Bump

chore(langgraph): Omit other keys from metadata by default (#6047 )
Right now we include configuration as metadata (which is later passed to tracing callbacks). Right now we include any key that doesn't have a dunder prefix and whose value is a string or int. This PR proposes to also exclude keys with certain substrings (key, secret, token). I would also be in favor of dropping support for forwarding configurable values to metadata entirely, but this is a smaller, less controversial change. Add a test.
2026-08-19 22:25:44 +02:00 · 2025-09-09 14:28:42 -07:00 · 2025-09-09 14:28:33 -07:00 · 2025-09-09 19:01:12 +00:00 · 2025-09-09 17:52:11 +00:00 · 2025-09-09 15:43:42 +00:00
116 changed files with 8191 additions and 3332 deletions
@@ -1,10 +1,15 @@
 import ast
 import os
 from itertools import filterfalse
-from typing import List, Tuple
+from typing import Dict, List, Tuple

 ROOT_PATH = os.path.abspath(os.path.join(__file__, "..", "..", ".."))
 CLIENT_PATH = os.path.join(ROOT_PATH, "libs", "sdk-py", "langgraph_sdk", "client.py")
+ASYNC_TO_SYNC_METHOD_MAP: Dict[str, str] = {
+    "aclose": "close",
+    "__aenter__": "__enter__",
+    "__aexit__": "__exit__",
+}


 def get_class_methods(node: ast.ClassDef) -> List[str]:
@@ -22,7 +27,7 @@ def find_classes(tree: ast.AST) -> List[Tuple[str, List[str]]]:

 def compare_sync_async_methods(sync_methods: List[str], async_methods: List[str]) -> List[str]:
    sync_set = set(sync_methods)
-    async_set = set(async_methods)
+    async_set = {ASYNC_TO_SYNC_METHOD_MAP.get(async_method, async_method) for async_method in async_methods}
    missing_in_sync = list(async_set - sync_set)
    missing_in_async = list(sync_set - async_set)
    return missing_in_sync + missing_in_async
@@ -1,107 +1,145 @@
-import asyncio
-import json
-import os
 import pathlib
 import sys
-import langgraph_cli
-import langgraph_cli.docker
-import langgraph_cli.config
+import time
+from urllib import request, error

+import langgraph_cli
+import langgraph_cli.config
+import langgraph_cli.docker
+from langgraph_cli.cli import prepare_args_and_stdin
+from langgraph_cli.constants import DEFAULT_PORT
 from langgraph_cli.exec import Runner, subp_exec
 from langgraph_cli.progress import Progress
-from langgraph_cli.constants import DEFAULT_PORT


-def test(
-    config: pathlib.Path,
-    port: int,
-    tag: str,
-    verbose: bool,
-):
+def test(config: pathlib.Path, port: int, tag: str, verbose: bool):
+    """Spin up API with Postgres/Redis via docker compose and wait until ready."""
    with Runner() as runner, Progress(message="Pulling...") as set:
-        # check docker available
+        # Detect docker/compose capabilities
        capabilities = langgraph_cli.docker.check_capabilities(runner)
-        # open config
+
+        # Validate config and prepare compose stdin/args using built image
        config_json = langgraph_cli.config.validate_config_file(config)
+        args, stdin = prepare_args_and_stdin(
+            capabilities=capabilities,
+            config_path=config,
+            config=config_json,
+            docker_compose=None,
+            port=port,
+            watch=False,
+            debugger_port=None,
+            debugger_base_url=f"http://127.0.0.1:{port}",
+            postgres_uri=None,
+            api_version=None,
+            image=tag,
+            base_image=None,
+        )

-        set("Running...")
-        args = [
-            "run",
-            "--rm",
-            "-p",
-            f"{port}:8000",
-        ]
-        if isinstance(config_json["env"], str):
-            args.extend(
-                [
-                    "--env-file",
-                    str(config.parent / config_json["env"]),
-                ]
-            )
-        else:
-            for k, v in config_json["env"].items():
-                args.extend(
-                    [
-                        "-e",
-                        f"{k}={v}",
-                    ]
-                )
-        if capabilities.healthcheck_start_interval:
-            args.extend(
-                [
-                    "--health-interval",
-                    "5s",
-                    "--health-retries",
-                    "1",
-                    "--health-start-period",
-                    "10s",
-                    "--health-start-interval",
-                    "1s",
-                ]
-            )
-        else:
-            args.extend(
-                [
-                    "--health-interval",
-                    "5s",
-                    "--health-retries",
-                    "2",
-                ]
-            )
+        # Compose up with wait (implies detach), similar to `langgraph up --wait`
+        args_up = [*args, "up", "--remove-orphans", "--wait"]

-        _task = None
-
-        def on_stdout(line: str):
-            nonlocal _task
-            if "GET /ok" in line or "Uvicorn running on" in line:
-                set("")
-                sys.stdout.write(
-                    f"""Ready!
- API: http://localhost:{port}
-"""
-                )
-                sys.stdout.flush()
-                _task.cancel()
-                return True
-            return False
-
-        async def subp_exec_task(*args, **kwargs):
-            nonlocal _task
-            _task = asyncio.create_task(subp_exec(*args, **kwargs))
-            await _task
+        compose_cmd = ["docker", "compose"]
+        if capabilities.compose_type == "standalone":
+            compose_cmd = ["docker-compose"]

+        set("Starting...")
        try:
            runner.run(
-                subp_exec_task(
-                    "docker",
-                    *args,
-                    tag,
+                subp_exec(
+                    *compose_cmd,
+                    *args_up,
+                    input=stdin,
                    verbose=verbose,
-                    on_stdout=on_stdout,
                )
            )
-        except asyncio.CancelledError:
-            pass
+        except Exception as e:  # noqa: BLE001
+            # On failure, show diagnostics then ensure clean teardown
+            sys.stderr.write(f"docker compose up failed: {e}\n")
+            try:
+                sys.stderr.write("\n== docker compose ps ==\n")
+                runner.run(subp_exec(*compose_cmd, *args, "ps", input=stdin, verbose=False))
+            except Exception:
+                pass
+            try:
+                sys.stderr.write("\n== docker compose logs (api) ==\n")
+                runner.run(
+                    subp_exec(
+                        *compose_cmd,
+                        *args,
+                        "logs",
+                        "langgraph-api",
+                        input=stdin,
+                        verbose=False,
+                    )
+                )
+            except Exception:
+                pass
+            finally:
+                try:
+                    runner.run(
+                        subp_exec(
+                            *compose_cmd,
+                            *args,
+                            "down",
+                            "-v",
+                            "--remove-orphans",
+                            input=stdin,
+                            verbose=False,
+                        )
+                    )
+                finally:
+                    raise
+
+        set("")
+        base_url = f"http://localhost:{port}"
+        ok_url = f"{base_url}/ok"
+        print(f"Waiting for {ok_url} to respond with 200...")
+        deadline = time.time() + 30
+        last_err: Exception | None = None
+        while time.time() < deadline:
+            try:
+                with request.urlopen(ok_url, timeout=2) as resp:
+                    if resp.status == 200:
+                        sys.stdout.write(
+                            f"""Ready!\n- API: {base_url}\n- /ok: 200 OK\n"""
+                        )
+                        sys.stdout.flush()
+                        break
+                    else:
+                        last_err = RuntimeError(f"Unexpected status: {resp.status}")
+                        print(f"Unexpected status: {resp.status}")
+            except error.URLError as e:
+                last_err = e
+            except Exception as e:  # noqa: BLE001
+                last_err = e
+            time.sleep(0.5)
+        else:
+            # Bring stack down before raising
+            args_down = [*args, "down", "-v", "--remove-orphans"]
+            try:
+                runner.run(
+                    subp_exec(
+                        *compose_cmd,
+                        *args_down,
+                        input=stdin,
+                        verbose=verbose,
+                    )
+                )
+            finally:
+                raise SystemExit(
+                    f"/ok did not return 202 within timeout. Last error: {last_err}"
+                )
+
+        # Clean up: bring compose stack down to free ports for next test
+        args_down = [*args, "down", "-v", "--remove-orphans"]
+        runner.run(
+            subp_exec(
+                *compose_cmd,
+                *args_down,
+                input=stdin,
+                verbose=verbose,
+            )
+        )


 if __name__ == "__main__":
@@ -110,6 +148,6 @@ if __name__ == "__main__":
    parser = argparse.ArgumentParser()
    parser.add_argument("-t", "--tag", type=str)
    parser.add_argument("-c", "--config", type=str, default="./langgraph.json")
-    parser.add_argument("-p", "--port", default=DEFAULT_PORT)
+    parser.add_argument("-p", "--port", type=int, default=DEFAULT_PORT)
    args = parser.parse_args()
    test(pathlib.Path(args.config), args.port, args.tag, verbose=True)
@@ -14,12 +14,25 @@ jobs:
        python-version:
          - "3.10"
          - "3.11"
+        example:
+          - name: A
+            workdir: libs/cli/examples
+            tag: langgraph-test-a
+          - name: B
+            workdir: libs/cli/examples/graphs
+            tag: langgraph-test-b
+          - name: C
+            workdir: libs/cli/examples/graphs_reqs_a
+            tag: langgraph-test-c
+          - name: D
+            workdir: libs/cli/examples/graphs_reqs_b
+            tag: langgraph-test-d
    name: "CLI integration test"
    defaults:
      run:
        working-directory: libs/cli
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - name: Get changed files
        id: changed-files
        uses: Ana06/get-changed-files@v2.3.0
@@ -33,42 +46,51 @@ jobs:
          enable-cache: true
          cache-suffix: "cli-integration-test"
          ignore-nothing-to-cache: true
-      - name: Setup env
-        if: steps.changed-files.outputs.all
-        working-directory: libs/cli/examples
-        run: cat .env.example > .env
      - name: Install cli globally
        if: steps.changed-files.outputs.all
        run: pip install -e .
-      - name: Build and test service A
+      - name: Build and test service ${{ matrix.example.name }}
        if: steps.changed-files.outputs.all
-        working-directory: libs/cli/examples
+        working-directory: ${{ matrix.example.workdir }}
+        env:
+          LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY }}
        run: |
-          # The build-arg isn't used; just testing that we accept other args
-          langgraph build -t langgraph-test-a  --base-image "langchain/langgraph-trial"
-          cp .env.example .envg
-          timeout 60 python ../../../.github/scripts/run_langgraph_cli_test.py -c langgraph.json -t langgraph-test-a
-      - name: Build and test service B
-        if: steps.changed-files.outputs.all
-        working-directory: libs/cli/examples/graphs
-        run: |
-          langgraph build -t langgraph-test-b  --base-image "langchain/langgraph-trial"
-          timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-b
-      - name: Build and test service C
-        if: steps.changed-files.outputs.all
-        working-directory: libs/cli/examples/graphs_reqs_a
-        run: |
-          langgraph build -t langgraph-test-c  --base-image "langchain/langgraph-trial"
-          timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-c
-      - name: Build and test service D
-        if: steps.changed-files.outputs.all
-        working-directory: libs/cli/examples/graphs_reqs_b
-        run: |
-          langgraph build -t langgraph-test-d  --base-image "langchain/langgraph-trial"
-          timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-d
+          # Build the image for this example
+          langgraph build -t ${{ matrix.example.tag }}
+          # Prepare environment file from local or parent example directory
+          if [ -f .env.example ]; then cp .env.example .env; elif [ -f ../.env.example ]; then cp ../.env.example .env; fi
+          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
+          # Run the integration test using the built tag
+          # Compute repo root to reference the shared script robustly
+          REPO_ROOT=$(git rev-parse --show-toplevel)
+          timeout 60 python "$REPO_ROOT/.github/scripts/run_langgraph_cli_test.py" -t ${{ matrix.example.tag }}

      - name: Build JS service
        if: steps.changed-files.outputs.all
        working-directory: libs/cli/js-examples
        run: |
          langgraph build -t langgraph-test-e
+
+      - name: Build JS monorepo service
+        if: steps.changed-files.outputs.all
+        working-directory: libs/cli/js-monorepo-example
+        run: |
+          langgraph build -t langgraph-test-f -c apps/agent/langgraph.json --build-command "yarn run turbo build" --install-command "yarn install"
+
+      - name: Build Python monorepo service
+        if: steps.changed-files.outputs.all
+        working-directory: libs/cli/python-monorepo-example
+        run: |
+          langgraph build -t langgraph-test-g -c apps/agent/langgraph.json
+          cp apps/agent/.env.example apps/agent/.env
+          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> apps/agent/.env; fi
+          timeout 60 python ../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-g -c apps/agent/langgraph.json
+
+      - name: Build and test prerelease reqs service
+        if: steps.changed-files.outputs.all
+        working-directory: libs/cli/examples/graph_prerelease_reqs
+        run: |
+          langgraph build -t langgraph-test-h
+          cp ../.env.example .env
+          if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
+          timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-h
@@ -31,7 +31,7 @@ jobs:
          - "3.12"
    name: "lint #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - name: Get changed files
        id: changed-files
        uses: Ana06/get-changed-files@v2.3.0
@@ -25,7 +25,7 @@ jobs:

    name: "test #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - name: Set up Python ${{ matrix.python-version }}
        uses: astral-sh/setup-uv@v6
        with:
@@ -23,7 +23,7 @@ jobs:
        working-directory: libs/langgraph
    name: "test #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - name: Set up Python ${{ matrix.python-version }}
        uses: astral-sh/setup-uv@v6
        with:
@@ -24,7 +24,7 @@ jobs:
      version: ${{ steps.check-version.outputs.version }}

    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5

      - name: Set up Python $${ env.PYTHON_VERSION }}
        uses: astral-sh/setup-uv@v6
@@ -75,9 +75,9 @@ jobs:
      id-token: write

    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5

-      - uses: actions/download-artifact@v4
+      - uses: actions/download-artifact@v5
        with:
          name: test-dist
          path: ${{ inputs.working-directory }}/dist/
@@ -17,7 +17,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - run: SHA=$(git rev-parse HEAD) && echo "SHA=$SHA" >> $GITHUB_ENV
      - name: Set up Python 3.11
        uses: astral-sh/setup-uv@v6
@@ -15,7 +15,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - id: files
        name: Get changed files
        uses: Ana06/get-changed-files@v2.3.0
@@ -27,7 +27,7 @@ jobs:
      python: ${{ steps.filter.outputs.python }}
      deps: ${{ steps.filter.outputs.deps }}
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - uses: dorny/paths-filter@v3
        id: filter
        with:
@@ -78,6 +78,7 @@ jobs:
            "libs/checkpoint-sqlite",
            "libs/checkpoint-postgres",
            "libs/prebuilt",
+            "libs/sdk-py",
          ]
    if: needs.changes.outputs.python == 'true' || needs.changes.outputs.deps == 'true'
    uses: ./.github/workflows/_test.yml
@@ -99,9 +100,9 @@ jobs:
    name: "Check SDK methods matching"
    runs-on: ubuntu-latest
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
        with:
          python-version: "3.11"
      - name: Run check_sdk_methods script
@@ -117,7 +118,7 @@ jobs:
        python-version:
          - "3.11"
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - name: Set up Python ${{ matrix.python-version }}
        uses: astral-sh/setup-uv@v6
        with:
@@ -21,7 +21,7 @@
    
        steps:
          - name: Checkout
-            uses: actions/checkout@v4
+            uses: actions/checkout@v5
    
          - name: Install Dependencies
            run: |
@@ -28,7 +28,7 @@ jobs:
    outputs:
      changed-files: ${{ steps.changed-files.outputs.added_modified }}
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - name: Get changed files
        id: changed-files
        uses: Ana06/get-changed-files@v2.3.0
@@ -41,7 +41,7 @@ jobs:
    env:
      GITHUB_TOKEN: ${{ secrets.MKDOCS_GITHUB_TOKEN }}
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
        with:
          fetch-depth: 0

@@ -140,7 +140,7 @@ jobs:

      - name: Upload Pages Artifact
        # if: github.ref == 'refs/heads/main'
-        uses: actions/upload-pages-artifact@v3
+        uses: actions/upload-pages-artifact@v4
        with:
          path: ./docs/site/

@@ -19,7 +19,7 @@ jobs:
    runs-on: ubuntu-latest
    steps:
      - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
        with:
          fetch-depth: 0

@@ -36,7 +36,7 @@ jobs:
    runs-on: ubuntu-latest
    steps:
      - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
        with:
          fetch-depth: 1

@@ -12,7 +12,7 @@ jobs:
    runs-on: ubuntu-latest
    steps:
      - name: Validate PR Title
-        uses: amannn/action-semantic-pull-request@v5
+        uses: amannn/action-semantic-pull-request@v6
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
        with:
@@ -40,6 +40,7 @@ jobs:
            sdk-py
            docs
            ci
+            deps
          requireScope: false
          ignoreLabels: |
            ignore-lint-pr-title
@@ -26,7 +26,7 @@ jobs:
      tag: ${{ steps.check-version.outputs.tag }}

    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5

      - name: Set up Python
        uses: astral-sh/setup-uv@v6
@@ -62,7 +62,13 @@ jobs:
        working-directory: ${{ inputs.working-directory }}
        run: |
          PKG_NAME=$(grep -m 1 "^name = " pyproject.toml | cut -d '"' -f 2)
-          VERSION=$(grep -m 1 "^version = " pyproject.toml | cut -d '"' -f 2)
+          if grep -q 'dynamic.*=.*\[.*"version".*\]' pyproject.toml; then
+            # handle dynamic versioning
+            DIR_NAME=$(echo "$PKG_NAME" | tr '-' '_')
+            VERSION=$(grep -m 1 '^__version__' "${DIR_NAME}/__init__.py" | cut -d '"' -f 2)
+          else
+            VERSION=$(grep -m 1 "^version = " pyproject.toml | cut -d '"' -f 2)
+          fi
          SHORT_PKG_NAME="$(echo "$PKG_NAME" | sed -e 's/langgraph//g' -e 's/-//g')"
          if [ -z $SHORT_PKG_NAME ]; then
            TAG="$VERSION"
@@ -81,7 +87,7 @@ jobs:
    outputs:
      release-body: ${{ steps.generate-release-body.outputs.release-body }}
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
        with:
          repository: langchain-ai/langgraph
          path: langgraph
@@ -152,7 +158,7 @@ jobs:
      - test-pypi-publish
    runs-on: ubuntu-latest
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5

      # We explicitly *don't* set up caching here. This ensures our tests are
      # maximally sensitive to catching breakage.
@@ -255,7 +261,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5

      - name: Set up Python
        uses: astral-sh/setup-uv@v6
@@ -264,7 +270,7 @@ jobs:
          enable-cache: true
          cache-suffix: "release"

-      - uses: actions/download-artifact@v4
+      - uses: actions/download-artifact@v5
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/
@@ -296,7 +302,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5

      - name: Set up Python
        uses: astral-sh/setup-uv@v6
@@ -305,7 +311,7 @@ jobs:
          enable-cache: true
          cache-suffix: "release"

-      - uses: actions/download-artifact@v4
+      - uses: actions/download-artifact@v5
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/
@@ -28,7 +28,7 @@ jobs:
          - "latest"

    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      - name: Set up Python + Poetry
        uses: astral-sh/setup-uv@v6
        with:
@@ -16,7 +16,7 @@ jobs:
    runs-on: ubuntu-latest
    
    steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v5
      
      - name: Set up uv
        uses: astral-sh/setup-uv@v6
@@ -71,7 +71,7 @@ While LangGraph can be used standalone, it also integrates seamlessly with any L

 ## Additional resources

- [Guides](https://langchain-ai.github.io/langgraph/how-tos/): Quick, actionable code snippets for topics such as streaming, adding memory & persistence, and design patterns (e.g. branching, subgraphs, etc.).
+- [Guides](https://langchain-ai.github.io/langgraph/guides/): Quick, actionable code snippets for topics such as streaming, adding memory & persistence, and design patterns (e.g. branching, subgraphs, etc.).
 - [Reference](https://langchain-ai.github.io/langgraph/reference/graphs/): Detailed reference on core classes, methods, how to use the graph and checkpointing APIs, and higher-level prebuilt components.
 - [Examples](https://langchain-ai.github.io/langgraph/examples/): Guided examples on getting started with LangGraph.
 - [LangChain Forum](https://forum.langchain.com/): Connect with the community and share all of your technical questions, ideas, and feedback.
@@ -2108,9 +2108,9 @@ __metadata:
  linkType: hard

 "hono@npm:^4.5.4":
-  version: 4.8.9
-  resolution: "hono@npm:4.8.9"
-  checksum: 10c0/385539d1787fdc747bc869ef0e5ccc9f39cbe40289b94f23eecfc82c6ca440f059704647cd6381a5066d2cf7baa43ab25184c78d44af4c5c98a5c5b07670059e
+  version: 4.9.6
+  resolution: "hono@npm:4.9.6"
+  checksum: 10c0/182a144eb3b9e05bd9e43d15af15c93f60d3d747fef6c6904b9993e9db8129ea7fadf6190331d6f76b1bf6dd2b2c3b13efea105236f541ef411397e30475422d
  languageName: node
  linkType: hard

@@ -190,11 +190,11 @@ REDIRECT_MAP = {
    "concepts/langgraph_cloud.md": "https://docs.langchain.com/langgraph-platform/cloud",
    "concepts/langgraph_self_hosted_data_plane.md": "https://docs.langchain.com/langgraph-platform/hybrid",
    "concepts/langgraph_self_hosted_control_plane.md": "https://docs.langchain.com/langgraph-platform/self-hosted",
-    "concepts/langgraph_standalone_container.md": "https://docs.langchain.com/langgraph-platform/self-hosted#data-plane-only",
+    "concepts/langgraph_standalone_container.md": "https://docs.langchain.com/langgraph-platform/self-hosted#standalone-server",
    "cloud/deployment/cloud.md": "https://docs.langchain.com/langgraph-platform/cloud",
    "cloud/deployment/self_hosted_data_plane.md": "https://docs.langchain.com/langgraph-platform/deploy-hybrid",
    "cloud/deployment/self_hosted_control_plane.md": "https://docs.langchain.com/langgraph-platform/deploy-self-hosted-full-platform",
-    "cloud/deployment/standalone_container.md": "https://docs.langchain.com/langgraph-platform/deploy-data-plane-only",
+    "cloud/deployment/standalone_container.md": "https://docs.langchain.com/langgraph-platform/deploy-standalone-server",
    "concepts/server-mcp.md": "https://docs.langchain.com/langgraph-platform/server-mcp",
    "cloud/how-tos/human_in_the_loop_time_travel.md": "https://docs.langchain.com/langgraph-platform/human-in-the-loop-time-travel",
    "cloud/how-tos/add-human-in-the-loop.md": "https://docs.langchain.com/langgraph-platform/add-human-in-the-loop",
@@ -90,7 +90,7 @@ graph.invoke( # (1)!
    from langgraph.runtime import Runtime

    # highlight-next-line
-    def node(state: State, config: Runtime[ContextSchema]):
+    def node(state: State, runtime: Runtime[ContextSchema]):
        user_name = runtime.context.user_name
        ...
    ```
@@ -99,8 +99,8 @@ Starting from the `LangGraph Platform` view...
 1. In the top-right corner, select the gear icon (`Deployment Settings`).
 1. Update the `Git Branch` to the desired branch.
 1. Check/uncheck checkbox to `Automatically update deployment on push to branch`.
-    1. Branch creation/deletion and tag creation/deletion events will not trigger an update. Only pushes to an existing branch will trigger an update.
-    1. Pushes in quick succession to a branch will not trigger subsequent updates. In the future, this functionality may be changed/improved.
+1. Branch creation/deletion and tag creation/deletion events will not trigger an update. Only pushes to an existing branch will trigger an update.
+1. Pushes in quick succession to a branch will queue subsequent updates. Once a build completes, the most recent commit will begin building and the other queued builds will be skipped.

 ## Add or Remove GitHub Repositories

@@ -483,19 +483,19 @@ The LangGraph CLI requires a JSON configuration file that follows this [schema](

    RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 pip install --no-cache-dir -c /api/constraints.txt langchain_community langchain_anthropic langchain_openai wikipedia scikit-learn

-    ADD ./graphs /deps/__outer_graphs/src
+    ADD ./graphs /deps/outer-graphs/src
    RUN set -ex && \
        for line in '[project]' \
                    'name = "graphs"' \
                    'version = "0.1"' \
                    '[tool.setuptools.package-data]' \
                    '"*" = ["**/*"]'; do \
-            echo "$line" >> /deps/__outer_graphs/pyproject.toml; \
+            echo "$line" >> /deps/outer-graphs/pyproject.toml; \
        done

    RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 pip install --no-cache-dir -c /api/constraints.txt -e /deps/*

-    ENV LANGSERVE_GRAPHS='{"agent": "/deps/__outer_graphs/src/agent.py:graph", "storm": "/deps/__outer_graphs/src/storm.py:graph"}'
+    ENV LANGSERVE_GRAPHS='{"agent": "/deps/outer-graphs/src/agent.py:graph", "storm": "/deps/outer-graphs/src/storm.py:graph"}'
    ```

    ???+ note "Updating your langgraph.json file"
@@ -1040,7 +1040,7 @@ def node_a(state: State, runtime: Runtime[ContextSchema]):
    ...
 ```

-See [this guide](../how-tos/graph-api.ipynb#add-runtime-configuration) for a full breakdown on configuration.
+See [this guide](../how-tos/graph-api.md#add-runtime-configuration) for a full breakdown on configuration.
 :::

 :::js
@@ -134,7 +134,7 @@ def update_instructions(state: State, store: BaseStore):
    namespace = ("instructions",)
    current_instructions = store.search(namespace)[0]
    # Memory logic
-    prompt = prompt_template.format(instructions=instructions.value["instructions"], conversation=state["messages"])
+    prompt = prompt_template.format(instructions=current_instructions.value["instructions"], conversation=state["messages"])
    output = llm.invoke(prompt)
    new_instructions = output['new_instructions']
    store.put(("agent_instructions",), "agent_a", {"instructions": new_instructions})
@@ -278,4 +278,4 @@ const items = await store.search(
 ```
 :::

-For more information about the memory store, see the [Persistence](persistence.md#memory-store) guide.
+For more information about the memory store, see the [Persistence](persistence.md#memory-store) guide.
@@ -897,5 +897,5 @@ There are two high-level approaches to achieve that:

 An agent might need to have a different state schema from the rest of the agents. For example, a search agent might only need to keep track of queries and retrieved documents. There are two ways to achieve this in LangGraph:

- Define [subgraph](./subgraphs.md) agents with a separate state schema. If there are no shared state keys (channels) between the subgraph and the parent graph, it's important to [add input / output transformations](../how-tos/subgraph.ipynb#different-state-schemas) so that the parent graph knows how to communicate with the subgraphs.
- Define agent node functions with a [private input state schema](../how-tos/graph-api.ipynb#pass-private-state-between-nodes) that is distinct from the overall graph state schema. This allows passing information that is only needed for executing that particular agent.
+- Define [subgraph](./subgraphs.md) agents with a separate state schema. If there are no shared state keys (channels) between the subgraph and the parent graph, it's important to [add input / output transformations](../how-tos/subgraph.md#different-state-schemas) so that the parent graph knows how to communicate with the subgraphs.
+- Define agent node functions with a [private input state schema](../how-tos/graph-api.md#pass-private-state-between-nodes) that is distinct from the overall graph state schema. This allows passing information that is only needed for executing that particular agent.
@@ -315,7 +315,8 @@ In our example, the output of `get_state_history` will look like this:
        tasks=(),
    ),
    StateSnapshot(
-        values={'foo': 'a', 'bar': ['a']}, next=('node_b',),
+        values={'foo': 'a', 'bar': ['a']},
+        next=('node_b',),
        config={'configurable': {'thread_id': '1', 'checkpoint_ns': '', 'checkpoint_id': '1ef663ba-28f9-6ec4-8001-31981c2c39f8'}},
        metadata={'source': 'loop', 'writes': {'node_a': {'foo': 'a', 'bar': ['a']}}, 'step': 1},
        created_at='2024-08-29T19:19:38.819946+00:00',
@@ -12,7 +12,7 @@ There are three different plans for using it.

 - **Developer**: All [LangSmith](https://smith.langchain.com/) users have access to this plan. You can sign up for this plan simply by creating a LangSmith account. This gives you access to the [local deployment](./deployment_options.md#free-deployment) option.
 - **Plus**: All [LangSmith](https://smith.langchain.com/) users with a [Plus account](https://docs.smith.langchain.com/administration/pricing) have access to this plan. You can sign up for this plan simply by upgrading your LangSmith account to the Plus plan type. This gives you access to the [Cloud](./deployment_options.md#cloud-saas) deployment option.
- **Enterprise**: This is separate from LangSmith plans. You can sign up for this plan by contacting sales@langchain.dev. This gives you access to all [deployment options](./deployment_options.md).
+- **Enterprise**: This is separate from LangSmith plans. You can sign up for this plan by [contacting our sales team](https://www.langchain.com/contact-sales). This gives you access to all [deployment options](./deployment_options.md).


 ## Plan Details
@@ -1019,7 +1019,7 @@ console.log(await graph.invoke({}, { configurable: { myRuntimeValue: "b" } }));
    # Usage
    input_message = {"role": "user", "content": "hi"}
    # With no configuration, uses default (Anthropic)
-    response_1 = graph.invoke({"messages": [input_message]})["messages"][-1]
+    response_1 = graph.invoke({"messages": [input_message]}, context=ContextSchema())["messages"][-1]
    # Or, can set OpenAI
    response_2 = graph.invoke({"messages": [input_message]}, context={"model_provider": "openai"})["messages"][-1]

@@ -1205,7 +1205,7 @@ There are many use cases where you may wish for your node to have a custom retry
 To configure a retry policy, pass the `retry_policy` parameter to the [add_node](../reference/graphs.md#langgraph.graph.state.StateGraph.add_node). The `retry_policy` parameter takes in a `RetryPolicy` named tuple object. Below we instantiate a `RetryPolicy` object with the default parameters and associate it with a node:

 ```python
-from langgraph.pregel import RetryPolicy
+from langgraph.types import RetryPolicy

 builder.add_node(
    "node_name",
@@ -1260,7 +1260,7 @@ By default, the retry policy retries on any exception except for the following:
    from typing_extensions import TypedDict
    from langchain.chat_models import init_chat_model
    from langgraph.graph import END, MessagesState, StateGraph, START
-    from langgraph.pregel import RetryPolicy
+    from langgraph.types import RetryPolicy
    from langchain_community.utilities import SQLDatabase
    from langchain_core.messages import AIMessage

@@ -1422,15 +1422,15 @@ const builder = new StateGraph(State)
 :::

 ??? info "Why split application steps into a sequence with LangGraph?"
-LangGraph makes it easy to add an underlying persistence layer to your application.
-This allows state to be checkpointed in between the execution of nodes, so your LangGraph nodes govern:
+    LangGraph makes it easy to add an underlying persistence layer to your application.
+    This allows state to be checkpointed in between the execution of nodes, so your LangGraph nodes govern:

-    - How state updates are [checkpointed](../concepts/persistence.md)
-    - How interruptions are resumed in [human-in-the-loop](../concepts/human_in_the_loop.md) workflows
-    - How we can "rewind" and branch-off executions using LangGraph's [time travel](../concepts/time-travel.md) features
+- How state updates are [checkpointed](../concepts/persistence.md)
+- How interruptions are resumed in [human-in-the-loop](../concepts/human_in_the_loop.md) workflows
+- How we can "rewind" and branch-off executions using LangGraph's [time travel](../concepts/time-travel.md) features

-    They also determine how execution steps are [streamed](../concepts/streaming.md), and how your application is visualized
-    and debugged using [LangGraph Studio](../concepts/langgraph_studio.md).
+They also determine how execution steps are [streamed](../concepts/streaming.md), and how your application is visualized
+and debugged using [LangGraph Studio](../concepts/langgraph_studio.md).

 Let's demonstrate an end-to-end example. We will create a sequence of three steps:

@@ -2110,7 +2110,6 @@ builder.add_edge(START, "generate_topics")
 builder.add_conditional_edges("generate_topics", continue_to_jokes, ["generate_joke"])
 builder.add_edge("generate_joke", "best_joke")
 builder.add_edge("best_joke", END)
-builder.add_edge("generate_topics", END)
 graph = builder.compile()
 ```

@@ -2333,7 +2332,7 @@ from IPython.display import Image, display
 display(Image(graph.get_graph().draw_mermaid_png()))
 ```

-![Simple loop graph](assets/graph_api_image_3.png)
+![Simple loop graph](assets/graph_api_image_7.png)
 :::

 :::js
@@ -3272,7 +3271,7 @@ from langchain_core.runnables.graph import CurveStyle, MermaidDrawMethod, NodeSt
 display(Image(app.get_graph().draw_mermaid_png()))
 ```

-![Fractal graph visualization](assets/graph_api_image_5.png)
+![Fractal graph visualization](assets/graph_api_image_10.png)

 **Using Mermaid + Pyppeteer**

@@ -3320,4 +3319,4 @@ const imageBuffer = new Uint8Array(await image.arrayBuffer());

 await fs.writeFile("graph.png", imageBuffer);
 ```
-:::
+:::
@@ -366,8 +366,8 @@ result = graph.invoke(

 # Resume with mapping of interrupt IDs to values
 resume_map = {
-    i.interrupt_id: f"human input for prompt {i.value}"
-    for i in parent.get_state(thread_config).interrupts
+    i.id: f"edited text for {i.value['text_to_revise']}"
+    for i in graph.get_state(config).interrupts
 }
 print(graph.invoke(Command(resume=resume_map), config=config))
 # > {'text_1': 'edited text for original text 1', 'text_2': 'edited text for original text 2'}
@@ -1948,7 +1948,7 @@ const llmWithTools = llm.bindTools(tools);


    # Conditional edge function to route to the tool node or end based upon whether the LLM made a tool call
-    def should_continue(state: MessagesState) -> Literal["environment", END]:
+    def should_continue(state: MessagesState) -> Literal["Action", END]:
        """Decide if we should continue the loop or stop based upon whether the LLM made a tool call"""

        messages = state["messages"]
@@ -360,5 +360,5 @@ j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=
 {% endblock %}

 {% block announce %}
-<strong>LangGraph Platform docs have moved!</strong> Find the LangGraph Platform docs at the new <a href="https://docs.langchain.com/langgraph-platform" target="_blank">LangChain Docs</a> site.
+Our new LangChain Academy Course Deep Research with LangGraph is now live! <a href="https://academy.langchain.com/courses/deep-research-with-langgraph/?utm_medium=internal&utm_source=docs&utm_campaign=q3-2025_deep-research-course_co" target="_blank">Enroll for free</a>.
 {% endblock %}
@@ -707,7 +707,9 @@
    "    \"\"\"\n",
    "    Find all tool calls in the messages returned\n",
    "    \"\"\"\n",
-    "    tool_calls = [tc['name'] for m in messages['messages'] for tc in getattr(m, 'tool_calls', [])]\n",
+    "    tool_calls = [\n",
+    "        tc[\"name\"] for m in messages[\"messages\"] for tc in getattr(m, \"tool_calls\", [])\n",
+    "    ]\n",
    "    return tool_calls\n",
    "\n",
    "\n",
@@ -861,3 +861,46 @@ def test_store_ttl(store):
    # Now has been (TTL_SECONDS-2)*2 > TTL_SECONDS + TTL_SECONDS/2
    res = store.search(ns, query="bar", refresh_ttl=False)
    assert len(res) == 0
+
+
+@pytest.mark.parametrize(
+    "vector_type,distance_type",
+    [
+        ("vector", "cosine"),
+        ("vector", "inner_product"),
+        ("halfvec", "cosine"),
+        ("halfvec", "inner_product"),
+    ],
+)
+def test_non_ascii(
+    request: Any,
+    fake_embeddings: CharacterEmbeddings,
+    vector_type: str,
+    distance_type: str,
+) -> None:
+    """Test support for non-ascii characters"""
+    with _create_vector_store(
+        vector_type,
+        distance_type,
+        fake_embeddings
+    ) as store:
+    
+        store.put(("user_123", "memories"), "1", {"text": "这是中文"})  # Chinese
+        store.put(
+            ("user_123", "memories"), "2", {"text": "これは日本語です"}
+        )  # Japanese
+        store.put(("user_123", "memories"), "3", {"text": "이건 한국어야"})  # Korean
+        store.put(("user_123", "memories"), "4", {"text": "Это русский"})  # Russian
+        store.put(("user_123", "memories"), "5", {"text": "यह रूसी है"})  # Hindi
+
+        result1 = store.search(("user_123", "memories"), query="这是中文")
+        result2 = store.search(("user_123", "memories"), query="これは日本語です")
+        result3 = store.search(("user_123", "memories"), query="이건 한국어야")
+        result4 = store.search(("user_123", "memories"), query="Это русский")
+        result5 = store.search(("user_123", "memories"), query="यह रूसी है")
+
+        assert result1[0].key == "1"
+        assert result2[0].key == "2"
+        assert result3[0].key == "3"
+        assert result4[0].key == "4"
+        assert result5[0].key == "5"
@@ -1067,3 +1067,31 @@ def test_sql_injection_vulnerability(store: SqliteStore) -> None:

    with pytest.raises(ValueError, match="Invalid filter key"):
        store.search(("docs",), filter={malicious_key: "dummy"})
+
+
+@pytest.mark.parametrize("distance_type", VECTOR_TYPES)
+def test_non_ascii(
+    fake_embeddings: CharacterEmbeddings,
+    distance_type: str,
+) -> None:
+    """Test support for non-ascii characters"""
+    with create_vector_store(fake_embeddings, distance_type=distance_type) as store:
+        store.put(("user_123", "memories"), "1", {"text": "这是中文"})  # Chinese
+        store.put(
+            ("user_123", "memories"), "2", {"text": "これは日本語です"}
+        )  # Japanese
+        store.put(("user_123", "memories"), "3", {"text": "이건 한국어야"})  # Korean
+        store.put(("user_123", "memories"), "4", {"text": "Это русский"})  # Russian
+        store.put(("user_123", "memories"), "5", {"text": "यह रूसी है"})  # Hindi
+
+        result1 = store.search(("user_123", "memories"), query="这是中文")
+        result2 = store.search(("user_123", "memories"), query="これは日本語です")
+        result3 = store.search(("user_123", "memories"), query="이건 한국어야")
+        result4 = store.search(("user_123", "memories"), query="Это русский")
+        result5 = store.search(("user_123", "memories"), query="यह रूसी है")
+
+        assert result1[0].key == "1"
+        assert result2[0].key == "2"
+        assert result3[0].key == "3"
+        assert result4[0].key == "4"
+        assert result5[0].key == "5"
@@ -238,7 +238,7 @@ def get_text_at_path(obj: Any, path: str | list[str]) -> list[str]:
        - Nested paths in multi-field: "{field1,nested.field2}"
    """
    if not path or path == "$":
-        return [json.dumps(obj, sort_keys=True)]
+        return [json.dumps(obj, sort_keys=True, ensure_ascii=False)]

    tokens = tokenize_path(path) if isinstance(path, str) else path

@@ -249,7 +249,7 @@ def get_text_at_path(obj: Any, path: str | list[str]) -> list[str]:
            elif obj is None:
                return []
            elif isinstance(obj, (list, dict)):
-                return [json.dumps(obj, sort_keys=True)]
+                return [json.dumps(obj, sort_keys=True, ensure_ascii=False)]
            return []

        token = tokens[pos]
@@ -295,7 +295,11 @@ def get_text_at_path(obj: Any, path: str | list[str]) -> list[str]:
                        if isinstance(current_obj, (str, int, float, bool)):
                            results.append(str(current_obj))
                        elif isinstance(current_obj, (list, dict)):
-                            results.append(json.dumps(current_obj, sort_keys=True))
+                            results.append(
+                                json.dumps(
+                                    current_obj, sort_keys=True, ensure_ascii=False
+                                )
+                            )

        # Handle wildcard
        elif token == "*":
@@ -5,12 +5,13 @@ import time
 import pytest
 import redis

+from langgraph.cache.base import FullKey
 from langgraph.cache.redis import RedisCache


 class TestRedisCache:
    @pytest.fixture(autouse=True)
-    def setup(self):
+    def setup(self) -> None:
        """Set up test Redis client and cache."""
        self.client = redis.Redis(
            host="localhost", port=6379, db=0, decode_responses=False
@@ -20,21 +21,21 @@ class TestRedisCache:
        except redis.ConnectionError:
            pytest.skip("Redis server not available")

-        self.cache = RedisCache(self.client, prefix="test:cache:")
+        self.cache: RedisCache = RedisCache(self.client, prefix="test:cache:")

        # Clean up before each test
        self.client.flushdb()

-    def teardown_method(self):
+    def teardown_method(self) -> None:
        """Clean up after each test."""
        try:
            self.client.flushdb()
        except Exception:
            pass

-    def test_basic_set_and_get(self):
+    def test_basic_set_and_get(self) -> None:
        """Test basic set and get operations."""
-        keys = [(("graph", "node"), "key1")]
+        keys: list[FullKey] = [(("graph", "node"), "key1")]
        values = {keys[0]: ({"result": 42}, None)}

        # Set value
@@ -45,9 +46,9 @@ class TestRedisCache:
        assert len(result) == 1
        assert result[keys[0]] == {"result": 42}

-    def test_batch_operations(self):
+    def test_batch_operations(self) -> None:
        """Test batch set and get operations."""
-        keys = [
+        keys: list[FullKey] = [
            (("graph", "node1"), "key1"),
            (("graph", "node2"), "key2"),
            (("other", "node"), "key3"),
@@ -68,9 +69,9 @@ class TestRedisCache:
        assert result[keys[1]] == {"result": 2}
        assert result[keys[2]] == {"result": 3}

-    def test_ttl_behavior(self):
+    def test_ttl_behavior(self) -> None:
        """Test TTL (time-to-live) functionality."""
-        key = (("graph", "node"), "ttl_key")
+        key: FullKey = (("graph", "node"), "ttl_key")
        values = {key: ({"data": "expires_soon"}, 1)}  # 1 second TTL

        # Set with TTL
@@ -88,10 +89,10 @@ class TestRedisCache:
        result = self.cache.get([key])
        assert len(result) == 0

-    def test_namespace_isolation(self):
+    def test_namespace_isolation(self) -> None:
        """Test that different namespaces are isolated."""
-        key1 = (("graph1", "node"), "same_key")
-        key2 = (("graph2", "node"), "same_key")
+        key1: FullKey = (("graph1", "node"), "same_key")
+        key2: FullKey = (("graph2", "node"), "same_key")

        values = {key1: ({"graph": 1}, None), key2: ({"graph": 2}, None)}

@@ -101,9 +102,12 @@ class TestRedisCache:
        assert result[key1] == {"graph": 1}
        assert result[key2] == {"graph": 2}

-    def test_clear_all(self):
+    def test_clear_all(self) -> None:
        """Test clearing all cached values."""
-        keys = [(("graph", "node1"), "key1"), (("graph", "node2"), "key2")]
+        keys: list[FullKey] = [
+            (("graph", "node1"), "key1"),
+            (("graph", "node2"), "key2"),
+        ]
        values = {keys[0]: ({"result": 1}, None), keys[1]: ({"result": 2}, None)}

        self.cache.set(values)
@@ -119,9 +123,9 @@ class TestRedisCache:
        result = self.cache.get(keys)
        assert len(result) == 0

-    def test_clear_by_namespace(self):
+    def test_clear_by_namespace(self) -> None:
        """Test clearing cached values by namespace."""
-        keys = [
+        keys: list[FullKey] = [
            (("graph1", "node"), "key1"),
            (("graph2", "node"), "key2"),
            (("graph1", "other"), "key3"),
@@ -142,7 +146,7 @@ class TestRedisCache:
        assert len(result) == 1
        assert result[keys[1]] == {"result": 2}

-    def test_empty_operations(self):
+    def test_empty_operations(self) -> None:
        """Test behavior with empty keys/values."""
        # Empty get
        result = self.cache.get([])
@@ -151,27 +155,25 @@ class TestRedisCache:
        # Empty set
        self.cache.set({})  # Should not raise error

-    def test_nonexistent_keys(self):
+    def test_nonexistent_keys(self) -> None:
        """Test getting keys that don't exist."""
-        keys = [(("graph", "node"), "nonexistent")]
+        keys: list[FullKey] = [(("graph", "node"), "nonexistent")]
        result = self.cache.get(keys)
        assert len(result) == 0

    @pytest.mark.asyncio
-    async def test_async_operations(self):
+    async def test_async_operations(self) -> None:
        """Test async set and get operations with sync Redis client."""
        # Create sync Redis client and cache (like main integration tests)
-        client = redis.Redis(
-            host="localhost", port=6379, db=1, decode_responses=False
-        )
+        client = redis.Redis(host="localhost", port=6379, db=1, decode_responses=False)
        try:
            client.ping()
        except Exception:
            pytest.skip("Redis not available")

-        cache = RedisCache(client, prefix="test:async:")
+        cache: RedisCache = RedisCache(client, prefix="test:async:")

-        keys = [(("graph", "node"), "async_key")]
+        keys: list[FullKey] = [(("graph", "node"), "async_key")]
        values = {keys[0]: ({"async": True}, None)}

        # Async set (delegates to sync)
@@ -186,20 +188,18 @@ class TestRedisCache:
        client.flushdb()

    @pytest.mark.asyncio
-    async def test_async_clear(self):
+    async def test_async_clear(self) -> None:
        """Test async clear operations with sync Redis client."""
        # Create sync Redis client and cache (like main integration tests)
-        client = redis.Redis(
-            host="localhost", port=6379, db=1, decode_responses=False
-        )
+        client = redis.Redis(host="localhost", port=6379, db=1, decode_responses=False)
        try:
            client.ping()
        except Exception:
            pytest.skip("Redis not available")

-        cache = RedisCache(client, prefix="test:async:")
+        cache: RedisCache = RedisCache(client, prefix="test:async:")

-        keys = [(("graph", "node"), "key")]
+        keys: list[FullKey] = [(("graph", "node"), "key")]
        values = {keys[0]: ({"data": "test"}, None)}

        await cache.aset(values)
@@ -218,44 +218,44 @@ class TestRedisCache:
        # Cleanup
        client.flushdb()

-    def test_redis_unavailable_get(self):
+    def test_redis_unavailable_get(self) -> None:
        """Test behavior when Redis is unavailable during get operations."""
        # Create cache with non-existent Redis server
        bad_client = redis.Redis(
            host="nonexistent", port=9999, socket_connect_timeout=0.1
        )
-        cache = RedisCache(bad_client, prefix="test:cache:")
+        cache: RedisCache = RedisCache(bad_client, prefix="test:cache:")

-        keys = [(("graph", "node"), "key")]
+        keys: list[FullKey] = [(("graph", "node"), "key")]
        result = cache.get(keys)

        # Should return empty dict when Redis unavailable
        assert result == {}

-    def test_redis_unavailable_set(self):
+    def test_redis_unavailable_set(self) -> None:
        """Test behavior when Redis is unavailable during set operations."""
        # Create cache with non-existent Redis server
        bad_client = redis.Redis(
            host="nonexistent", port=9999, socket_connect_timeout=0.1
        )
-        cache = RedisCache(bad_client, prefix="test:cache:")
+        cache: RedisCache = RedisCache(bad_client, prefix="test:cache:")

-        keys = [(("graph", "node"), "key")]
+        keys: list[FullKey] = [(("graph", "node"), "key")]
        values = {keys[0]: ({"data": "test"}, None)}

        # Should not raise exception when Redis unavailable
        cache.set(values)  # Should silently fail

    @pytest.mark.asyncio
-    async def test_redis_unavailable_async(self):
+    async def test_redis_unavailable_async(self) -> None:
        """Test async behavior when Redis is unavailable."""
        # Create sync cache with non-existent Redis server (like main integration tests)
        bad_client = redis.Redis(
            host="nonexistent", port=9999, socket_connect_timeout=0.1
        )
-        cache = RedisCache(bad_client, prefix="test:cache:")
+        cache: RedisCache = RedisCache(bad_client, prefix="test:cache:")

-        keys = [(("graph", "node"), "key")]
+        keys: list[FullKey] = [(("graph", "node"), "key")]
        values = {keys[0]: ({"data": "test"}, None)}

        # Should return empty dict for get (delegates to sync)
@@ -265,10 +265,10 @@ class TestRedisCache:
        # Should not raise exception for set (delegates to sync)
        await cache.aset(values)  # Should silently fail

-    def test_corrupted_data_handling(self):
+    def test_corrupted_data_handling(self) -> None:
        """Test handling of corrupted data in Redis."""
        # Set some valid data first
-        keys = [(("graph", "node"), "valid_key")]
+        keys: list[FullKey] = [(("graph", "node"), "valid_key")]
        values = {keys[0]: ({"data": "valid"}, None)}
        self.cache.set(values)

@@ -277,33 +277,36 @@ class TestRedisCache:
        self.client.set(corrupted_key, b"invalid:data:format:too:many:colons")

        # Should skip corrupted entry and return only valid ones
-        all_keys = [keys[0], (("graph", "node"), "corrupted_key")]
+        all_keys: list[FullKey] = [keys[0], (("graph", "node"), "corrupted_key")]
        result = self.cache.get(all_keys)

        assert len(result) == 1
        assert result[keys[0]] == {"data": "valid"}

-    def test_key_parsing_edge_cases(self):
+    def test_key_parsing_edge_cases(self) -> None:
        """Test key parsing with edge cases."""
        # Test empty namespace
-        key1 = ((), "empty_ns")
+        key1: FullKey = ((), "empty_ns")
        values = {key1: ({"data": "empty_ns"}, None)}
        self.cache.set(values)
        result = self.cache.get([key1])
        assert result[key1] == {"data": "empty_ns"}

        # Test namespace with special characters
-        key2 = (("graph:with:colons", "node-with-dashes"), "key_with_underscores")
+        key2: FullKey = (
+            ("graph:with:colons", "node-with-dashes"),
+            "key_with_underscores",
+        )
        values = {key2: ({"data": "special_chars"}, None)}
        self.cache.set(values)
        result = self.cache.get([key2])
        assert result[key2] == {"data": "special_chars"}

-    def test_large_data_serialization(self):
+    def test_large_data_serialization(self) -> None:
        """Test handling of large data objects."""
        # Create a large data structure
        large_data = {"large_list": list(range(1000)), "nested": {"data": "x" * 1000}}
-        key = (("graph", "node"), "large_key")
+        key: FullKey = (("graph", "node"), "large_key")
        values = {key: (large_data, None)}

        self.cache.set(values)
@@ -1021,3 +1021,27 @@ async def test_embed_with_path(fake_embeddings: CharacterEmbeddings) -> None:
    assert len(results) == 3
    doc5_result = next(r for r in results if r.key == "doc5")
    assert doc5_result.score is None
+
+
+def test_non_ascii(fake_embeddings: CharacterEmbeddings) -> None:
+    """Test support for non-ascii characters"""
+    store = InMemoryStore(
+        index={"dims": fake_embeddings.dims, "embed": fake_embeddings}
+    )
+    store.put(("user_123", "memories"), "1", {"text": "这是中文"})  # Chinese
+    store.put(("user_123", "memories"), "2", {"text": "これは日本語です"})  # Japanese
+    store.put(("user_123", "memories"), "3", {"text": "이건 한국어야"})  # Korean
+    store.put(("user_123", "memories"), "4", {"text": "Это русский"})  # Russian
+    store.put(("user_123", "memories"), "5", {"text": "यह रूसी है"})  # Hindi
+
+    result1 = store.search(("user_123", "memories"), query="这是中文")
+    result2 = store.search(("user_123", "memories"), query="これは日本語です")
+    result3 = store.search(("user_123", "memories"), query="이건 한국어야")
+    result4 = store.search(("user_123", "memories"), query="Это русский")
+    result5 = store.search(("user_123", "memories"), query="यह रूसी है")
+
+    assert result1[0].key == "1"
+    assert result2[0].key == "2"
+    assert result3[0].key == "3"
+    assert result4[0].key == "4"
+    assert result5[0].key == "5"
@@ -4,8 +4,9 @@
 # TESTING AND COVERAGE
 ######################

+TEST?= "tests/unit_tests"
 test:
-	uv run pytest tests/unit_tests
+	uv run pytest $(TEST)
 test-integration:
 	uv run pytest tests/integration_tests

@@ -1,10 +1,3 @@
 OPENAI_API_KEY=placeholder
 ANTHROPIC_API_KEY=placeholder
 TAVILY_API_KEY=placeholder
-LANGCHAIN_TRACING_V2=false
-LANGCHAIN_ENDPOINT=placeholder
-LANGCHAIN_API_KEY=placeholder
-LANGCHAIN_PROJECT=placeholder
-LANGGRAPH_AUTH_TYPE=noop
-LANGSMITH_AUTH_ENDPOINT=placeholder
-LANGSMITH_TENANT_ID=placeholder
@@ -0,0 +1,95 @@
+from collections.abc import Sequence
+from typing import Annotated, Literal, TypedDict
+
+from langchain.chat_models import init_chat_model
+from langchain_community.tools.tavily_search import TavilySearchResults
+from langchain_core.messages import BaseMessage
+from langchain_openai import ChatOpenAI
+from langgraph.graph import END, StateGraph, add_messages
+from langgraph.prebuilt import ToolNode
+
+tools = [TavilySearchResults(max_results=1)]
+
+model_anth = init_chat_model("claude-3-7-sonnet-20250219", model_provider="anthropic")
+model_oai = ChatOpenAI(temperature=0)
+
+model_anth = model_anth.bind_tools(tools)
+model_oai = model_oai.bind_tools(tools)
+
+
+class AgentState(TypedDict):
+    messages: Annotated[Sequence[BaseMessage], add_messages]
+
+
+# Define the function that determines whether to continue or not
+def should_continue(state):
+    messages = state["messages"]
+    last_message = messages[-1]
+    # If there are no tool calls, then we finish
+    if not last_message.tool_calls:
+        return "end"
+    # Otherwise if there is, we continue
+    else:
+        return "continue"
+
+
+# Define the function that calls the model
+def call_model(state, config):
+    if config["configurable"].get("model", "anthropic") == "anthropic":
+        model = model_anth
+    else:
+        model = model_oai
+    messages = state["messages"]
+    response = model.invoke(messages)
+    # We return a list, because this will get added to the existing list
+    return {"messages": [response]}
+
+
+# Define the function to execute tools
+tool_node = ToolNode(tools)
+
+
+class ContextSchema(TypedDict):
+    model: Literal["anthropic", "openai"]
+
+
+# Define a new graph
+workflow = StateGraph(AgentState, context_schema=ContextSchema)
+
+# Define the two nodes we will cycle between
+workflow.add_node("agent", call_model)
+workflow.add_node("action", tool_node)
+
+# Set the entrypoint as `agent`
+# This means that this node is the first one called
+workflow.set_entry_point("agent")
+
+# We now add a conditional edge
+workflow.add_conditional_edges(
+    # First, we define the start node. We use `agent`.
+    # This means these are the edges taken after the `agent` node is called.
+    "agent",
+    # Next, we pass in the function that will determine which node is called next.
+    should_continue,
+    # Finally we pass in a mapping.
+    # The keys are strings, and the values are other nodes.
+    # END is a special node marking that the graph should finish.
+    # What will happen is we will call `should_continue`, and then the output of that
+    # will be matched against the keys in this mapping.
+    # Based on which one it matches, that node will then be called.
+    {
+        # If `tools`, then we call the tool node.
+        "continue": "action",
+        # Otherwise we finish.
+        "end": END,
+    },
+)
+
+# We now add a normal edge from `tools` to `agent`.
+# This means that after `tools` is called, `agent` node is called next.
+workflow.add_edge("action", "agent")
+
+# Finally, we compile it!
+# This compiles it into a LangChain Runnable,
+# meaning you can use it as you would any other runnable
+graph = workflow.compile()
@@ -0,0 +1,11 @@
+{
+    "python_version": "3.12",
+    "dependencies": [
+      "."
+    ],
+    "graphs": {
+      "agent": "./agent.py:graph"
+    },
+    "env": "../.env"
+  }
+  
@@ -0,0 +1,6 @@
+requests
+langchain_anthropic
+langchain_openai
+langchain_community
+langchain
+langgraph==1.0.0a2
@@ -7,6 +7,7 @@ from langchain_core.messages import BaseMessage
 from langchain_openai import ChatOpenAI
 from langgraph.graph import END, StateGraph, add_messages
 from langgraph.prebuilt import ToolNode
+from langgraph.runtime import Runtime

 tools = [TavilySearchResults(max_results=1)]

@@ -17,6 +18,10 @@ model_anth = model_anth.bind_tools(tools)
 model_oai = model_oai.bind_tools(tools)


+class AgentContext(TypedDict):
+    model: Literal["anthropic", "openai"]
+
+
 class AgentState(TypedDict):
    messages: Annotated[Sequence[BaseMessage], add_messages]

@@ -34,8 +39,8 @@ def should_continue(state):


 # Define the function that calls the model
-def call_model(state, config):
-    if config["configurable"].get("model", "anthropic") == "anthropic":
+def call_model(state, runtime: Runtime[AgentContext]):
+    if runtime.context.get("model", "anthropic") == "anthropic":
        model = model_anth
    else:
        model = model_oai
@@ -49,12 +54,8 @@ def call_model(state, config):
 tool_node = ToolNode(tools)


-class ContextSchema(TypedDict):
-    model: Literal["anthropic", "openai"]
-
-
 # Define a new graph
-workflow = StateGraph(AgentState, context_schema=ContextSchema)
+workflow = StateGraph(AgentState, context_schema=AgentContext)

 # Define the two nodes we will cycle between
 workflow.add_node("agent", call_model)
@@ -1,6 +1,6 @@
 from collections.abc import Sequence
 from pathlib import Path
-from typing import Annotated, TypedDict
+from typing import Annotated, Literal, TypedDict

 from langchain_anthropic import ChatAnthropic
 from langchain_community.tools.tavily_search import TavilySearchResults
@@ -8,6 +8,7 @@ from langchain_core.messages import BaseMessage
 from langchain_openai import ChatOpenAI
 from langgraph.graph import END, StateGraph, add_messages
 from langgraph.prebuilt import ToolNode
+from langgraph.runtime import Runtime

 tools = [TavilySearchResults(max_results=1)]

@@ -21,6 +22,10 @@ prompt = open(Path(__file__).parent.parent / "prompt.txt").read()
 subprompt = open(Path(__file__).parent / "subprompt.txt").read()


+class AgentContext(TypedDict):
+    model: Literal["anthropic", "openai"]
+
+
 class AgentState(TypedDict):
    messages: Annotated[Sequence[BaseMessage], add_messages]

@@ -38,8 +43,8 @@ def should_continue(state):


 # Define the function that calls the model
-def call_model(state, config):
-    if config["configurable"].get("model", "anthropic") == "anthropic":
+def call_model(state, runtime: Runtime[AgentContext]):
+    if runtime.context.get("model", "anthropic") == "anthropic":
        model = model_anth
    else:
        model = model_oai
@@ -52,9 +57,8 @@ def call_model(state, config):
 # Define the function to execute tools
 tool_node = ToolNode(tools)

-
 # Define a new graph
-workflow = StateGraph(AgentState)
+workflow = StateGraph(AgentState, context_schema=AgentContext)

 # Define the two nodes we will cycle between
 workflow.add_node("agent", call_model)
@@ -1,6 +1,6 @@
 from collections.abc import Sequence
 from pathlib import Path
-from typing import Annotated, TypedDict
+from typing import Annotated, Literal, TypedDict

 from langchain_anthropic import ChatAnthropic
 from langchain_community.tools.tavily_search import TavilySearchResults
@@ -8,6 +8,7 @@ from langchain_core.messages import BaseMessage
 from langchain_openai import ChatOpenAI
 from langgraph.graph import END, StateGraph, add_messages
 from langgraph.prebuilt import ToolNode
+from langgraph.runtime import Runtime

 tools = [TavilySearchResults(max_results=1)]

@@ -21,6 +22,10 @@ prompt = open(Path(__file__).parent.parent / "prompt.txt").read()
 subprompt = open(Path(__file__).parent / "subprompt.txt").read()


+class AgentContext(TypedDict):
+    model: Literal["anthropic", "openai"]
+
+
 class AgentState(TypedDict):
    messages: Annotated[Sequence[BaseMessage], add_messages]

@@ -38,8 +43,8 @@ def should_continue(state):


 # Define the function that calls the model
-def call_model(state, config):
-    if config["configurable"].get("model", "anthropic") == "anthropic":
+def call_model(state, runtime: Runtime[AgentContext]):
+    if runtime.context.get("model", "anthropic") == "anthropic":
        model = model_anth
    else:
        model = model_oai
@@ -54,7 +59,7 @@ tool_node = ToolNode(tools)


 # Define a new graph
-workflow = StateGraph(AgentState)
+workflow = StateGraph(AgentState, context_schema=AgentContext)

 # Define the two nodes we will cycle between
 workflow.add_node("agent", call_model)
@@ -163,14 +163,7 @@ def generate_schema():

    # Add enum constraint for python_version
    if "python_version" in python_schema["properties"]:
-        python_schema["properties"]["python_version"]["enum"] = ["3.11", "3.12"]
-
-    # Add enum constraint for image_distro
-    if "image_distro" in python_schema["properties"]:
-        python_schema["properties"]["image_distro"]["anyOf"] = [
-            {"type": "string", "enum": ["debian", "wolfi"]},
-            {"type": "null"},
-        ]
+        python_schema["properties"]["python_version"]["enum"] = ["3.11", "3.12", "3.13"]

    # Create Node.js schema with node_version
    node_schema = {
@@ -0,0 +1,62 @@
+module.exports = {
+  extends: [
+    "eslint:recommended",
+    "prettier",
+    "plugin:@typescript-eslint/recommended",
+  ],
+  parserOptions: {
+    ecmaVersion: 12,
+    parser: "@typescript-eslint/parser",
+    project: "./tsconfig.json",
+    sourceType: "module",
+  },
+  plugins: ["import", "@typescript-eslint", "no-instanceof"],
+  ignorePatterns: [
+    ".eslintrc.cjs",
+    "scripts",
+    "src/utils/lodash/*",
+    "node_modules",
+    "dist",
+    "dist-cjs",
+    "*.js",
+    "*.cjs",
+    "*.d.ts",
+  ],
+  rules: {
+    "no-process-env": 2,
+    "no-instanceof/no-instanceof": 2,
+    "@typescript-eslint/explicit-module-boundary-types": 0,
+    "@typescript-eslint/no-empty-function": 0,
+    "@typescript-eslint/no-shadow": 0,
+    "@typescript-eslint/no-empty-interface": 0,
+    "@typescript-eslint/no-use-before-define": ["error", "nofunc"],
+    "@typescript-eslint/no-unused-vars": ["warn", { args: "none" }],
+    "@typescript-eslint/no-floating-promises": "error",
+    "@typescript-eslint/no-misused-promises": "error",
+    camelcase: 0,
+    "class-methods-use-this": 0,
+    "import/extensions": [2, "ignorePackages"],
+    "import/no-extraneous-dependencies": [
+      "error",
+      { devDependencies: ["**/*.test.ts"] },
+    ],
+    "import/no-unresolved": 0,
+    "import/prefer-default-export": 0,
+    "keyword-spacing": "error",
+    "max-classes-per-file": 0,
+    "max-len": 0,
+    "no-await-in-loop": 0,
+    "no-bitwise": 0,
+    "no-console": 0,
+    "no-restricted-syntax": 0,
+    "no-shadow": 0,
+    "no-continue": 0,
+    "no-underscore-dangle": 0,
+    "no-use-before-define": 0,
+    "no-useless-constructor": 0,
+    "no-return-await": 0,
+    "consistent-return": 0,
+    "no-else-return": 0,
+    "new-cap": ["error", { properties: false, capIsNew: false }],
+  },
+};
@@ -0,0 +1,7 @@
+{
+  "node_version": "20",
+  "graphs": {
+    "agent": "./src/graph.ts:graph"
+  },
+  "env": "../../.env"
+}
@@ -0,0 +1,18 @@
+{
+  "name": "@js-monorepo-example/agent",
+  "version": "0.0.1",
+  "type": "module",
+  "main": "src/graph.ts",
+  "scripts": {
+    "build": "tsc",
+    "clean": "rm -rf dist"
+  },
+  "dependencies": {
+    "@js-monorepo-example/shared": "*",
+    "@langchain/core": "^0.3.2",
+    "@langchain/langgraph": "^0.2.5"
+  },
+  "devDependencies": {
+    "typescript": "^5.3.3"
+  }
+}
@@ -0,0 +1,47 @@
+/**
+ * Simple LangGraph.js example for monorepo testing
+ */
+import { StateGraph } from "@langchain/langgraph";
+import { RunnableConfig } from "@langchain/core/runnables";
+import { StateAnnotation } from "./state.js";
+import { getGreeting } from "@js-monorepo-example/shared";
+
+/**
+ * Simple node that uses the shared library
+ */
+const callModel = async (
+  state: typeof StateAnnotation.State,
+  _config: RunnableConfig,
+): Promise<typeof StateAnnotation.Update> => {
+  // Use functions from the shared library
+  const greeting = getGreeting();
+
+  return {
+    messages: [
+      {
+        role: "assistant",
+        content: `${greeting}`,
+      },
+    ],
+  };
+};
+
+/**
+ * Simple routing function
+ */
+export const route = (
+  state: typeof StateAnnotation.State,
+): "__end__" | "callModel" => {
+  if (state.messages.length > 0) {
+    return "__end__";
+  }
+  return "callModel";
+};
+
+// Create the graph
+const builder = new StateGraph(StateAnnotation)
+  .addNode("callModel", callModel)
+  .addEdge("__start__", "callModel")
+  .addConditionalEdges("callModel", route);
+
+export const graph = builder.compile();
@@ -0,0 +1,15 @@
+import { BaseMessage, BaseMessageLike } from "@langchain/core/messages";
+import { Annotation, messagesStateReducer } from "@langchain/langgraph";
+
+/**
+ * Simple state annotation for the agent
+ */
+export const StateAnnotation = Annotation.Root({
+  /**
+   * Messages track the primary execution state of the agent.
+   */
+  messages: Annotation<BaseMessage[], BaseMessageLike[]>({
+    reducer: messagesStateReducer,
+    default: () => [],
+  }),
+});
@@ -0,0 +1,9 @@
+{
+  "extends": "../../tsconfig.json",
+  "compilerOptions": {
+    "outDir": "./dist",
+    "rootDir": "./src"
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
@@ -0,0 +1,14 @@
+{
+  "name": "@js-monorepo-example/shared",
+  "version": "0.0.1",
+  "type": "module",
+  "main": "dist/index.js",
+  "types": "dist/index.d.ts",
+  "scripts": {
+    "build": "tsc",
+    "clean": "rm -rf dist"
+  },
+  "devDependencies": {
+    "typescript": "^5.3.3"
+  }
+}
@@ -0,0 +1,6 @@
+/**
+ * Simple utility functions for monorepo testing
+ */
+export function getGreeting(): string {
+  return "Hello from shared library!";
+}
@@ -0,0 +1,9 @@
+{
+  "extends": "../../tsconfig.json",
+  "compilerOptions": {
+    "outDir": "./dist",
+    "rootDir": "./src"
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
@@ -0,0 +1,34 @@
+{
+  "name": "js-monorepo-example",
+  "version": "0.0.1",
+  "packageManager": "yarn@1.22.22",
+  "description": "A simple monorepo example for LangGraph integration testing.",
+  "private": true,
+  "workspaces": [
+    "libs/*",
+    "apps/*"
+  ],
+  "type": "module",
+  "scripts": {
+    "build": "turbo build",
+    "clean": "turbo clean",
+    "test": "turbo test",
+    "format": "prettier --write .",
+    "lint": "eslint 'apps/**/*.ts' 'libs/**/*.ts'"
+  },
+  "devDependencies": {
+    "turbo": "^2.5.0",
+    "typescript": "^5.3.3",
+    "@tsconfig/recommended": "^1.0.7",
+    "@eslint/eslintrc": "^3.1.0",
+    "@eslint/js": "^9.9.1",
+    "eslint": "^8.41.0",
+    "eslint-config-prettier": "^8.8.0",
+    "eslint-plugin-import": "^2.27.5",
+    "eslint-plugin-no-instanceof": "^1.0.1",
+    "eslint-plugin-prettier": "^4.2.1",
+    "@typescript-eslint/eslint-plugin": "^5.59.8",
+    "@typescript-eslint/parser": "^5.59.8",
+    "prettier": "^3.3.3"
+  }
+}
@@ -0,0 +1,16 @@
+{
+  "extends": "@tsconfig/recommended",
+  "compilerOptions": {
+    "target": "ES2022",
+    "module": "ESNext",
+    "moduleResolution": "node",
+    "allowSyntheticDefaultImports": true,
+    "esModuleInterop": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "declaration": true,
+    "outDir": "./dist"
+  },
+  "include": ["apps/**/*", "libs/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
@@ -0,0 +1,15 @@
+{
+  "$schema": "https://turbo.build/schema.json",
+  "tasks": {
+    "build": {
+      "dependsOn": ["^build"],
+      "outputs": ["dist/**"]
+    },
+    "clean": {
+      "dependsOn": ["^clean"]
+    },
+    "test": {
+      "dependsOn": ["^test"]
+    }
+  }
+}
@@ -0,0 +1 @@
+__version__ = "0.4.2"
@@ -303,6 +303,8 @@ def _build(
    pull: bool,
    tag: str,
    passthrough: Sequence[str] = (),
+    install_command: Optional[str] = None,
+    build_command: Optional[str] = None,
 ):
    # pull latest images
    if pull:
@@ -322,22 +324,38 @@ def _build(
        "-t",
        tag,
    ]
+    # determine build context: use current directory for JS projects, config parent for Python
+    is_js_project = config_json.get("node_version") and not config_json.get(
+        "python_version"
+    )
+    # build/install commands only apply to JS projects for now
+    # without install/build command, JS projects will follow the old behavior
+    if is_js_project and (build_command or install_command):
+        build_context = str(pathlib.Path.cwd())
+    else:
+        build_context = str(config.parent)
+
    # apply config
    stdin, additional_contexts = langgraph_cli.config.config_to_docker(
-        config, config_json, base_image, api_version
+        config,
+        config_json,
+        base_image,
+        api_version,
+        install_command,
+        build_command,
+        build_context,
    )
    # add additional_contexts
    if additional_contexts:
        for k, v in additional_contexts.items():
            args.extend(["--build-context", f"{k}={v}"])
-    # run docker build
    runner.run(
        subp_exec(
            "docker",
            "build",
            *args,
            *passthrough,
-            str(config.parent),
+            build_context,
            input=stdin,
            verbose=True,
        )
@@ -366,6 +384,14 @@ def _build(
    "\n    --base-image langchain/langgraph-server:0.2  # Pin to a minor version (Python)",
 )
@OPT_API_VERSION
+@click.option(
+    "--install-command",
+    help="Custom install command to run from the build context root. If not provided, auto-detects based on package manager files.",
+)
+@click.option(
+    "--build-command",
+    help="Custom build command to run from the langgraph.json directory. If not provided, uses default build process.",
+)
@click.argument("docker_build_args", nargs=-1, type=click.UNPROCESSED)
@cli.command(
    help="📦 Build LangGraph API server Docker image.",
@@ -381,6 +407,8 @@ def build(
    api_version: Optional[str],
    pull: bool,
    tag: str,
+    install_command: Optional[str],
+    build_command: Optional[str],
 ):
    with Runner() as runner, Progress(message="Pulling...") as set:
        if shutil.which("docker") is None:
@@ -397,6 +425,8 @@ def build(
            pull,
            tag,
            docker_build_args,
+            install_command,
+            build_command,
        )


@@ -17,6 +17,9 @@ DEFAULT_PYTHON_VERSION = "3.11"
 DEFAULT_IMAGE_DISTRO = "debian"


+Distros = Literal["debian", "wolfi", "bullseye", "bookworm"]
+
+
 class TTLConfig(TypedDict, total=False):
    """Configuration for TTL (time-to-live) behavior in the store."""

@@ -354,6 +357,8 @@ class HttpConfig(TypedDict, total=False):

    You can include or exclude headers as configurable values to condition your
    agent's behavior or permissions on a request's headers."""
+    logging_headers: Optional[ConfigurableHeaderConfig]
+    """Optional. Defines which headers are excluded from logging."""


 class Config(TypedDict, total=False):
@@ -369,6 +374,13 @@ class Config(TypedDict, total=False):
    Must be >= 20 if provided.
    """

+    api_version: Optional[str]
+    """Optional. Which semantic version of the LangGraph API server to use.
+    
+    Defaults to latest. Check the
+    [changelog](https://docs.langchain.com/langgraph-platform/langgraph-server-changelog)
+    for more information."""
+
    _INTERNAL_docker_tag: Optional[str]
    """Optional. Internal use only.
    """
@@ -378,10 +390,11 @@ class Config(TypedDict, total=False):
    
    Defaults to langchain/langgraph-api or langchain/langgraphjs-api."""

-    image_distro: Optional[str]
+    image_distro: Optional[Distros]
    """Optional. Linux distribution for the base image.
    
-    Must be either 'debian' or 'wolfi'. If omitted, defaults to 'debian'.
+    Must be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.
+    If omitted, defaults to 'debian' ('latest').
    """

    pip_config_file: Optional[str]
@@ -587,13 +600,28 @@ def validate_config(config: Config) -> Config:
    )

    image_distro = config.get("image_distro", DEFAULT_IMAGE_DISTRO)
+    internal_docker_tag = config.get("_INTERNAL_docker_tag")
+    api_version = config.get("api_version")
+    if internal_docker_tag:
+        if api_version:
+            raise click.UsageError(
+                "Cannot specify both _INTERNAL_docker_tag and api_version."
+            )
+    if api_version:
+        try:
+            parts = tuple(map(int, api_version.split("-")[0].split(".")))
+            if len(parts) > 3:
+                raise ValueError(
+                    "Version must be major or major.minor or major.minor.patch."
+                )
+        except TypeError:
+            raise click.UsageError(f"Invalid version format: {api_version}") from None

    config = {
        "node_version": node_version,
        "python_version": python_version,
        "pip_config_file": config.get("pip_config_file"),
        "pip_installer": config.get("pip_installer", "auto"),
-        "_INTERNAL_docker_tag": config.get("_INTERNAL_docker_tag"),
        "base_image": config.get("base_image"),
        "image_distro": image_distro,
        "dependencies": config.get("dependencies", []),
@@ -608,6 +636,10 @@ def validate_config(config: Config) -> Config:
        "ui_config": config.get("ui_config"),
        "keep_pkg_tools": config.get("keep_pkg_tools"),
    }
+    if internal_docker_tag:
+        config["_INTERNAL_docker_tag"] = internal_docker_tag
+    if api_version:
+        config["api_version"] = api_version

    if config.get("node_version"):
        node_version = config["node_version"]
@@ -644,17 +676,17 @@ def validate_config(config: Config) -> Config:
                "Add at least one dependency to 'dependencies' list."
            )

-    if not config["graphs"]:
+    if not config.get("graphs"):
        raise click.UsageError(
            "No graphs found in config. Add at least one graph to 'graphs' dictionary."
        )

    # Validate image_distro config
    if image_distro := config.get("image_distro"):
-        if image_distro not in ["debian", "wolfi"]:
+        if image_distro not in Distros.__args__:
            raise click.UsageError(
                f"Invalid image_distro: '{image_distro}'. "
-                "Must be either 'debian' or 'wolfi'."
+                "Must be one of 'debian', 'bullseye', or 'bookworm'."
            )

    if pip_installer := config.get("pip_installer"):
@@ -881,10 +913,10 @@ def _assemble_local_deps(config_path: pathlib.Path, config: Config) -> LocalDeps
                        "Rename the directory to use it as flat-layout package."
                    )
                check_reserved(resolved.name, local_dep)
-                container_path = f"/deps/__outer_{resolved.name}/{resolved.name}"
+                container_path = f"/deps/outer-{resolved.name}/{resolved.name}"
            else:
                # src layout
-                container_path = f"/deps/__outer_{resolved.name}/src"
+                container_path = f"/deps/outer-{resolved.name}/src"
                for file in files:
                    rfile = resolved / file
                    if (
@@ -1224,7 +1256,7 @@ def python_config_to_docker(
        else:
            pip_installer = "pip"
    if pip_installer == "uv":
-        install_cmd = "uv pip install --system"
+        install_cmd = "uv pip install --system --prerelease=allow"
    elif pip_installer == "pip":
        install_cmd = "pip install"
    else:
@@ -1254,7 +1286,7 @@ def python_config_to_docker(
    if local_deps.pip_reqs:
        pip_reqs_str = os.linesep.join(
            (
-                f"COPY --from=__outer_{reqpath.name} requirements.txt {destpath}"
+                f"COPY --from=outer-{reqpath.name} requirements.txt {destpath}"
                if reqpath.parent in local_deps.additional_contexts
                else f"ADD {reqpath.relative_to(config_path.parent)} {destpath}"
            )
@@ -1273,7 +1305,7 @@ def python_config_to_docker(
    faux_pkgs_str = f"{os.linesep}{os.linesep}".join(
        (
            f"""# -- Adding non-package dependency {fullpath.name} --
-COPY --from=__outer_{fullpath.name} . {destpath}"""
+COPY --from=outer-{fullpath.name} . {destpath}"""
            if fullpath in local_deps.additional_contexts
            else f"""# -- Adding non-package dependency {fullpath.name} --
 ADD {relpath} {destpath}"""
@@ -1288,7 +1320,7 @@ RUN set -ex && \\
                '[build-system]' \\
                'requires = ["setuptools>=61"]' \\
                'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_{fullpath.name}/pyproject.toml; \\
+        echo "$line" >> /deps/outer-{fullpath.name}/pyproject.toml; \\
    done
 # -- End of non-package dependency {fullpath.name} --"""
        for fullpath, (relpath, destpath) in local_deps.faux_pkgs.items()
@@ -1391,7 +1423,7 @@ ADD {relpath} /deps/{name}
        if p in local_deps.real_pkgs:
            name = local_deps.real_pkgs[p][1]
        elif p in local_deps.faux_pkgs:
-            name = f"__outer_{p.name}"
+            name = f"outer-{p.name}"
        else:
            raise RuntimeError(f"Unknown additional context: {p}")
        additional_contexts[name] = str(p)
@@ -1404,9 +1436,28 @@ def node_config_to_docker(
    config: Config,
    base_image: str,
    api_version: Optional[str] = None,
+    install_command: Optional[str] = None,
+    build_command: Optional[str] = None,
+    build_context: Optional[str] = None,
 ) -> tuple[str, dict[str, str]]:
-    faux_path = f"/deps/{config_path.parent.name}"
-    install_cmd = _get_node_pm_install_cmd(config_path, config)
+    # Calculate paths for monorepo support
+    if build_context:
+        relative_workdir = _calculate_relative_workdir(config_path, build_context)
+        container_name = pathlib.Path(build_context).name
+        if relative_workdir:
+            faux_path = f"/deps/{container_name}/{relative_workdir}"
+        else:
+            faux_path = f"/deps/{container_name}"
+    else:
+        # Backward compatibility: use the original behavior
+        faux_path = f"/deps/{config_path.parent.name}"
+
+    # Use custom install command or auto-detect
+    if install_command:
+        install_cmd = install_command
+    else:
+        install_cmd = _get_node_pm_install_cmd(config_path, config)
+
    image_str = docker_tag(config, base_image, api_version)

    env_vars: list[str] = []
@@ -1433,20 +1484,35 @@ def node_config_to_docker(

    env_vars.append(f"ENV LANGSERVE_GRAPHS='{json.dumps(config['graphs'])}'")

+    # For monorepo support, we need to handle install and build commands differently
+    if build_context:
+        # Monorepo case: install from root, build from config directory
+        container_root = f"/deps/{pathlib.Path(build_context).name}"
+        install_step = f"RUN cd {container_root} && {install_cmd}"
+
+        if build_command:
+            build_step = f"RUN cd {faux_path} && {build_command}"
+        else:
+            build_step = 'RUN (test ! -f /api/langgraph_api/js/build.mts && echo "Prebuild script not found, skipping") || tsx /api/langgraph_api/js/build.mts'
+    else:
+        # Original behavior: everything happens in the same directory
+        install_step = f"RUN cd {faux_path} && {install_cmd}"
+        build_step = 'RUN (test ! -f /api/langgraph_api/js/build.mts && echo "Prebuild script not found, skipping") || tsx /api/langgraph_api/js/build.mts'
+
    docker_file_contents = [
        f"FROM {image_str}",
        "",
        os.linesep.join(config["dockerfile_lines"]),
        "",
-        f"ADD . {faux_path}",
+        f"ADD . {faux_path if not build_context else container_root}",
        "",
-        f"RUN cd {faux_path} && {install_cmd}",
+        install_step,
        "",
        os.linesep.join(env_vars),
        "",
        f"WORKDIR {faux_path}",
        "",
-        'RUN (test ! -f /api/langgraph_api/js/build.mts && echo "Prebuild script not found, skipping") || tsx /api/langgraph_api/js/build.mts',
+        build_step,
    ]

    return os.linesep.join(docker_file_contents), {}
@@ -1465,6 +1531,7 @@ def docker_tag(
    base_image: Optional[str] = None,
    api_version: Optional[str] = None,
 ) -> str:
+    api_version = api_version or config.get("api_version")
    base_image = base_image or default_base_image(config)

    image_distro = config.get("image_distro")
@@ -1473,9 +1540,6 @@ def docker_tag(
    if config.get("_INTERNAL_docker_tag"):
        return f"{base_image}:{config['_INTERNAL_docker_tag']}"

-    if "/langgraph-server" in base_image:
-        return f"{base_image}-py{config['python_version']}"
-
    # Build the standard tag format
    language, version = None, None
    if config.get("node_version") and not config.get("python_version"):
@@ -1488,22 +1552,50 @@ def docker_tag(
    # Prepend API version if provided
    if api_version:
        full_tag = f"{api_version}-{language}{version_distro_tag}"
+    elif "/langgraph-server" in base_image and version_distro_tag not in base_image:
+        return f"{base_image}-{language}{version_distro_tag}"
    else:
        full_tag = version_distro_tag

    return f"{base_image}:{full_tag}"


+def _calculate_relative_workdir(config_path: pathlib.Path, build_context: str) -> str:
+    """Calculate the relative path from build context to langgraph.json directory."""
+    config_dir = config_path.parent.resolve()
+    build_context_path = pathlib.Path(build_context).resolve()
+
+    try:
+        relative_path = config_dir.relative_to(build_context_path)
+        return str(relative_path) if str(relative_path) != "." else ""
+    except ValueError as _:
+        raise ValueError(
+            f"Configuration file {config_path} is not under the build context {build_context}. "
+            f"Please run the command from a directory that contains your langgraph.json file, "
+        ) from None
+
+
 def config_to_docker(
    config_path: pathlib.Path,
    config: Config,
    base_image: Optional[str] = None,
    api_version: Optional[str] = None,
+    install_command: Optional[str] = None,
+    build_command: Optional[str] = None,
+    build_context: Optional[str] = None,
 ) -> tuple[str, dict[str, str]]:
    base_image = base_image or default_base_image(config)

    if config.get("node_version") and not config.get("python_version"):
-        return node_config_to_docker(config_path, config, base_image, api_version)
+        return node_config_to_docker(
+            config_path,
+            config,
+            base_image,
+            api_version,
+            install_command,
+            build_command,
+            build_context,
+        )

    return python_config_to_docker(config_path, config, base_image, api_version)

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph-cli"
-version = "0.3.6"
+dynamic = ["version"]
 description = "CLI for interacting with LangGraph API"
 authors = []
 requires-python = ">=3.9"
@@ -15,11 +15,12 @@ dependencies = [
    "click>=8.1.7",
    "langgraph-sdk>=0.1.0 ; python_version >= '3.11'",
 ]
-
+[tool.hatch.version]
+path = "langgraph_cli/__init__.py"
 [project.optional-dependencies]
 inmem = [
-    "langgraph-api>=0.2.67,<0.3.0 ; python_version >= '3.11'",
-    "langgraph-runtime-inmem>=0.6.0 ; python_version >= '3.11'",
+    "langgraph-api>=0.3,<0.5.0 ; python_version >= '3.11'",
+    "langgraph-runtime-inmem>=0.7 ; python_version >= '3.11'",
    "python-dotenv>=0.8.0",
 ]

@@ -0,0 +1,7 @@
+{
+  "dependencies": [".", "../../libs/shared", "../../libs/common"],
+  "graphs": {
+    "agent": "./src/agent/graph.py:graph"
+  },
+  "env": ".env"
+}
@@ -0,0 +1,19 @@
+[project]
+name = "agent"
+version = "0.0.1"
+description = "Agent for the Python monorepo"
+authors = [
+    { name = "Developer", email = "dev@example.com" },
+]
+license = { text = "MIT" }
+requires-python = ">=3.11,<4.0"
+
+[build-system]
+requires = ["setuptools>=73.0.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools]
+packages = ["agent"]
+
+[tool.setuptools.package-dir]
+"agent" = "src/agent"
@@ -0,0 +1 @@
+"""Agent package."""
@@ -0,0 +1,40 @@
+"""Simple LangGraph agent for monorepo testing."""
+
+from common import get_common_prefix
+from langchain_core.messages import AIMessage
+from langgraph.graph import END, START, StateGraph
+from shared import get_dummy_message
+
+from agent.state import State
+
+
+def call_model(state: State) -> dict:
+    """Simple node that uses the shared libraries."""
+    # Use functions from both shared packages
+    dummy_message = get_dummy_message()
+    prefix = get_common_prefix()
+
+    message = AIMessage(content=f"{prefix} Agent says: {dummy_message}")
+
+    return {"messages": [message]}
+
+
+def should_continue(state: State):
+    """Conditional edge - end after first message."""
+    messages = state["messages"]
+    if len(messages) > 0:
+        return END
+    return "call_model"
+
+
+# Build the graph
+workflow = StateGraph(State)
+
+# Add the node
+workflow.add_node("call_model", call_model)
+
+# Add edges
+workflow.add_edge(START, "call_model")
+workflow.add_conditional_edges("call_model", should_continue)
+
+graph = workflow.compile()
@@ -0,0 +1,13 @@
+"""State definition for the agent."""
+
+from collections.abc import Sequence
+from typing import Annotated, TypedDict
+
+from langchain_core.messages import BaseMessage
+from langgraph.graph.message import add_messages
+
+
+class State(TypedDict):
+    """The state of the agent."""
+
+    messages: Annotated[Sequence[BaseMessage], add_messages]
@@ -0,0 +1,5 @@
+"""Common helper functions package."""
+
+from .helpers import get_common_prefix
+
+__all__ = ["get_common_prefix"]
@@ -0,0 +1,6 @@
+"""Common helper functions."""
+
+
+def get_common_prefix() -> str:
+    """Get a common prefix for messages."""
+    return "[COMMON]"
@@ -0,0 +1,20 @@
+[project]
+name = "shared"
+version = "0.0.1"
+description = "Shared utilities for the Python monorepo"
+authors = [
+    { name = "Developer", email = "dev@example.com" },
+]
+license = { text = "MIT" }
+requires-python = ">=3.11,<4.0"
+dependencies = []
+
+[build-system]
+requires = ["setuptools>=73.0.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools]
+packages = ["shared"]
+
+[tool.setuptools.package-dir]
+"shared" = "src/shared"
@@ -0,0 +1,5 @@
+"""Shared utilities package."""
+
+from .utils import get_dummy_message
+
+__all__ = ["get_dummy_message"]
@@ -0,0 +1,6 @@
+"""Shared utility functions."""
+
+
+def get_dummy_message() -> str:
+    """Get a dummy message for testing."""
+    return "Hello from shared library!"
@@ -0,0 +1,46 @@
+[project]
+name = "python-monorepo-example"
+version = "0.0.1"
+description = "A Python monorepo example with LangGraph agents and shared packages"
+authors = [
+    { name = "Developer", email = "dev@example.com" },
+]
+license = { text = "MIT" }
+requires-python = ">=3.11,<4.0"
+dependencies = [
+    "langgraph>=0.6.0,<0.7.0",
+    "langchain-core>=0.2.14",
+]
+
+[tool.uv.workspace]
+members = ["apps/*", "libs/shared"]
+
+[tool.uv.sources]
+shared = { workspace = true }
+
+[project.optional-dependencies]
+dev = ["mypy>=1.11.1", "ruff>=0.6.1"]
+
+[build-system]
+requires = ["setuptools>=73.0.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[tool.ruff]
+lint.select = [
+    "E",    # pycodestyle
+    "F",    # pyflakes
+    "I",    # isort
+    "D",    # pydocstyle
+    "UP",
+]
+lint.ignore = [
+    "D100",  # Missing docstring in public module
+    "D101",  # Missing docstring in public class
+    "D102",  # Missing docstring in public method
+    "D103",  # Missing docstring in public function
+    "D104",  # Missing docstring in public package
+    "D105",  # Missing docstring in magic method
+]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
@@ -15,7 +15,8 @@
              "description": "Optional. Python version in 'major.minor' format (e.g. '3.11').\nMust be at least 3.11 or greater for this deployment to function properly.\n",
              "enum": [
                "3.11",
-                "3.12"
+                "3.12",
+                "3.13"
              ]
            },
            "pip_config_file": {
@@ -40,6 +41,17 @@
              ],
              "description": "Optional. Internal use only.\n"
            },
+            "api_version": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Which semantic version of the LangGraph API server to use.\n\nDefaults to latest. Check the\nfor more information.\n"
+            },
            "auth": {
              "anyOf": [
                {
@@ -122,8 +134,9 @@
            "image_distro": {
              "anyOf": [
                {
-                  "type": "string",
                  "enum": [
+                    "bookworm",
+                    "bullseye",
                    "debian",
                    "wolfi"
                  ]
@@ -132,7 +145,7 @@
                  "type": "null"
                }
              ],
-              "description": "Optional. Linux distribution for the base image.\n\nMust be either 'debian' or 'wolfi'. If omitted, defaults to 'debian'.\n"
+              "description": "Optional. Linux distribution for the base image.\n\nMust be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.\nIf omitted, defaults to 'debian' ('latest').\n"
            },
            "keep_pkg_tools": {
              "anyOf": [
@@ -221,6 +234,17 @@
              ],
              "description": "Optional. Internal use only.\n"
            },
+            "api_version": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Which semantic version of the LangGraph API server to use.\n\nDefaults to latest. Check the\nfor more information.\n"
+            },
            "auth": {
              "anyOf": [
                {
@@ -313,7 +337,7 @@
                  "type": "null"
                }
              ],
-              "description": "Optional. Linux distribution for the base image.\n\nMust be either 'debian' or 'wolfi'. If omitted, defaults to 'debian'.\n"
+              "description": "Optional. Linux distribution for the base image.\n\nMust be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.\nIf omitted, defaults to 'debian' ('latest').\n"
            },
            "keep_pkg_tools": {
              "anyOf": [
@@ -552,6 +576,17 @@
        "disable_threads": {
          "type": "boolean",
          "description": "Optional. If True, /threads routes are removed.\n\nDefault is False.\n"
+        },
+        "logging_headers": {
+          "anyOf": [
+            {
+              "$ref": "#/$defs/ConfigurableHeaderConfig"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Optional. Defines which headers are excluded from logging."
        }
      },
      "required": []
@@ -15,7 +15,8 @@
              "description": "Optional. Python version in 'major.minor' format (e.g. '3.11').\nMust be at least 3.11 or greater for this deployment to function properly.\n",
              "enum": [
                "3.11",
-                "3.12"
+                "3.12",
+                "3.13"
              ]
            },
            "pip_config_file": {
@@ -40,6 +41,17 @@
              ],
              "description": "Optional. Internal use only.\n"
            },
+            "api_version": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Which semantic version of the LangGraph API server to use.\n\nDefaults to latest. Check the\nfor more information.\n"
+            },
            "auth": {
              "anyOf": [
                {
@@ -122,8 +134,9 @@
            "image_distro": {
              "anyOf": [
                {
-                  "type": "string",
                  "enum": [
+                    "bookworm",
+                    "bullseye",
                    "debian",
                    "wolfi"
                  ]
@@ -132,7 +145,7 @@
                  "type": "null"
                }
              ],
-              "description": "Optional. Linux distribution for the base image.\n\nMust be either 'debian' or 'wolfi'. If omitted, defaults to 'debian'.\n"
+              "description": "Optional. Linux distribution for the base image.\n\nMust be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.\nIf omitted, defaults to 'debian' ('latest').\n"
            },
            "keep_pkg_tools": {
              "anyOf": [
@@ -221,6 +234,17 @@
              ],
              "description": "Optional. Internal use only.\n"
            },
+            "api_version": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Which semantic version of the LangGraph API server to use.\n\nDefaults to latest. Check the\nfor more information.\n"
+            },
            "auth": {
              "anyOf": [
                {
@@ -313,7 +337,7 @@
                  "type": "null"
                }
              ],
-              "description": "Optional. Linux distribution for the base image.\n\nMust be either 'debian' or 'wolfi'. If omitted, defaults to 'debian'.\n"
+              "description": "Optional. Linux distribution for the base image.\n\nMust be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.\nIf omitted, defaults to 'debian' ('latest').\n"
            },
            "keep_pkg_tools": {
              "anyOf": [
@@ -552,6 +576,17 @@
        "disable_threads": {
          "type": "boolean",
          "description": "Optional. If True, /threads routes are removed.\n\nDefault is False.\n"
+        },
+        "logging_headers": {
+          "anyOf": [
+            {
+              "$ref": "#/$defs/ConfigurableHeaderConfig"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Optional. Defines which headers are excluded from logging."
        }
      },
      "required": []
@@ -15,7 +15,7 @@ from langgraph_cli.docker import DEFAULT_POSTGRES_URI, DockerCapabilities, Versi
 from langgraph_cli.util import clean_empty_lines

 FORMATTED_CLEANUP_LINES = _get_pip_cleanup_lines(
-    install_cmd="uv pip install --system",
+    install_cmd="uv pip install --system --prerelease=allow",
    to_uninstall=("pip", "setuptools", "wheel"),
    pip_installer="uv",
 )
@@ -149,7 +149,7 @@ services:
                COPY --from=cli_1 . /deps/cli_1
                # -- End of local package ../../.. --
                # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                # -- End of local dependencies install --
                ENV LANGSERVE_GRAPHS='{{"agent": "agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
@@ -381,7 +381,9 @@ def test_dockerfile_command_with_base_image() -> None:
        assert save_path.exists()
        with open(save_path) as f:
            dockerfile = f.read()
-            assert re.match("FROM langchain/langgraph-server:0.2-py3.*", dockerfile)
+            assert re.match("FROM langchain/langgraph-server:0.2-py3.*", dockerfile), (
+                "\n".join(dockerfile.splitlines()[:3])
+            )


 def test_dockerfile_command_with_docker_compose() -> None:
@@ -568,7 +570,7 @@ def test_build_generate_proper_build_context():
                catch_exceptions=True,
            )

-        build_context_pattern = re.compile(r"--build-context\s+(\w+)=([^\s]+)")
+        build_context_pattern = re.compile(r"--build-context\s+([\w-]+)=([^\s]+)")

        build_contexts = re.findall(build_context_pattern, result.output)
        assert len(build_contexts) == 2, (
@@ -20,7 +20,7 @@ from langgraph_cli.config import (
 from langgraph_cli.util import clean_empty_lines

 FORMATTED_CLEANUP_LINES = _get_pip_cleanup_lines(
-    install_cmd="uv pip install --system",
+    install_cmd="uv pip install --system --prerelease=allow",
    to_uninstall=("pip", "setuptools", "wheel"),
    pip_installer="uv",
 )
@@ -38,7 +38,6 @@ def test_validate_config():
    }
    actual_config = validate_config(expected_config)
    expected_config = {
-        "_INTERNAL_docker_tag": None,
        "base_image": None,
        "python_version": "3.11",
        "node_version": None,
@@ -61,7 +60,6 @@ def test_validate_config():
    # full config
    env = ".env"
    expected_config = {
-        "_INTERNAL_docker_tag": None,
        "base_image": None,
        "python_version": "3.12",
        "node_version": None,
@@ -190,7 +188,6 @@ def test_validate_config_image_distro():
            }
        )
    assert "Invalid image_distro: 'ubuntu'" in str(exc_info.value)
-    assert "Must be either 'debian' or 'wolfi'" in str(exc_info.value)

    with pytest.raises(click.UsageError) as exc_info:
        validate_config(
@@ -424,14 +421,14 @@ def test_config_to_docker_simple():
    expected_docker_stdin = f"""\
 FROM langchain/langgraph-api:3.11
 # -- Installing local requirements --
-COPY --from=__outer_requirements.txt requirements.txt /deps/__outer_graphs_reqs_a/graphs_reqs_a/requirements.txt
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -r /deps/__outer_graphs_reqs_a/graphs_reqs_a/requirements.txt
+COPY --from=outer-requirements.txt requirements.txt /deps/outer-graphs_reqs_a/graphs_reqs_a/requirements.txt
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -r /deps/outer-graphs_reqs_a/graphs_reqs_a/requirements.txt
 # -- End of local requirements install --
 # -- Adding local package ../../examples --
 COPY --from=examples . /deps/examples
 # -- End of local package ../../examples --
 # -- Adding non-package dependency unit_tests --
-ADD . /deps/__outer_unit_tests/unit_tests
+ADD . /deps/outer-unit_tests/unit_tests
 RUN set -ex && \\
    for line in '[project]' \\
                'name = "unit_tests"' \\
@@ -441,11 +438,11 @@ RUN set -ex && \\
                '[build-system]' \\
                'requires = ["setuptools>=61"]' \\
                'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
    done
 # -- End of non-package dependency unit_tests --
 # -- Adding non-package dependency graphs_reqs_a --
-COPY --from=__outer_graphs_reqs_a . /deps/__outer_graphs_reqs_a/graphs_reqs_a
+COPY --from=outer-graphs_reqs_a . /deps/outer-graphs_reqs_a/graphs_reqs_a
 RUN set -ex && \\
    for line in '[project]' \\
                'name = "graphs_reqs_a"' \\
@@ -455,21 +452,21 @@ RUN set -ex && \\
                '[build-system]' \\
                'requires = ["setuptools>=61"]' \\
                'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_graphs_reqs_a/pyproject.toml; \\
+        echo "$line" >> /deps/outer-graphs_reqs_a/pyproject.toml; \\
    done
 # -- End of non-package dependency graphs_reqs_a --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
 ENV LANGGRAPH_HTTP='{{"app": "/deps/examples/my_app.py:app"}}'
-ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {FORMATTED_CLEANUP_LINES}
-WORKDIR /deps/__outer_unit_tests/unit_tests\
+WORKDIR /deps/outer-unit_tests/unit_tests\
 """
    assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin

    assert additional_contexts == {
-        "__outer_graphs_reqs_a": str(
+        "outer-graphs_reqs_a": str(
            (pathlib.Path(__file__).parent / "../../examples/graphs_reqs_a").resolve()
        ),
        "examples": str((pathlib.Path(__file__).parent / "../../examples").resolve()),
@@ -487,7 +484,7 @@ def test_config_to_docker_outside_path():
        """\
 FROM langchain/langgraph-api:3.11
 # -- Adding non-package dependency unit_tests --
-ADD . /deps/__outer_unit_tests/unit_tests
+ADD . /deps/outer-unit_tests/unit_tests
 RUN set -ex && \\
    for line in '[project]' \\
                'name = "unit_tests"' \\
@@ -497,11 +494,11 @@ RUN set -ex && \\
                '[build-system]' \\
                'requires = ["setuptools>=61"]' \\
                'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
    done
 # -- End of non-package dependency unit_tests --
 # -- Adding non-package dependency tests --
-COPY --from=__outer_tests . /deps/__outer_tests/tests
+COPY --from=outer-tests . /deps/outer-tests/tests
 RUN set -ex && \\
    for line in '[project]' \\
                'name = "tests"' \\
@@ -511,22 +508,22 @@ RUN set -ex && \\
                '[build-system]' \\
                'requires = ["setuptools>=61"]' \\
                'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-tests/pyproject.toml; \\
    done
 # -- End of non-package dependency tests --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
-ENV LANGSERVE_GRAPHS='{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}'
+ENV LANGSERVE_GRAPHS='{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}'
 """
        + FORMATTED_CLEANUP_LINES
        + """
-WORKDIR /deps/__outer_unit_tests/unit_tests\
+WORKDIR /deps/outer-unit_tests/unit_tests\
 """
    )
    assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
    assert additional_contexts == {
-        "__outer_tests": str(pathlib.Path(__file__).parent.parent.absolute()),
+        "outer-tests": str(pathlib.Path(__file__).parent.parent.absolute()),
    }


@@ -548,7 +545,7 @@ def test_config_to_docker_pipconfig():
 FROM langchain/langgraph-api:3.11
 ADD pipconfig.txt /pipconfig.txt
 # -- Adding non-package dependency unit_tests --
-ADD . /deps/__outer_unit_tests/unit_tests
+ADD . /deps/outer-unit_tests/unit_tests
 RUN set -ex && \\
    for line in '[project]' \\
                'name = "unit_tests"' \\
@@ -558,17 +555,17 @@ RUN set -ex && \\
                '[build-system]' \\
                'requires = ["setuptools>=61"]' \\
                'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
    done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
-ENV LANGSERVE_GRAPHS='{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}'
+ENV LANGSERVE_GRAPHS='{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}'
 """
        + FORMATTED_CLEANUP_LINES
        + """
-WORKDIR /deps/__outer_unit_tests/unit_tests\
+WORKDIR /deps/outer-unit_tests/unit_tests\
 """
    )
    assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
@@ -610,7 +607,7 @@ def test_config_to_docker_local_deps():
    expected_docker_stdin = f"""\
 FROM langchain/langgraph-api-custom:3.11
 # -- Adding non-package dependency graphs --
-ADD ./graphs /deps/__outer_graphs/src
+ADD ./graphs /deps/outer-graphs/src
 RUN set -ex && \\
    for line in '[project]' \\
                'name = "graphs"' \\
@@ -620,13 +617,13 @@ RUN set -ex && \\
                '[build-system]' \\
                'requires = ["setuptools>=61"]' \\
                'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_graphs/pyproject.toml; \\
+        echo "$line" >> /deps/outer-graphs/pyproject.toml; \\
    done
 # -- End of non-package dependency graphs --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
-ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_graphs/src/agent.py:graph"}}'
+ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-graphs/src/agent.py:graph"}}'
 {FORMATTED_CLEANUP_LINES}\
 """
    assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
@@ -660,7 +657,7 @@ dependencies = ["langchain"]"""
 ADD . /deps/unit_tests
 # -- End of local package . --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{"agent": "/deps/unit_tests/graphs/agent.py:graph"}'
 """
@@ -692,9 +689,9 @@ def test_config_to_docker_end_to_end():
 ARG meow
 ARG foo
 ADD pipconfig.txt /pipconfig.txt
-RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt langchain langchain_openai
+RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt langchain langchain_openai
 # -- Adding non-package dependency graphs --
-ADD ./graphs/ /deps/__outer_graphs/src
+ADD ./graphs/ /deps/outer-graphs/src
 RUN set -ex && \\
    for line in '[project]' \\
                'name = "graphs"' \\
@@ -704,13 +701,13 @@ RUN set -ex && \\
                '[build-system]' \\
                'requires = ["setuptools>=61"]' \\
                'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_graphs/pyproject.toml; \\
+        echo "$line" >> /deps/outer-graphs/pyproject.toml; \\
    done
 # -- End of non-package dependency graphs --
 # -- Installing all local dependencies --
-RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
-ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_graphs/src/agent.py:graph"}}'
+ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-graphs/src/agent.py:graph"}}'
 {FORMATTED_CLEANUP_LINES}"""
    assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
    assert additional_contexts == {}
@@ -800,7 +797,7 @@ def test_config_to_docker_gen_ui_python():
    expected_docker_stdin = f"""FROM langchain/langgraph-api:3.11
 RUN /storage/install-node.sh
 # -- Adding non-package dependency unit_tests --
-ADD . /deps/__outer_unit_tests/unit_tests
+ADD . /deps/outer-unit_tests/unit_tests
 RUN set -ex && \\
    for line in '[project]' \\
                'name = "unit_tests"' \\
@@ -810,21 +807,21 @@ RUN set -ex && \\
                '[build-system]' \\
                'requires = ["setuptools>=61"]' \\
                'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
    done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
 ENV LANGGRAPH_UI='{{"agent": "./graphs/agent.ui.jsx"}}'
 ENV LANGGRAPH_UI_CONFIG='{{"shared": ["nuqs"]}}'
-ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 # -- Installing JS dependencies --
 ENV NODE_VERSION=20
-RUN cd /deps/__outer_unit_tests/unit_tests && npm i && tsx /api/langgraph_api/js/build.mts
+RUN cd /deps/outer-unit_tests/unit_tests && npm i && tsx /api/langgraph_api/js/build.mts
 # -- End of JS dependencies install --
 {FORMATTED_CLEANUP_LINES}
-WORKDIR /deps/__outer_unit_tests/unit_tests"""
+WORKDIR /deps/outer-unit_tests/unit_tests"""

    assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
    assert additional_contexts == {}
@@ -846,7 +843,7 @@ def test_config_to_docker_multiplatform():
    expected_docker_stdin = f"""FROM langchain/langgraph-api:3.11
 RUN /storage/install-node.sh
 # -- Adding non-package dependency unit_tests --
-ADD . /deps/__outer_unit_tests/unit_tests
+ADD . /deps/outer-unit_tests/unit_tests
 RUN set -ex && \\
    for line in '[project]' \\
                'name = "unit_tests"' \\
@@ -856,19 +853,19 @@ RUN set -ex && \\
                '[build-system]' \\
                'requires = ["setuptools>=61"]' \\
                'build-backend = "setuptools.build_meta"'; do \\
-        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
    done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
 # -- End of local dependencies install --
-ENV LANGSERVE_GRAPHS='{{"python": "/deps/__outer_unit_tests/unit_tests/multiplatform/python.py:graph", "js": "/deps/__outer_unit_tests/unit_tests/multiplatform/js.mts:graph"}}'
+ENV LANGSERVE_GRAPHS='{{"python": "/deps/outer-unit_tests/unit_tests/multiplatform/python.py:graph", "js": "/deps/outer-unit_tests/unit_tests/multiplatform/js.mts:graph"}}'
 # -- Installing JS dependencies --
 ENV NODE_VERSION=22
-RUN cd /deps/__outer_unit_tests/unit_tests && npm i && tsx /api/langgraph_api/js/build.mts
+RUN cd /deps/outer-unit_tests/unit_tests && npm i && tsx /api/langgraph_api/js/build.mts
 # -- End of JS dependencies install --
 {FORMATTED_CLEANUP_LINES}
-WORKDIR /deps/__outer_unit_tests/unit_tests"""
+WORKDIR /deps/outer-unit_tests/unit_tests"""

    assert clean_empty_lines(actual_docker_stdin) == expected_docker_stdin
    assert additional_contexts == {}
@@ -890,7 +887,7 @@ def test_config_to_docker_pip_installer():
    docker_auto, _ = config_to_docker(
        PATH_TO_CONFIG, config_auto, "langchain/langgraph-api:0.2.47"
    )
-    assert "uv pip install --system" in docker_auto
+    assert "uv pip install --system --prerelease=allow" in docker_auto
    assert "rm /usr/bin/uv /usr/bin/uvx" in docker_auto

    # Test explicit pip setting
@@ -898,7 +895,7 @@ def test_config_to_docker_pip_installer():
    docker_pip, _ = config_to_docker(
        PATH_TO_CONFIG, config_pip, "langchain/langgraph-api:0.2.47"
    )
-    assert "uv pip install --system" not in docker_pip
+    assert "uv pip install --system --prerelease=allow" not in docker_pip
    assert "pip install" in docker_pip
    assert "rm /usr/bin/uv" not in docker_pip

@@ -907,7 +904,7 @@ def test_config_to_docker_pip_installer():
    docker_uv, _ = config_to_docker(
        PATH_TO_CONFIG, config_uv, "langchain/langgraph-api:0.2.47"
    )
-    assert "uv pip install --system" in docker_uv
+    assert "uv pip install --system --prerelease=allow" in docker_uv
    assert "rm /usr/bin/uv /usr/bin/uvx" in docker_uv

    # Test auto behavior with older image (should use pip)
@@ -917,7 +914,7 @@ def test_config_to_docker_pip_installer():
    docker_auto_old, _ = config_to_docker(
        PATH_TO_CONFIG, config_auto_old, "langchain/langgraph-api:0.2.46"
    )
-    assert "uv pip install --system" not in docker_auto_old
+    assert "uv pip install --system --prerelease=allow" not in docker_auto_old
    assert "pip install" in docker_auto_old
    assert "rm /usr/bin/uv" not in docker_auto_old

@@ -926,7 +923,7 @@ def test_config_to_docker_pip_installer():
    docker_default, _ = config_to_docker(
        PATH_TO_CONFIG, config_default, "langchain/langgraph-api:0.2.47"
    )
-    assert "uv pip install --system" in docker_default
+    assert "uv pip install --system --prerelease=allow" in docker_default


 def test_config_retain_build_tools():
@@ -987,7 +984,7 @@ def test_config_to_compose_simple_config():
            dockerfile_inline: |
                FROM langchain/langgraph-api:3.11
                # -- Adding non-package dependency unit_tests --
-                ADD . /deps/__outer_unit_tests/unit_tests
+                ADD . /deps/outer-unit_tests/unit_tests
                RUN set -ex && \\
                    for line in '[project]' \\
                                'name = "unit_tests"' \\
@@ -997,15 +994,15 @@ def test_config_to_compose_simple_config():
                                '[build-system]' \\
                                'requires = ["setuptools>=61"]' \\
                                'build-backend = "setuptools.build_meta"'; do \\
-                        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+                        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
                    done
                # -- End of non-package dependency unit_tests --
                # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                # -- End of local dependencies install --
-                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
-                WORKDIR /deps/__outer_unit_tests/unit_tests
+                WORKDIR /deps/outer-unit_tests/unit_tests
        """
    actual_compose_stdin = config_to_compose(
        PATH_TO_CONFIG,
@@ -1028,7 +1025,7 @@ def test_config_to_compose_env_vars():
            dockerfile_inline: |
                FROM langchain/langgraph-api-custom:3.11
                # -- Adding non-package dependency unit_tests --
-                ADD . /deps/__outer_unit_tests/unit_tests
+                ADD . /deps/outer-unit_tests/unit_tests
                RUN set -ex && \\
                    for line in '[project]' \\
                                'name = "unit_tests"' \\
@@ -1038,15 +1035,15 @@ def test_config_to_compose_env_vars():
                                '[build-system]' \\
                                'requires = ["setuptools>=61"]' \\
                                'build-backend = "setuptools.build_meta"'; do \\
-                        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+                        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
                    done
                # -- End of non-package dependency unit_tests --
                # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                # -- End of local dependencies install --
-                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
-                WORKDIR /deps/__outer_unit_tests/unit_tests
+                WORKDIR /deps/outer-unit_tests/unit_tests
        """
    openai_api_key = "key"
    actual_compose_stdin = config_to_compose(
@@ -1073,7 +1070,7 @@ def test_config_to_compose_env_file():
            dockerfile_inline: |
                FROM langchain/langgraph-api:3.11
                # -- Adding non-package dependency unit_tests --
-                ADD . /deps/__outer_unit_tests/unit_tests
+                ADD . /deps/outer-unit_tests/unit_tests
                RUN set -ex && \\
                    for line in '[project]' \\
                                'name = "unit_tests"' \\
@@ -1083,15 +1080,15 @@ def test_config_to_compose_env_file():
                                '[build-system]' \\
                                'requires = ["setuptools>=61"]' \\
                                'build-backend = "setuptools.build_meta"'; do \\
-                        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+                        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
                    done
                # -- End of non-package dependency unit_tests --
                # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                # -- End of local dependencies install --
-                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
-                WORKDIR /deps/__outer_unit_tests/unit_tests
+                WORKDIR /deps/outer-unit_tests/unit_tests
        """
    actual_compose_stdin = config_to_compose(
        PATH_TO_CONFIG,
@@ -1111,7 +1108,7 @@ def test_config_to_compose_watch():
            dockerfile_inline: |
                FROM langchain/langgraph-api:3.11
                # -- Adding non-package dependency unit_tests --
-                ADD . /deps/__outer_unit_tests/unit_tests
+                ADD . /deps/outer-unit_tests/unit_tests
                RUN set -ex && \\
                    for line in '[project]' \\
                                'name = "unit_tests"' \\
@@ -1121,15 +1118,15 @@ def test_config_to_compose_watch():
                                '[build-system]' \\
                                'requires = ["setuptools>=61"]' \\
                                'build-backend = "setuptools.build_meta"'; do \\
-                        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+                        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
                    done
                # -- End of non-package dependency unit_tests --
                # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                # -- End of local dependencies install --
-                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
-                WORKDIR /deps/__outer_unit_tests/unit_tests
+                WORKDIR /deps/outer-unit_tests/unit_tests
        
        develop:
            watch:
@@ -1158,7 +1155,7 @@ def test_config_to_compose_end_to_end():
            dockerfile_inline: |
                FROM langchain/langgraph-api:3.11
                # -- Adding non-package dependency unit_tests --
-                ADD . /deps/__outer_unit_tests/unit_tests
+                ADD . /deps/outer-unit_tests/unit_tests
                RUN set -ex && \\
                    for line in '[project]' \\
                                'name = "unit_tests"' \\
@@ -1168,15 +1165,15 @@ def test_config_to_compose_end_to_end():
                                '[build-system]' \\
                                'requires = ["setuptools>=61"]' \\
                                'build-backend = "setuptools.build_meta"'; do \\
-                        echo "$line" >> /deps/__outer_unit_tests/pyproject.toml; \\
+                        echo "$line" >> /deps/outer-unit_tests/pyproject.toml; \\
                    done
                # -- End of non-package dependency unit_tests --
                # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
                # -- End of local dependencies install --
-                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/__outer_unit_tests/unit_tests/agent.py:graph"}}'
+                ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
-                WORKDIR /deps/__outer_unit_tests/unit_tests
+                WORKDIR /deps/outer-unit_tests/unit_tests
        
        develop:
            watch:
@@ -1339,19 +1336,22 @@ def test_docker_tag_different_node_versions_with_distro():
        assert tag == expected_tag, f"Failed for Node.js {node_version}"


-def test_docker_tag_with_api_version():
+@pytest.mark.parametrize("in_config", [False, True])
+def test_docker_tag_with_api_version(in_config: bool):
    """Test docker_tag function with api_version parameter."""

    # Test 1: Python config with api_version and default distro
+    version = "0.2.74"
    config = validate_config(
        {
            "python_version": "3.11",
            "dependencies": ["."],
            "graphs": {"agent": "./agent.py:graph"},
+            "api_version": version if in_config else None,
        }
    )
-    tag = docker_tag(config, api_version="0.2.74")
-    assert tag == "langchain/langgraph-api:0.2.74-py3.11"
+    tag = docker_tag(config, api_version=version if not in_config else None)
+    assert tag == f"langchain/langgraph-api:{version}-py3.11"

    # Test 2: Python config with api_version and wolfi distro
    config = validate_config(
@@ -1360,20 +1360,22 @@ def test_docker_tag_with_api_version():
            "dependencies": ["."],
            "graphs": {"agent": "./agent.py:graph"},
            "image_distro": "wolfi",
+            "api_version": version if in_config else None,
        }
    )
-    tag = docker_tag(config, api_version="0.2.74")
-    assert tag == "langchain/langgraph-api:0.2.74-py3.12-wolfi"
+    tag = docker_tag(config, api_version=version if not in_config else None)
+    assert tag == f"langchain/langgraph-api:{version}-py3.12-wolfi"

    # Test 3: Node.js config with api_version and default distro
    config = validate_config(
        {
            "node_version": "20",
            "graphs": {"agent": "./agent.js:graph"},
+            "api_version": version if in_config else None,
        }
    )
-    tag = docker_tag(config, api_version="0.2.74")
-    assert tag == "langchain/langgraphjs-api:0.2.74-node20"
+    tag = docker_tag(config, api_version=version if not in_config else None)
+    assert tag == f"langchain/langgraphjs-api:{version}-node20"

    # Test 4: Node.js config with api_version and wolfi distro
    config = validate_config(
@@ -1381,10 +1383,11 @@ def test_docker_tag_with_api_version():
            "node_version": "20",
            "graphs": {"agent": "./agent.js:graph"},
            "image_distro": "wolfi",
+            "api_version": version if in_config else None,
        }
    )
-    tag = docker_tag(config, api_version="0.2.74")
-    assert tag == "langchain/langgraphjs-api:0.2.74-node20-wolfi"
+    tag = docker_tag(config, api_version=version if not in_config else None)
+    assert tag == f"langchain/langgraphjs-api:{version}-node20-wolfi"

    # Test 5: Custom base image with api_version
    config = validate_config(
@@ -1393,10 +1396,15 @@ def test_docker_tag_with_api_version():
            "dependencies": ["."],
            "graphs": {"agent": "./agent.py:graph"},
            "base_image": "my-registry/custom-image",
+            "api_version": version if in_config else None,
        }
    )
-    tag = docker_tag(config, base_image="my-registry/custom-image", api_version="1.0.0")
-    assert tag == "my-registry/custom-image:1.0.0-py3.11"
+    tag = docker_tag(
+        config,
+        base_image="my-registry/custom-image",
+        api_version=version if not in_config else None,
+    )
+    assert tag == f"my-registry/custom-image:{version}-py3.11"

    # Test 6: api_version with different Python versions
    for python_version in ["3.11", "3.12", "3.13"]:
@@ -1405,10 +1413,11 @@ def test_docker_tag_with_api_version():
                "python_version": python_version,
                "dependencies": ["."],
                "graphs": {"agent": "./agent.py:graph"},
+                "api_version": version if in_config else None,
            }
        )
-        tag = docker_tag(config, api_version="0.2.74")
-        assert tag == f"langchain/langgraph-api:0.2.74-py{python_version}"
+        tag = docker_tag(config, api_version=version if not in_config else None)
+        assert tag == f"langchain/langgraph-api:{version}-py{python_version}"

    # Test 7: Without api_version should work as before
    config = validate_config(
@@ -1428,10 +1437,11 @@ def test_docker_tag_with_api_version():
            "node_version": "20",
            "dependencies": ["."],
            "graphs": {"python": "./agent.py:graph", "js": "./agent.js:graph"},
+            "api_version": version if in_config else None,
        }
    )
-    tag = docker_tag(config, api_version="0.2.74")
-    assert tag == "langchain/langgraph-api:0.2.74-py3.11"
+    tag = docker_tag(config, api_version=version if not in_config else None)
+    assert tag == f"langchain/langgraph-api:{version}-py3.11"

    # Test 9: api_version with _INTERNAL_docker_tag should ignore api_version
    config = validate_config(
@@ -1451,12 +1461,15 @@ def test_docker_tag_with_api_version():
            "python_version": "3.11",
            "dependencies": ["."],
            "graphs": {"agent": "./agent.py:graph"},
+            "api_version": version if in_config else None,
        }
    )
    tag = docker_tag(
-        config, base_image="langchain/langgraph-server:0.2", api_version="0.2.74"
+        config,
+        base_image="langchain/langgraph-server",
+        api_version=version if not in_config else None,
    )
-    assert tag == "langchain/langgraph-server:0.2-py3.11"
+    assert tag == f"langchain/langgraph-server:{version}-py3.11"


 def test_config_to_docker_with_api_version():
@@ -18,16 +18,16 @@ wheels = [

 [[package]]
 name = "anyio"
-version = "4.9.0"
+version = "4.10.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "idna", marker = "python_full_version >= '3.11'" },
    { name = "sniffio", marker = "python_full_version >= '3.11'" },
    { name = "typing-extensions", marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload-time = "2025-03-17T00:02:54.77Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f1/b4/636b3b65173d3ce9a38ef5f0522789614e590dab6a8d505340a4efe4c567/anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6", size = 213252, upload-time = "2025-08-04T08:54:26.451Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a1/ee/48ca1a7c89ffec8b6a0c5d02b89c305671d5ffd8d3c94acf8b8c408575bb/anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c", size = 100916, upload-time = "2025-03-17T00:02:52.713Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/12/e5e0282d673bb9746bacfb6e2dba8719989d3660cdb2ea79aee9a9651afb/anyio-4.10.0-py3-none-any.whl", hash = "sha256:60e474ac86736bbfd6f210f7a61218939c318f43f9972497381f1c5e930ed3d1", size = 107213, upload-time = "2025-08-04T08:54:24.882Z" },
 ]

 [[package]]
@@ -53,11 +53,11 @@ wheels = [

 [[package]]
 name = "certifi"
-version = "2025.7.14"
+version = "2025.8.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b3/76/52c535bcebe74590f296d6c77c86dabf761c41980e1347a2422e4aa2ae41/certifi-2025.7.14.tar.gz", hash = "sha256:8ea99dbdfaaf2ba2f9bac77b9249ef62ec5218e7c2b2e903378ed5fccf765995", size = 163981, upload-time = "2025-07-14T03:29:28.449Z" }
+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" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/4f/52/34c6cf5bb9285074dc3531c437b3919e825d976fde097a7a73f79e726d03/certifi-2025.7.14-py3-none-any.whl", hash = "sha256:6b31f564a415d79ee77df69d757bb49a5bb53bd9f756cbbe24394ffd6fc1f4b2", size = 162722, upload-time = "2025-07-14T03:29:26.863Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/48/1549795ba7742c948d2ad169c1c8cdbae65bc450d6cd753d124b17c8cd32/certifi-2025.8.3-py3-none-any.whl", hash = "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5", size = 161216, upload-time = "2025-08-03T03:07:45.777Z" },
 ]

 [[package]]
@@ -131,76 +131,77 @@ wheels = [

 [[package]]
 name = "charset-normalizer"
-version = "3.4.2"
+version = "3.4.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e4/33/89c2ced2b67d1c2a61c19c6751aa8902d46ce3dacb23600a283619f5a12d/charset_normalizer-3.4.2.tar.gz", hash = "sha256:5baececa9ecba31eff645232d59845c07aa030f0c81ee70184a90d35099a0e63", size = 126367, upload-time = "2025-05-02T08:34:42.01Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/83/2d/5fd176ceb9b2fc619e63405525573493ca23441330fcdaee6bef9460e924/charset_normalizer-3.4.3.tar.gz", hash = "sha256:6fce4b8500244f6fcb71465d4a4930d132ba9ab8e71a7859e6a5d59851068d14", size = 122371, upload-time = "2025-08-09T07:57:28.46Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/95/28/9901804da60055b406e1a1c5ba7aac1276fb77f1dde635aabfc7fd84b8ab/charset_normalizer-3.4.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7c48ed483eb946e6c04ccbe02c6b4d1d48e51944b6db70f697e089c193404941", size = 201818, upload-time = "2025-05-02T08:31:46.725Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/9b/892a8c8af9110935e5adcbb06d9c6fe741b6bb02608c6513983048ba1a18/charset_normalizer-3.4.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b2d318c11350e10662026ad0eb71bb51c7812fc8590825304ae0bdd4ac283acd", size = 144649, upload-time = "2025-05-02T08:31:48.889Z" },
-    { url = "https://files.pythonhosted.org/packages/7b/a5/4179abd063ff6414223575e008593861d62abfc22455b5d1a44995b7c101/charset_normalizer-3.4.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9cbfacf36cb0ec2897ce0ebc5d08ca44213af24265bd56eca54bee7923c48fd6", size = 155045, upload-time = "2025-05-02T08:31:50.757Z" },
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 ]
@@ -5,7 +5,9 @@
      "Bash(python:*)",
      "Bash(grep:*)",
      "Bash(sed:*)",
-      "Bash(awk:*)"
+      "Bash(awk:*)",
+      "Bash(uv run mypy:*)",
+      "Bash(uv run:*)"
    ],
    "deny": []
  }
@@ -71,7 +71,7 @@ While LangGraph can be used standalone, it also integrates seamlessly with any L

 ## Additional resources

- [Guides](https://langchain-ai.github.io/langgraph/how-tos/): Quick, actionable code snippets for topics such as streaming, adding memory & persistence, and design patterns (e.g. branching, subgraphs, etc.).
+- [Guides](https://langchain-ai.github.io/langgraph/guides/): Quick, actionable code snippets for topics such as streaming, adding memory & persistence, and design patterns (e.g. branching, subgraphs, etc.).
 - [Reference](https://langchain-ai.github.io/langgraph/reference/graphs/): Detailed reference on core classes, methods, how to use the graph and checkpointing APIs, and higher-level prebuilt components.
 - [Examples](https://langchain-ai.github.io/langgraph/examples/): Guided examples on getting started with LangGraph.
 - [LangChain Forum](https://forum.langchain.com/): Connect with the community and share all of your technical questions, ideas, and feedback.
@@ -1,7 +1,7 @@
 from __future__ import annotations

 from collections import ChainMap
-from collections.abc import Sequence
+from collections.abc import Mapping, Sequence
 from os import getenv
 from typing import Any, cast

@@ -312,11 +312,22 @@ def ensure_config(*configs: RunnableConfig | None) -> RunnableConfig:
        for k, v in config.items():
            if _is_not_empty(v) and k not in CONFIG_KEYS:
                empty[CONF][k] = v
+    _empty_metadata = empty["metadata"]
    for key, value in empty[CONF].items():
-        if (
-            not key.startswith("__")
-            and isinstance(value, (str, int, float, bool))
-            and key not in empty["metadata"]
-        ):
-            empty["metadata"][key] = value
+        if _exclude_as_metadata(key, value, _empty_metadata):
+            continue
+        _empty_metadata[key] = value
    return empty
+
+
+_OMIT = ("key", "token", "secret", "password", "auth")
+
+
+def _exclude_as_metadata(key: str, value: Any, metadata: Mapping[str, Any]) -> bool:
+    key_lower = key.casefold()
+    return (
+        key.startswith("__")
+        or not isinstance(value, (str, int, float, bool))
+        or key in metadata
+        or any(substr in key_lower for substr in _OMIT)
+    )
@@ -25,7 +25,7 @@ from typing import (

 from langchain_core.runnables import Runnable, RunnableConfig
 from pydantic import BaseModel, TypeAdapter
-from typing_extensions import Self, Unpack, is_typeddict
+from typing_extensions import NotRequired, Required, Self, Unpack, is_typeddict

 from langgraph._internal._constants import (
    INTERRUPT,
@@ -155,7 +155,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
        graph = StateGraph(state_schema=State, context_schema=Context)

        def node(state: State, runtime: Runtime[Context]) -> dict:
-            r = runtie.context.get("r", 1.0)
+            r = runtime.context.get("r", 1.0)
            x = state["x"][-1]
            next_value = x * r * (1 - x)
            return {"x": next_value}
@@ -1334,6 +1334,12 @@ def _get_channel(
 def _get_channel(
    name: str, annotation: Any, *, allow_managed: bool = True
 ) -> BaseChannel | ManagedValueSpec:
+    # Strip out Required and NotRequired wrappers
+    if hasattr(annotation, "__origin__") and annotation.__origin__ in (
+        Required,
+        NotRequired,
+    ):
+        annotation = annotation.__args__[0]
    if manager := _is_field_managed_value(name, annotation):
        if allow_managed:
            return manager
@@ -194,15 +194,12 @@ def local_read(
        for c, v in task.writes:
            if c in select:
                updated[c].append(v)
-    if fresh and updated:
+    if fresh:
        # apply writes
        local_channels: dict[str, BaseChannel] = {}
        for k in channels:
-            if k in updated:
-                cc = channels[k].copy()
-                cc.update(updated[k])
-            else:
-                cc = channels[k]
+            cc = channels[k].copy()
+            cc.update(updated[k])
            local_channels[k] = cc
        # read fresh values
        values = read_channels(local_channels, select)
@@ -25,9 +25,17 @@ from langgraph_sdk.client import (
    get_client,
    get_sync_client,
 )
-from langgraph_sdk.schema import Checkpoint, ThreadState
-from langgraph_sdk.schema import Command as CommandSDK
-from langgraph_sdk.schema import StreamMode as StreamModeSDK
+from langgraph_sdk.schema import (
+    Checkpoint,
+    QueryParamTypes,
+    ThreadState,
+)
+from langgraph_sdk.schema import (
+    Command as CommandSDK,
+)
+from langgraph_sdk.schema import (
+    StreamMode as StreamModeSDK,
+)
 from typing_extensions import Self

 from langgraph._internal._config import merge_configs
@@ -208,6 +216,8 @@ class RemoteGraph(PregelProtocol):
        config: RunnableConfig | None = None,
        *,
        xray: int | bool = False,
+        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
    ) -> DrawableGraph:
        """Get graph by graph name.

@@ -226,6 +236,8 @@ class RemoteGraph(PregelProtocol):
        graph = sync_client.assistants.get_graph(
            assistant_id=self.assistant_id,
            xray=xray,
+            headers=headers,
+            params=params,
        )
        return DrawableGraph(
            nodes=self._get_drawable_nodes(graph),
@@ -237,6 +249,8 @@ class RemoteGraph(PregelProtocol):
        config: RunnableConfig | None = None,
        *,
        xray: int | bool = False,
+        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
    ) -> DrawableGraph:
        """Get graph by graph name.

@@ -255,6 +269,8 @@ class RemoteGraph(PregelProtocol):
        graph = await client.assistants.get_graph(
            assistant_id=self.assistant_id,
            xray=xray,
+            headers=headers,
+            params=params,
        )
        return DrawableGraph(
            nodes=self._get_drawable_nodes(graph),
@@ -376,7 +392,12 @@ class RemoteGraph(PregelProtocol):
        return sanitized

    def get_state(
-        self, config: RunnableConfig, *, subgraphs: bool = False
+        self,
+        config: RunnableConfig,
+        *,
+        subgraphs: bool = False,
+        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
    ) -> StateSnapshot:
        """Get the state of a thread.

@@ -388,6 +409,8 @@ class RemoteGraph(PregelProtocol):
            config: A `RunnableConfig` that includes `thread_id` in the
                `configurable` field.
            subgraphs: Include subgraphs in the state.
+            headers: Optional custom headers to include with the request.
+            params: Optional query parameters to include with the request.

        Returns:
            The latest state of the thread.
@@ -399,11 +422,18 @@ class RemoteGraph(PregelProtocol):
            thread_id=merged_config["configurable"]["thread_id"],
            checkpoint=self._get_checkpoint(merged_config),
            subgraphs=subgraphs,
+            headers=headers,
+            params=params,
        )
        return self._create_state_snapshot(state)

    async def aget_state(
-        self, config: RunnableConfig, *, subgraphs: bool = False
+        self,
+        config: RunnableConfig,
+        *,
+        subgraphs: bool = False,
+        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
    ) -> StateSnapshot:
        """Get the state of a thread.

@@ -415,6 +445,8 @@ class RemoteGraph(PregelProtocol):
            config: A `RunnableConfig` that includes `thread_id` in the
                `configurable` field.
            subgraphs: Include subgraphs in the state.
+            headers: Optional custom headers to include with the request.
+            params: Optional query parameters to include with the request.

        Returns:
            The latest state of the thread.
@@ -426,6 +458,8 @@ class RemoteGraph(PregelProtocol):
            thread_id=merged_config["configurable"]["thread_id"],
            checkpoint=self._get_checkpoint(merged_config),
            subgraphs=subgraphs,
+            headers=headers,
+            params=params,
        )
        return self._create_state_snapshot(state)

@@ -436,6 +470,8 @@ class RemoteGraph(PregelProtocol):
        filter: dict[str, Any] | None = None,
        before: RunnableConfig | None = None,
        limit: int | None = None,
+        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
    ) -> Iterator[StateSnapshot]:
        """Get the state history of a thread.

@@ -460,6 +496,8 @@ class RemoteGraph(PregelProtocol):
            before=self._get_checkpoint(before),
            metadata=filter,
            checkpoint=self._get_checkpoint(merged_config),
+            headers=headers,
+            params=params,
        )
        for state in states:
            yield self._create_state_snapshot(state)
@@ -471,6 +509,8 @@ class RemoteGraph(PregelProtocol):
        filter: dict[str, Any] | None = None,
        before: RunnableConfig | None = None,
        limit: int | None = None,
+        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
    ) -> AsyncIterator[StateSnapshot]:
        """Get the state history of a thread.

@@ -482,6 +522,8 @@ class RemoteGraph(PregelProtocol):
            filter: Metadata to filter on.
            before: A `RunnableConfig` that includes checkpoint metadata.
            limit: Max number of states to return.
+            headers: Optional custom headers to include with the request.
+            params: Optional query parameters to include with the request.

        Returns:
            States of the thread.
@@ -495,6 +537,8 @@ class RemoteGraph(PregelProtocol):
            before=self._get_checkpoint(before),
            metadata=filter,
            checkpoint=self._get_checkpoint(merged_config),
+            headers=headers,
+            params=params,
        )
        for state in states:
            yield self._create_state_snapshot(state)
@@ -518,6 +562,9 @@ class RemoteGraph(PregelProtocol):
        config: RunnableConfig,
        values: dict[str, Any] | Any | None,
        as_node: str | None = None,
+        *,
+        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
    ) -> RunnableConfig:
        """Update the state of a thread.

@@ -540,6 +587,8 @@ class RemoteGraph(PregelProtocol):
            values=values,
            as_node=as_node,
            checkpoint=self._get_checkpoint(merged_config),
+            headers=headers,
+            params=params,
        )
        return self._get_config(response["checkpoint"])

@@ -548,6 +597,9 @@ class RemoteGraph(PregelProtocol):
        config: RunnableConfig,
        values: dict[str, Any] | Any | None,
        as_node: str | None = None,
+        *,
+        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
    ) -> RunnableConfig:
        """Update the state of a thread.

@@ -570,6 +622,8 @@ class RemoteGraph(PregelProtocol):
            values=values,
            as_node=as_node,
            checkpoint=self._get_checkpoint(merged_config),
+            headers=headers,
+            params=params,
        )
        return self._get_config(response["checkpoint"])

@@ -634,6 +688,7 @@ class RemoteGraph(PregelProtocol):
        interrupt_after: All | Sequence[str] | None = None,
        subgraphs: bool = False,
        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
        **kwargs: Any,
    ) -> Iterator[dict[str, Any] | Any]:
        """Create a run and stream the results.
@@ -678,9 +733,10 @@ class RemoteGraph(PregelProtocol):
            interrupt_after=interrupt_after,
            stream_subgraphs=subgraphs or stream is not None,
            if_not_exists="create",
-            headers=_merge_tracing_headers(headers)
-            if self.distributed_tracing
-            else headers,
+            headers=(
+                _merge_tracing_headers(headers) if self.distributed_tracing else headers
+            ),
+            params=params,
            **kwargs,
        ):
            # split mode and ns
@@ -741,6 +797,7 @@ class RemoteGraph(PregelProtocol):
        interrupt_after: All | Sequence[str] | None = None,
        subgraphs: bool = False,
        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
        **kwargs: Any,
    ) -> AsyncIterator[dict[str, Any] | Any]:
        """Create a run and stream the results.
@@ -785,9 +842,10 @@ class RemoteGraph(PregelProtocol):
            interrupt_after=interrupt_after,
            stream_subgraphs=subgraphs or stream is not None,
            if_not_exists="create",
-            headers=_merge_tracing_headers(headers)
-            if self.distributed_tracing
-            else headers,
+            headers=(
+                _merge_tracing_headers(headers) if self.distributed_tracing else headers
+            ),
+            params=params,
            **kwargs,
        ):
            # split mode and ns
@@ -862,6 +920,7 @@ class RemoteGraph(PregelProtocol):
        interrupt_before: All | Sequence[str] | None = None,
        interrupt_after: All | Sequence[str] | None = None,
        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
        **kwargs: Any,
    ) -> dict[str, Any] | Any:
        """Create a run, wait until it finishes and return the final state.
@@ -884,6 +943,7 @@ class RemoteGraph(PregelProtocol):
            interrupt_after=interrupt_after,
            headers=headers,
            stream_mode="values",
+            params=params,
            **kwargs,
        ):
            pass
@@ -900,6 +960,7 @@ class RemoteGraph(PregelProtocol):
        interrupt_before: All | Sequence[str] | None = None,
        interrupt_after: All | Sequence[str] | None = None,
        headers: dict[str, str] | None = None,
+        params: QueryParamTypes | None = None,
        **kwargs: Any,
    ) -> dict[str, Any] | Any:
        """Create a run, wait until it finishes and return the final state.
@@ -922,6 +983,7 @@ class RemoteGraph(PregelProtocol):
            interrupt_after=interrupt_after,
            headers=headers,
            stream_mode="values",
+            params=params,
            **kwargs,
        ):
            pass
@@ -934,11 +996,11 @@ class RemoteGraph(PregelProtocol):
 def _merge_tracing_headers(headers: dict[str, str] | None) -> dict[str, str] | None:
    if rt := ls.get_current_run_tree():
        tracing_headers = rt.to_headers()
-        baggage = tracing_headers.pop("baggage")
        if headers:
            if "baggage" in headers:
-                baggage = headers["baggage"] + "," + baggage
-            tracing_headers["baggage"] = baggage
+                tracing_headers["baggage"] = (
+                    f"{headers['baggage']},{tracing_headers['baggage']}"
+                )
            headers.update(tracing_headers)
        else:
            headers = tracing_headers
@@ -507,6 +507,7 @@ def interrupt(value: Any) -> Any:
    # find previous resume values
    if scratchpad.resume:
        if idx < len(scratchpad.resume):
+            conf[CONFIG_KEY_SEND]([(RESUME, scratchpad.resume)])
            return scratchpad.resume[idx]
    # find current resume value
    v = scratchpad.get_null_resume(True)
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph"
-version = "0.6.4"
+version = "0.6.8"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.9"
@@ -14,7 +14,7 @@ license-files = ['LICENSE']
 dependencies = [
    "langchain-core>=0.1",
    "langgraph-checkpoint>=2.1.0,<3.0.0",
-    "langgraph-sdk>=0.2.0,<0.3.0",
+    "langgraph-sdk>=0.2.2,<0.3.0",
    "langgraph-prebuilt>=0.6.0,<0.7.0",
    "xxhash>=3.5.0",
    "pydantic>=2.7.4",
@@ -69,7 +69,7 @@ def cache(request: pytest.FixtureRequest) -> Iterator[BaseCache]:
    elif request.param == "redis":
        # Get worker ID for parallel test isolation
        worker_id = getattr(request.config, "workerinput", {}).get("workerid", "master")
-        
+
        redis_client = redis.Redis(
            host="localhost", port=6379, db=0, decode_responses=False
        )
@@ -4805,7 +4805,10 @@ def test_interrupt_subgraph(sync_checkpointer: BaseCheckpointSaver):
    assert graph.invoke(Command(resume="bar"), thread1)


-def test_interrupt_multiple(sync_checkpointer: BaseCheckpointSaver):
+@pytest.mark.parametrize("resume_style", ["null", "map"])
+def test_interrupt_multiple(
+    sync_checkpointer: BaseCheckpointSaver, resume_style: Literal["null", "map"]
+):
    class State(TypedDict):
        my_key: Annotated[str, operator.add]

@@ -4821,7 +4824,8 @@ def test_interrupt_multiple(sync_checkpointer: BaseCheckpointSaver):
    graph = builder.compile(checkpointer=sync_checkpointer)
    thread1 = {"configurable": {"thread_id": "1"}}

-    assert [e for e in graph.stream({"my_key": "DE", "market": "DE"}, thread1)] == [
+    result = [e for e in graph.stream({"my_key": "DE", "market": "DE"}, thread1)]
+    assert result == [
        {
            "__interrupt__": (
                Interrupt(
@@ -4832,12 +4836,19 @@ def test_interrupt_multiple(sync_checkpointer: BaseCheckpointSaver):
        }
    ]

-    assert [
+    result = [
        event
        for event in graph.stream(
-            Command(resume="answer 1", update={"my_key": " foofoo "}), thread1
+            Command(
+                resume="answer 1"
+                if resume_style == "null"
+                else {result[0]["__interrupt__"][0].id: "answer 1"},
+                update={"my_key": " foofoo "},
+            ),
+            thread1,
        )
-    ] == [
+    ]
+    assert result == [
        {
            "__interrupt__": (
                Interrupt(
@@ -4851,7 +4862,13 @@ def test_interrupt_multiple(sync_checkpointer: BaseCheckpointSaver):
    assert [
        event
        for event in graph.stream(
-            Command(resume="answer 2"), thread1, stream_mode="values"
+            Command(
+                resume="answer 2"
+                if resume_style == "null"
+                else {result[0]["__interrupt__"][0].id: "answer 2"}
+            ),
+            thread1,
+            stream_mode="values",
        )
    ] == [
        {"my_key": "DE foofoo "},
@@ -1,6 +1,6 @@
 import re
 import sys
-from typing import Annotated, Union
+from typing import Annotated, Optional, Union
 from unittest.mock import AsyncMock, MagicMock

 import langsmith as ls
@@ -1183,7 +1183,10 @@ async def test_remote_graph_stream_messages_tuple(
@pytest.mark.anyio
@pytest.mark.parametrize("distributed_tracing", [False, True])
@pytest.mark.parametrize("stream", [False, True])
-async def test_include_headers(distributed_tracing: bool, stream: bool):
+@pytest.mark.parametrize("headers", [None, {"foo": "bar"}])
+async def test_include_headers(
+    distributed_tracing: bool, stream: bool, headers: Optional[dict[str, str]]
+):
    mock_async_client = MagicMock()
    async_iter = MagicMock()
    return_value = [
@@ -1213,7 +1216,7 @@ async def test_include_headers(distributed_tracing: bool, stream: bool):
                async for _ in remote_pregel.astream(
                    {"input": {"messages": [{"type": "human", "content": "hello"}]}},
                    config,
-                    headers={"foo": "bar"},
+                    headers=headers,
                ):
                    pass

@@ -1221,12 +1224,14 @@ async def test_include_headers(distributed_tracing: bool, stream: bool):
                await remote_pregel.ainvoke(
                    {"input": {"messages": [{"type": "human", "content": "hello"}]}},
                    config,
-                    headers={"foo": "bar"},
+                    headers=headers,
                )
-    expected = {"foo": "bar"}
+    expected = headers.copy() if headers else None
    if distributed_tracing:
+        if expected is None:
+            expected = {}
        expected["langsmith-trace"] = AnyStr()
-        expected["baggage"] = AnyStr()
+        expected["baggage"] = AnyStr("langsmith-metadata=")

    assert astream_mock.call_args.kwargs["headers"] == expected
    stream_mock.assert_not_called()
@@ -1237,7 +1242,7 @@ async def test_include_headers(distributed_tracing: bool, stream: bool):
                for _ in remote_pregel.stream(
                    {"input": {"messages": [{"type": "human", "content": "hello"}]}},
                    config,
-                    headers={"foo": "bar"},
+                    headers=headers,
                ):
                    pass

@@ -1245,6 +1250,6 @@ async def test_include_headers(distributed_tracing: bool, stream: bool):
                remote_pregel.invoke(
                    {"input": {"messages": [{"type": "human", "content": "hello"}]}},
                    config,
-                    headers={"foo": "bar"},
+                    headers=headers,
                )
    assert stream_mock.call_args.kwargs["headers"] == expected
@@ -10,6 +10,7 @@ from langchain_core.runnables import RunnableConfig
 from pydantic import BaseModel
 from typing_extensions import NotRequired, Required, TypedDict

+from langgraph.channels.binop import BinaryOperatorAggregate
 from langgraph.graph.state import StateGraph, _get_node_name, _warn_invalid_state_schema


@@ -137,7 +138,7 @@ def test_state_schema_optional_values(total_: bool):
    class InputState(SomeParentState, total=total_):  # type: ignore
        val1: str
        val2: Optional[str]
-        val3: Required[str]
+        val3: Required[Annotated[dict, operator.or_]]
        val4: NotRequired[dict]
        val5: Annotated[Required[str], "foo"]
        val6: Annotated[NotRequired[str], "bar"]
@@ -159,6 +160,8 @@ def test_state_schema_optional_values(total_: bool):
    graph = builder.compile()
    json_schema = graph.get_input_jsonschema()

+    assert isinstance(graph.channels["val3"], BinaryOperatorAggregate)
+
    if total_ is False:
        expected_required = set()
        expected_optional = {"val2", "val1"}
@@ -17,16 +17,13 @@ import langsmith
 import pytest
 from typing_extensions import NotRequired, Required, TypedDict

-from langgraph._internal._config import _is_not_empty
+from langgraph._internal._config import _is_not_empty, ensure_config
 from langgraph._internal._fields import (
    _is_optional_type,
    get_enhanced_type_hints,
    get_field_default,
 )
-from langgraph._internal._runnable import (
-    is_async_callable,
-    is_async_generator,
-)
+from langgraph._internal._runnable import is_async_callable, is_async_generator
 from langgraph.constants import END
 from langgraph.graph import StateGraph
 from langgraph.graph.state import CompiledStateGraph
@@ -301,3 +298,24 @@ def test_is_not_empty() -> None:
    assert not _is_not_empty([])
    assert not _is_not_empty(())
    assert not _is_not_empty({})
+
+
+def test_configurable_metadata():
+    config = {
+        "configurable": {
+            "a-key": "foo",
+            "somesecretval": "bar",
+            "sometoken": "thetoken",
+            "__dontinclude": "bar",
+            "includeme": "hi",
+            "andme": 42,
+            "nested": {"foo": "bar"},
+            "nooverride": -2,
+        },
+        "metadata": {"nooverride": 18},
+    }
+    expected = {"includeme", "andme", "nooverride"}
+    merged = ensure_config(config)
+    metadata = merged["metadata"]
+    assert metadata.keys() == expected
+    assert metadata["nooverride"] == 18
@@ -30,9 +30,6 @@ test_watch:
 	make stop-services; \
 	exit $$EXIT_CODE

-snapshot_upate:
-	LANGGRAPH_TEST_FAST=1 uv run pytest --snapshot-update $(TEST)
-
 ######################
 # LINTING AND FORMATTING
 ######################
@@ -340,22 +340,14 @@ class ToolNode(RunnableCallable):
        self.tools_by_name: dict[str, BaseTool] = {}
        self.tool_to_state_args: dict[str, dict[str, Optional[str]]] = {}
        self.tool_to_store_arg: dict[str, Optional[str]] = {}
-        self.structured_output_tools: list[str] = []
        self.handle_tool_errors = handle_tool_errors
        self.messages_key = messages_key
        for tool_ in tools:
-            if inspect.isclass(tool_) and issubclass(tool_, BaseModel):
-                # Handle Pydantic model classes as structured output tools
-                self.tools_by_name[tool_.__name__] = tool_
-                self.tool_to_state_args[tool_.__name__] = {}
-                self.tool_to_store_arg[tool_.__name__] = None
-                self.structured_output_tools.append(tool_.__name__)
-            else:
-                if not isinstance(tool_, BaseTool):
-                    tool_ = create_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_)
+            if not isinstance(tool_, BaseTool):
+                tool_ = create_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_)

    def _func(
        self,
@@ -398,7 +390,7 @@ class ToolNode(RunnableCallable):

    def _combine_tool_outputs(
        self,
-        outputs: list[Union[ToolMessage, Command]],
+        outputs: list[ToolMessage],
        input_type: Literal["list", "dict", "tool_calls"],
    ) -> list[Union[Command, list[ToolMessage], dict[str, list[ToolMessage]]]]:
        # preserve existing behavior for non-command tool outputs for backwards
@@ -445,27 +437,10 @@ class ToolNode(RunnableCallable):
        call: ToolCall,
        input_type: Literal["list", "dict", "tool_calls"],
        config: RunnableConfig,
-    ) -> Union[ToolMessage, Command]:
+    ) -> ToolMessage:
        """Run a single tool call synchronously."""
        if invalid_tool_message := self._validate_tool_call(call):
            return invalid_tool_message
-
-        # Handle structured output tools
-        if call["name"] in self.structured_output_tools:
-            response_schema = self.tools_by_name[call["name"]]
-            return Command(
-                update={
-                    "messages": [
-                        ToolMessage(
-                            content=msg_content_output(call["args"]),
-                            name=call["name"],
-                            tool_call_id=call["id"],
-                        )
-                    ],
-                    "structured_response": response_schema(**call["args"]),
-                }
-            )
-
        try:
            call_args = {**call, **{"type": "tool_call"}}
            response = self.tools_by_name[call["name"]].invoke(call_args, config)
@@ -518,27 +493,11 @@ class ToolNode(RunnableCallable):
        call: ToolCall,
        input_type: Literal["list", "dict", "tool_calls"],
        config: RunnableConfig,
-    ) -> Union[ToolMessage, Command]:
+    ) -> ToolMessage:
        """Run a single tool call asynchronously."""
        if invalid_tool_message := self._validate_tool_call(call):
            return invalid_tool_message

-        # Handle structured output tools
-        if call["name"] in self.structured_output_tools:
-            response_schema = self.tools_by_name[call["name"]]
-            return Command(
-                update={
-                    "messages": [
-                        ToolMessage(
-                            content=msg_content_output(call["args"]),
-                            name=call["name"],
-                            tool_call_id=call["id"],
-                        )
-                    ],
-                    "structured_response": response_schema(**call["args"]),
-                }
-            )
-
        try:
            call_args = {**call, **{"type": "tool_call"}}
            response = await self.tools_by_name[call["name"]].ainvoke(call_args, config)
--- a/Show More
+++ b/Show More