for_status_typed(r)
-    err = cast(APIStatusError, ei.value)
+    err = cast("APIStatusError", ei.value)
     assert err.code == "invalid_param"
     assert err.param == "limit"
     assert err.type == "invalid_request_error"

libs/sdk-py/tests/test_serde.py

@@ -0,0 +1,62 @@
+from typing import Any
+
+import orjson
+import pytest
+from pydantic import BaseModel
+
+from langgraph_sdk.client import _aencode_json
+
+
+async def _serde_roundtrip(data: Any):
+    _, body = await _aencode_json(data)
+    return orjson.loads(body)  # ty: ignore[invalid-argument-type]
+
+
+async def test_serde_basic():
+    # Test basic serialization
+    data = {"key": "value", "number": 42}
+    assert await _serde_roundtrip(data) == data
+
+
+async def test_serde_pydantic():
+    # Test serialization with Pydantic model (if available)
+
+    class TestModel(BaseModel):
+        name: str
+        age: int
+
+    model = TestModel(name="test", age=25)
+    result = await _serde_roundtrip(model)
+    assert result["name"] == "test"
+    assert result["age"] == 25
+
+    nested_result = await _serde_roundtrip({"data": model})
+    assert nested_result["data"]["name"] == "test"
+    assert nested_result["data"]["age"] == 25
+
+
+async def test_serde_dataclass():
+    from dataclasses import dataclass
+
+    @dataclass
+    class TestDataClass:
+        name: str
+        age: int
+
+    data = TestDataClass(name="test", age=25)
+    result = await _serde_roundtrip(data)
+    assert result["name"] == "test"
+    assert result["age"] == 25
+
+    nested_result = await _serde_roundtrip({"data": data})
+    assert nested_result["data"]["name"] == "test"
+    assert nested_result["data"]["age"] == 25
+
+
+async def test_serde_pydantic_cls_fails():
+    # Test that serialization fails gracefully for Pydantic model when not available
+    class TestModel(BaseModel):
+        name: str
+
+    with pytest.raises(TypeError, match="Type is not JSON serializable"):
+        await _serde_roundtrip({"foo": TestModel})

libs/sdk-py/tests/test_serde_schema.py

@@ -0,0 +1,30 @@
+from dataclasses import dataclass
+from typing import runtime_checkable
+
+from pydantic import BaseModel
+
+from langgraph_sdk.schema import (
+    _BaseModelLike,
+    _DataclassLike,
+)
+
+
+def rc(cls: type) -> type:
+    return runtime_checkable(cls)
+
+
+class MyModel(BaseModel):
+    foo: str
+
+
+def test_base_model_like():
+    assert isinstance(MyModel(foo="test"), rc(_BaseModelLike))
+
+
+@dataclass
+class MyDataclass:
+    foo: str
+
+
+def test_dataclass_like():
+    assert isinstance(MyDataclass(foo="test"), rc(_DataclassLike))

libs/sdk-py/tests/test_skip_auto_load_api_key.py

@@ -0,0 +1,70 @@
+"""Tests for api_key parameter behavior."""
+
+import pytest
+
+from langgraph_sdk import get_client, get_sync_client
+
+
+class TestSkipAutoLoadApiKey:
+    """Test the api_key parameter's auto-loading behavior."""
+
+    @pytest.mark.asyncio
+    async def test_get_client_loads_from_env_by_default(self, monkeypatch):
+        """Test that API key is loaded from environment by default."""
+        monkeypatch.setenv("LANGGRAPH_API_KEY", "test-key-from-env")
+
+        client = get_client(url="http://localhost:8123")
+        assert "x-api-key" in client.http.client.headers
+        assert client.http.client.headers["x-api-key"] == "test-key-from-env"
+        await client.aclose()
+
+    @pytest.mark.asyncio
+    async def test_get_client_skips_env_when_sentinel_used(self, monkeypatch):
+        """Test that API key is not loaded from environment when None is explicitly passed."""
+        monkeypatch.setenv("LANGGRAPH_API_KEY", "test-key-from-env")
+
+        client = get_client(url="http://localhost:8123", api_key=None)
+        assert "x-api-key" not in client.http.client.headers
+        await client.aclose()
+
+    @pytest.mark.asyncio
+    async def test_get_client_uses_explicit_key_when_provided(self, monkeypatch):
+        """Test that explicit API key takes precedence over environment."""
+        monkeypatch.setenv("LANGGRAPH_API_KEY", "test-key-from-env")
+
+        client = get_client(
+            url="http://localhost:8123",
+            api_key="explicit-key",
+        )
+        assert "x-api-key" in client.http.client.headers
+        assert client.http.client.headers["x-api-key"] == "explicit-key"
+        await client.aclose()
+
+    def test_get_sync_client_loads_from_env_by_default(self, monkeypatch):
+        """Test that sync client loads API key from environment by default."""
+        monkeypatch.setenv("LANGGRAPH_API_KEY", "test-key-from-env")
+
+        client = get_sync_client(url="http://localhost:8123")
+        assert "x-api-key" in client.http.client.headers
+        assert client.http.client.headers["x-api-key"] == "test-key-from-env"
+        client.close()
+
+    def test_get_sync_client_skips_env_when_sentinel_used(self, monkeypatch):
+        """Test that sync client doesn't load from environment when None is explicitly passed."""
+        monkeypatch.setenv("LANGGRAPH_API_KEY", "test-key-from-env")
+
+        client = get_sync_client(url="http://localhost:8123", api_key=None)
+        assert "x-api-key" not in client.http.client.headers
+        client.close()
+
+    def test_get_sync_client_uses_explicit_key_when_provided(self, monkeypatch):
+        """Test that sync client uses explicit API key when provided."""
+        monkeypatch.setenv("LANGGRAPH_API_KEY", "test-key-from-env")
+
+        client = get_sync_client(
+            url="http://localhost:8123",
+            api_key="explicit-key",
+        )
+        assert "x-api-key" in client.http.client.headers
+        assert client.http.client.headers["x-api-key"] == "explicit-key"
+        client.close()

libs/sdk-py/uv.lock

@@ -1,20 +1,28 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.10"
 
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
+]
+
 [[package]]
 name = "anyio"
-version = "4.11.0"
+version = "4.12.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
     { name = "idna" },
-    { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
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-sdist = { url = "https://files.pythonhosted.org/packages/c6/78/7d432127c41b50bccba979505f272c16cbcadcc33645d5fa3a738110ae75/anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4", size = 219094, upload-time = "2025-09-23T09:19:12.58Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/16/ce/8a777047513153587e5434fd752e89334ac33e379aa3497db860eeb60377/anyio-4.12.0.tar.gz", hash = "sha256:73c693b567b0c55130c104d0b43a9baf3aa6a31fc6110116509f27bf75e21ec0", size = 228266, upload-time = "2025-11-28T23:37:38.911Z" }
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+    { url = "https://files.pythonhosted.org/packages/7f/9c/36c5c37947ebfb8c7f22e0eb6e4d188ee2d53aa3880f3f2744fb894f0cb1/anyio-4.12.0-py3-none-any.whl", hash = "sha256:dad2376a628f98eeca4881fc56cd06affd18f659b17a747d3ff0307ced94b1bb", size = 113362, upload-time = "2025-11-28T23:36:57.897Z" },
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 [[package]]
@@ -28,11 +36,11 @@ wheels = [
 
 [[package]]
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-version = "2025.8.3"
+version = "2025.11.12"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/dc/67/960ebe6bf230a96cda2e0abcf73af550ec4f090005363542f0765df162e0/certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407", size = 162386, upload-time = "2025-08-03T03:07:47.08Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/8c/58f469717fa48465e4a50c014a0400602d3c437d7c0c468e17ada824da3a/certifi-2025.11.12.tar.gz", hash = "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316", size = 160538, upload-time = "2025-11-12T02:54:51.517Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/70/7d/9bc192684cea499815ff478dfcdc13835ddf401365057044fb721ec6bddb/certifi-2025.11.12-py3-none-any.whl", hash = "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b", size = 159438, upload-time = "2025-11-12T02:54:49.735Z" },
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 [[package]]
@@ -61,14 +69,14 @@ sdist = { url = "https://files.pythonhosted.org/packages/a2/55/8f8cab2afd404cf57
 
 [[package]]
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-version = "1.3.0"
+version = "1.3.1"
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+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" }
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+    { url = "https://files.pythonhosted.org/packages/8a/0e/97c33bf5009bdbac74fd2beace167cab3f978feb69cc36f1ef79360d6c4e/exceptiongroup-1.3.1-py3-none-any.whl", hash = "sha256:a7a39a3bd276781e98394987d3a5701d0c4edffb633bb7a5144577f82c773598", size = 16740, upload-time = "2025-11-21T23:01:53.443Z" },
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 [[package]]
@@ -110,20 +118,20 @@ wheels = [
 
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+version = "3.11"
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+sdist = { url = "https://files.pythonhosted.org/packages/6f/6d/0703ccc57f3a7233505399edb88de3cbd678da106337b9fcde432b65ed60/idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902", size = 194582, upload-time = "2025-10-12T14:55:20.501Z" }
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+    { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" },
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 [[package]]
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+version = "2.3.0"
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 ]
 
 [[package]]
@@ -138,16 +146,21 @@ dependencies = [
 dev = [
     { name = "codespell" },
     { name = "mypy" },
+    { name = "pydantic" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
     { name = "pytest-mock" },
     { name = "pytest-watch" },
     { name = "ruff" },
+    { name = "starlette" },
+    { name = "ty" },
 ]
 lint = [
     { name = "codespell" },
     { name = "mypy" },
     { name = "ruff" },
+    { name = "starlette" },
+    { name = "ty" },
 ]
 test = [
     { name = "pytest" },
@@ -165,17 +178,22 @@ requires-dist = [
 [package.metadata.requires-dev]
 dev = [
     { name = "codespell" },
-    { name = "mypy" },
+    { name = "mypy", specifier = "==1.19.0" },
+    { name = "pydantic", specifier = ">=2.12.4" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
     { name = "pytest-mock" },
     { name = "pytest-watch" },
-    { name = "ruff" },
+    { name = "ruff", specifier = "==0.14.7" },
+    { name = "starlette" },
+    { name = "ty", specifier = "==0.0.1a27" },
 ]
 lint = [
     { name = "codespell" },
-    { name = "mypy" },
-    { name = "ruff" },
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+    { name = "ruff", specifier = "==0.14.7" },
+    { name = "starlette" },
+    { name = "ty", specifier = "==0.0.1a27" },
 ]
 test = [
     { name = "pytest" },
@@ -184,49 +202,123 @@ test = [
     { name = "pytest-watch" },
 ]
 
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