x

**Description:** 
This PR adds the Python SDK types necessary for langgraph platform users
to inject their own custom encryption-at-rest functions. See [docs
PR](https://github.com/langchain-ai/docs/pull/1715) for more details.

note: this PR adds a starlette dev dependency so that custom encryption
can access BaseUser information.

**Issue:**
required for LSD-172 

**Dependencies:**
- [depended upon by associated langgraph-api
changes](https://github.com/langchain-ai/langgraph-api/pull/1773)(this
PR must merge before that one)
- [docs PR](https://github.com/langchain-ai/docs/pull/1715)

**TODO:**
- [x] move docs to docs repo
- [x] bump package versions before merge

---------

Signed-off-by: Connor Braa <cwlbraa@langchain.dev>
Co-authored-by: Claude <noreply@anthropic.com>

.github/ISSUE_TEMPLATE/bug-report.yml

@@ -1,21 +1,21 @@
 name: "\U0001F41B Bug Report"
 description: Report a bug in LangGraph. To report a security issue, please instead use the security option below. For questions, please use the LangChain Forum at forum.langchain.com.
-labels: [pending,bug]
+labels: [pending, bug]
 body:
   - type: markdown
     attributes:
       value: |
         Thank you for taking the time to file a bug report. 
-        
+
         Use this to report BUGS in LangGraph. For usage questions, feature requests and general design questions, please use the [LangChain Forum](https://forum.langchain.com/).
-        
+
         Relevant links to check before filing a bug report to see if your issue has already been reported, fixed or
         if there's another way to solve your problem:
-        
+
         * [LangChain Forum](https://forum.langchain.com/),
         * [LangGraph Github Issues](https://github.com/langchain-ai/langgraph/issues),
         * [LangGraph how-to guides](https://langchain-ai.github.io/langgraph/how-tos/).
-        * [LangChain documentation with the integrated search](https://python.langchain.com/docs/get_started/introduction),
+        * [LangChain documentation with the integrated search](https://docs.langchain.com/),
         * [GitHub search](https://github.com/langchain-ai/langgraph),
   - type: checkboxes
     id: checks

.github/scripts/check_sdk_methods.py

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

.github/scripts/run_langgraph_cli_test.py

@@ -1,7 +1,8 @@
+import logging
 import pathlib
 import sys
 import time
-from urllib import request, error
+from urllib import error, request
 
 import langgraph_cli
 import langgraph_cli.config
@@ -11,9 +12,13 @@ from langgraph_cli.constants import DEFAULT_PORT
 from langgraph_cli.exec import Runner, subp_exec
 from langgraph_cli.progress import Progress
 
+logger = logging.getLogger(__name__)
+logging.basicConfig(level=logging.INFO)
+
 
 def test(config: pathlib.Path, port: int, tag: str, verbose: bool):
     """Spin up API with Postgres/Redis via docker compose and wait until ready."""
+    logger.info("Starting test...")
     with Runner() as runner, Progress(message="Pulling...") as set:
         # Detect docker/compose capabilities
         capabilities = langgraph_cli.docker.check_capabilities(runner)
@@ -57,7 +62,9 @@ def test(config: pathlib.Path, port: int, tag: str, verbose: bool):
             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))
+                runner.run(
+                    subp_exec(*compose_cmd, *args, "ps", input=stdin, verbose=False)
+                )
             except Exception:
                 pass
             try:
@@ -93,7 +100,7 @@ def test(config: pathlib.Path, port: int, tag: str, verbose: bool):
         set("")
         base_url = f"http://localhost:{port}"
         ok_url = f"{base_url}/ok"
-        print(f"Waiting for {ok_url} to respond with 200...")
+        logger.info(f"Waiting for {ok_url} to respond with 200...")
         deadline = time.time() + 30
         last_err: Exception | None = None
         while time.time() < deadline:
@@ -107,13 +114,16 @@ def test(config: pathlib.Path, port: int, tag: str, verbose: bool):
                         break
                     else:
                         last_err = RuntimeError(f"Unexpected status: {resp.status}")
-                        print(f"Unexpected status: {resp.status}")
+                        logger.error(f"Unexpected status: {resp.status}")
             except error.URLError as e:
+                logger.error(f"URLError: {e}")
                 last_err = e
             except Exception as e:  # noqa: BLE001
+                logger.error(f"Exception: {e}")
                 last_err = e
             time.sleep(0.5)
         else:
+            logger.error("Timeout waiting for /ok to return 200")
             # Bring stack down before raising
             args_down = [*args, "down", "-v", "--remove-orphans"]
             try:
@@ -131,15 +141,23 @@ def test(config: pathlib.Path, port: int, tag: str, verbose: bool):
                 )
 
         # 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,
+        logger.info("Test succeeded. Bringing down compose stack...")
+        try:
+            args_down = [*args, "down", "-v", "--remove-orphans"]
+            runner.run(
+                subp_exec(
+                    *compose_cmd,
+                    *args_down,
+                    input=stdin,
+                    verbose=verbose,
+                )
             )
-        )
+            logger.info("Compose stack down. Finishing...")
+        except Exception:
+            logger.exception("Failed to bring down compose stack")
+            pass
+
+    logger.info("Test finished")
 
 
 if __name__ == "__main__":
@@ -150,4 +168,10 @@ if __name__ == "__main__":
     parser.add_argument("-c", "--config", type=str, default="./langgraph.json")
     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)
+    try:
+        test(pathlib.Path(args.config), args.port, args.tag, verbose=True)
+    except BaseException:
+        logger.exception("Test failed")
+        raise
+    
+    logger.info("Test execution finished")

.github/workflows/_integration_test.yml

@@ -13,7 +13,7 @@ jobs:
       matrix:
         python-version:
           - "3.10"
-          - "3.11"
+          - "3.14"
         example:
           - name: A
             workdir: libs/cli/examples
@@ -32,7 +32,7 @@ jobs:
       run:
         working-directory: libs/cli
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Get changed files
         id: changed-files
         uses: Ana06/get-changed-files@v2.3.0
@@ -40,7 +40,7 @@ jobs:
           filter: "libs/cli/**"
       - name: Set up Python ${{ matrix.python-version }}
         if: steps.changed-files.outputs.all
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ matrix.python-version }}
           enable-cache: true
@@ -66,19 +66,19 @@ jobs:
           timeout 60 python "$REPO_ROOT/.github/scripts/run_langgraph_cli_test.py" -t ${{ matrix.example.tag }}
 
       - name: Build JS service
-        if: steps.changed-files.outputs.all
+        if: ${{ steps.changed-files.outputs.all && matrix.example.name == 'A' }}
         working-directory: libs/cli/js-examples
         run: |
           langgraph build -t langgraph-test-e
 
       - name: Build JS monorepo service
-        if: steps.changed-files.outputs.all
+        if: ${{ steps.changed-files.outputs.all && matrix.example.name == 'A' }}
         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
+        if: ${{ steps.changed-files.outputs.all && matrix.example.name == 'A' }}
         working-directory: libs/cli/python-monorepo-example
         run: |
           langgraph build -t langgraph-test-g -c apps/agent/langgraph.json
@@ -87,24 +87,32 @@ jobs:
           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
+        if: ${{ steps.changed-files.outputs.all && matrix.example.name == 'A' }}
         working-directory: libs/cli/examples/graph_prerelease_reqs
         run: |
           langgraph build -t langgraph-test-h
           cp ../.env.example .env
           if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
           timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-h
+          echo "Finished starting up langgraph-test-h"
           LANGGRAPH_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langgraph'); print(v);")
-          if [ "$LANGGRAPH_VERSION" != "1.0.0a2" ]; then
+          if [ "$LANGGRAPH_VERSION" != "1.0.2" ]; then
+            echo "LANGGRAPH_VERSION != 1.0.2; $LANGGRAPH_VERSION"
             exit 1
           fi
           LANGCHAIN_OPENAI_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langchain-openai'); print(v);")
-          if [ "$LANGCHAIN_OPENAI_VERSION" != "0.3.0" ]; then
+          if [ "$LANGCHAIN_OPENAI_VERSION" != "1.0.1" ]; then
+            echo "LANGCHAIN_OPENAI_VERSION != 1.0.1; $LANGCHAIN_OPENAI_VERSION"
+            exit 1
+          fi
+          LANGCHAIN_ANTHROPIC_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langchain-anthropic'); print(v);")
+          if [ "$LANGCHAIN_ANTHROPIC_VERSION" != "1.0.0a5" ]; then
+            echo "LANGCHAIN_ANTHROPIC_VERSION != 1.0.0a5; $LANGCHAIN_ANTHROPIC_VERSION"
             exit 1
           fi
 
       - name: Build and test prerelease reqs fail service
-        if: steps.changed-files.outputs.all
+        if: ${{ steps.changed-files.outputs.all && matrix.example.name == 'A' }}
         working-directory: libs/cli/examples/graph_prerelease_reqs_fail
         run: |
           langgraph build -t langgraph-test-i || [ $? -eq 1 ]

.github/workflows/_lint.yml

@@ -31,7 +31,7 @@ jobs:
           - "3.12"
     name: "lint #${{ matrix.python-version }}"
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Get changed files
         id: changed-files
         uses: Ana06/get-changed-files@v2.3.0
@@ -39,7 +39,7 @@ jobs:
           filter: "${{ inputs.working-directory }}/**"
       - name: Set up Python ${{ matrix.python-version }}
         if: steps.changed-files.outputs.all
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ matrix.python-version }}
           enable-cache: true
@@ -48,7 +48,7 @@ jobs:
       - name: Install dependencies
         if: steps.changed-files.outputs.all
         working-directory: ${{ inputs.working-directory }}
-        run: uv sync --frozen --group dev
+        run: uv sync --frozen --group lint
 
       - name: Get .mypy_cache to speed up mypy
         if: steps.changed-files.outputs.all
@@ -74,7 +74,7 @@ jobs:
       - name: Install test dependencies
         if: steps.changed-files.outputs.all
         working-directory: ${{ inputs.working-directory }}
-        run: uv sync --group dev
+        run: uv sync --group lint
 
       - name: Get .mypy_cache_test to speed up mypy
         if: steps.changed-files.outputs.all

.github/workflows/_test.yml

@@ -17,17 +17,17 @@ jobs:
     strategy:
       matrix:
         python-version:
-          - "3.9"
           - "3.10"
           - "3.11"
           - "3.12"
           - "3.13"
+          - "3.14"
 
     name: "test #${{ matrix.python-version }}"
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Set up Python ${{ matrix.python-version }}
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ matrix.python-version }}
           enable-cache: true
@@ -42,7 +42,7 @@ jobs:
       - name: Install dependencies
         shell: bash
         working-directory: ${{ inputs.working-directory }}
-        run: uv sync --frozen --group dev
+        run: uv sync --frozen --group test --no-dev
 
       - name: Run tests
         shell: bash

.github/workflows/_test_langgraph.yml

@@ -12,20 +12,20 @@ jobs:
     strategy:
       matrix:
         python-version:
-          - "3.9"
           - "3.10"
           - "3.11"
           - "3.12"
           - "3.13"
+          - "3.14"
 
     defaults:
       run:
         working-directory: libs/langgraph
     name: "test #${{ matrix.python-version }}"
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Set up Python ${{ matrix.python-version }}
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ matrix.python-version }}
           enable-cache: true
@@ -39,7 +39,7 @@ jobs:
 
       - name: Install dependencies
         shell: bash
-        run: uv sync --frozen --group dev
+        run: uv sync --frozen --group test --no-dev
 
       - name: Run tests
         shell: bash

.github/workflows/_test_release.yml

@@ -7,12 +7,6 @@ on:
         required: true
         type: string
         description: "From which folder this pipeline executes"
-      
-      release-branch:
-        required: false
-        type: string
-        default: "main"
-
 
 env:
   PYTHON_VERSION: "3.10"
@@ -22,7 +16,6 @@ permissions:
 
 jobs:
   build:
-    if: github.ref == 'refs/heads/${{ inputs.release-branch }}'
     runs-on: ubuntu-latest
 
     outputs:
@@ -30,10 +23,10 @@ jobs:
       version: ${{ steps.check-version.outputs.version }}
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Set up Python $${ env.PYTHON_VERSION }}
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           enable-cache: true
@@ -55,7 +48,7 @@ jobs:
         working-directory: ${{ inputs.working-directory }}
 
       - name: Upload build
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v5
         with:
           name: test-dist
           path: ${{ inputs.working-directory }}/dist/
@@ -81,9 +74,9 @@ jobs:
       id-token: write
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
-      - uses: actions/download-artifact@v5
+      - uses: actions/download-artifact@v6
         with:
           name: test-dist
           path: ${{ inputs.working-directory }}/dist/

.github/workflows/baseline.yml

@@ -17,16 +17,16 @@ jobs:
       run:
         working-directory: libs/langgraph
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - run: SHA=$(git rev-parse HEAD) && echo "SHA=$SHA" >> $GITHUB_ENV
       - name: Set up Python 3.11
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: "3.11"
           enable-cache: true
           cache-suffix: "bench"
       - name: Install dependencies
-        run: uv sync --group dev
+        run: uv sync --group test
       - name: Run benchmarks
         run: OUTPUT=out/benchmark-baseline.json make -s benchmark
       - name: Save outputs

.github/workflows/bench.yml

@@ -15,20 +15,20 @@ jobs:
       run:
         working-directory: libs/langgraph
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - id: files
         name: Get changed files
         uses: Ana06/get-changed-files@v2.3.0
         with:
           format: json
       - name: Set up Python 3.11
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: "3.11"
           enable-cache: true
           cache-suffix: "bench"
       - name: Install dependencies
-        run: uv sync --group dev
+        run: uv sync --group test
       - name: Download baseline
         uses: actions/cache/restore@v4
         with:

.github/workflows/ci.yml

@@ -27,7 +27,7 @@ jobs:
       python: ${{ steps.filter.outputs.python }}
       deps: ${{ steps.filter.outputs.deps }}
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - uses: dorny/paths-filter@v3
         id: filter
         with:
@@ -100,7 +100,7 @@ jobs:
     name: "Check SDK methods matching"
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Set up Python
         uses: actions/setup-python@v6
         with:
@@ -118,9 +118,9 @@ jobs:
         python-version:
           - "3.11"
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Set up Python ${{ matrix.python-version }}
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: "3.11"
           enable-cache: true

.github/workflows/codespell.yml

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

.github/workflows/deploy_docs.yml

@@ -1,150 +0,0 @@
-name: Deploy Docs
-
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    branches:
-      - main
-  workflow_dispatch:
-
-permissions:
-  contents: read
-  pages: write
-  id-token: write
-
-concurrency:
-  group: "pages"
-  cancel-in-progress: false
-
-defaults:
-  run:
-    working-directory: docs
-
-jobs:
-  get-changed-files:
-    runs-on: ubuntu-latest
-    outputs:
-      changed-files: ${{ steps.changed-files.outputs.added_modified }}
-    steps:
-      - uses: actions/checkout@v5
-      - name: Get changed files
-        id: changed-files
-        uses: Ana06/get-changed-files@v2.3.0
-        with:
-          filter: "docs/docs/**"
-
-  deploy:
-    runs-on: ubuntu-latest
-    timeout-minutes: 10 # Job will be cancelled if it runs for more than 10 minutes
-    env:
-      GITHUB_TOKEN: ${{ secrets.MKDOCS_GITHUB_TOKEN }}
-    steps:
-      - uses: actions/checkout@v5
-        with:
-          fetch-depth: 0
-
-      - name: Set up Python
-        uses: astral-sh/setup-uv@v6
-        with:
-          python-version: "3.12"
-          enable-cache: true
-          cache-suffix: "docs"
-
-      - name: Install dependencies
-        run: |
-          yarn
-          uv sync --all-groups
-          # we run this installation only for internal PRs
-          # as GITHUB_TOKEN is not available for PRs from outside contributors
-          if [ -n "${GITHUB_TOKEN}" ]; then
-            uv run pip install "git+https://${GITHUB_TOKEN}@github.com/langchain-ai/mkdocs-material-insiders.git"
-          fi
-
-      - name: Run unit tests
-        # Run unit tests on the docs build pipeline
-        run: make tests
-      - name: Lint Docs
-        # This step lints the docs using the existing linting set up.
-        # It should be very fast and should not require any external services.
-        run: make lint-docs
-      - name: Build llms-text
-        run: make llms-text
-      - name: Build site
-        run: |
-          # If this is main branch, then we want to download stats. we do this 
-          # with the env variable DOWNLOAD_STATS=true
-          if [ "${{ github.ref }}" == "refs/heads/main" ]; then
-            DOWNLOAD_STATS=true make build-docs
-          else
-            make build-docs
-          fi
-        env:
-          MKDOCS_GIT_COMMITTERS_APIKEY: ${{ secrets.MKDOCS_GIT_COMMITTERS_APIKEY }}
-          OPENAI_API_KEY: sf-proj-1234567890 # fake placeholder, shouldn't actually be used
-          ANTHROPIC_API_KEY: sk-ant-api03-1234567890 # fake placeholder, shouldn't actually be used
-      - name: Check links in notebooks
-        env:
-          LANGCHAIN_API_KEY: test
-        if: github.event_name == 'schedule'
-        run: |
-          if [ "${{ github.event_name }}" == "schedule" ]; then
-            echo "Running link check on all HTML files matching notebooks in docs directory..."
-            uv run pytest -v \
-              --check-links-ignore "https://(api|web|docs)\.smith\.langchain\.com/.*" \
-              --check-links-ignore "https://academy\.langchain\.com/.*" \
-              --check-links-ignore "https://x.com/.*" \
-              --check-links-ignore "https://twitter.com/.*" \
-              --check-links-ignore "https://github\.com/.*" \
-              --check-links-ignore "http://localhost:8123/.*" \
-              --check-links-ignore "http://localhost:2024.*" \
-              --check-links-ignore "http://127.0.0.1:.*" \
-              --check-links-ignore "/.*\.(ipynb|html)$" \
-              --check-links-ignore "https://python\.langchain\.com/.*" \
-              --check-links-ignore "https://openai\.com/.*" \
-              --check-links-ignore "https://www\.uber\.com/.*" \
-              --check-links-ignore "https://pepy\.tech/.*" \
-              --check-links-ignore "docs/docs/static/wordmark_*" \
-              --check-links $(find site -name "index.html" | grep -v 'storm/index.html')
-              
-          else
-            echo "Fetching changes from origin/main..."
-            git fetch origin main
-            echo "Checking for changed notebook files..."
-            CHANGED_FILES=$(git diff --name-only --diff-filter=d origin/main | grep 'docs/docs/.*\.ipynb$' | grep -v 'storm.ipynb' | sed -E 's|^docs/docs/|site/|; s/\.ipynb$/\/index.html/' || true)
-            echo "Changed files: ${CHANGED_FILES}"
-            if [ -n "${CHANGED_FILES}" ]; then
-              echo "Running link check on HTML files matching changed notebook files..."
-              uv run pytest -v \
-                --check-links-ignore "https://(api|web|docs)\.smith\.langchain\.com/.*" \
-                --check-links-ignore "https://academy\.langchain\.com/.*" \
-                --check-links-ignore "http://localhost:8123/.*" \
-                --check-links-ignore "http://localhost:2024.*" \
-                --check-links-ignore "http://127.0.0.1:.*" \
-                --check-links-ignore "https://x.com/.*" \
-                --check-links-ignore "https://twitter.com/.*" \
-                --check-links-ignore "https://github\.com/.*" \
-                --check-links-ignore "/.*\.(ipynb|html)$" \
-                --check-links-ignore "docs/docs/static/wordmark_*" \
-                --check-links ${CHANGED_FILES} \
-                || ([ $? = 5 ] && exit 0 || exit $?)
-            else
-              echo "No notebook files changed."
-            fi
-          fi
-
-      - name: Configure GitHub Pages
-        if: github.ref == 'refs/heads/main'
-        uses: actions/configure-pages@v5
-
-      - name: Upload Pages Artifact
-        # if: github.ref == 'refs/heads/main'
-        uses: actions/upload-pages-artifact@v4
-        with:
-          path: ./docs/site/
-
-      - name: Deploy to GitHub Pages
-        if: github.ref == 'refs/heads/main'
-        id: deployment
-        uses: actions/deploy-pages@v4

.github/workflows/link_check.yml

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

.github/workflows/release.yml

@@ -16,7 +16,6 @@ env:
 
 jobs:
   build:
-    if: github.ref == 'refs/heads/0.6'
     runs-on: ubuntu-latest
 
     outputs:
@@ -26,10 +25,10 @@ jobs:
       tag: ${{ steps.check-version.outputs.tag }}
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Set up Python
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           enable-cache: true
@@ -51,7 +50,7 @@ jobs:
         working-directory: ${{ inputs.working-directory }}
 
       - name: Upload build
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v5
         with:
           name: dist
           path: ${{ inputs.working-directory }}/dist/
@@ -79,10 +78,6 @@ jobs:
           echo short-pkg-name="$SHORT_PKG_NAME" >> $GITHUB_OUTPUT
           echo version="$VERSION" >> $GITHUB_OUTPUT
           echo tag="$TAG" >> $GITHUB_OUTPUT
-          echo "Pkg-name: $PKG_NAME"
-          echo "Short-pkg-name: $SHORT_PKG_NAME"
-          echo "Version: $VERSION"
-          echo "Tag: $TAG"
 
   release-notes:
     needs:
@@ -91,13 +86,13 @@ jobs:
     outputs:
       release-body: ${{ steps.generate-release-body.outputs.release-body }}
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
         with:
           repository: langchain-ai/langgraph
           path: langgraph
           sparse-checkout: | # this only grabs files for relevant dir
             ${{ inputs.working-directory }}
-          ref: "0.6"  #this scopes to just 0.6 branch
+          ref: main # this scopes to just master branch
           fetch-depth: 0 # this fetches entire commit history
       - name: Check Tags
         id: check-tags
@@ -109,48 +104,19 @@ jobs:
           VERSION: ${{ needs.build.outputs.version }}
           TAG: ${{ needs.build.outputs.tag }}
         run: |
-          # 1) Parse major/minor and enforce we're on the 0.6 series
-          MAJOR="${VERSION%%.*}"
-          REST="${VERSION#*.}"
-          MINOR="${REST%%.*}"
-
-          # Minor/major numeric guard: fail if >= 0.7.* (or any non-0 major)
-          if [ -z "$MAJOR" ] || [ -z "$MINOR" ]; then
-            echo "Could not parse VERSION '$VERSION' to MAJOR.MINOR"
-            exit 1
-          fi
-
-          if [ "$MAJOR" -ne 0 ] || [ "$MINOR" -ne 6 ]; then
-            echo "Refusing to release VERSION '$VERSION' from 0.6 maintenance branch (got $MAJOR.$MINOR)"
-            exit 1
-          fi
-
-          # 2) Build a regex that only matches 0.6.* tags, handling both tag shapes
-          #    - Plain:        ^0\.6\.\d+((a|b|rc)\d+)?$
-          #    - With prefix:  ^<SHORT>==0\.6\.\d+((a|b|rc)\d+)?$
-          SERIES_REGEX="0\\.6"
-          if [ -z "$SHORT_PKG_NAME" ]; then
-            REGEX="^${SERIES_REGEX}\\.\\d+((a|b|rc)\\d+)?$"
+          if [ -z $SHORT_PKG_NAME ]; then
+            REGEX="^\\d+\\.\\d+\\.\\d+((a|b|rc)\\d+)?\$"
           else
-            # SHORT_PKG_NAME is already pre-sanitized by your step (e.g., no spaces).
-            REGEX="^${SHORT_PKG_NAME}==${SERIES_REGEX}\\.\\d+((a|b|rc)\\d+)?$"
+            REGEX="^$SHORT_PKG_NAME==\\d+\\.\\d+\\.\\d+((a|b|rc)\\d+)?\$"
           fi
-
-          echo "Tag match regex: $REGEX"
-
-          # 3) Find the most recent tag in this series
-          PREV_TAG="$(git tag --sort=-creatordate | grep -P "$REGEX" | head -1 || true)"
-          echo "Previous tag in series: ${PREV_TAG:-<none>}"
-
-          # 4) If computed TAG equals the previous tag, there’s nothing new to release
-          if [ "$TAG" = "$PREV_TAG" ] && [ -n "$TAG" ]; then
-            echo "No new version to release for 0.6.x (TAG matches previous)."
+          echo $REGEX
+          PREV_TAG=$(git tag --sort=-creatordate | grep -P $REGEX | head -1 || echo "")
+          echo $PREV_TAG
+          if [ "$TAG" == "$PREV_TAG" ]; then
+            echo "No new version to release"
             exit 1
           fi
-
-          # 5) Surface prev-tag for later steps
-          echo "prev-tag=$PREV_TAG" >> "$GITHUB_OUTPUT"
-
+          echo prev-tag="$PREV_TAG" >> $GITHUB_OUTPUT
       - name: Generate release body
         id: generate-release-body
         working-directory: langgraph
@@ -182,7 +148,6 @@ jobs:
     uses: ./.github/workflows/_test_release.yml
     with:
       working-directory: ${{ inputs.working-directory }}
-      release-branch: "0.6"
     secrets: inherit
 
   pre-release-checks:
@@ -192,7 +157,7 @@ jobs:
       - test-pypi-publish
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       # We explicitly *don't* set up caching here. This ensures our tests are
       # maximally sensitive to catching breakage.
@@ -208,7 +173,7 @@ jobs:
       #   used in the real world.
 
       - name: Set up Python
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           enable-cache: true
@@ -256,7 +221,7 @@ jobs:
           uv run python -c "import $IMPORT_NAME; print(dir($IMPORT_NAME))"
 
       - name: Import test dependencies
-        run: uv sync --group dev
+        run: uv sync --group test
         working-directory: ${{ inputs.working-directory }}
 
       # Overwrite the local version of the package with the test PyPI version.
@@ -295,16 +260,16 @@ jobs:
         working-directory: ${{ inputs.working-directory }}
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Set up Python
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           enable-cache: true
           cache-suffix: "release"
 
-      - uses: actions/download-artifact@v5
+      - uses: actions/download-artifact@v6
         with:
           name: dist
           path: ${{ inputs.working-directory }}/dist/
@@ -336,16 +301,16 @@ jobs:
         working-directory: ${{ inputs.working-directory }}
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Set up Python
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ env.PYTHON_VERSION }}
           enable-cache: true
           cache-suffix: "release"
 
-      - uses: actions/download-artifact@v5
+      - uses: actions/download-artifact@v6
         with:
           name: dist
           path: ${{ inputs.working-directory }}/dist/
@@ -357,5 +322,6 @@ jobs:
           token: ${{ secrets.GITHUB_TOKEN }}
           generateReleaseNotes: false
           tag: ${{needs.build.outputs.tag}}
+          name: ${{ needs.build.outputs.pkg-name }}==${{ needs.build.outputs.version }}
           body: ${{ needs.release-notes.outputs.release-body }}
           commit: ${{ github.sha }}

.github/workflows/run_notebooks.yml

@@ -28,9 +28,9 @@ jobs:
           - "latest"
 
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - name: Set up Python + Poetry
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: "3.11"
           enable-cache: true

.github/workflows/uv_lock_ugprade.yml

@@ -16,13 +16,13 @@ jobs:
     runs-on: ubuntu-latest
     
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       
       - name: Set up uv
-        uses: astral-sh/setup-uv@v6
+        uses: astral-sh/setup-uv@v7
         with:
           # use minimum supported Python version
-          python-version: "3.9"
+          python-version: "3.10"
           enable-cache: true
           cache-suffix: "uv-lock-upgrade"
           

AGENTS.md

@@ -28,7 +28,7 @@ Below is a high-level overview:
 - **langgraph** – core framework for building stateful, multi-actor agents.
 - **prebuilt** – high-level APIs for creating and running agents and tools.
 - **sdk-js** – JS/TS SDK for interacting with the LangGraph REST API.
-- **sdk-py** – Python SDK for the LangGraph Platform API.
+- **sdk-py** – Python SDK for the LangGraph Server API.
 
 ### Dependency map
 

README.md

@@ -63,11 +63,11 @@ LangGraph provides low-level supporting infrastructure for *any* long-running, s
 While LangGraph can be used standalone, it also integrates seamlessly with any LangChain product, giving developers a full suite of tools for building agents. To improve your LLM application development, pair LangGraph with:
 
 - [LangSmith](http://www.langchain.com/langsmith) — Helpful for agent evals and observability. Debug poor-performing LLM app runs, evaluate agent trajectories, gain visibility in production, and improve performance over time.
-- [LangGraph Platform](https://langchain-ai.github.io/langgraph/concepts/langgraph_platform/) — Deploy and scale agents effortlessly with a purpose-built deployment platform for long running, stateful workflows. Discover, reuse, configure, and share agents across teams — and iterate quickly with visual prototyping in [LangGraph Studio](https://langchain-ai.github.io/langgraph/concepts/langgraph_studio/).
-- [LangChain](https://python.langchain.com/docs/introduction/) – Provides integrations and composable components to streamline LLM application development.
+- [LangSmith Deployment](https://langchain-ai.github.io/langgraph/concepts/langgraph_platform/) — Deploy and scale agents effortlessly with a purpose-built deployment platform for long running, stateful workflows. Discover, reuse, configure, and share agents across teams — and iterate quickly with visual prototyping in [LangGraph Studio](https://langchain-ai.github.io/langgraph/concepts/langgraph_studio/).
+- [LangChain](https://docs.langchain.com/oss/python/langchain/overview) – Provides integrations and composable components to streamline LLM application development.
 
 > [!NOTE]
-> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://langchain-ai.github.io/langgraphjs/).
+> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://docs.langchain.com/oss/javascript/langgraph/overview).
 
 ## Additional resources
 
@@ -81,4 +81,4 @@ While LangGraph can be used standalone, it also integrates seamlessly with any L
 
 ## Acknowledgements
 
-LangGraph is inspired by [Pregel](https://research.google/pubs/pub37252/) and [Apache Beam](https://beam.apache.org/). The public interface draws inspiration from [NetworkX](https://networkx.org/documentation/latest/). LangGraph is built by LangChain Inc, the creators of LangChain, but can be used without LangChain.
+LangGraph is inspired by [Pregel](https://research.google/pubs/pub37252/) and [Apache Beam](https://beam.apache.org/). The public interface draws inspiration from [NetworkX](https://networkx.org/documentation/latest/). LangGraph is built by LangChain Inc, the creators of LangChain, but can be used without LangChain.

docs/_scripts/handle_auto_links.py

@@ -29,7 +29,11 @@ logger = logging.getLogger(__name__)
 
 
 def _transform_link(
-    link_name: str, scope: str, file_path: str, line_number: int, custom_title: Optional[str] = None
+    link_name: str,
+    scope: str,
+    file_path: str,
+    line_number: int,
+    custom_title: Optional[str] = None,
 ) -> Optional[str]:
     """Transform a cross-reference link based on the current scope.
 
@@ -38,7 +42,7 @@ def _transform_link(
         scope: The current scope context ("global", "python", "js", etc.).
         file_path: The file path for error reporting.
         line_number: The line number for error reporting.
-        custom_title: Optional custom title for the link. If None, uses link_name.
+        custom_title: Optional custom title for the link. If `None`, uses link_name.
 
     Returns:
         A formatted markdown link if the link is found in the scope mapping,
@@ -117,7 +121,9 @@ CROSS_REFERENCE_PATTERN = re.compile(
 )
 
 
-def _replace_autolinks(markdown: str, file_path: str, *, default_scope: str = "python") -> str:
+def _replace_autolinks(
+    markdown: str, file_path: str, *, default_scope: str = "python"
+) -> str:
     """Preprocess markdown lines to handle @[links] with conditional fence scopes.
 
     This function processes markdown content to transform @[link_name] references
@@ -169,7 +175,7 @@ def _replace_autolinks(markdown: str, file_path: str, *, default_scope: str = "p
                 # This is @[ref] format
                 link_name = match.group("link_name")
                 custom_title = None
-            
+
             transformed = _transform_link(
                 link_name, current_scope, file_path, line_number, custom_title
             )

docs/_scripts/js_translation/codeblocks/yarn.lock

@@ -2108,9 +2108,9 @@ __metadata:
   linkType: hard
 
 "hono@npm:^4.5.4":
-  version: 4.9.7
-  resolution: "hono@npm:4.9.7"
-  checksum: 10c0/089184660a9211ea216ab95bafa45260e371651cb019db49828064b7982b0ae61cc3c4715324bfeb9037aa2460c39ffa2c91d84ad0c8d500fa77cbcc7fc07a8f
+  version: 4.10.3
+  resolution: "hono@npm:4.10.3"
+  checksum: 10c0/bdcc4c7066c74ba7cfa63ed6550768a0f43a420286c8f8f74b7012ea4901b8b06778fa8e98264b46f1a86920f056b7ede1f07814da4934912f9945def4977c29
   languageName: node
   linkType: hard
 
@@ -2340,13 +2340,13 @@ __metadata:
   linkType: hard
 
 "js-yaml@npm:^4.1.0":
-  version: 4.1.0
-  resolution: "js-yaml@npm:4.1.0"
+  version: 4.1.1
+  resolution: "js-yaml@npm:4.1.1"
   dependencies:
     argparse: "npm:^2.0.1"
   bin:
     js-yaml: bin/js-yaml.js
-  checksum: 10c0/184a24b4eaacfce40ad9074c64fd42ac83cf74d8c8cd137718d456ced75051229e5061b8633c3366b8aada17945a7a356b337828c19da92b51ae62126575018f
+  checksum: 10c0/561c7d7088c40a9bb53cc75becbfb1df6ae49b34b5e6e5a81744b14ae8667ec564ad2527709d1a6e7d5e5fa6d483aa0f373a50ad98d42fde368ec4a190d4fae7
   languageName: node
   linkType: hard
 

docs/_scripts/notebook_hooks.py

@@ -27,185 +27,430 @@ DISABLED = os.getenv("DISABLE_NOTEBOOK_CONVERT") in ("1", "true", "True")
 
 REDIRECT_MAP = {
     # lib redirects
-    "how-tos/stream-values.ipynb": "how-tos/streaming.md#stream-graph-state",
-    "how-tos/stream-updates.ipynb": "how-tos/streaming.md#stream-graph-state",
-    "how-tos/streaming-content.ipynb": "how-tos/streaming.md",
-    "how-tos/stream-multiple.ipynb": "how-tos/streaming.md#stream-multiple-nodes",
-    "how-tos/streaming-tokens-without-langchain.ipynb": "how-tos/streaming.md#use-with-any-llm",
-    "how-tos/streaming-from-final-node.ipynb": "how-tos/streaming-specific-nodes.ipynb",
-    "how-tos/streaming-events-from-within-tools-without-langchain.ipynb": "how-tos/streaming-events-from-within-tools.ipynb#example-without-langchain",
+    "how-tos/stream-values.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "how-tos/stream-updates.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "how-tos/streaming-content.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "how-tos/stream-multiple.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "how-tos/streaming-tokens-without-langchain.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "how-tos/streaming-from-final-node.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "how-tos/streaming-events-from-within-tools-without-langchain.ipynb": "https://docs.langchain.com/oss/python/langgraph/streaming",
     # graph-api
-    "how-tos/state-reducers.ipynb": "how-tos/graph-api.md#define-and-update-state",
-    "how-tos/sequence.ipynb": "how-tos/graph-api.md#create-a-sequence-of-steps",
-    "how-tos/branching.ipynb": "how-tos/graph-api.md#create-branches",
-    "how-tos/recursion-limit.ipynb": "how-tos/graph-api.md#create-and-control-loops",
-    "how-tos/visualization.ipynb": "how-tos/graph-api.md#visualize-your-graph",
-    "how-tos/input_output_schema.ipynb": "how-tos/graph-api.md#define-input-and-output-schemas",
-    "how-tos/pass_private_state.ipynb": "how-tos/graph-api.md#pass-private-state-between-nodes",
-    "how-tos/state-model.ipynb": "how-tos/graph-api.md#use-pydantic-models-for-graph-state",
-    "how-tos/map-reduce.ipynb": "how-tos/graph-api.md#map-reduce-and-the-send-api",
-    "how-tos/command.ipynb": "how-tos/graph-api.md#combine-control-flow-and-state-updates-with-command",
-    "how-tos/configuration.ipynb": "how-tos/graph-api.md#add-runtime-configuration",
-    "how-tos/node-retries.ipynb": "how-tos/graph-api.md#add-retry-policies",
-    "how-tos/return-when-recursion-limit-hits.ipynb": "how-tos/graph-api.md#impose-a-recursion-limit",
-    "how-tos/async.ipynb": "how-tos/graph-api.md#async",
+    "how-tos/state-reducers.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#define-and-update-state",
+    "how-tos/sequence.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#create-a-sequence-of-steps",
+    "how-tos/branching.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#create-branches",
+    "how-tos/recursion-limit.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#create-and-control-loops",
+    "how-tos/visualization.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#visualize-your-graph",
+    "how-tos/input_output_schema.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#define-input-and-output-schemas",
+    "how-tos/pass_private_state.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#pass-private-state-between-nodes",
+    "how-tos/state-model.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#use-pydantic-models-for-graph-state",
+    "how-tos/map-reduce.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#map-reduce-and-the-send-api",
+    "how-tos/command.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#combine-control-flow-and-state-updates-with-command",
+    "how-tos/configuration.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#add-runtime-configuration",
+    "how-tos/node-retries.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#add-retry-policies",
+    "how-tos/return-when-recursion-limit-hits.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#impose-a-recursion-limit",
+    "how-tos/async.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api#async",
     # memory how-tos
-    "how-tos/memory/manage-conversation-history.ipynb": "how-tos/memory/add-memory.md",
-    "how-tos/memory/delete-messages.ipynb": "how-tos/memory/add-memory.md#delete-messages",
-    "how-tos/memory/add-summary-conversation-history.ipynb": "how-tos/memory/add-memory.md#summarize-messages",
-    "how-tos/memory.ipynb": "how-tos/memory/add-memory.md",
-    "agents/memory.ipynb": "how-tos/memory/add-memory.md",
+    "how-tos/memory/manage-conversation-history.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "how-tos/memory/delete-messages.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#delete-messages",
+    "how-tos/memory/add-summary-conversation-history.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#summarize-messages",
+    "how-tos/memory.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "agents/memory.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
     # subgraph how-tos
-    "how-tos/subgraph-transform-state.ipynb": "how-tos/subgraph.md#different-state-schemas",
-    "how-tos/subgraphs-manage-state.ipynb": "how-tos/subgraph.md#add-persistence",
+    "how-tos/subgraph-transform-state.ipynb": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs#different-state-schemas",
+    "how-tos/subgraphs-manage-state.ipynb": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs#add-persistence",
     # persistence how-tos
-    "how-tos/persistence_postgres.ipynb": "how-tos/memory/add-memory.md#use-in-production",
-    "how-tos/persistence_mongodb.ipynb": "how-tos/memory/add-memory.md#use-in-production",
-    "how-tos/persistence_redis.ipynb": "how-tos/memory/add-memory.md#use-in-production",
-    "how-tos/subgraph-persistence.ipynb": "how-tos/memory/add-memory.md#use-with-subgraphs",
-    "how-tos/cross-thread-persistence.ipynb": "how-tos/memory/add-memory.md#add-long-term-memory",
-    "cloud/how-tos/copy_threads": "cloud/how-tos/use_threads",
-    "cloud/how-tos/check-thread-status": "cloud/how-tos/use_threads",
-    "cloud/concepts/threads.md": "concepts/persistence.md#threads",
-    "how-tos/persistence.ipynb": "how-tos/memory/add-memory.md",
+    "how-tos/persistence_postgres.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-in-production",
+    "how-tos/persistence_mongodb.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-in-production",
+    "how-tos/persistence_redis.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-in-production",
+    "how-tos/subgraph-persistence.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#use-with-subgraphs",
+    "how-tos/cross-thread-persistence.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory#add-long-term-memory",
+    "cloud/how-tos/copy_threads": "https://docs.langchain.com/langsmith/use-threads",
+    "cloud/how-tos/check-thread-status": "https://docs.langchain.com/langsmith/use-threads",
+    "cloud/concepts/threads.md": "https://docs.langchain.com/oss/python/langgraph/persistence#threads",
+    "how-tos/persistence.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
     # tool calling how-tos
-    "how-tos/tool-calling-errors.ipynb": "how-tos/tool-calling.ipynb#handle-errors",
-    "how-tos/pass-config-to-tools.ipynb": "how-tos/tool-calling.ipynb#access-config",
-    "how-tos/pass-run-time-values-to-tools.ipynb": "how-tos/tool-calling.ipynb#read-state",
-    "how-tos/update-state-from-tools.ipynb": "how-tos/tool-calling.ipynb#update-state",
-    "agents/tools.md": "how-tos/tool-calling.md",
+    "how-tos/tool-calling-errors.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "how-tos/pass-config-to-tools.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "how-tos/pass-run-time-values-to-tools.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "how-tos/update-state-from-tools.ipynb": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "agents/tools.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
     # multi-agent how-tos
-    "how-tos/agent-handoffs.ipynb": "how-tos/multi_agent.md#handoffs",
-    "how-tos/multi-agent-network.ipynb": "how-tos/multi_agent.md#use-in-a-multi-agent-system",
-    "how-tos/multi-agent-multi-turn-convo.ipynb": "how-tos/multi_agent.md#multi-turn-conversation",
+    "how-tos/agent-handoffs.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "how-tos/multi-agent-network.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "how-tos/multi-agent-multi-turn-convo.ipynb": "https://docs.langchain.com/oss/python/langgraph/graph-api",
     # cloud redirects
-    "cloud/index.md": "index.md",
-    "cloud/how-tos/index.md": "concepts/langgraph_platform",
-    "cloud/concepts/api.md": "concepts/langgraph_server.md",
-    "cloud/concepts/cloud.md": "concepts/langgraph_cloud.md",
-    "cloud/faq/studio.md": "concepts/langgraph_studio.md#studio-faqs",
-    "cloud/how-tos/human_in_the_loop_edit_state.md": "cloud/how-tos/add-human-in-the-loop.md",
-    "cloud/how-tos/human_in_the_loop_user_input.md": "cloud/how-tos/add-human-in-the-loop.md",
-    "concepts/platform_architecture.md": "concepts/langgraph_cloud#architecture",
+    "cloud/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "cloud/how-tos/index.md": "https://docs.langchain.com/langsmith/home",
+    "cloud/concepts/api.md": "https://docs.langchain.com/langsmith/agent-server",
+    "cloud/concepts/cloud.md": "https://docs.langchain.com/langsmith/cloud",
+    "cloud/faq/studio.md": "https://docs.langchain.com/langsmith/studio",
+    "cloud/how-tos/human_in_the_loop_edit_state.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
+    "cloud/how-tos/human_in_the_loop_user_input.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
+    "concepts/platform_architecture.md": "https://docs.langchain.com/langsmith/cloud#architecture",
     # cloud streaming redirects
-    "cloud/how-tos/stream_values.md": "https://docs.langchain.com/langgraph-platform/streaming",
-    "cloud/how-tos/stream_updates.md": "https://docs.langchain.com/langgraph-platform/streaming",
-    "cloud/how-tos/stream_messages.md": "https://docs.langchain.com/langgraph-platform/streaming",
-    "cloud/how-tos/stream_events.md": "https://docs.langchain.com/langgraph-platform/streaming",
-    "cloud/how-tos/stream_debug.md": "https://docs.langchain.com/langgraph-platform/streaming",
-    "cloud/how-tos/stream_multiple.md": "https://docs.langchain.com/langgraph-platform/streaming",
-    "cloud/concepts/streaming.md": "concepts/streaming.md",
-    "agents/streaming.md": "how-tos/streaming.md",
+    "cloud/how-tos/stream_values.md": "https://docs.langchain.com/langsmith/streaming",
+    "cloud/how-tos/stream_updates.md": "https://docs.langchain.com/langsmith/streaming",
+    "cloud/how-tos/stream_messages.md": "https://docs.langchain.com/langsmith/streaming",
+    "cloud/how-tos/stream_events.md": "https://docs.langchain.com/langsmith/streaming",
+    "cloud/how-tos/stream_debug.md": "https://docs.langchain.com/langsmith/streaming",
+    "cloud/how-tos/stream_multiple.md": "https://docs.langchain.com/langsmith/streaming",
+    "cloud/concepts/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "agents/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
     # prebuilt redirects
-    "how-tos/create-react-agent.ipynb": "agents/agents.md#basic-configuration",
-    "how-tos/create-react-agent-memory.ipynb": "agents/memory.md",
-    "how-tos/create-react-agent-system-prompt.ipynb": "agents/context.md#prompts",
-    "how-tos/create-react-agent-structured-output.ipynb": "agents/agents.md#structured-output",
+    "how-tos/create-react-agent.ipynb": "https://docs.langchain.com/oss/python/langchain/agents#basic-configuration",
+    "how-tos/create-react-agent-memory.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "how-tos/create-react-agent-system-prompt.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "how-tos/create-react-agent-structured-output.ipynb": "https://docs.langchain.com/oss/python/langchain/agents#structured-output",
     # misc
-    "prebuilt.md": "agents/prebuilt.md",
-    "reference/prebuilt.md": "reference/agents.md",
-    "concepts/high_level.md": "index.md",
-    "concepts/index.md": "index.md",
-    "concepts/v0-human-in-the-loop.md": "concepts/human-in-the-loop.md",
-    "how-tos/index.md": "index.md",
-    "tutorials/introduction.ipynb": "concepts/why-langgraph.md",
-    "agents/deployment.md": "tutorials/langgraph-platform/local-server.md",
+    "prebuilt.md": "https://docs.langchain.com/oss/python/langchain/agents",
+    "reference/prebuilt.md": "https://reference.langchain.com/python/langgraph/agents/",
+    "concepts/high_level.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "concepts/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "concepts/v0-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "how-tos/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "tutorials/introduction.ipynb": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "agents/deployment.md": "https://docs.langchain.com/oss/python/langgraph/local-server",
     # deployment redirects
-    "how-tos/deploy-self-hosted.md": "cloud/deployment/self_hosted_data_plane.md",
-    "concepts/self_hosted.md": "concepts/langgraph_self_hosted_data_plane.md",
-    "tutorials/deployment.md": "concepts/deployment_options.md",
+    "how-tos/deploy-self-hosted.md": "https://docs.langchain.com/langsmith/platform-setup",
+    "concepts/self_hosted.md": "https://docs.langchain.com/langsmith/platform-setup",
+    "tutorials/deployment.md": "https://docs.langchain.com/langsmith/deployments",
     # assistant redirects
-    "cloud/how-tos/assistant_versioning.md": "cloud/how-tos/configuration_cloud.md",
-    "cloud/concepts/runs.md": "concepts/assistants.md#execution",
+    "cloud/how-tos/assistant_versioning.md": "https://docs.langchain.com/langsmith/configuration-cloud",
+    "cloud/concepts/runs.md": "https://docs.langchain.com/langsmith/assistants#execution",
     # hitl redirects
-    "how-tos/wait-user-input-functional.ipynb": "how-tos/use-functional-api.md",
-    "how-tos/review-tool-calls-functional.ipynb": "how-tos/use-functional-api.md",
-    "how-tos/create-react-agent-hitl.ipynb": "how-tos/human_in_the_loop/add-human-in-the-loop.md",
-    "agents/human-in-the-loop.md": "how-tos/human_in_the_loop/add-human-in-the-loop.md",
-    "how-tos/human_in_the_loop/dynamic_breakpoints.ipynb": "how-tos/human_in_the_loop/breakpoints.md",
-    "concepts/breakpoints.md": "concepts/human_in_the_loop.md",
-    "how-tos/human_in_the_loop/breakpoints.md": "how-tos/human_in_the_loop/add-human-in-the-loop.md",
-    "cloud/how-tos/human_in_the_loop_breakpoint.md": "cloud/how-tos/add-human-in-the-loop.md",
-    "how-tos/human_in_the_loop/edit-graph-state.ipynb": "how-tos/human_in_the_loop/time-travel.md",
+    "how-tos/wait-user-input-functional.ipynb": "https://docs.langchain.com/oss/python/langgraph/functional-api",
+    "how-tos/review-tool-calls-functional.ipynb": "https://docs.langchain.com/oss/python/langgraph/functional-api",
+    "how-tos/create-react-agent-hitl.ipynb": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "agents/human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "how-tos/human_in_the_loop/dynamic_breakpoints.ipynb": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "concepts/breakpoints.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "how-tos/human_in_the_loop/breakpoints.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "cloud/how-tos/human_in_the_loop_breakpoint.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
+    "how-tos/human_in_the_loop/edit-graph-state.ipynb": "https://docs.langchain.com/oss/python/langgraph/use-time-travel",
 
     # LGP mintlify migration redirects
-    "tutorials/auth/getting_started.md": "https://docs.langchain.com/langgraph-platform/auth",
-    "tutorials/auth/resource_auth.md": "https://docs.langchain.com/langgraph-platform/resource-auth",
-    "tutorials/auth/add_auth_server.md": "https://docs.langchain.com/langgraph-platform/add-auth-server",
-    "how-tos/use-remote-graph.md": "https://docs.langchain.com/langgraph-platform/use-remote-graph",
-    "how-tos/autogen-integration.md": "https://docs.langchain.com/langgraph-platform/autogen-integration",
-    "cloud/how-tos/use_stream_react.md": "https://docs.langchain.com/langgraph-platform/use-stream-react",
-    "cloud/how-tos/generative_ui_react.md": "https://docs.langchain.com/langgraph-platform/generative-ui-react",
-    "concepts/langgraph_platform.md": "https://docs.langchain.com/langgraph-platform/index",
-    "concepts/langgraph_components.md": "https://docs.langchain.com/langgraph-platform/components",
-    "concepts/langgraph_server.md": "https://docs.langchain.com/langgraph-platform/langgraph-server",
-    "concepts/langgraph_data_plane.md": "https://docs.langchain.com/langgraph-platform/data-plane",
-    "concepts/langgraph_control_plane.md": "https://docs.langchain.com/langgraph-platform/control-plane",
-    "concepts/langgraph_cli.md": "https://docs.langchain.com/langgraph-platform/langgraph-cli",
-    "concepts/langgraph_studio.md": "https://docs.langchain.com/langgraph-platform/langgraph-studio",
-    "cloud/how-tos/studio/quick_start.md": "https://docs.langchain.com/langgraph-platform/quick-start-studio",
-    "cloud/how-tos/invoke_studio.md": "https://docs.langchain.com/langgraph-platform/use-studio#run-application",
-    "cloud/how-tos/studio/manage_assistants.md": "https://docs.langchain.com/langgraph-platform/use-studio#manage-assistants",
-    "cloud/how-tos/threads_studio.md": "https://docs.langchain.com/langgraph-platform/use-studio#manage-threads",
-    "cloud/how-tos/iterate_graph_studio.md": "https://docs.langchain.com/langgraph-platform/observability-studio#iterate-on-prompts",
-    "cloud/how-tos/studio/run_evals.md": "https://docs.langchain.com/langgraph-platform/observability-studio#run-experiments-over-a-dataset",
-    "cloud/how-tos/clone_traces_studio.md": "https://docs.langchain.com/langgraph-platform/observability-studio#debug-langsmith-traces",
-    "cloud/how-tos/datasets_studio.md": "https://docs.langchain.com/langgraph-platform/observability-studio#add-node-to-dataset",
-    "concepts/sdk.md": "https://docs.langchain.com/langgraph-platform/sdk",
-    "concepts/plans.md": "https://docs.langchain.com/langgraph-platform/plans",
-    "concepts/application_structure.md": "https://docs.langchain.com/langgraph-platform/application-structure",
-    "concepts/scalability_and_resilience.md": "https://docs.langchain.com/langgraph-platform/scalability-and-resilience",
-    "concepts/auth.md": "https://docs.langchain.com/langgraph-platform/auth",
-    "how-tos/auth/custom_auth.md": "https://docs.langchain.com/langgraph-platform/custom-auth",
-    "how-tos/auth/openapi_security.md": "https://docs.langchain.com/langgraph-platform/openapi-security",
-    "concepts/assistants.md": "https://docs.langchain.com/langgraph-platform/assistants",
-    "cloud/how-tos/configuration_cloud.md": "https://docs.langchain.com/langgraph-platform/configuration-cloud",
-    "cloud/how-tos/use_threads.md": "https://docs.langchain.com/langgraph-platform/use-threads",
-    "cloud/how-tos/background_run.md": "https://docs.langchain.com/langgraph-platform/background-run",
-    "cloud/how-tos/same-thread.md": "https://docs.langchain.com/langgraph-platform/same-thread",
-    "cloud/how-tos/stateless_runs.md": "https://docs.langchain.com/langgraph-platform/stateless-runs",
-    "cloud/how-tos/configurable_headers.md": "https://docs.langchain.com/langgraph-platform/configurable-headers",
-    "concepts/double_texting.md": "https://docs.langchain.com/langgraph-platform/double-texting",
-    "cloud/how-tos/interrupt_concurrent.md": "https://docs.langchain.com/langgraph-platform/interrupt-concurrent",
-    "cloud/how-tos/rollback_concurrent.md": "https://docs.langchain.com/langgraph-platform/rollback-concurrent",
-    "cloud/how-tos/reject_concurrent.md": "https://docs.langchain.com/langgraph-platform/reject-concurrent",
-    "cloud/how-tos/enqueue_concurrent.md": "https://docs.langchain.com/langgraph-platform/enqueue-concurrent",
-    "cloud/concepts/webhooks.md": "https://docs.langchain.com/langgraph-platform/use-webhooks",
-    "cloud/how-tos/webhooks.md": "https://docs.langchain.com/langgraph-platform/use-webhooks",
-    "cloud/concepts/cron_jobs.md": "https://docs.langchain.com/langgraph-platform/cron-jobs",
-    "cloud/how-tos/cron_jobs.md": "https://docs.langchain.com/langgraph-platform/cron-jobs",
-    "how-tos/http/custom_lifespan.md": "https://docs.langchain.com/langgraph-platform/custom-lifespan",
-    "how-tos/http/custom_middleware.md": "https://docs.langchain.com/langgraph-platform/custom-middleware",
-    "how-tos/http/custom_routes.md": "https://docs.langchain.com/langgraph-platform/custom-routes",
-    "cloud/concepts/data_storage_and_privacy.md": "https://docs.langchain.com/langgraph-platform/data-storage-and-privacy",
-    "cloud/deployment/semantic_search.md": "https://docs.langchain.com/langgraph-platform/semantic-search",
-    "how-tos/ttl/configure_ttl.md": "https://docs.langchain.com/langgraph-platform/configure-ttl",
-    "concepts/deployment_options.md": "https://docs.langchain.com/langgraph-platform/deployment-options",
-    "cloud/quick_start.md": "https://docs.langchain.com/langgraph-platform/deployment-quickstart",
-    "cloud/deployment/setup.md": "https://docs.langchain.com/langgraph-platform/setup-app-requirements-txt",
-    "cloud/deployment/setup_pyproject.md": "https://docs.langchain.com/langgraph-platform/setup-pyproject",
-    "cloud/deployment/setup_javascript.md": "https://docs.langchain.com/langgraph-platform/setup-javascript",
-    "cloud/deployment/custom_docker.md": "https://docs.langchain.com/langgraph-platform/custom-docker",
-    "cloud/deployment/graph_rebuild.md": "https://docs.langchain.com/langgraph-platform/graph-rebuild",
-    "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#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-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",
-    "cloud/deployment/egress.md": "https://docs.langchain.com/langgraph-platform/env-var",
-    "cloud/how-tos/streaming.md": "https://docs.langchain.com/langgraph-platform/streaming",
-    "cloud/reference/api/api_ref.md": "https://docs.langchain.com/langgraph-platform/server-api-ref",
-    "cloud/reference/langgraph_server_changelog.md": "https://docs.langchain.com/langgraph-platform/langgraph-server-changelog",
-    "cloud/reference/api/api_ref_control_plane.md": "https://docs.langchain.com/langgraph-platform/api-ref-control-plane",
-    "cloud/reference/cli.md": "https://docs.langchain.com/langgraph-platform/cli",
-    "cloud/reference/env_var.md": "https://docs.langchain.com/langgraph-platform/env-var",
-    "troubleshooting/studio.md": "https://docs.langchain.com/langgraph-platform/troubleshooting-studio",
+    "examples/index.md": "https://docs.langchain.com/oss/python/learn",
+    "guides/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "concepts/index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "tutorials/index.md": "https://docs.langchain.com/oss/python/learn",
+    "llms-txt-overview.md": "https://docs.langchain.com/llms.txt",
+    "tutorials/rag/langgraph_adaptive_rag.md": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
+    "tutorials/multi_agent/multi-agent-collaboration.ipynb": "https://docs.langchain.com/oss/python/langchain/multi-agent",
+    "how-tos/create-react-agent-manage-message-history.ipynb": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "how-tos/many-tools.ipynb": "https://docs.langchain.com/oss/python/langchain/tools",
+    "tutorials/customer-support/customer-support.ipynb": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
+    "how-tos/react-agent-structured-output.ipynb": "https://docs.langchain.com/oss/python/langchain/agents#structured-output",
+    "tutorials/code_assistant/langgraph_code_assistant.ipynb": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
+    "tutorials/multi_agent/hierarchical_agent_teams.ipynb": "https://docs.langchain.com/oss/python/langchain/supervisor",
+    "tutorials/auth/getting_started.md": "https://docs.langchain.com/langsmith/auth",
+    "tutorials/auth/resource_auth.md": "https://docs.langchain.com/langsmith/resource-auth",
+    "tutorials/auth/add_auth_server.md": "https://docs.langchain.com/langsmith/add-auth-server",
+    "how-tos/use-remote-graph.md": "https://docs.langchain.com/langsmith/use-remote-graph",
+    "how-tos/autogen-integration.md": "https://docs.langchain.com/langsmith/autogen-integration",
+    "how-tos/human_in_the_loop/wait-user-input.ipynb": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "cloud/how-tos/use_stream_react.md": "https://docs.langchain.com/langsmith/use-stream-react",
+    "cloud/how-tos/generative_ui_react.md": "https://docs.langchain.com/langsmith/generative-ui-react",
+    "concepts/langgraph_platform.md": "https://docs.langchain.com/langsmith/deployments",
+    "concepts/langgraph_components.md": "https://docs.langchain.com/langsmith/components",
+    "concepts/langgraph_server.md": "https://docs.langchain.com/langsmith/agent-server",
+    "concepts/langgraph_data_plane.md": "https://docs.langchain.com/langsmith/data-plane",
+    "concepts/langgraph_control_plane.md": "https://docs.langchain.com/langsmith/control-plane",
+    "concepts/langgraph_cli.md": "https://docs.langchain.com/langsmith/cli",
+    "concepts/langgraph_studio.md": "https://docs.langchain.com/langsmith/studio",
+    "cloud/how-tos/studio/quick_start.md": "https://docs.langchain.com/langsmith/quick-start-studio",
+    "cloud/how-tos/invoke_studio.md": "https://docs.langchain.com/langsmith/use-studio#run-application",
+    "cloud/how-tos/studio/manage_assistants.md": "https://docs.langchain.com/langsmith/use-studio#manage-assistants",
+    "cloud/how-tos/threads_studio.md": "https://docs.langchain.com/langsmith/use-studio#manage-threads",
+    "cloud/how-tos/iterate_graph_studio.md": "https://docs.langchain.com/langsmith/observability-studio#iterate-on-prompts",
+    "cloud/how-tos/studio/run_evals.md": "https://docs.langchain.com/langsmith/observability-studio#run-experiments-over-a-dataset",
+    "cloud/how-tos/clone_traces_studio.md": "https://docs.langchain.com/langsmith/observability-studio#debug-langsmith-traces",
+    "cloud/how-tos/datasets_studio.md": "https://docs.langchain.com/langsmith/observability-studio#add-node-to-dataset",
+    "concepts/sdk.md": "https://docs.langchain.com/langsmith/sdk",
+    "concepts/plans.md": "https://langchain.com/pricing",
+    "concepts/application_structure.md": "https://docs.langchain.com/langsmith/application-structure",
+    "concepts/scalability_and_resilience.md": "https://docs.langchain.com/langsmith/scalability-and-resilience",
+    "concepts/auth.md": "https://docs.langchain.com/langsmith/authentication-methods",
+    "how-tos/auth/custom_auth.md": "https://docs.langchain.com/langsmith/custom-auth",
+    "how-tos/auth/openapi_security.md": "https://docs.langchain.com/langsmith/openapi-security",
+    "concepts/assistants.md": "https://docs.langchain.com/langsmith/assistants",
+    "cloud/how-tos/configuration_cloud.md": "https://docs.langchain.com/langsmith/cloud",
+    "cloud/how-tos/use_threads.md": "https://docs.langchain.com/langsmith/use-threads",
+    "cloud/how-tos/background_run.md": "https://docs.langchain.com/langsmith/background-run",
+    "cloud/how-tos/same-thread.md": "https://docs.langchain.com/langsmith/same-thread",
+    "cloud/how-tos/stateless_runs.md": "https://docs.langchain.com/langsmith/stateless-runs",
+    "cloud/how-tos/configurable_headers.md": "https://docs.langchain.com/langsmith/configurable-headers",
+    "concepts/double_texting.md": "https://docs.langchain.com/langsmith/double-texting",
+    "cloud/how-tos/interrupt_concurrent.md": "https://docs.langchain.com/langsmith/interrupt-concurrent",
+    "cloud/how-tos/rollback_concurrent.md": "https://docs.langchain.com/langsmith/rollback-concurrent",
+    "cloud/how-tos/reject_concurrent.md": "https://docs.langchain.com/langsmith/reject-concurrent",
+    "cloud/how-tos/enqueue_concurrent.md": "https://docs.langchain.com/langsmith/enqueue-concurrent",
+    "cloud/concepts/webhooks.md": "https://docs.langchain.com/langsmith/use-webhooks",
+    "cloud/how-tos/webhooks.md": "https://docs.langchain.com/langsmith/use-webhooks",
+    "cloud/concepts/cron_jobs.md": "https://docs.langchain.com/langsmith/cron-jobs",
+    "cloud/how-tos/cron_jobs.md": "https://docs.langchain.com/langsmith/cron-jobs",
+    "how-tos/http/custom_lifespan.md": "https://docs.langchain.com/langsmith/custom-lifespan",
+    "how-tos/http/custom_middleware.md": "https://docs.langchain.com/langsmith/custom-middleware",
+    "how-tos/http/custom_routes.md": "https://docs.langchain.com/langsmith/custom-routes",
+    "cloud/concepts/data_storage_and_privacy.md": "https://docs.langchain.com/langsmith/data-storage-and-privacy",
+    "cloud/deployment/semantic_search.md": "https://docs.langchain.com/langsmith/semantic-search",
+    "how-tos/ttl/configure_ttl.md": "https://docs.langchain.com/langsmith/configure-ttl",
+    "concepts/deployment_options.md": "https://docs.langchain.com/langsmith/platform-setup",
+    "cloud/quick_start.md": "https://docs.langchain.com/langsmith/deployment-quickstart",
+    "cloud/deployment/setup.md": "https://docs.langchain.com/langsmith/setup-app-requirements-txt",
+    "cloud/deployment/setup_pyproject.md": "https://docs.langchain.com/langsmith/setup-pyproject",
+    "cloud/deployment/setup_javascript.md": "https://docs.langchain.com/langsmith/setup-javascript",
+    "cloud/deployment/custom_docker.md": "https://docs.langchain.com/langsmith/custom-docker",
+    "cloud/deployment/graph_rebuild.md": "https://docs.langchain.com/langsmith/graph-rebuild",
+    "concepts/langgraph_cloud.md": "https://docs.langchain.com/langsmith/cloud",
+    "concepts/langgraph_self_hosted_data_plane.md": "https://docs.langchain.com/langsmith/hybrid",
+    "concepts/langgraph_self_hosted_control_plane.md": "https://docs.langchain.com/langsmith/self-hosted",
+    "concepts/langgraph_standalone_container.md": "https://docs.langchain.com/langsmith/self-hosted#standalone-server",
+    "cloud/deployment/cloud.md": "https://docs.langchain.com/langsmith/cloud",
+    "cloud/deployment/self_hosted_data_plane.md": "https://docs.langchain.com/langsmith/deploy-hybrid",
+    "cloud/deployment/self_hosted_control_plane.md": "https://docs.langchain.com/langsmith/deploy-self-hosted-full-platform",
+    "cloud/deployment/standalone_container.md": "https://docs.langchain.com/langsmith/deploy-standalone-server",
+    "concepts/server-mcp.md": "https://docs.langchain.com/langsmith/server-mcp",
+    "cloud/how-tos/human_in_the_loop_time_travel.md": "https://docs.langchain.com/langsmith/human-in-the-loop-time-travel",
+    "cloud/how-tos/add-human-in-the-loop.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
+    "cloud/deployment/egress.md": "https://docs.langchain.com/langsmith/env-var",
+    "cloud/how-tos/streaming.md": "https://docs.langchain.com/langsmith/streaming",
+    "cloud/reference/api/api_ref.md": "https://docs.langchain.com/langsmith/server-api-ref",
+    "cloud/reference/langgraph_server_changelog.md": "https://docs.langchain.com/langsmith/agent-server-changelog",
+    "cloud/reference/api/api_ref_control_plane.md": "https://docs.langchain.com/langsmith/api-ref-control-plane",
+    "cloud/reference/cli.md": "https://docs.langchain.com/langsmith/cli",
+    "cloud/reference/env_var.md": "https://docs.langchain.com/langsmith/env-var",
+    "troubleshooting/studio.md": "https://docs.langchain.com/langsmith/troubleshooting-studio",
+
+    # LangGraph mintlify migration redirects
+    "index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "agents/agents.md": "https://docs.langchain.com/oss/python/langchain/agents",
+    "concepts/why-langgraph.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "tutorials/get-started/1-build-basic-chatbot.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
+    "tutorials/get-started/2-add-tools.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
+    "tutorials/get-started/3-add-memory.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
+    "tutorials/get-started/4-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
+    "tutorials/get-started/5-customize-state.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
+    "tutorials/get-started/6-time-travel.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
+    "tutorials/langsmith/local-server.md": "https://docs.langchain.com/oss/python/langgraph/local-server",
+    "tutorials/workflows.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "tutorials/plan-and-execute/plan-and-execute.ipynb": "https://docs.langchain.com/oss/python/langchain/middleware/built-in#to-do-list",
+    "tutorials/langgraph-platform/local-server/local-server.md": "https://docs.langchain.com/langsmith/local-server",
+    "concepts/agentic_concepts.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "guides/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
+    "agents/overview.md": "https://docs.langchain.com/oss/python/langchain/agents",
+    "agents/run_agents.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
+    "concepts/low_level.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "how-tos/graph-api.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "how-tos/react-agent-from-scratch.ipynb": "https://docs.langchain.com/oss/python/langchain/quickstart",
+    "concepts/functional_api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
+    "how-tos/use-functional-api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
+    "concepts/pregel.md": "https://docs.langchain.com/oss/python/langgraph/pregel",
+    "concepts/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "how-tos/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "concepts/persistence.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
+    "concepts/durable_execution.md": "https://docs.langchain.com/oss/python/langgraph/durable-execution",
+    "concepts/memory.md": "https://docs.langchain.com/oss/python/langgraph/memory",
+    "how-tos/memory/add-memory.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "agents/context.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "agents/models.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "concepts/tools.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "how-tos/tool-calling.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "concepts/human_in_the_loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "how-tos/human_in_the_loop/add-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "concepts/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
+    "how-tos/human_in_the_loop/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/use-time-travel",
+    "concepts/subgraphs.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
+    "how-tos/subgraph.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
+    "concepts/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "agents/multi-agent.md": "https://docs.langchain.com/oss/python/langchain/multi-agent",
+    "how-tos/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "concepts/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "agents/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "concepts/tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
+    "how-tos/enable-tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
+    "agents/evals.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "examples/index.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
+    "concepts/template_applications.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "tutorials/rag/langgraph_agentic_rag.md": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
+    "tutorials/multi_agent/agent_supervisor.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "tutorials/sql/sql-agent.md": "https://docs.langchain.com/oss/python/langgraph/sql-agent",
+    "agents/ui.md": "https://docs.langchain.com/oss/python/langgraph/ui",
+    "how-tos/run-id-langsmith.md": "https://docs.langchain.com/oss/python/langgraph/observability",
+    "troubleshooting/errors/index.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
+    "troubleshooting/errors/INVALID_CHAT_HISTORY.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CHAT_HISTORY",
+    "troubleshooting/errors/INVALID_LICENSE.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
+    "adopters.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
+    "concepts/faq.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "agents/prebuilt.md": "https://docs.langchain.com/oss/python/langchain/agents",
+    "reference/index.md": "https://reference.langchain.com/python/langgraph/",
+    "reference/graphs.md": "https://reference.langchain.com/python/langgraph/graphs/",
+    "reference/func.md": "https://reference.langchain.com/python/langgraph/func/",
+    "reference/pregel.md": "https://reference.langchain.com/python/langgraph/pregel/",
+    "reference/checkpoints.md": "https://reference.langchain.com/python/langgraph/checkpoints/",
+    "reference/store.md": "https://reference.langchain.com/python/langgraph/store/",
+    "reference/cache.md": "https://reference.langchain.com/python/langgraph/cache/",
+    "reference/types.md": "https://reference.langchain.com/python/langgraph/types/",
+    "reference/runtime.md": "https://reference.langchain.com/python/langgraph/runtime/",
+    "reference/config.md": "https://reference.langchain.com/python/langgraph/config/",
+    "reference/errors.md": "https://reference.langchain.com/python/langgraph/errors/",
+    "reference/constants.md": "https://reference.langchain.com/python/langgraph/constants/",
+    "reference/channels.md": "https://reference.langchain.com/python/langgraph/channels/",
+    "reference/agents.md": "https://reference.langchain.com/python/langgraph/agents/",
+    "reference/supervisor.md": "https://reference.langchain.com/python/langgraph/supervisor/",
+    "reference/swarm.md": "https://reference.langchain.com/python/langgraph/swarm/",
+    "reference/mcp.md": "https://reference.langchain.com/python/langgraph/mcp/",
+    "cloud/reference/sdk/python_sdk_ref.md": "https://reference.langchain.com/python/langsmith/deployment/sdk/",
+    "reference/remote_graph.md": "https://reference.langchain.com/python/langsmith/deployment/remote_graph/",
+
+    # additional exclude-search entries from mkdocs.yml
+    "additional-resources/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
+    "cloud/concepts/cron_jobs.md": "https://docs.langchain.com/langsmith/cron-jobs",
+    "cloud/concepts/data_storage_and_privacy.md": "https://docs.langchain.com/langsmith/data-storage-and-privacy",
+    "cloud/concepts/webhooks.md": "https://docs.langchain.com/langsmith/use-webhooks",
+    "cloud/deployment/cloud.md": "https://docs.langchain.com/langsmith/cloud",
+    "cloud/deployment/custom_docker.md": "https://docs.langchain.com/langsmith/custom-docker",
+    "cloud/deployment/egress.md": "https://docs.langchain.com/langsmith/env-var",
+    "cloud/deployment/graph_rebuild.md": "https://docs.langchain.com/langsmith/graph-rebuild",
+    "cloud/deployment/self_hosted_control_plane.md": "https://docs.langchain.com/langsmith/platform-setup",
+    "cloud/deployment/self_hosted_data_plane.md": "https://docs.langchain.com/langsmith/platform-setup",
+    "cloud/deployment/semantic_search.md": "https://docs.langchain.com/langsmith/semantic-search",
+    "cloud/deployment/setup_javascript.md": "https://docs.langchain.com/langsmith/setup-javascript",
+    "cloud/deployment/setup_pyproject.md": "https://docs.langchain.com/langsmith/setup-pyproject",
+    "cloud/deployment/setup.md": "https://docs.langchain.com/langsmith/setup-app-requirements-txt",
+    "cloud/deployment/standalone_container.md": "https://docs.langchain.com/langsmith/docker",
+    "cloud/how-tos/add-human-in-the-loop.md": "https://docs.langchain.com/langsmith/add-human-in-the-loop",
+    "cloud/how-tos/background_run.md": "https://docs.langchain.com/langsmith/background-run",
+    "cloud/how-tos/clone_traces_studio.md": "https://docs.langchain.com/langsmith/observability",
+    "cloud/how-tos/configurable_headers.md": "https://docs.langchain.com/langsmith/configurable-headers",
+    "cloud/how-tos/configuration_cloud.md": "https://docs.langchain.com/langsmith/configuration-cloud",
+    "cloud/how-tos/cron_jobs.md": "https://docs.langchain.com/langsmith/cron-jobs",
+    "cloud/how-tos/datasets_studio.md": "https://docs.langchain.com/langsmith/use-studio",
+    "cloud/how-tos/enqueue_concurrent.md": "https://docs.langchain.com/langsmith/enqueue-concurrent",
+    "cloud/how-tos/generative_ui_react.md": "https://docs.langchain.com/langsmith/generative-ui-react",
+    "cloud/how-tos/human_in_the_loop_time_travel.md": "https://docs.langchain.com/langsmith/human-in-the-loop-time-travel",
+    "cloud/how-tos/interrupt_concurrent.md": "https://docs.langchain.com/langsmith/interrupt-concurrent",
+    "cloud/how-tos/invoke_studio.md": "https://docs.langchain.com/langsmith/use-studio",
+    "cloud/how-tos/iterate_graph_studio.md": "https://docs.langchain.com/langsmith/use-studio",
+    "cloud/how-tos/reject_concurrent.md": "https://docs.langchain.com/langsmith/reject-concurrent",
+    "cloud/how-tos/rollback_concurrent.md": "https://docs.langchain.com/langsmith/rollback-concurrent",
+    "cloud/how-tos/same-thread.md": "https://docs.langchain.com/langsmith/same-thread",
+    "cloud/how-tos/stateless_runs.md": "https://docs.langchain.com/langsmith/stateless-runs",
+    "cloud/how-tos/streaming.md": "https://docs.langchain.com/langsmith/streaming",
+    "cloud/how-tos/studio/manage_assistants.md": "https://docs.langchain.com/langsmith/use-studio",
+    "cloud/how-tos/studio/quick_start.md": "https://docs.langchain.com/langsmith/quick-start-studio",
+    "cloud/how-tos/studio/run_evals.md": "https://docs.langchain.com/langsmith/observability",
+    "cloud/how-tos/threads_studio.md": "https://docs.langchain.com/langsmith/use-threads",
+    "cloud/how-tos/use_stream_react.md": "https://docs.langchain.com/langsmith/use-stream-react",
+    "cloud/how-tos/use_threads.md": "https://docs.langchain.com/langsmith/use-threads",
+    "cloud/how-tos/webhooks.md": "https://docs.langchain.com/langsmith/use-webhooks",
+    "cloud/quick_start.md": "https://docs.langchain.com/langsmith/deployment-quickstart",
+    "cloud/reference/api/api_ref_control_plane.md": "https://docs.langchain.com/langsmith/api-ref-control-plane",
+    "cloud/reference/api/api_ref.md": "https://docs.langchain.com/langsmith/server-api-ref",
+    "cloud/reference/cli.md": "https://docs.langchain.com/langsmith/cli",
+    "cloud/reference/env_var.md": "https://docs.langchain.com/langsmith/env-var",
+    "cloud/reference/langgraph_server_changelog.md": "https://docs.langchain.com/langsmith/agent-server-changelog",
+    "cloud/reference/sdk/js_ts_sdk_ref.md": "https://reference.langchain.com/javascript/modules/langsmith.html",
+    "concepts/application_structure.md": "https://docs.langchain.com/langsmith/application-structure",
+    "concepts/assistants.md": "https://docs.langchain.com/langsmith/assistants",
+    "concepts/auth.md": "https://docs.langchain.com/langsmith/auth",
+    "concepts/deployment_options.md": "https://docs.langchain.com/langsmith/deployments",
+    "concepts/double_texting.md": "https://docs.langchain.com/langsmith/double-texting",
+    "concepts/faq.md": "https://docs.langchain.com/langsmith/faq",
+    "concepts/langgraph_cli.md": "https://docs.langchain.com/langsmith/cli",
+    "concepts/langgraph_cloud.md": "https://docs.langchain.com/langsmith/cloud",
+    "concepts/langgraph_components.md": "https://docs.langchain.com/langsmith/components",
+    "concepts/langgraph_control_plane.md": "https://docs.langchain.com/langsmith/control-plane",
+    "concepts/langgraph_data_plane.md": "https://docs.langchain.com/langsmith/data-plane",
+    "concepts/langgraph_platform.md": "https://docs.langchain.com/langsmith/home",
+    "concepts/langgraph_self_hosted_control_plane.md": "https://docs.langchain.com/langsmith/platform-setup",
+    "concepts/langgraph_self_hosted_data_plane.md": "https://docs.langchain.com/langsmith/platform-setup",
+    "concepts/langgraph_server.md": "https://docs.langchain.com/langsmith/agent-server",
+    "concepts/langgraph_standalone_container.md": "https://docs.langchain.com/langsmith/docker",
+    "concepts/langgraph_studio.md": "https://docs.langchain.com/langsmith/studio",
+    "concepts/plans.md": "https://docs.langchain.com/langsmith/home",
+    "concepts/scalability_and_resilience.md": "https://docs.langchain.com/langsmith/scalability-and-resilience",
+    "concepts/sdk.md": "https://docs.langchain.com/langsmith/sdk",
+    "concepts/server-mcp.md": "https://docs.langchain.com/langsmith/server-mcp",
+    "concepts/template_applications.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "concepts/why-langgraph.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "examples/index.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
+    "guides/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
+    "how-tos/auth/custom_auth.md": "https://docs.langchain.com/langsmith/custom-auth",
+    "how-tos/auth/openapi_security.md": "https://docs.langchain.com/langsmith/openapi-security",
+    "how-tos/autogen-integration.md": "https://docs.langchain.com/langsmith/autogen-integration",
+    "how-tos/http/custom_lifespan.md": "https://docs.langchain.com/langsmith/custom-lifespan",
+    "how-tos/http/custom_middleware.md": "https://docs.langchain.com/langsmith/custom-middleware",
+    "how-tos/http/custom_routes.md": "https://docs.langchain.com/langsmith/custom-routes",
+    "how-tos/ttl/configure_ttl.md": "https://docs.langchain.com/langsmith/configure-ttl",
+    "how-tos/use-remote-graph.md": "https://docs.langchain.com/langsmith/use-remote-graph",
+    "index.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "snippets/chat_model_tabs.md": "https://docs.langchain.com/oss/python/langchain/overview",
+    "troubleshooting/errors/GRAPH_RECURSION_LIMIT.md": "https://docs.langchain.com/oss/python/langgraph/GRAPH_RECURSION_LIMIT",
+    "troubleshooting/errors/index.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
+    "troubleshooting/errors/INVALID_CHAT_HISTORY.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CHAT_HISTORY",
+    "troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CONCURRENT_GRAPH_UPDATE",
+    "troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_GRAPH_NODE_RETURN_VALUE",
+    "troubleshooting/errors/INVALID_LICENSE.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
+    "troubleshooting/errors/MULTIPLE_SUBGRAPHS.md": "https://docs.langchain.com/oss/python/langgraph/MULTIPLE_SUBGRAPHS",
+    "troubleshooting/studio.md": "https://docs.langchain.com/langsmith/troubleshooting-studio",
+    "tutorials/auth/add_auth_server.md": "https://docs.langchain.com/langsmith/add-auth-server",
+    "tutorials/auth/getting_started.md": "https://docs.langchain.com/langsmith/auth",
+    "tutorials/auth/resource_auth.md": "https://docs.langchain.com/langsmith/resource-auth",
+    "agents/agents.md": "https://docs.langchain.com/oss/python/langchain/agents",
+    "concepts/why-langgraph.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "tutorials/langsmith/local-server.md": "https://docs.langchain.com/oss/python/langgraph/local-server",
+    "tutorials/workflows.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "concepts/agentic_concepts.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "guides/index.md": "https://docs.langchain.com/oss/python/langchain/overview",
+    "agents/overview.md": "https://docs.langchain.com/oss/python/langchain/agents",
+    "concepts/agentic_concepts.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "agents/run_agents.md": "https://docs.langchain.com/oss/python/langgraph/quickstart",
+    "concepts/low_level.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "how-tos/graph-api.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "concepts/functional_api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
+    "how-tos/use-functional-api.md": "https://docs.langchain.com/oss/python/langgraph/functional-api",
+    "concepts/pregel.md": "https://docs.langchain.com/oss/python/langgraph/pregel",
+    "concepts/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "how-tos/streaming.md": "https://docs.langchain.com/oss/python/langgraph/streaming",
+    "concepts/persistence.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
+    "concepts/durable_execution.md": "https://docs.langchain.com/oss/python/langgraph/durable-execution",
+    "concepts/memory.md": "https://docs.langchain.com/oss/python/langgraph/memory",
+    "how-tos/memory/add-memory.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "agents/context.md": "https://docs.langchain.com/oss/python/langgraph/add-memory",
+    "agents/models.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "concepts/tools.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "how-tos/tool-calling.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "concepts/human_in_the_loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "how-tos/human_in_the_loop/add-human-in-the-loop.md": "https://docs.langchain.com/oss/python/langgraph/interrupts",
+    "concepts/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/persistence",
+    "how-tos/human_in_the_loop/time-travel.md": "https://docs.langchain.com/oss/python/langgraph/use-time-travel",
+    "concepts/subgraphs.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
+    "how-tos/subgraph.md": "https://docs.langchain.com/oss/python/langgraph/use-subgraphs",
+    "concepts/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "agents/multi-agent.md": "https://docs.langchain.com/oss/python/langchain/multi-agent",
+    "how-tos/multi_agent.md": "https://docs.langchain.com/oss/python/langgraph/graph-api",
+    "concepts/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "agents/mcp.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "concepts/tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
+    "how-tos/enable-tracing.md": "https://docs.langchain.com/oss/python/langgraph/observability",
+    "agents/evals.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "examples/index.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
+    "concepts/template_applications.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "tutorials/rag/langgraph_agentic_rag.md": "https://docs.langchain.com/oss/python/langgraph/agentic-rag",
+    "tutorials/multi_agent/agent_supervisor.md": "https://docs.langchain.com/oss/python/langgraph/workflows-agents",
+    "tutorials/sql/sql-agent.md": "https://docs.langchain.com/oss/python/langgraph/sql-agent",
+    "agents/ui.md": "https://docs.langchain.com/oss/python/langgraph/ui",
+    "how-tos/run-id-langsmith.md": "https://docs.langchain.com/oss/python/langgraph/observability",
+    "troubleshooting/errors/index.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
+    "troubleshooting/errors/GRAPH_RECURSION_LIMIT.md": "https://docs.langchain.com/oss/python/langgraph/GRAPH_RECURSION_LIMIT",
+    "troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CONCURRENT_GRAPH_UPDATE",
+    "troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_GRAPH_NODE_RETURN_VALUE",
+    "troubleshooting/errors/MULTIPLE_SUBGRAPHS.md": "https://docs.langchain.com/oss/python/langgraph/MULTIPLE_SUBGRAPHS",
+    "troubleshooting/errors/INVALID_CHAT_HISTORY.md": "https://docs.langchain.com/oss/python/langgraph/INVALID_CHAT_HISTORY",
+    "troubleshooting/errors/INVALID_LICENSE.md": "https://docs.langchain.com/oss/python/langgraph/common-errors",
+    "adopters.md": "https://docs.langchain.com/oss/python/langgraph/case-studies",
+    "concepts/faq.md": "https://docs.langchain.com/oss/python/langgraph/overview",
+    "agents/prebuilt.md": "https://docs.langchain.com/oss/python/langchain/agents",
 }
 
 
@@ -560,10 +805,27 @@ def on_post_page(html: str, page: Page, config: MkDocsConfig) -> str:
 # Create HTML files for redirects after site dir has been built
 def on_post_build(config):
     use_directory_urls = config.get("use_directory_urls")
+    site_dir = config["site_dir"]
+
+    # Track which paths have explicit redirects
+    redirected_paths = set()
+
+    # Collect all existing HTML files in the site
+    all_html_files = set()
+    for root, dirs, files in os.walk(site_dir):
+        for file in files:
+            if file.endswith(".html"):
+                # Get relative path from site_dir
+                html_path = os.path.relpath(os.path.join(root, file), site_dir)
+                # Normalize path separators to forward slashes
+                html_path = html_path.replace(os.sep, "/")
+                all_html_files.add(html_path)
+
+    # Process explicit redirects from REDIRECT_MAP
     for page_old, page_new in REDIRECT_MAP.items():
         # Convert .ipynb to .md for path calculation
         page_old = page_old.replace(".ipynb", ".md")
-        
+
         # Calculate the HTML path for the old page (whether it exists or not)
         if use_directory_urls:
             # With directory URLs: /path/to/page/ becomes /path/to/page/index.html
@@ -577,15 +839,18 @@ def on_post_build(config):
                 old_html_path = page_old[:-3] + ".html"
             else:
                 old_html_path = page_old + ".html"
-        
+
+        # Track this path as redirected
+        redirected_paths.add(old_html_path)
+
         if isinstance(page_new, str) and page_new.startswith("http"):
             # Handle external redirects
-            _write_html(config["site_dir"], old_html_path, page_new)
+            _write_html(site_dir, old_html_path, page_new)
         else:
             # Handle internal redirects
             page_new = page_new.replace(".ipynb", ".md")
             page_new_before_hash, hash, suffix = page_new.partition("#")
-            
+
             # Try to get the new path using File class, but fallback to manual calculation
             try:
                 new_html_path = File(page_new_before_hash, "", "", True).url
@@ -607,5 +872,64 @@ def on_post_build(config):
                     else:
                         new_html_path = page_new_before_hash + ".html"
                 new_html_path += hash + suffix
-            
-            _write_html(config["site_dir"], old_html_path, new_html_path)
+
+            _write_html(site_dir, old_html_path, new_html_path)
+
+    # Create catch-all redirects for any HTML files not explicitly redirected
+    catchall_url = "https://docs.langchain.com/oss/python/langgraph/overview"
+    for html_file in all_html_files:
+        # Skip if this file is already explicitly redirected
+        if html_file in redirected_paths:
+            continue
+
+        # Skip the root index.html (we handle that separately)
+        if html_file == "index.html":
+            continue
+
+        # Skip reference documentation (keep those accessible)
+        if html_file.startswith("reference/"):
+            continue
+
+        # Create redirect for this unmapped file
+        _write_html(site_dir, html_file, catchall_url)
+
+    # Create root index.html redirect
+    root_redirect_html = """<!doctype html>
+<html lang="en">
+<head>
+    <meta charset="utf-8">
+    <title>Redirecting to LangGraph Documentation</title>
+    <link rel="canonical" href="https://docs.langchain.com/oss/python/langgraph/overview">
+    <meta name="robots" content="noindex">
+    <script>var anchor=window.location.hash.substr(1);location.href="https://docs.langchain.com/oss/python/langgraph/overview"+(anchor?"#"+anchor:"")</script>
+    <meta http-equiv="refresh" content="0; url=https://docs.langchain.com/oss/python/langgraph/overview">
+</head>
+<body>
+<h1>Documentation has moved</h1>
+<p>The LangGraph documentation has moved to <a href="https://docs.langchain.com/oss/python/langgraph/overview">docs.langchain.com</a>.</p>
+<p>Redirecting you now...</p>
+</body>
+</html>
+"""
+
+    root_index_path = os.path.join(site_dir, "index.html")
+    with open(root_index_path, "w", encoding="utf-8") as f:
+        f.write(root_redirect_html)
+
+    # Create server-side catch-all redirect file for Netlify/Cloudflare Pages
+    # This handles any pages not explicitly mapped in REDIRECT_MAP
+    # Note: This won't work on GitHub Pages, but kept for potential future use
+    redirects_content = """# Netlify/Cloudflare Pages redirect rules
+# Specific redirects are handled by individual HTML redirect pages
+# This is the catch-all for any unmapped pages
+
+# Exclude reference docs from catch-all
+/reference/*  200
+
+# Catch-all: redirect any page not explicitly mapped
+/*  https://docs.langchain.com/oss/python/langgraph/overview  301
+"""
+
+    redirects_path = os.path.join(site_dir, "_redirects")
+    with open(redirects_path, "w", encoding="utf-8") as f:
+        f.write(redirects_content)

docs/_scripts/third_party_page/get_download_stats.py

@@ -20,16 +20,19 @@ class Package(TypedDict):
     description: str
     """A brief description of what the package does."""
 
+
 class ResolvedPackage(Package):
     weekly_downloads: int | None
     """The weekly download count of the package."""
     language: str
     """The language of the package. (either 'python' or 'js')"""
 
+
 HERE = pathlib.Path(__file__).parent
 PACKAGES_FILE = HERE / "packages.yml"
 PACKAGES = yaml.safe_load(PACKAGES_FILE.read_text())["packages"]
 
+
 def _get_pypi_downloads(package: Package) -> int:
     """Retrieve the weekly download count for a package from PyPIStats."""
 
@@ -72,7 +75,8 @@ def _get_pypi_downloads(package: Package) -> int:
         return sum(entry["downloads"] for entry in sorted_data[:7])
     else:
         return None
-    
+
+
 def _get_npm_downloads(package: Package) -> int:
     """Retrieve the weekly download count for a package on the npm registry."""
 
@@ -82,14 +86,18 @@ def _get_npm_downloads(package: Package) -> int:
         npm_response = requests.get(npm_url)
         npm_response.raise_for_status()
     except requests.exceptions.HTTPError:
-        raise AssertionError(f"Package {package['name']} does not exist on npm registry")
+        raise AssertionError(
+            f"Package {package['name']} does not exist on npm registry"
+        )
 
     npm_data = npm_response.json()
 
     # Retrieve the first publish date using the 'created' timestamp from the 'time' field.
     created_str = npm_data.get("time", {}).get("created")
     if created_str is None:
-        raise AssertionError(f"Package {package['name']} has no creation time in registry data")
+        raise AssertionError(
+            f"Package {package['name']} has no creation time in registry data"
+        )
     # Remove the trailing 'Z' if present and parse the ISO format timestamp
     first_publish_date = datetime.fromisoformat(created_str.rstrip("Z"))
 
@@ -103,7 +111,10 @@ def _get_npm_downloads(package: Package) -> int:
     else:
         return None
 
-def _get_weekly_downloads(packages: dict[str, list[Package]], fake: bool) -> list[ResolvedPackage]:
+
+def _get_weekly_downloads(
+    packages: dict[str, list[Package]], fake: bool
+) -> list[ResolvedPackage]:
     """Retrieve the weekly download count for a dictionary of python or js packages."""
     resolved_packages: list[ResolvedPackage] = []
 
@@ -131,7 +142,7 @@ def _get_weekly_downloads(packages: dict[str, list[Package]], fake: bool) -> lis
                 num_downloads = _get_npm_downloads(package)
             else:
                 num_downloads = None
-            
+
             resolved_packages.append(
                 {
                     "name": package["name"],
@@ -145,12 +156,13 @@ def _get_weekly_downloads(packages: dict[str, list[Package]], fake: bool) -> lis
 
     return resolved_packages
 
+
 def main(output_file: str, fake: bool) -> None:
     """Main function to generate package download information.
 
     Args:
         output_file: Path to the output YAML file.
-        fake: If True, use fake download counts for testing purposes.
+        fake: If `True`, use fake download counts for testing purposes.
     """
     resolved_packages: list[ResolvedPackage] = _get_weekly_downloads(PACKAGES, fake)
 

docs/docs/concepts/durable_execution.md

@@ -21,12 +21,16 @@ To leverage durable execution in LangGraph, you need to:
 1. Enable [persistence](./persistence.md) in your workflow by specifying a [checkpointer](./persistence.md#checkpointer-libraries) that will save workflow progress.
 2. Specify a [thread identifier](./persistence.md#threads) when executing a workflow. This will track the execution history for a particular instance of the workflow.
 
-:::python 
+:::python
+
 3. Wrap any non-deterministic operations (e.g., random number generation) or operations with side effects (e.g., file writes, API calls) inside @[tasks][task] to ensure that when a workflow is resumed, these operations are not repeated for the particular run, and instead their results are retrieved from the persistence layer. For more information, see [Determinism and Consistent Replay](#determinism-and-consistent-replay).
+
 :::
 
-:::js 
+:::js
+
 3. Wrap any non-deterministic operations (e.g., random number generation) or operations with side effects (e.g., file writes, API calls) inside @[tasks][task] to ensure that when a workflow is resumed, these operations are not repeated for the particular run, and instead their results are retrieved from the persistence layer. For more information, see [Determinism and Consistent Replay](#determinism-and-consistent-replay).
+
 :::
 
 ## Determinism and Consistent Replay
@@ -61,7 +65,7 @@ LangGraph supports three durability modes that allow you to balance performance
 
 A higher durability mode add more overhead to the workflow execution.
 
-!!! version-added "Added in v0.6.0"
+!!! version-added "Added in version 0.6.0"
 
     Use the `durability` parameter instead of `checkpoint_during` (deprecated in v0.6.0) for persistence policy management:
     
@@ -73,14 +77,16 @@ A higher durability mode add more overhead to the workflow execution.
     * `checkpoint_during=True` -> `durability="async"`
     * `checkpoint_during=False` -> `durability="exit"`
 
-
 ### `"exit"`
+
 Changes are persisted only when graph execution completes (either successfully or with an error). This provides the best performance for long-running graphs but means intermediate state is not saved, so you cannot recover from mid-execution failures or interrupt the graph execution.
 
 ### `"async"`
+
 Changes are persisted asynchronously while the next step executes. This provides good performance and durability, but there's a small risk that checkpoints might not be written if the process crashes during execution.
 
 ### `"sync"`
+
 Changes are persisted synchronously before the next step starts. This ensures that every checkpoint is written before continuing execution, providing high durability at the cost of some performance overhead.
 
 You can specify the durability mode when calling any graph execution method:
@@ -310,12 +316,14 @@ Once you have enabled durable execution in your workflow, you can resume executi
 
 - **Pausing and Resuming Workflows:** Use the @[interrupt][interrupt] function to pause a workflow at specific points and the @[Command] primitive to resume it with updated state. See [**Human-in-the-Loop**](./human_in_the_loop.md) for more details.
 - **Recovering from Failures:** Automatically resume workflows from the last successful checkpoint after an exception (e.g., LLM provider outage). This involves executing the workflow with the same thread identifier by providing it with a `None` as the input value (see this [example](../how-tos/use-functional-api.md#resuming-after-an-error) with the functional API).
+
   :::
 
 :::js
 
 - **Pausing and Resuming Workflows:** Use the @[interrupt][interrupt] function to pause a workflow at specific points and the @[Command] primitive to resume it with updated state. See [**Human-in-the-Loop**](./human_in_the_loop.md) for more details.
 - **Recovering from Failures:** Automatically resume workflows from the last successful checkpoint after an exception (e.g., LLM provider outage). This involves executing the workflow with the same thread identifier by providing it with a `null` as the input value (see this [example](../how-tos/use-functional-api.md#resuming-after-an-error) with the functional API).
+
   :::
 
 ## Starting Points for Resuming Workflows
@@ -326,6 +334,7 @@ Once you have enabled durable execution in your workflow, you can resume executi
 - If you're making a subgraph call inside a node, the starting point will be the **parent** node that called the subgraph that was halted.
   Inside the subgraph, the starting point will be the specific [**node**](./low_level.md#nodes) where execution stopped.
 - If you're using the Functional API, the starting point is the beginning of the [**entrypoint**](./functional_api.md#entrypoint) where execution stopped.
+
   :::
 
 :::js
@@ -334,4 +343,5 @@ Once you have enabled durable execution in your workflow, you can resume executi
 - If you're making a subgraph call inside a node, the starting point will be the **parent** node that called the subgraph that was halted.
   Inside the subgraph, the starting point will be the specific [**node**](./low_level.md#nodes) where execution stopped.
 - If you're using the Functional API, the starting point is the beginning of the [**entrypoint**](./functional_api.md#entrypoint) where execution stopped.
+
   :::

docs/docs/reference/cache.md

@@ -2,4 +2,4 @@
 
 ::: langgraph.cache.base
 ::: langgraph.cache.memory
-::: langgraph.cache.sqlite
+::: langgraph.cache.sqlite

docs/docs/tutorials/auth/getting_started.md

@@ -68,7 +68,7 @@ The server will start and open the studio in your browser:
 > - 📚 API Docs: http://127.0.0.1:2024/docs
 >
 > This in-memory server is designed for development and testing.
-> For production use, please use LangGraph Platform.
+> For production use, please use LangSmith Deployment.
 ```
 
 If you were to self-host this on the public internet, anyone could access it!

docs/docs/tutorials/langgraph-platform/local-server.md

@@ -294,9 +294,9 @@ Now that you have a LangGraph app running locally, take your journey further by
 :::python
 
 - [Python SDK Reference](../../cloud/reference/sdk/python_sdk_ref.md): Explore the Python SDK API Reference.
-  :::
+:::
 
 :::js
 
 - [JS/TS SDK Reference](../../cloud/reference/sdk/js_ts_sdk_ref.md): Explore the JS/TS SDK API Reference.
-  :::
+:::

docs/mkdocs.yml

@@ -149,6 +149,67 @@ plugins:
         - tutorials/auth/add_auth_server.md
         - tutorials/auth/getting_started.md
         - tutorials/auth/resource_auth.md
+        - agents/agents.md
+        - concepts/why-langgraph.md
+        - tutorials/get-started/1-build-basic-chatbot.md
+        - tutorials/get-started/2-add-tools.md
+        - tutorials/get-started/3-add-memory.md
+        - tutorials/get-started/4-human-in-the-loop.md
+        - tutorials/get-started/5-customize-state.md
+        - tutorials/get-started/6-time-travel.md
+        - tutorials/langgraph-platform/local-server.md
+        - tutorials/workflows.md
+        - concepts/agentic_concepts.md
+        - guides/index.md
+        - agents/overview.md
+        - agents/run_agents.md
+        - concepts/low_level.md
+        - how-tos/graph-api.md
+        - concepts/functional_api.md
+        - how-tos/use-functional-api.md
+        - concepts/pregel.md
+        - concepts/streaming.md
+        - how-tos/streaming.md
+        - concepts/persistence.md
+        - concepts/durable_execution.md
+        - concepts/memory.md
+        - how-tos/memory/add-memory.md
+        - agents/context.md
+        - agents/models.md
+        - concepts/tools.md
+        - how-tos/tool-calling.md
+        - concepts/human_in_the_loop.md
+        - how-tos/human_in_the_loop/add-human-in-the-loop.md
+        - concepts/time-travel.md
+        - how-tos/human_in_the_loop/time-travel.md
+        - concepts/subgraphs.md
+        - how-tos/subgraph.md
+        - concepts/multi_agent.md
+        - agents/multi-agent.md
+        - how-tos/multi_agent.md
+        - concepts/mcp.md
+        - agents/mcp.md
+        - concepts/tracing.md
+        - how-tos/enable-tracing.md
+        - agents/evals.md
+        - examples/index.md
+        - concepts/template_applications.md  # TODO: make tutorial
+        - tutorials/rag/langgraph_agentic_rag.md
+        - tutorials/multi_agent/agent_supervisor.md
+        - tutorials/sql/sql-agent.md
+        - agents/ui.md
+        - how-tos/run-id-langsmith.md
+        - troubleshooting/errors/index.md
+        - troubleshooting/errors/GRAPH_RECURSION_LIMIT.md
+        - troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md
+        - troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md
+        - troubleshooting/errors/MULTIPLE_SUBGRAPHS.md
+        - troubleshooting/errors/INVALID_CHAT_HISTORY.md
+        - troubleshooting/errors/INVALID_LICENSE.md
+        - adopters.md
+        - concepts/faq.md
+        - agents/prebuilt.md # NOTE: prebuilt.md is auto-generated by `make build-prebuilt`
+
   - tags
   - include-markdown
   - mkdocstrings:
@@ -186,75 +247,6 @@ plugins:
                 - "!^_"
 
 nav:
-  - Get started:
-    - index.md
-    - Quickstarts:
-      - Start with a prebuilt agent: agents/agents.md
-      - Build a custom workflow:
-          -  concepts/why-langgraph.md
-          -  1. Build a basic chatbot: tutorials/get-started/1-build-basic-chatbot.md
-          -  2. Add tools: tutorials/get-started/2-add-tools.md
-          -  3. Add memory: tutorials/get-started/3-add-memory.md
-          -  4. Add human-in-the-loop: tutorials/get-started/4-human-in-the-loop.md
-          -  5. Customize state: tutorials/get-started/5-customize-state.md
-          -  6. Time travel: tutorials/get-started/6-time-travel.md
-      - Run a local server: tutorials/langgraph-platform/local-server.md
-    - General concepts:
-      - Workflows & agents: tutorials/workflows.md
-      - Agent architectures: concepts/agentic_concepts.md
-
-  - Guides:
-    - guides/index.md
-    - Agent development:
-      - Overview: agents/overview.md
-      - Run an agent: agents/run_agents.md
-    - LangGraph APIs:
-      - Graph API:
-          - Overview: concepts/low_level.md
-          - Use the Graph API: how-tos/graph-api.md
-      - Functional API:
-          - Overview: concepts/functional_api.md
-          - Use the Functional API: how-tos/use-functional-api.md
-      - Runtime: concepts/pregel.md
-    - Core capabilities:
-      - Streaming:
-          - Overview: concepts/streaming.md
-          - Stream outputs: how-tos/streaming.md
-      - Persistence:
-          - Overview: concepts/persistence.md
-      - Durable execution:
-          - Overview: concepts/durable_execution.md
-      - Memory:
-          - Overview: concepts/memory.md
-          - Add memory: how-tos/memory/add-memory.md
-      - Context:
-          - Add context: agents/context.md
-      - Models:
-          - Configure model: agents/models.md
-      - Tools:
-          - Overview: concepts/tools.md
-          - Call tools: how-tos/tool-calling.md
-      - Human-in-the-loop:
-          - Overview: concepts/human_in_the_loop.md
-          - Add human intervention: how-tos/human_in_the_loop/add-human-in-the-loop.md
-      - Time travel:
-          - Overview: concepts/time-travel.md
-          - Use time travel: how-tos/human_in_the_loop/time-travel.md
-      - Subgraphs:
-          - Overview: concepts/subgraphs.md
-          - Use subgraphs: how-tos/subgraph.md
-      - Multi-agent:
-          - Overview: concepts/multi_agent.md
-          - Prebuilt implementation: agents/multi-agent.md
-          - Custom implementation: how-tos/multi_agent.md
-      - MCP:
-          - Overview: concepts/mcp.md
-          - Use MCP: agents/mcp.md
-      - Tracing:
-          - Overview: concepts/tracing.md
-          - Enable tracing: how-tos/enable-tracing.md
-          - Evaluate performance: agents/evals.md
-
   - Reference:
     - reference/index.md
     - LangGraph:
@@ -278,35 +270,7 @@ nav:
     - LangGraph Platform:
       - SDK (Python): cloud/reference/sdk/python_sdk_ref.md
       - SDK (JS/TS): https://langchain-ai.github.io/langgraphjs/reference/modules/sdk.html
-      - RemoteGraph: reference/remote_graph.md
-
-  - Examples:
-    - examples/index.md
-    - Template applications: concepts/template_applications.md  # TODO: make tutorial
-    - Agentic RAG: tutorials/rag/langgraph_agentic_rag.md
-    - Agent Supervisor: tutorials/multi_agent/agent_supervisor.md
-    - SQL agent: tutorials/sql/sql-agent.md
-    - Prebuilt chat UI: agents/ui.md
-    - Graph runs in LangSmith: how-tos/run-id-langsmith.md
-
-  - Additional resources:
-    - additional-resources/index.md
-    - agents/prebuilt.md # NOTE: prebuilt.md is auto-generated by `make build-prebuilt`
-    - LangGraph Academy course: https://academy.langchain.com/courses/intro-to-langgraph
-    - Case studies: adopters.md
-    - concepts/faq.md
-    - llms.txt: llms-txt-overview.md
-    - LangChain Forum: https://forum.langchain.com/
-    - Troubleshooting:
-        - Errors:
-          - troubleshooting/errors/index.md
-          - troubleshooting/errors/GRAPH_RECURSION_LIMIT.md
-          - troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md
-          - troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md
-          - troubleshooting/errors/MULTIPLE_SUBGRAPHS.md
-          - troubleshooting/errors/INVALID_CHAT_HISTORY.md
-          - troubleshooting/errors/INVALID_LICENSE.md
-    
+      - RemoteGraph: reference/remote_graph.md 
 
 markdown_extensions:
   - abbr

libs/checkpoint-postgres/LICENSE

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

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

@@ -94,9 +94,10 @@ class PostgresSaver(BasePostgresSaver):
             for v, migration in zip(
                 range(version + 1, len(self.MIGRATIONS)),
                 self.MIGRATIONS[version + 1 :],
+                strict=False,
             ):
                 cur.execute(migration)
-                cur.execute(f"INSERT INTO checkpoint_migrations (v) VALUES ({v})")
+                cur.execute("INSERT INTO checkpoint_migrations (v) VALUES (%s)", (v,))
         if self.pipe:
             self.pipe.sync()
 
@@ -115,12 +116,12 @@ class PostgresSaver(BasePostgresSaver):
 
         Args:
             config: The config to use for listing the checkpoints.
-            filter: Additional filtering criteria for metadata. Defaults to None.
-            before: If provided, only checkpoints before the specified checkpoint ID are returned. Defaults to None.
-            limit: The maximum number of checkpoints to return. Defaults to None.
+            filter: Additional filtering criteria for metadata.
+            before: If provided, only checkpoints before the specified checkpoint ID are returned.
+            limit: The maximum number of checkpoints to return.
 
         Yields:
-            Iterator[CheckpointTuple]: An iterator of checkpoint tuples.
+            An iterator of checkpoint tuples.
 
         Examples:
             >>> from langgraph.checkpoint.postgres import PostgresSaver
@@ -182,7 +183,7 @@ class PostgresSaver(BasePostgresSaver):
         """Get a checkpoint tuple from the database.
 
         This method retrieves a checkpoint tuple from the Postgres database based on the
-        provided config. If the config contains a "checkpoint_id" key, the checkpoint with
+        provided config. If the config contains a `checkpoint_id` key, the checkpoint with
         the matching thread ID and timestamp is retrieved. Otherwise, the latest checkpoint
         for the given thread ID is retrieved.
 
@@ -190,7 +191,7 @@ class PostgresSaver(BasePostgresSaver):
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
 
         Examples:
 

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

@@ -2,13 +2,12 @@
 
 from collections.abc import AsyncIterator
 from contextlib import asynccontextmanager
-from typing import Union
 
 from psycopg import AsyncConnection
 from psycopg.rows import DictRow
 from psycopg_pool import AsyncConnectionPool
 
-Conn = Union[AsyncConnection[DictRow], AsyncConnectionPool[AsyncConnection[DictRow]]]
+Conn = AsyncConnection[DictRow] | AsyncConnectionPool[AsyncConnection[DictRow]]
 
 
 @asynccontextmanager

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

@@ -2,13 +2,12 @@
 
 from collections.abc import Iterator
 from contextlib import contextmanager
-from typing import Union
 
 from psycopg import Connection
 from psycopg.rows import DictRow
 from psycopg_pool import ConnectionPool
 
-Conn = Union[Connection[DictRow], ConnectionPool[Connection[DictRow]]]
+Conn = Connection[DictRow] | ConnectionPool[Connection[DictRow]]
 
 
 @contextmanager

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

@@ -99,9 +99,12 @@ class AsyncPostgresSaver(BasePostgresSaver):
             for v, migration in zip(
                 range(version + 1, len(self.MIGRATIONS)),
                 self.MIGRATIONS[version + 1 :],
+                strict=False,
             ):
                 await cur.execute(migration)
-                await cur.execute(f"INSERT INTO checkpoint_migrations (v) VALUES ({v})")
+                await cur.execute(
+                    "INSERT INTO checkpoint_migrations (v) VALUES (%s)", (v,)
+                )
         if self.pipe:
             await self.pipe.sync()
 
@@ -121,11 +124,11 @@ class AsyncPostgresSaver(BasePostgresSaver):
         Args:
             config: Base configuration for filtering checkpoints.
             filter: Additional filtering criteria for metadata.
-            before: If provided, only checkpoints before the specified checkpoint ID are returned. Defaults to None.
+            before: If provided, only checkpoints before the specified checkpoint ID are returned.
             limit: Maximum number of checkpoints to return.
 
         Yields:
-            AsyncIterator[CheckpointTuple]: An asynchronous iterator of matching checkpoint tuples.
+            An asynchronous iterator of matching checkpoint tuples.
         """
         where, args = self._search_where(config, filter, before)
         query = self.SELECT_SQL + where + " ORDER BY checkpoint_id DESC"
@@ -169,7 +172,7 @@ class AsyncPostgresSaver(BasePostgresSaver):
         """Get a checkpoint tuple from the database asynchronously.
 
         This method retrieves a checkpoint tuple from the Postgres database based on the
-        provided config. If the config contains a "checkpoint_id" key, the checkpoint with
+        provided config. If the config contains a `checkpoint_id` key, the checkpoint with
         the matching thread ID and "checkpoint_id" is retrieved. Otherwise, the latest checkpoint
         for the given thread ID is retrieved.
 
@@ -177,7 +180,7 @@ class AsyncPostgresSaver(BasePostgresSaver):
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
         """
         thread_id = config["configurable"]["thread_id"]
         checkpoint_id = get_checkpoint_id(config)
@@ -444,11 +447,11 @@ class AsyncPostgresSaver(BasePostgresSaver):
         Args:
             config: Base configuration for filtering checkpoints.
             filter: Additional filtering criteria for metadata.
-            before: If provided, only checkpoints before the specified checkpoint ID are returned. Defaults to None.
+            before: If provided, only checkpoints before the specified checkpoint ID are returned.
             limit: Maximum number of checkpoints to return.
 
         Yields:
-            Iterator[CheckpointTuple]: An iterator of matching checkpoint tuples.
+            An iterator of matching checkpoint tuples.
         """
         try:
             # check if we are in the main thread, only bg threads can block
@@ -476,7 +479,7 @@ class AsyncPostgresSaver(BasePostgresSaver):
         """Get a checkpoint tuple from the database.
 
         This method retrieves a checkpoint tuple from the Postgres database based on the
-        provided config. If the config contains a "checkpoint_id" key, the checkpoint with
+        provided config. If the config contains a `checkpoint_id` key, the checkpoint with
         the matching thread ID and "checkpoint_id" is retrieved. Otherwise, the latest checkpoint
         for the given thread ID is retrieved.
 
@@ -484,7 +487,7 @@ class AsyncPostgresSaver(BasePostgresSaver):
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
         """
         try:
             # check if we are in the main thread, only bg threads can block

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

@@ -4,7 +4,7 @@ import random
 import warnings
 from collections.abc import Sequence
 from importlib.metadata import version as get_version
-from typing import Any, Optional, cast
+from typing import Any, cast
 
 from langchain_core.runnables import RunnableConfig
 from langgraph.checkpoint.base import (
@@ -16,7 +16,7 @@ from langgraph.checkpoint.base import (
 from langgraph.checkpoint.serde.types import TASKS
 from psycopg.types.json import Jsonb
 
-MetadataInput = Optional[dict[str, Any]]
+MetadataInput = dict[str, Any] | None
 
 try:
     major, minor = get_version("langgraph").split(".")[:2]
@@ -81,7 +81,7 @@ MIGRATIONS = [
     """
     CREATE INDEX CONCURRENTLY IF NOT EXISTS checkpoint_writes_thread_id_idx ON checkpoint_writes(thread_id);
     """,
-    """ALTER TABLE checkpoint_writes ADD COLUMN task_path TEXT NOT NULL DEFAULT '';""",
+    """ALTER TABLE checkpoint_writes ADD COLUMN IF NOT EXISTS task_path TEXT NOT NULL DEFAULT '';""",
 ]
 
 SELECT_SQL = """

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

@@ -3,7 +3,7 @@ import threading
 import warnings
 from collections.abc import AsyncIterator, Iterator, Sequence
 from contextlib import asynccontextmanager, contextmanager
-from typing import Any, Optional
+from typing import Any
 
 from langchain_core.runnables import RunnableConfig
 from langgraph.checkpoint.base import (
@@ -77,7 +77,7 @@ MIGRATIONS = [
     CREATE INDEX CONCURRENTLY IF NOT EXISTS checkpoint_writes_thread_id_idx ON checkpoint_writes(thread_id);
     """,
     """
-    ALTER TABLE checkpoint_writes ADD COLUMN task_path TEXT NOT NULL DEFAULT '';
+    ALTER TABLE checkpoint_writes ADD COLUMN IF NOT EXISTS task_path TEXT NOT NULL DEFAULT '';
     """,
 ]
 
@@ -151,7 +151,7 @@ def _dump_blobs(
     checkpoint_ns: str,
     values: dict[str, Any],
     versions: ChannelVersions,
-) -> list[tuple[str, str, str, str, Optional[bytes]]]:
+) -> list[tuple[str, str, str, str, bytes | None]]:
     if not versions:
         return []
 
@@ -186,8 +186,8 @@ class ShallowPostgresSaver(BasePostgresSaver):
     def __init__(
         self,
         conn: _internal.Conn,
-        pipe: Optional[Pipeline] = None,
-        serde: Optional[SerializerProtocol] = None,
+        pipe: Pipeline | None = None,
+        serde: SerializerProtocol | None = None,
     ) -> None:
         warnings.warn(
             "ShallowPostgresSaver is deprecated as of version 2.0.20 and will be removed in 3.0.0. "
@@ -249,19 +249,20 @@ class ShallowPostgresSaver(BasePostgresSaver):
             for v, migration in zip(
                 range(version + 1, len(self.MIGRATIONS)),
                 self.MIGRATIONS[version + 1 :],
+                strict=False,
             ):
                 cur.execute(migration)
-                cur.execute(f"INSERT INTO checkpoint_migrations (v) VALUES ({v})")
+                cur.execute("INSERT INTO checkpoint_migrations (v) VALUES (%s)", (v,))
         if self.pipe:
             self.pipe.sync()
 
     def list(
         self,
-        config: Optional[RunnableConfig],
+        config: RunnableConfig | None,
         *,
-        filter: Optional[dict[str, Any]] = None,
-        before: Optional[RunnableConfig] = None,
-        limit: Optional[int] = None,
+        filter: dict[str, Any] | None = None,
+        before: RunnableConfig | None = None,
+        limit: int | None = None,
     ) -> Iterator[CheckpointTuple]:
         """List checkpoints from the database.
 
@@ -299,7 +300,7 @@ class ShallowPostgresSaver(BasePostgresSaver):
                     pending_writes=self._load_writes(value["pending_writes"]),
                 )
 
-    def get_tuple(self, config: RunnableConfig) -> Optional[CheckpointTuple]:
+    def get_tuple(self, config: RunnableConfig) -> CheckpointTuple | None:
         """Get a checkpoint tuple from the database.
 
         This method retrieves a checkpoint tuple from the Postgres database based on the
@@ -309,7 +310,7 @@ class ShallowPostgresSaver(BasePostgresSaver):
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
 
         Examples:
 
@@ -542,8 +543,8 @@ class AsyncShallowPostgresSaver(BasePostgresSaver):
     def __init__(
         self,
         conn: _ainternal.Conn,
-        pipe: Optional[AsyncPipeline] = None,
-        serde: Optional[SerializerProtocol] = None,
+        pipe: AsyncPipeline | None = None,
+        serde: SerializerProtocol | None = None,
     ) -> None:
         warnings.warn(
             "AsyncShallowPostgresSaver is deprecated as of version 2.0.20 and will be removed in 3.0.0. "
@@ -570,7 +571,7 @@ class AsyncShallowPostgresSaver(BasePostgresSaver):
         conn_string: str,
         *,
         pipeline: bool = False,
-        serde: Optional[SerializerProtocol] = None,
+        serde: SerializerProtocol | None = None,
     ) -> AsyncIterator["AsyncShallowPostgresSaver"]:
         """Create a new AsyncShallowPostgresSaver instance from a connection string.
 
@@ -610,19 +611,22 @@ class AsyncShallowPostgresSaver(BasePostgresSaver):
             for v, migration in zip(
                 range(version + 1, len(self.MIGRATIONS)),
                 self.MIGRATIONS[version + 1 :],
+                strict=False,
             ):
                 await cur.execute(migration)
-                await cur.execute(f"INSERT INTO checkpoint_migrations (v) VALUES ({v})")
+                await cur.execute(
+                    "INSERT INTO checkpoint_migrations (v) VALUES (%s)", (v,)
+                )
         if self.pipe:
             await self.pipe.sync()
 
     async def alist(
         self,
-        config: Optional[RunnableConfig],
+        config: RunnableConfig | None,
         *,
-        filter: Optional[dict[str, Any]] = None,
-        before: Optional[RunnableConfig] = None,
-        limit: Optional[int] = None,
+        filter: dict[str, Any] | None = None,
+        before: RunnableConfig | None = None,
+        limit: int | None = None,
     ) -> AsyncIterator[CheckpointTuple]:
         """List checkpoints from the database asynchronously.
 
@@ -662,7 +666,7 @@ class AsyncShallowPostgresSaver(BasePostgresSaver):
                     ),
                 )
 
-    async def aget_tuple(self, config: RunnableConfig) -> Optional[CheckpointTuple]:
+    async def aget_tuple(self, config: RunnableConfig) -> CheckpointTuple | None:
         """Get a checkpoint tuple from the database asynchronously.
 
         This method retrieves a checkpoint tuple from the Postgres database based on the
@@ -672,7 +676,7 @@ class AsyncShallowPostgresSaver(BasePostgresSaver):
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
         """
         thread_id = config["configurable"]["thread_id"]
         checkpoint_ns = config["configurable"].get("checkpoint_ns", "")
@@ -861,11 +865,11 @@ class AsyncShallowPostgresSaver(BasePostgresSaver):
 
     def list(
         self,
-        config: Optional[RunnableConfig],
+        config: RunnableConfig | None,
         *,
-        filter: Optional[dict[str, Any]] = None,
-        before: Optional[RunnableConfig] = None,
-        limit: Optional[int] = None,
+        filter: dict[str, Any] | None = None,
+        before: RunnableConfig | None = None,
+        limit: int | None = None,
     ) -> Iterator[CheckpointTuple]:
         """List checkpoints from the database.
 
@@ -883,7 +887,7 @@ class AsyncShallowPostgresSaver(BasePostgresSaver):
             except StopAsyncIteration:
                 break
 
-    def get_tuple(self, config: RunnableConfig) -> Optional[CheckpointTuple]:
+    def get_tuple(self, config: RunnableConfig) -> CheckpointTuple | None:
         """Get a checkpoint tuple from the database.
 
         This method retrieves a checkpoint tuple from the Postgres database based on the
@@ -893,7 +897,7 @@ class AsyncShallowPostgresSaver(BasePostgresSaver):
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
         """
         try:
             # check if we are in the main thread, only bg threads can block

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

@@ -2,10 +2,10 @@ from __future__ import annotations
 
 import asyncio
 import logging
-from collections.abc import AsyncIterator, Iterable, Sequence
+from collections.abc import AsyncIterator, Callable, Iterable, Sequence
 from contextlib import asynccontextmanager
 from types import TracebackType
-from typing import Any, Callable, cast
+from typing import Any, cast
 
 import orjson
 from langgraph.store.base import (
@@ -339,7 +339,7 @@ class AsyncPostgresStore(AsyncBatchedBaseStore, BasePostgresStore[_ainternal.Con
 
         Args:
             timeout: Maximum time to wait for the task to stop, in seconds.
-                If None, wait indefinitely.
+                If `None`, wait indefinitely.
 
         Returns:
             bool: True if the task was successfully stopped or wasn't running,
@@ -465,7 +465,9 @@ class AsyncPostgresStore(AsyncBatchedBaseStore, BasePostgresStore[_ainternal.Con
                     query,
                     [
                         p
-                        for (ns, k, pathname, _), vector in zip(txt_params, vectors)
+                        for (ns, k, pathname, _), vector in zip(
+                            txt_params, vectors, strict=False
+                        )
                         for p in (ns, k, pathname, vector)
                     ],
                 )
@@ -486,13 +488,13 @@ class AsyncPostgresStore(AsyncBatchedBaseStore, BasePostgresStore[_ainternal.Con
             vectors = await self.embeddings.aembed_documents(
                 [query for _, query in embedding_requests]
             )
-            for (idx, _), vector in zip(embedding_requests, vectors):
+            for (idx, _), vector in zip(embedding_requests, vectors, strict=False):
                 _paramslist = queries[idx][1]
                 for i in range(len(_paramslist)):
                     if _paramslist[i] is PLACEHOLDER:
                         _paramslist[i] = vector
 
-        for (idx, _), (query, params) in zip(search_ops, queries):
+        for (idx, _), (query, params) in zip(search_ops, queries, strict=False):
             await cur.execute(query, params)
             rows = cast(list[Row], await cur.fetchall())
             items = [
@@ -510,7 +512,7 @@ class AsyncPostgresStore(AsyncBatchedBaseStore, BasePostgresStore[_ainternal.Con
         cur: AsyncCursor[DictRow],
     ) -> None:
         queries = self._get_batch_list_namespaces_queries(list_ops)
-        for (query, params), (idx, _) in zip(queries, list_ops):
+        for (query, params), (idx, _) in zip(queries, list_ops, strict=False):
             await cur.execute(query, params)
             rows = cast(list[dict], await cur.fetchall())
             namespaces = [_decode_ns_bytes(row["truncated_prefix"]) for row in rows]

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

@@ -6,18 +6,16 @@ import json
 import logging
 import threading
 from collections import defaultdict
-from collections.abc import Iterable, Iterator, Sequence
+from collections.abc import Callable, Iterable, Iterator, Sequence
 from contextlib import contextmanager
 from datetime import datetime
 from typing import (
     TYPE_CHECKING,
     Any,
-    Callable,
     Generic,
     Literal,
     NamedTuple,
     TypeVar,
-    Union,
     cast,
 )
 
@@ -93,7 +91,12 @@ WHERE expires_at IS NOT NULL;
 VECTOR_MIGRATIONS: Sequence[Migration] = [
     Migration(
         """
-CREATE EXTENSION IF NOT EXISTS vector;
+DO $$
+BEGIN
+    IF NOT EXISTS (SELECT 1 FROM pg_extension WHERE extname = 'vector') THEN
+        CREATE EXTENSION vector;
+    END IF;
+END $$;
 """,
     ),
     Migration(
@@ -141,7 +144,7 @@ CREATE INDEX CONCURRENTLY IF NOT EXISTS store_vectors_embedding_idx ON store_vec
 ]
 
 
-C = TypeVar("C", bound=Union[_pg_internal.Conn, _ainternal.Conn])
+C = TypeVar("C", bound=_pg_internal.Conn | _ainternal.Conn)
 
 
 class PoolConfig(TypedDict, total=False):
@@ -255,7 +258,7 @@ class BasePostgresStore(Generic[C]):
 
         results = []
         for namespace, items in namespace_groups.items():
-            _, keys = zip(*items)
+            _, keys = zip(*items, strict=False)
             this_refresh_ttls = refresh_ttls[namespace]
 
             query = """
@@ -868,7 +871,7 @@ class PostgresStore(BaseStore, BasePostgresStore[_pg_internal.Conn]):
 
         Args:
             timeout: Maximum time to wait for the thread to stop, in seconds.
-                If None, wait indefinitely.
+                If `None`, wait indefinitely.
 
         Returns:
             bool: True if the thread was successfully stopped or wasn't running,
@@ -1014,7 +1017,9 @@ class PostgresStore(BaseStore, BasePostgresStore[_pg_internal.Conn]):
                     query,
                     [
                         p
-                        for (ns, k, pathname, _), vector in zip(txt_params, vectors)
+                        for (ns, k, pathname, _), vector in zip(
+                            txt_params, vectors, strict=False
+                        )
                         for p in (ns, k, pathname, vector)
                     ],
                 )
@@ -1035,13 +1040,15 @@ class PostgresStore(BaseStore, BasePostgresStore[_pg_internal.Conn]):
             embeddings = self.embeddings.embed_documents(
                 [query for _, query in embedding_requests]
             )
-            for (idx, _), embedding in zip(embedding_requests, embeddings):
+            for (idx, _), embedding in zip(
+                embedding_requests, embeddings, strict=False
+            ):
                 _paramslist = queries[idx][1]
                 for i in range(len(_paramslist)):
                     if _paramslist[i] is PLACEHOLDER:
                         _paramslist[i] = embedding
 
-        for (idx, _), (query, params) in zip(search_ops, queries):
+        for (idx, _), (query, params) in zip(search_ops, queries, strict=False):
             cur.execute(query, params)
             rows = cast(list[Row], cur.fetchall())
             results[idx] = [
@@ -1058,7 +1065,7 @@ class PostgresStore(BaseStore, BasePostgresStore[_pg_internal.Conn]):
         cur: Cursor[DictRow],
     ) -> None:
         for (query, params), (idx, _) in zip(
-            self._get_batch_list_namespaces_queries(list_ops), list_ops
+            self._get_batch_list_namespaces_queries(list_ops), list_ops, strict=False
         ):
             cur.execute(query, params)
             results[idx] = [_decode_ns_bytes(row["truncated_prefix"]) for row in cur]

libs/checkpoint-postgres/pyproject.toml

@@ -4,36 +4,45 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-checkpoint-postgres"
-version = "2.0.25"
+version = "3.0.1"
 description = "Library with a Postgres implementation of LangGraph checkpoint saver."
 authors = []
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
 dependencies = [
-  "langgraph-checkpoint>=2.1.2,<3.0.0",
+  "langgraph-checkpoint>=2.1.2,<4.0.0",
   "orjson>=3.10.1",
   "psycopg>=3.2.0",
   "psycopg-pool>=3.2.0",
 ]
 
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/checkpoint-postgres"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [dependency-groups]
-dev = [
-  "ruff",
-  "codespell",
+test = [
   "pytest",
   "anyio",
   "pytest-asyncio",
   "pytest-mock",
-  "mypy",
   "psycopg[binary]",
   "langgraph-checkpoint",
   "pytest-watcher",
 ]
+lint = [
+  "ruff",
+  "codespell",
+  "mypy",
+]
+dev = [
+  {include-group = "test"},
+  {include-group = "lint"},
+]
 
 [tool.uv]
 default-groups = ['dev']
@@ -55,8 +64,10 @@ lint.select = [
   "UP", # pyupgrade
   "B",  # flake8-bugbear
   "I",  # isort
+  "UP", # pyupgrade
 ]
 lint.ignore = ["E501", "B008"]
+target-version = "py310"
 
 [tool.mypy]
 # https://mypy.readthedocs.io/en/stable/config_file.html

libs/checkpoint-postgres/tests/test_async_store.py

@@ -3,7 +3,6 @@ from __future__ import annotations
 
 import asyncio
 import itertools
-import sys
 import uuid
 from collections.abc import AsyncIterator
 from concurrent.futures import ThreadPoolExecutor
@@ -34,9 +33,6 @@ TTL_MINUTES = TTL_SECONDS / 60
 
 @pytest.fixture(scope="function", params=["default", "pipe", "pool"])
 async def store(request) -> AsyncIterator[AsyncPostgresStore]:
-    if sys.version_info < (3, 10):
-        pytest.skip("Async Postgres tests require Python 3.10+")
-
     database = f"test_{uuid.uuid4().hex[:16]}"
     uri_parts = DEFAULT_URI.split("/")
     uri_base = "/".join(uri_parts[:-1])
@@ -358,8 +354,6 @@ async def _create_vector_store(
     text_fields: list[str] | None = None,
 ) -> AsyncIterator[AsyncPostgresStore]:
     """Create a store with vector search enabled."""
-    if sys.version_info < (3, 10):
-        pytest.skip("Async Postgres tests require Python 3.10+")
 
     database = f"test_{uuid.uuid4().hex[:16]}"
     uri_parts = DEFAULT_URI.split("/")

libs/checkpoint-postgres/tests/test_store.py

@@ -754,7 +754,7 @@ def _cosine_similarity(X: list[float], Y: list[list[float]]) -> list[float]:
 
     similarities = []
     for y in Y:
-        dot_product = sum(a * b for a, b in zip(X, y))
+        dot_product = sum(a * b for a, b in zip(X, y, strict=False))
         norm1 = sum(a * a for a in X) ** 0.5
         norm2 = sum(a * a for a in y) ** 0.5
         similarity = dot_product / (norm1 * norm2) if norm1 > 0 and norm2 > 0 else 0.0
@@ -771,7 +771,7 @@ def _inner_product(X: list[float], Y: list[list[float]]) -> list[float]:
 
     similarities = []
     for y in Y:
-        similarity = sum(a * b for a, b in zip(X, y))
+        similarity = sum(a * b for a, b in zip(X, y, strict=False))
         similarities.append(similarity)
 
     return similarities
@@ -785,7 +785,7 @@ def _neg_l2_distance(X: list[float], Y: list[list[float]]) -> list[float]:
 
     similarities = []
     for y in Y:
-        similarity = sum((a - b) ** 2 for a, b in zip(X, y)) ** 0.5
+        similarity = sum((a - b) ** 2 for a, b in zip(X, y, strict=False)) ** 0.5
         similarities.append(-similarity)
 
     return similarities

libs/checkpoint-postgres/uv.lock

@@ -1,6 +1,6 @@
 version = 1
 revision = 3
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 
 [[package]]
 name = "annotated-types"
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 ]
 
@@ -245,7 +234,7 @@ wheels = [
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.1.2"
+version = "3.0.1"
 source = { editable = "../checkpoint" }
 dependencies = [
     { name = "langchain-core" },
@@ -255,7 +244,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "langchain-core", specifier = ">=0.2.38" },
-    { name = "ormsgpack", specifier = ">=1.10.0" },
+    { name = "ormsgpack", specifier = ">=1.12.0" },
 ]
 
 [package.metadata.requires-dev]
@@ -273,10 +262,26 @@ dev = [
     { name = "redis" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "dataclasses-json" },
+    { name = "numpy" },
+    { name = "pandas" },
+    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+    { name = "redis" },
+]
 
 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "2.0.25"
+version = "3.0.1"
 source = { editable = "." }
 dependencies = [
     { name = "langgraph-checkpoint" },
@@ -298,6 +303,20 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "anyio" },
+    { name = "langgraph-checkpoint" },
+    { name = "psycopg", extra = ["binary"] },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+]
 
 [package.metadata]
 requires-dist = [
@@ -320,6 +339,20 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "anyio" },
+    { name = "langgraph-checkpoint", editable = "../checkpoint" },
+    { name = "psycopg", extras = ["binary"] },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+]
 
 [[package]]
 name = "langsmith"
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libs/checkpoint-sqlite/LICENSE

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

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

@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import json
 import random
 import sqlite3
 import threading
@@ -184,7 +185,7 @@ class SqliteSaver(BaseCheckpointSaver[str]):
         """Get a checkpoint tuple from the database.
 
         This method retrieves a checkpoint tuple from the SQLite database based on the
-        provided config. If the config contains a "checkpoint_id" key, the checkpoint with
+        provided config. If the config contains a `checkpoint_id` key, the checkpoint with
         the matching thread ID and checkpoint ID is retrieved. Otherwise, the latest checkpoint
         for the given thread ID is retrieved.
 
@@ -192,7 +193,7 @@ class SqliteSaver(BaseCheckpointSaver[str]):
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
 
         Examples:
 
@@ -265,9 +266,7 @@ class SqliteSaver(BaseCheckpointSaver[str]):
                     self.serde.loads_typed((type, checkpoint)),
                     cast(
                         CheckpointMetadata,
-                        self.jsonplus_serde.loads(metadata)
-                        if metadata is not None
-                        else {},
+                        json.loads(metadata) if metadata is not None else {},
                     ),
                     (
                         {
@@ -301,12 +300,12 @@ class SqliteSaver(BaseCheckpointSaver[str]):
 
         Args:
             config: The config to use for listing the checkpoints.
-            filter: Additional filtering criteria for metadata. Defaults to None.
-            before: If provided, only checkpoints before the specified checkpoint ID are returned. Defaults to None.
-            limit: The maximum number of checkpoints to return. Defaults to None.
+            filter: Additional filtering criteria for metadata.
+            before: If provided, only checkpoints before the specified checkpoint ID are returned.
+            limit: The maximum number of checkpoints to return.
 
         Yields:
-            Iterator[CheckpointTuple]: An iterator of checkpoint tuples.
+            An iterator of checkpoint tuples.
 
         Examples:
             >>> from langgraph.checkpoint.sqlite import SqliteSaver
@@ -330,8 +329,9 @@ class SqliteSaver(BaseCheckpointSaver[str]):
         FROM checkpoints
         {where}
         ORDER BY checkpoint_id DESC"""
-        if limit:
-            query += f" LIMIT {limit}"
+        if limit is not None:
+            query += " LIMIT ?"
+            param_values = (*param_values, limit)
         with self.cursor(transaction=False) as cur, closing(self.conn.cursor()) as wcur:
             cur.execute(query, param_values)
             for (
@@ -358,9 +358,7 @@ class SqliteSaver(BaseCheckpointSaver[str]):
                     self.serde.loads_typed((type, checkpoint)),
                     cast(
                         CheckpointMetadata,
-                        self.jsonplus_serde.loads(metadata)
-                        if metadata is not None
-                        else {},
+                        json.loads(metadata) if metadata is not None else {},
                     ),
                     (
                         {
@@ -413,9 +411,9 @@ class SqliteSaver(BaseCheckpointSaver[str]):
         thread_id = config["configurable"]["thread_id"]
         checkpoint_ns = config["configurable"]["checkpoint_ns"]
         type_, serialized_checkpoint = self.serde.dumps_typed(checkpoint)
-        serialized_metadata = self.jsonplus_serde.dumps(
-            get_checkpoint_metadata(config, metadata)
-        )
+        serialized_metadata = json.dumps(
+            get_checkpoint_metadata(config, metadata), ensure_ascii=False
+        ).encode("utf-8", "ignore")
         with self.cursor() as cur:
             cur.execute(
                 "INSERT OR REPLACE INTO checkpoints (thread_id, checkpoint_ns, checkpoint_id, parent_checkpoint_id, type, checkpoint, metadata) VALUES (?, ?, ?, ?, ?, ?, ?)",

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

@@ -1,10 +1,11 @@
 from __future__ import annotations
 
 import asyncio
+import json
 import random
-from collections.abc import AsyncIterator, Iterator, Sequence
+from collections.abc import AsyncIterator, Callable, Iterator, Sequence
 from contextlib import asynccontextmanager
-from typing import Any, Callable, TypeVar, cast
+from typing import Any, TypeVar, cast
 
 import aiosqlite
 from langchain_core.runnables import RunnableConfig
@@ -139,7 +140,7 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
         """Get a checkpoint tuple from the database.
 
         This method retrieves a checkpoint tuple from the SQLite database based on the
-        provided config. If the config contains a "checkpoint_id" key, the checkpoint with
+        provided config. If the config contains a `checkpoint_id` key, the checkpoint with
         the matching thread ID and checkpoint ID is retrieved. Otherwise, the latest checkpoint
         for the given thread ID is retrieved.
 
@@ -147,7 +148,7 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
         """
         try:
             # check if we are in the main thread, only bg threads can block
@@ -181,11 +182,11 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
         Args:
             config: Base configuration for filtering checkpoints.
             filter: Additional filtering criteria for metadata.
-            before: If provided, only checkpoints before the specified checkpoint ID are returned. Defaults to None.
+            before: If provided, only checkpoints before the specified checkpoint ID are returned.
             limit: Maximum number of checkpoints to return.
 
         Yields:
-            Iterator[CheckpointTuple]: An iterator of matching checkpoint tuples.
+            An iterator of matching checkpoint tuples.
         """
         try:
             # check if we are in the main thread, only bg threads can block
@@ -316,7 +317,7 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
         """Get a checkpoint tuple from the database asynchronously.
 
         This method retrieves a checkpoint tuple from the SQLite database based on the
-        provided config. If the config contains a "checkpoint_id" key, the checkpoint with
+        provided config. If the config contains a `checkpoint_id` key, the checkpoint with
         the matching thread ID and checkpoint ID is retrieved. Otherwise, the latest checkpoint
         for the given thread ID is retrieved.
 
@@ -324,7 +325,7 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
         """
         await self.setup()
         checkpoint_ns = config["configurable"].get("checkpoint_ns", "")
@@ -377,9 +378,7 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
                     self.serde.loads_typed((type, checkpoint)),
                     cast(
                         CheckpointMetadata,
-                        self.jsonplus_serde.loads(metadata)
-                        if metadata is not None
-                        else {},
+                        (json.loads(metadata) if metadata is not None else {}),
                     ),
                     (
                         {
@@ -414,11 +413,11 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
         Args:
             config: Base configuration for filtering checkpoints.
             filter: Additional filtering criteria for metadata.
-            before: If provided, only checkpoints before the specified checkpoint ID are returned. Defaults to None.
+            before: If provided, only checkpoints before the specified checkpoint ID are returned.
             limit: Maximum number of checkpoints to return.
 
         Yields:
-            AsyncIterator[CheckpointTuple]: An asynchronous iterator of matching checkpoint tuples.
+            An asynchronous iterator of matching checkpoint tuples.
         """
         await self.setup()
         where, params = search_where(config, filter, before)
@@ -426,8 +425,9 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
         FROM checkpoints
         {where}
         ORDER BY checkpoint_id DESC"""
-        if limit:
-            query += f" LIMIT {limit}"
+        if limit is not None:
+            query += " LIMIT ?"
+            params = (*params, limit)
         async with (
             self.lock,
             self.conn.execute(query, params) as cur,
@@ -457,9 +457,7 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
                     self.serde.loads_typed((type, checkpoint)),
                     cast(
                         CheckpointMetadata,
-                        self.jsonplus_serde.loads(metadata)
-                        if metadata is not None
-                        else {},
+                        (json.loads(metadata) if metadata is not None else {}),
                     ),
                     (
                         {
@@ -503,9 +501,9 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
         thread_id = config["configurable"]["thread_id"]
         checkpoint_ns = config["configurable"]["checkpoint_ns"]
         type_, serialized_checkpoint = self.serde.dumps_typed(checkpoint)
-        serialized_metadata = self.jsonplus_serde.dumps(
-            get_checkpoint_metadata(config, metadata)
-        )
+        serialized_metadata = json.dumps(
+            get_checkpoint_metadata(config, metadata), ensure_ascii=False
+        ).encode("utf-8", "ignore")
         async with (
             self.lock,
             self.conn.execute(

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

@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import json
+import re
 from collections.abc import Sequence
 from typing import Any
 
@@ -8,6 +9,23 @@ from langchain_core.runnables import RunnableConfig
 from langgraph.checkpoint.base import get_checkpoint_id
 
 
+def _validate_filter_key(key: str) -> None:
+    """Validate that a filter key is safe for use in SQL queries.
+
+    Args:
+        key: The filter key to validate
+
+    Raises:
+        ValueError: If the key contains invalid characters that could enable SQL injection
+    """
+    # Allow alphanumeric characters, underscores, dots, and hyphens
+    # This covers typical JSON property names while preventing SQL injection
+    if not re.match(r"^[a-zA-Z0-9_.-]+$", key):
+        raise ValueError(
+            f"Invalid filter key: '{key}'. Filter keys must contain only alphanumeric characters, underscores, dots, and hyphens."
+        )
+
+
 def _metadata_predicate(
     metadata_filter: dict[str, Any],
 ) -> tuple[Sequence[str], Sequence[Any]]:
@@ -43,6 +61,7 @@ def _metadata_predicate(
 
     # process metadata query
     for query_key, query_value in metadata_filter.items():
+        _validate_filter_key(query_key)
         operator, param_value = _where_value(query_value)
         predicates.append(
             f"json_extract(CAST(metadata AS TEXT), '$.{query_key}') {operator}"

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

@@ -3,10 +3,10 @@ from __future__ import annotations
 import asyncio
 import logging
 from collections import defaultdict
-from collections.abc import AsyncIterator, Iterable, Sequence
+from collections.abc import AsyncIterator, Callable, Iterable, Sequence
 from contextlib import asynccontextmanager
 from types import TracebackType
-from typing import Any, Callable, cast
+from typing import Any, cast
 
 import aiosqlite
 import orjson
@@ -303,7 +303,7 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
 
         Args:
             timeout: Maximum time to wait for the task to stop, in seconds.
-                If None, wait indefinitely.
+                If `None`, wait indefinitely.
 
         Returns:
             bool: True if the task was successfully stopped or wasn't running,
@@ -484,7 +484,7 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
 
             # Convert vectors to SQLite-friendly format
             vector_params = []
-            for (ns, k, pathname, _), vector in zip(txt_params, vectors):
+            for (ns, k, pathname, _), vector in zip(txt_params, vectors, strict=False):
                 vector_params.extend(
                     [ns, k, pathname, sqlite_vec.serialize_float32(vector)]
                 )
@@ -517,7 +517,9 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
                 [query for _, query in embedding_requests]
             )
 
-            for (embed_req_idx, _), embedding in zip(embedding_requests, vectors):
+            for (embed_req_idx, _), embedding in zip(
+                embedding_requests, vectors, strict=False
+            ):
                 # Find the corresponding query in prepared_queries
                 # The embed_req_idx is the original index in search_ops, which should map to prepared_queries
                 if embed_req_idx < len(prepared_queries):
@@ -531,7 +533,7 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
                     )
 
         for (original_op_idx, _), (query, params, needs_refresh) in zip(
-            search_ops, prepared_queries
+            search_ops, prepared_queries, strict=False
         ):
             await cur.execute(query, params)
             rows = await cur.fetchall()
@@ -614,7 +616,7 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
             cur: Database cursor.
         """
         queries = self._get_batch_list_namespaces_queries(list_ops)
-        for (query, params), (idx, _) in zip(queries, list_ops):
+        for (query, params), (idx, _) in zip(queries, list_ops, strict=False):
             await cur.execute(query, params)
 
             rows = await cur.fetchall()

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

@@ -7,9 +7,9 @@ import re
 import sqlite3
 import threading
 from collections import defaultdict
-from collections.abc import Iterable, Iterator, Sequence
+from collections.abc import Callable, Iterable, Iterator, Sequence
 from contextlib import contextmanager
-from typing import Any, Callable, Literal, NamedTuple, cast
+from typing import Any, Literal, NamedTuple, cast
 
 import orjson
 import sqlite_vec  # type: ignore[import-untyped]
@@ -232,7 +232,7 @@ class BaseSqliteStore:
 
         results = []
         for namespace, items in namespace_groups.items():
-            _, keys = zip(*items)
+            _, keys = zip(*items, strict=False)
             this_refresh_ttls = refresh_ttls[namespace]
             refresh_ttl_any = any(this_refresh_ttls)
 
@@ -404,12 +404,9 @@ class BaseSqliteStore:
                         # SQLite json_extract returns unquoted string values
                         if isinstance(value, str):
                             filter_conditions.append(
-                                "json_extract(value, '$."
-                                + key
-                                + "') = '"
-                                + value.replace("'", "''")
-                                + "'"
+                                "json_extract(value, '$." + key + "') = ?"
                             )
+                            filter_params.append(value)
                         elif value is None:
                             filter_conditions.append(
                                 "json_extract(value, '$." + key + "') IS NULL"
@@ -423,9 +420,11 @@ class BaseSqliteStore:
                                 + ("1" if value else "0")
                             )
                         elif isinstance(value, (int, float)):
+                            # Use parameterized query to handle special floats and large integers
                             filter_conditions.append(
-                                "json_extract(value, '$." + key + "') = " + str(value)
+                                "json_extract(value, '$." + key + "') = ?"
                             )
+                            filter_params.append(float(value))
                         else:
                             # Complex objects (list, dict, …) – compare JSON text
                             filter_conditions.append(
@@ -636,85 +635,66 @@ class BaseSqliteStore:
         # We need to properly format values for SQLite JSON extraction comparison
         if op == "$eq":
             if isinstance(value, str):
-                # Direct string comparison with proper quoting for unquoted json_extract result
-                return (
-                    f"json_extract(value, '$.{key}') = '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') = ?", [value]
             elif value is None:
                 return f"json_extract(value, '$.{key}') IS NULL", []
             elif isinstance(value, bool):
                 # SQLite JSON stores booleans as integers
                 return f"json_extract(value, '$.{key}') = {1 if value else 0}", []
             elif isinstance(value, (int, float)):
-                return f"json_extract(value, '$.{key}') = {value}", []
+                # Convert to float to handle inf, -inf, nan, and very large integers
+                # SQLite REAL can handle these cases better than INTEGER
+                return f"json_extract(value, '$.{key}') = ?", [float(value)]
             else:
                 return f"json_extract(value, '$.{key}') = ?", [orjson.dumps(value)]
         elif op == "$gt":
             # For numeric values, SQLite needs to compare as numbers, not strings
             if isinstance(value, (int, float)):
-                return f"CAST(json_extract(value, '$.{key}') AS REAL) > {value}", []
+                # Convert to float to handle special values and very large integers
+                return f"CAST(json_extract(value, '$.{key}') AS REAL) > ?", [
+                    float(value)
+                ]
             elif isinstance(value, str):
-                return (
-                    f"json_extract(value, '$.{key}') > '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') > ?", [value]
             else:
                 return f"json_extract(value, '$.{key}') > ?", [orjson.dumps(value)]
         elif op == "$gte":
             if isinstance(value, (int, float)):
-                return f"CAST(json_extract(value, '$.{key}') AS REAL) >= {value}", []
+                return f"CAST(json_extract(value, '$.{key}') AS REAL) >= ?", [
+                    float(value)
+                ]
             elif isinstance(value, str):
-                return (
-                    f"json_extract(value, '$.{key}') >= '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') >= ?", [value]
             else:
                 return f"json_extract(value, '$.{key}') >= ?", [orjson.dumps(value)]
         elif op == "$lt":
             if isinstance(value, (int, float)):
-                return f"CAST(json_extract(value, '$.{key}') AS REAL) < {value}", []
+                return f"CAST(json_extract(value, '$.{key}') AS REAL) < ?", [
+                    float(value)
+                ]
             elif isinstance(value, str):
-                return (
-                    f"json_extract(value, '$.{key}') < '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') < ?", [value]
             else:
                 return f"json_extract(value, '$.{key}') < ?", [orjson.dumps(value)]
         elif op == "$lte":
             if isinstance(value, (int, float)):
-                return f"CAST(json_extract(value, '$.{key}') AS REAL) <= {value}", []
+                return f"CAST(json_extract(value, '$.{key}') AS REAL) <= ?", [
+                    float(value)
+                ]
             elif isinstance(value, str):
-                return (
-                    f"json_extract(value, '$.{key}') <= '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') <= ?", [value]
             else:
                 return f"json_extract(value, '$.{key}') <= ?", [orjson.dumps(value)]
         elif op == "$ne":
             if isinstance(value, str):
-                return (
-                    f"json_extract(value, '$.{key}') != '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') != ?", [value]
             elif value is None:
                 return f"json_extract(value, '$.{key}') IS NOT NULL", []
             elif isinstance(value, bool):
                 return f"json_extract(value, '$.{key}') != {1 if value else 0}", []
             elif isinstance(value, (int, float)):
-                return f"json_extract(value, '$.{key}') != {value}", []
+                # Convert to float for consistency
+                return f"json_extract(value, '$.{key}') != ?", [float(value)]
             else:
                 return f"json_extract(value, '$.{key}') != ?", [orjson.dumps(value)]
         else:
@@ -829,7 +809,7 @@ class SqliteStore(BaseSqliteStore, BaseStore):
 
         results = []
         for namespace, items in namespace_groups.items():
-            _, keys = zip(*items)
+            _, keys = zip(*items, strict=False)
             this_refresh_ttls = refresh_ttls[namespace]
             refresh_ttl_any = any(this_refresh_ttls)
 
@@ -874,85 +854,66 @@ class SqliteStore(BaseSqliteStore, BaseStore):
         # We need to properly format values for SQLite JSON extraction comparison
         if op == "$eq":
             if isinstance(value, str):
-                # Direct string comparison with proper quoting for unquoted json_extract result
-                return (
-                    f"json_extract(value, '$.{key}') = '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') = ?", [value]
             elif value is None:
                 return f"json_extract(value, '$.{key}') IS NULL", []
             elif isinstance(value, bool):
                 # SQLite JSON stores booleans as integers
                 return f"json_extract(value, '$.{key}') = {1 if value else 0}", []
             elif isinstance(value, (int, float)):
-                return f"json_extract(value, '$.{key}') = {value}", []
+                # Convert to float to handle inf, -inf, nan, and very large integers
+                # SQLite REAL can handle these cases better than INTEGER
+                return f"json_extract(value, '$.{key}') = ?", [float(value)]
             else:
                 return f"json_extract(value, '$.{key}') = ?", [orjson.dumps(value)]
         elif op == "$gt":
             # For numeric values, SQLite needs to compare as numbers, not strings
             if isinstance(value, (int, float)):
-                return f"CAST(json_extract(value, '$.{key}') AS REAL) > {value}", []
+                # Convert to float to handle special values and very large integers
+                return f"CAST(json_extract(value, '$.{key}') AS REAL) > ?", [
+                    float(value)
+                ]
             elif isinstance(value, str):
-                return (
-                    f"json_extract(value, '$.{key}') > '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') > ?", [value]
             else:
                 return f"json_extract(value, '$.{key}') > ?", [orjson.dumps(value)]
         elif op == "$gte":
             if isinstance(value, (int, float)):
-                return f"CAST(json_extract(value, '$.{key}') AS REAL) >= {value}", []
+                return f"CAST(json_extract(value, '$.{key}') AS REAL) >= ?", [
+                    float(value)
+                ]
             elif isinstance(value, str):
-                return (
-                    f"json_extract(value, '$.{key}') >= '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') >= ?", [value]
             else:
                 return f"json_extract(value, '$.{key}') >= ?", [orjson.dumps(value)]
         elif op == "$lt":
             if isinstance(value, (int, float)):
-                return f"CAST(json_extract(value, '$.{key}') AS REAL) < {value}", []
+                return f"CAST(json_extract(value, '$.{key}') AS REAL) < ?", [
+                    float(value)
+                ]
             elif isinstance(value, str):
-                return (
-                    f"json_extract(value, '$.{key}') < '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') < ?", [value]
             else:
                 return f"json_extract(value, '$.{key}') < ?", [orjson.dumps(value)]
         elif op == "$lte":
             if isinstance(value, (int, float)):
-                return f"CAST(json_extract(value, '$.{key}') AS REAL) <= {value}", []
+                return f"CAST(json_extract(value, '$.{key}') AS REAL) <= ?", [
+                    float(value)
+                ]
             elif isinstance(value, str):
-                return (
-                    f"json_extract(value, '$.{key}') <= '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') <= ?", [value]
             else:
                 return f"json_extract(value, '$.{key}') <= ?", [orjson.dumps(value)]
         elif op == "$ne":
             if isinstance(value, str):
-                return (
-                    f"json_extract(value, '$.{key}') != '"
-                    + value.replace("'", "''")
-                    + "'",
-                    [],
-                )
+                return f"json_extract(value, '$.{key}') != ?", [value]
             elif value is None:
                 return f"json_extract(value, '$.{key}') IS NOT NULL", []
             elif isinstance(value, bool):
                 return f"json_extract(value, '$.{key}') != {1 if value else 0}", []
             elif isinstance(value, (int, float)):
-                return f"json_extract(value, '$.{key}') != {value}", []
+                # Convert to float for consistency
+                return f"json_extract(value, '$.{key}') != ?", [float(value)]
             else:
                 return f"json_extract(value, '$.{key}') != ?", [orjson.dumps(value)]
         else:
@@ -1156,7 +1117,7 @@ class SqliteStore(BaseSqliteStore, BaseStore):
 
         Args:
             timeout: Maximum time to wait for the thread to stop, in seconds.
-                If None, wait indefinitely.
+                If `None`, wait indefinitely.
 
         Returns:
             bool: True if the thread was successfully stopped or wasn't running,
@@ -1304,7 +1265,7 @@ class SqliteStore(BaseSqliteStore, BaseStore):
 
             # Convert vectors to SQLite-friendly format
             vector_params = []
-            for (ns, k, pathname, _), vector in zip(txt_params, vectors):
+            for (ns, k, pathname, _), vector in zip(txt_params, vectors, strict=False):
                 vector_params.extend(
                     [ns, k, pathname, sqlite_vec.serialize_float32(vector)]
                 )
@@ -1332,7 +1293,9 @@ class SqliteStore(BaseSqliteStore, BaseStore):
             )
 
             # Replace placeholders with actual embeddings
-            for (embed_req_idx, _), embedding in zip(embedding_requests, embeddings):
+            for (embed_req_idx, _), embedding in zip(
+                embedding_requests, embeddings, strict=False
+            ):
                 if embed_req_idx < len(prepared_queries):
                     _params_list: list = prepared_queries[embed_req_idx][1]
                     for i, param in enumerate(_params_list):
@@ -1344,7 +1307,7 @@ class SqliteStore(BaseSqliteStore, BaseStore):
                     )
 
         for (original_op_idx, _), (query, params, needs_refresh) in zip(
-            search_ops, prepared_queries
+            search_ops, prepared_queries, strict=False
         ):
             cur.execute(query, params)
             rows = cur.fetchall()
@@ -1417,7 +1380,7 @@ class SqliteStore(BaseSqliteStore, BaseStore):
         cur: sqlite3.Cursor,
     ) -> None:
         queries = self._get_batch_list_namespaces_queries(list_ops)
-        for (query, params), (idx, _) in zip(queries, list_ops):
+        for (query, params), (idx, _) in zip(queries, list_ops, strict=False):
             cur.execute(query, params)
             results[idx] = [_decode_ns_text(row[0]) for row in cur.fetchall()]
 

libs/checkpoint-sqlite/pyproject.toml

@@ -4,34 +4,43 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-checkpoint-sqlite"
-version = "2.0.11"
+version = "3.0.0"
 description = "Library with a SQLite implementation of LangGraph checkpoint saver."
 authors = []
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
 dependencies = [
-    "langgraph-checkpoint>=2.0.21,<3.0.0",
+    "langgraph-checkpoint>=3,<4.0.0",
     "aiosqlite>=0.20",
     "sqlite-vec>=0.1.6",
 ]
 
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/checkpoint-sqlite"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [dependency-groups]
-dev = [
-  "ruff",
-  "codespell",
+test = [
   "pytest",
   "pytest-asyncio",
   "pytest-mock",
   "pytest-watcher",
-  "mypy",
   "langgraph-checkpoint",
   "pytest-retry>=1.7.0",
 ]
+lint = [
+  "ruff",
+  "codespell",
+  "mypy",
+]
+dev = [
+  {include-group = "test"},
+  {include-group = "lint"},
+]
 
 [tool.uv]
 default-groups = ['dev']
@@ -53,8 +62,10 @@ lint.select = [
   "UP", # pyupgrade
   "B",  # flake8-bugbear
   "I",  # isort
+  "UP", # pyupgrade
 ]
 lint.ignore = ["E501", "B008"]
+target-version = "py310"
 
 [tool.pytest-watcher]
 now = true

libs/checkpoint-sqlite/tests/test_aiosqlite.py

@@ -113,4 +113,78 @@ class TestAsyncSqliteSaver:
                 search_results_5[1].config["configurable"]["checkpoint_ns"],
             } == {"", "inner"}
 
-            # TODO: test before and limit params
+            # Test limit param
+            search_results_6 = [
+                c
+                async for c in saver.alist(
+                    {"configurable": {"thread_id": "thread-2"}}, limit=1
+                )
+            ]
+            assert len(search_results_6) == 1
+            assert search_results_6[0].config["configurable"]["thread_id"] == "thread-2"
+
+            # Test before param
+            search_results_7 = [
+                c async for c in saver.alist(None, before=search_results_5[1].config)
+            ]
+            assert len(search_results_7) == 1
+            assert search_results_7[0].config["configurable"]["thread_id"] == "thread-1"
+
+    async def test_limit_parameter_sql_injection_prevention(self) -> None:
+        """Test that the limit parameter properly uses parameterized queries to prevent SQL injection."""
+        async with AsyncSqliteSaver.from_conn_string(":memory:") as saver:
+            # Setup: Create multiple checkpoints
+            for i in range(5):
+                config: RunnableConfig = {
+                    "configurable": {
+                        "thread_id": f"thread-{i}",
+                        "checkpoint_ns": "",
+                    }
+                }
+                checkpoint = empty_checkpoint()
+                metadata: CheckpointMetadata = {"index": i}
+                await saver.aput(config, checkpoint, metadata, {})
+
+            # Test that limit works correctly with valid integer
+            results = [c async for c in saver.alist(None, limit=2)]
+            assert len(results) == 2
+
+            # Test that limit=0 returns no results
+            results = [c async for c in saver.alist(None, limit=0)]
+            assert len(results) == 0
+
+            # Test that limit=None returns all results
+            results = [c async for c in saver.alist(None, limit=None)]
+            assert len(results) == 5
+
+            # Test explicit SQL injection attempt via limit parameter
+            # Even if type checking is bypassed and a malicious string is passed,
+            # the parameterized query will treat it as a value, not SQL code
+            # This would cause an error (can't convert string to int for LIMIT),
+            # which is the correct secure behavior
+            malicious_limits = [
+                "1; DROP TABLE checkpoints; --",
+                "1 OR 1=1",
+                "999999 UNION SELECT * FROM checkpoints",
+            ]
+
+            for malicious_limit in malicious_limits:
+                # The parameterized query should safely reject non-integer limits
+                # or convert them in a way that prevents SQL injection
+                try:
+                    # Bypass type checking by casting
+                    results = [
+                        c
+                        async for c in saver.alist(None, limit=malicious_limit)  # type: ignore
+                    ]
+                    # If it doesn't raise an error, it should at least not execute the injection
+                    # SQLite's parameter binding will try to convert the string to an integer
+                    # which will either fail or treat it as 0
+                except Exception:
+                    # Expected: SQLite should reject invalid limit values
+                    pass
+
+            # Verify the checkpoints table still exists and has all data
+            # (would have been dropped if injection succeeded)
+            results = [c async for c in saver.alist(None, limit=None)]
+            assert len(results) == 5

libs/checkpoint-sqlite/tests/test_async_store.py

@@ -5,7 +5,7 @@ import tempfile
 import uuid
 from collections.abc import AsyncIterator, Generator, Iterable
 from contextlib import asynccontextmanager
-from typing import Optional, Union, cast
+from typing import cast
 
 import pytest
 from langgraph.store.base import (
@@ -51,7 +51,7 @@ def fake_embeddings() -> CharacterEmbeddings:
 async def create_vector_store(
     fake_embeddings: CharacterEmbeddings,
     conn_string: str = ":memory:",
-    text_fields: Optional[list[str]] = None,
+    text_fields: list[str] | None = None,
 ) -> AsyncIterator[AsyncSqliteStore]:
     """Create an AsyncSqliteStore with vector search capabilities."""
     index_config: SqliteIndexConfig = {
@@ -168,7 +168,7 @@ async def test_abatch_order(store: AsyncSqliteStore) -> None:
     ]
 
     results = await store.abatch(
-        cast(Iterable[Union[GetOp, PutOp, SearchOp, ListNamespacesOp]], ops)
+        cast(Iterable[GetOp | PutOp | SearchOp | ListNamespacesOp], ops)
     )
     assert len(results) == 5
     assert isinstance(results[0], Item)
@@ -193,7 +193,7 @@ async def test_abatch_order(store: AsyncSqliteStore) -> None:
     ]
 
     results_reordered = await store.abatch(
-        cast(Iterable[Union[GetOp, PutOp, SearchOp, ListNamespacesOp]], ops_reordered)
+        cast(Iterable[GetOp | PutOp | SearchOp | ListNamespacesOp], ops_reordered)
     )
     assert len(results_reordered) == 5
     assert isinstance(results_reordered[0], list)
@@ -681,7 +681,7 @@ async def test_search_items(
         fake_embeddings, text_fields=["key0", "key1", "key3"]
     ) as store:
         # Insert test data
-        for ns, item in zip(test_namespaces, test_items):
+        for ns, item in zip(test_namespaces, test_items, strict=False):
             key = f"item_{ns[-1]}"
             await store.aput(ns, key, item)
 

libs/checkpoint-sqlite/tests/test_sqlite.py

@@ -182,3 +182,120 @@ class TestSqliteSaver:
             with pytest.raises(NotImplementedError, match="AsyncSqliteSaver"):
                 async for _ in saver.alist(self.config_1):
                     pass
+
+    def test_metadata_predicate_sql_injection_prevention(self) -> None:
+        """Test that _metadata_predicate rejects malicious filter keys."""
+        # Test various SQL injection payloads
+        malicious_keys = [
+            "x') OR '1'='1",  # Boolean-based injection
+            "x') OR 1=1 --",  # Comment-based injection
+            "x') UNION SELECT 1,2,3,4,5,6,7 --",  # UNION-based injection
+            "access') = 'public' OR '1'='1' OR json_extract(value, '$.",  # Complex injection
+            "'; DROP TABLE checkpoints; --",  # Destructive injection
+        ]
+
+        for malicious_key in malicious_keys:
+            with pytest.raises(ValueError, match="Invalid filter key"):
+                _metadata_predicate({malicious_key: "dummy"})
+
+    def test_checkpoint_search_sql_injection_prevention(self) -> None:
+        """Test that SQL injection via malicious filter keys is prevented in checkpoint search."""
+        with SqliteSaver.from_conn_string(":memory:") as saver:
+            # Setup: Create checkpoints with different metadata
+            config_public: RunnableConfig = {
+                "configurable": {
+                    "thread_id": "thread-public",
+                    "checkpoint_ns": "",
+                }
+            }
+            config_private: RunnableConfig = {
+                "configurable": {
+                    "thread_id": "thread-private",
+                    "checkpoint_ns": "",
+                }
+            }
+
+            checkpoint_public = empty_checkpoint()
+            checkpoint_private = empty_checkpoint()
+
+            metadata_public: CheckpointMetadata = {
+                "access": "public",
+                "data": "public information",
+            }
+            metadata_private: CheckpointMetadata = {
+                "access": "private",
+                "data": "secret information",
+                "password": "secret123",
+            }
+
+            saver.put(config_public, checkpoint_public, metadata_public, {})
+            saver.put(config_private, checkpoint_private, metadata_private, {})
+
+            # Normal query - should return only public checkpoint
+            normal_results = list(saver.list(None, filter={"access": "public"}))
+            assert len(normal_results) == 1
+            assert normal_results[0].metadata["access"] == "public"
+
+            # SQL injection attempt should raise ValueError
+            malicious_key = (
+                "access') = 'public' OR '1'='1' OR json_extract(metadata, '$."
+            )
+
+            with pytest.raises(ValueError, match="Invalid filter key"):
+                list(saver.list(None, filter={malicious_key: "dummy"}))
+
+    def test_limit_parameter_sql_injection_prevention(self) -> None:
+        """Test that the limit parameter properly uses parameterized queries to prevent SQL injection."""
+        with SqliteSaver.from_conn_string(":memory:") as saver:
+            # Setup: Create multiple checkpoints
+            for i in range(5):
+                config: RunnableConfig = {
+                    "configurable": {
+                        "thread_id": f"thread-{i}",
+                        "checkpoint_ns": "",
+                    }
+                }
+                checkpoint = empty_checkpoint()
+                metadata: CheckpointMetadata = {"index": i}
+                saver.put(config, checkpoint, metadata, {})
+
+            # Test that limit works correctly with valid integer
+            results = list(saver.list(None, limit=2))
+            assert len(results) == 2
+
+            # Test that limit=0 returns no results
+            results = list(saver.list(None, limit=0))
+            assert len(results) == 0
+
+            # Test that limit=None returns all results
+            results = list(saver.list(None, limit=None))
+            assert len(results) == 5
+
+            # Test explicit SQL injection attempt via limit parameter
+            # Even if type checking is bypassed and a malicious string is passed,
+            # the parameterized query will treat it as a value, not SQL code
+            # This would cause an error (can't convert string to int for LIMIT),
+            # which is the correct secure behavior
+            malicious_limits = [
+                "1; DROP TABLE checkpoints; --",
+                "1 OR 1=1",
+                "999999 UNION SELECT * FROM checkpoints",
+            ]
+
+            for malicious_limit in malicious_limits:
+                # The parameterized query should safely reject non-integer limits
+                # or convert them in a way that prevents SQL injection
+                try:
+                    # Bypass type checking by casting
+                    results = list(saver.list(None, limit=malicious_limit))  # type: ignore
+                    # If it doesn't raise an error, it should at least not execute the injection
+                    # SQLite's parameter binding will try to convert the string to an integer
+                    # which will either fail or treat it as 0
+                except Exception:
+                    # Expected: SQLite should reject invalid limit values
+                    pass
+
+            # Verify the checkpoints table still exists and has all data
+            # (would have been dropped if injection succeeded)
+            results = list(saver.list(None, limit=None))
+            assert len(results) == 5

libs/checkpoint-sqlite/tests/test_store.py

@@ -5,7 +5,7 @@ import tempfile
 import uuid
 from collections.abc import Generator, Iterable
 from contextlib import contextmanager
-from typing import Any, Literal, Optional, Union, cast
+from typing import Any, Literal, cast
 
 import pytest
 from langchain_core.embeddings import Embeddings
@@ -110,7 +110,7 @@ VECTOR_TYPES = ["cosine"]  # SQLite only supports cosine similarity
 @contextmanager
 def create_vector_store(
     fake_embeddings: CharacterEmbeddings,
-    text_fields: Optional[list[str]] = None,
+    text_fields: list[str] | None = None,
     distance_type: str = "cosine",
     conn_type: Literal["memory", "file"] = "memory",
 ) -> Generator[SqliteStore, None, None]:
@@ -153,7 +153,7 @@ def test_batch_order(store: SqliteStore) -> None:
     ]
 
     results = store.batch(
-        cast(Iterable[Union[GetOp, PutOp, SearchOp, ListNamespacesOp]], ops)
+        cast(Iterable[GetOp | PutOp | SearchOp | ListNamespacesOp], ops)
     )
     assert len(results) == 5
     assert isinstance(results[0], Item)
@@ -182,7 +182,7 @@ def test_batch_order(store: SqliteStore) -> None:
     ]
 
     results_reordered = store.batch(
-        cast(Iterable[Union[GetOp, PutOp, SearchOp, ListNamespacesOp]], ops_reordered)
+        cast(Iterable[GetOp | PutOp | SearchOp | ListNamespacesOp], ops_reordered)
     )
     assert len(results_reordered) == 5
     assert isinstance(results_reordered[0], list)
@@ -301,7 +301,7 @@ def test_batch_list_namespaces_ops(store: SqliteStore) -> None:
     ]
 
     results = store.batch(
-        cast(Iterable[Union[GetOp, PutOp, SearchOp, ListNamespacesOp]], ops)
+        cast(Iterable[GetOp | PutOp | SearchOp | ListNamespacesOp], ops)
     )
     assert len(results) == 3
 
@@ -778,7 +778,7 @@ def _cosine_similarity(X: list[float], Y: list[list[float]]) -> list[float]:
 
     similarities = []
     for y in Y:
-        dot_product = sum(a * b for a, b in zip(X, y))
+        dot_product = sum(a * b for a, b in zip(X, y, strict=False))
         norm1 = sum(a * a for a in X) ** 0.5
         norm2 = sum(a * a for a in y) ** 0.5
         similarity = dot_product / (norm1 * norm2) if norm1 > 0 and norm2 > 0 else 0.0
@@ -1011,7 +1011,7 @@ def test_search_items(
         fake_embeddings, text_fields=["key0", "key1", "key3"]
     ) as store:
         # Insert test data
-        for ns, item in zip(test_namespaces, test_items):
+        for ns, item in zip(test_namespaces, test_items, strict=False):
             key = f"item_{ns[-1]}"
             store.put(ns, key, item)
 
@@ -1069,6 +1069,110 @@ def test_sql_injection_vulnerability(store: SqliteStore) -> None:
         store.search(("docs",), filter={malicious_key: "dummy"})
 
 
+def test_sql_injection_filter_values(store: SqliteStore) -> None:
+    """Test that SQL injection via malicious filter values is properly escaped."""
+    # Setup: Create documents with different access levels
+    store.put(("docs",), "doc1", {"access": "public", "title": "Public Document"})
+    store.put(("docs",), "doc2", {"access": "private", "title": "Private Document"})
+    store.put(("docs",), "doc3", {"access": "secret", "title": "Secret Document"})
+
+    # Test 1: Basic SQL injection attempt with single quote
+    malicious_value = "public' OR '1'='1"
+    results = store.search(("docs",), filter={"access": malicious_value})
+    # Should return 0 results because the malicious value is escaped and won't match anything
+    assert len(results) == 0, "SQL injection via string value should be blocked"
+
+    # Test 2: SQL injection with comment
+    malicious_value = "public'; --"
+    results = store.search(("docs",), filter={"access": malicious_value})
+    assert len(results) == 0, "SQL comment injection should be blocked"
+
+    # Test 3: UNION injection attempt
+    malicious_value = "public' UNION SELECT * FROM store --"
+    results = store.search(("docs",), filter={"access": malicious_value})
+    assert len(results) == 0, "UNION injection should be blocked"
+
+    # Test 4: Parameterized queries handle strings with null bytes and SQL injection attempts safely
+    malicious_value = "public\x00' OR '1'='1"
+    results = store.search(("docs",), filter={"access": malicious_value})
+    assert len(results) == 0, (
+        "Parameterized queries treat injection attempts as literal strings"
+    )
+
+    # Test 5: Multiple single quotes
+    malicious_value = "''''"
+    results = store.search(("docs",), filter={"access": malicious_value})
+    assert len(results) == 0, "Multiple quotes should be handled safely"
+
+    # Test 6: Legitimate value with single quote should work
+    store.put(("docs",), "doc4", {"title": "O'Brien's Document", "access": "public"})
+    results = store.search(("docs",), filter={"title": "O'Brien's Document"})
+    assert len(results) == 1, "Legitimate single quotes should work"
+    assert results[0].value["title"] == "O'Brien's Document"
+
+    # Test 7: Unicode characters with injection attempt
+    malicious_value = "public' OR 'א'='א"
+    results = store.search(("docs",), filter={"access": malicious_value})
+    assert len(results) == 0, "Unicode-based injection should be blocked"
+
+
+def test_numeric_filter_safety(store: SqliteStore) -> None:
+    """Test that numeric filter values are handled safely."""
+    # Setup: Create documents with numeric fields
+    store.put(("items",), "item1", {"price": 10, "quantity": 5})
+    store.put(("items",), "item2", {"price": 20, "quantity": 3})
+    store.put(("items",), "item3", {"price": 30, "quantity": 1})
+
+    # Test 1: Normal numeric comparison
+    results = store.search(("items",), filter={"price": {"$gt": 15}})
+    assert len(results) == 2
+    assert all(r.value["price"] > 15 for r in results)
+
+    # Test 2: Special float values (infinity)
+    results = store.search(("items",), filter={"price": {"$lt": float("inf")}})
+    assert len(results) == 3, "All finite values should be less than infinity"
+
+    # Test 3: Special float values (negative infinity)
+    results = store.search(("items",), filter={"price": {"$gt": float("-inf")}})
+    assert len(results) == 3, (
+        "All finite values should be greater than negative infinity"
+    )
+
+    # Test 4: NaN handling - NaN comparisons should not cause errors
+    try:
+        results = store.search(("items",), filter={"price": {"$eq": float("nan")}})
+        # NaN never equals anything, including itself, so should return 0 results
+        assert len(results) == 0
+    except Exception as e:
+        pytest.fail(f"NaN handling should not raise exception: {e}")
+
+    # Test 5: Very large numbers
+    results = store.search(("items",), filter={"price": {"$lt": 10**100}})
+    assert len(results) == 3, "Very large numbers should be handled safely"
+
+    # Test 6: Negative numbers
+    store.put(("items",), "item4", {"price": -10, "quantity": 0})
+    results = store.search(("items",), filter={"price": {"$lt": 0}})
+    assert len(results) == 1
+    assert results[0].key == "item4"
+
+
+def test_boolean_filter_safety(store: SqliteStore) -> None:
+    """Test that boolean filter values are handled safely."""
+    store.put(("flags",), "flag1", {"active": True, "name": "Feature A"})
+    store.put(("flags",), "flag2", {"active": False, "name": "Feature B"})
+    store.put(("flags",), "flag3", {"active": True, "name": "Feature C"})
+
+    # Test boolean filters
+    results = store.search(("flags",), filter={"active": True})
+    assert len(results) == 2
+    assert all(r.value["active"] is True for r in results)
+
+    results = store.search(("flags",), filter={"active": False})
+    assert len(results) == 1
+    assert results[0].value["active"] is False
+
+
 @pytest.mark.parametrize("distance_type", VECTOR_TYPES)
 def test_non_ascii(
     fake_embeddings: CharacterEmbeddings,

libs/checkpoint-sqlite/uv.lock

@@ -1,6 +1,6 @@
 version = 1
 revision = 3
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 
 [[package]]
 name = "aiosqlite"
@@ -117,17 +117,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/72/2a/aff5dd112b2f14bcc3462c312dce5445806bfc8ab3a7328555da95330e4b/charset_normalizer-3.4.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:d716a916938e03231e86e43782ca7878fb602a125a91e7acb8b5112e2e96ac16", size = 152224, upload-time = "2025-08-09T07:56:51.369Z" },
     { url = "https://files.pythonhosted.org/packages/b7/8c/9839225320046ed279c6e839d51f028342eb77c91c89b8ef2549f951f3ec/charset_normalizer-3.4.3-cp314-cp314-win32.whl", hash = "sha256:c6dbd0ccdda3a2ba7c2ecd9d77b37f3b5831687d8dc1b6ca5f56a4880cc7b7ce", size = 100086, upload-time = "2025-08-09T07:56:52.722Z" },
     { url = "https://files.pythonhosted.org/packages/ee/7a/36fbcf646e41f710ce0a563c1c9a343c6edf9be80786edeb15b6f62e17db/charset_normalizer-3.4.3-cp314-cp314-win_amd64.whl", hash = "sha256:73dc19b562516fc9bcf6e5d6e596df0b4eb98d87e4f79f3ae71840e6ed21361c", size = 107400, upload-time = "2025-08-09T07:56:55.172Z" },
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-version = "2.1.2"
+version = "3.0.1"
 source = { editable = "../checkpoint" }
 dependencies = [
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@@ -267,7 +256,7 @@ dependencies = [
 [package.metadata]
 requires-dist = [
     { name = "langchain-core", specifier = ">=0.2.38" },
-    { name = "ormsgpack", specifier = ">=1.10.0" },
+    { name = "ormsgpack", specifier = ">=1.12.0" },
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 [package.metadata.requires-dev]
@@ -285,10 +274,26 @@ dev = [
     { name = "redis" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "dataclasses-json" },
+    { name = "numpy" },
+    { name = "pandas" },
+    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-watcher" },
+    { name = "redis" },
+]
 
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-version = "2.0.11"
+version = "3.0.0"
 source = { editable = "." }
 dependencies = [
     { name = "aiosqlite" },
@@ -308,6 +313,19 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "langgraph-checkpoint" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-retry" },
+    { name = "pytest-watcher" },
+]
 
 [package.metadata]
 requires-dist = [
@@ -328,6 +346,19 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
 ]
+lint = [
+    { name = "codespell" },
+    { name = "mypy" },
+    { name = "ruff" },
+]
+test = [
+    { name = "langgraph-checkpoint", editable = "../checkpoint" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-mock" },
+    { name = "pytest-retry", specifier = ">=1.7.0" },
+    { name = "pytest-watcher" },
+]
 
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libs/checkpoint/README.md

@@ -38,8 +38,10 @@ Each checkpointer should conform to `langgraph.checkpoint.base.BaseCheckpointSav
 - `.put_writes` - Store intermediate writes linked to a checkpoint (i.e. pending writes).
 - `.get_tuple` - Fetch a checkpoint tuple using for a given configuration (`thread_id` and `checkpoint_id`).
 - `.list` - List checkpoints that match a given configuration and filter criteria.
+- `.delete_thread()` - Delete all checkpoints and writes associated with a thread.
+- `.get_next_version()` - Generate the next version ID for a channel.
 
-If the checkpointer will be used with asynchronous graph execution (i.e. executing the graph via `.ainvoke`, `.astream`, `.abatch`), checkpointer must implement asynchronous versions of the above methods (`.aput`, `.aput_writes`, `.aget_tuple`, `.alist`).
+If the checkpointer will be used with asynchronous graph execution (i.e. executing the graph via `.ainvoke`, `.astream`, `.abatch`), checkpointer must implement asynchronous versions of the above methods (`.aput`, `.aput_writes`, `.aget_tuple`, `.alist`). Similarly, the checkpointer must implement `.adelete_thread()` if asynchronous thread cleanup is desired. The base class provides a default implementation of `.get_next_version()` that generates an integer sequence starting from 1, but this method should be overridden for custom versioning schemes.
 
 ## Usage
 

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

@@ -8,7 +8,6 @@ from typing import (  # noqa: UP035
     NamedTuple,
     TypedDict,
     TypeVar,
-    Union,
 )
 
 from langchain_core.runnables import RunnableConfig
@@ -35,17 +34,17 @@ class CheckpointMetadata(TypedDict, total=False):
     source: Literal["input", "loop", "update", "fork"]
     """The source of the checkpoint.
 
-    - "input": The checkpoint was created from an input to invoke/stream/batch.
-    - "loop": The checkpoint was created from inside the pregel loop.
-    - "update": The checkpoint was created from a manual state update.
-    - "fork": The checkpoint was created as a copy of another checkpoint.
+    - `"input"`: The checkpoint was created from an input to invoke/stream/batch.
+    - `"loop"`: The checkpoint was created from inside the pregel loop.
+    - `"update"`: The checkpoint was created from a manual state update.
+    - `"fork"`: The checkpoint was created as a copy of another checkpoint.
     """
     step: int
     """The step number of the checkpoint.
 
-    -1 for the first "input" checkpoint.
-    0 for the first "loop" checkpoint.
-    ... for the nth checkpoint afterwards.
+    `-1` for the first `"input"` checkpoint.
+    `0` for the first `"loop"` checkpoint.
+    `...` for the `nth` checkpoint afterwards.
     """
     parents: dict[str, str]
     """The IDs of the parent checkpoints.
@@ -54,30 +53,35 @@ class CheckpointMetadata(TypedDict, total=False):
     """
 
 
-ChannelVersions = dict[str, Union[str, int, float]]
+ChannelVersions = dict[str, str | int | float]
 
 
 class Checkpoint(TypedDict):
     """State snapshot at a given point in time."""
 
     v: int
-    """The version of the checkpoint format. Currently 1."""
+    """The version of the checkpoint format. Currently `1`."""
     id: str
-    """The ID of the checkpoint. This is both unique and monotonically
-    increasing, so can be used for sorting checkpoints from first to last."""
+    """The ID of the checkpoint.
+    
+    This is both unique and monotonically increasing, so can be used for sorting
+    checkpoints from first to last."""
     ts: str
     """The timestamp of the checkpoint in ISO 8601 format."""
     channel_values: dict[str, Any]
     """The values of the channels at the time of the checkpoint.
+    
     Mapping from channel name to deserialized channel snapshot value.
     """
     channel_versions: ChannelVersions
     """The versions of the channels at the time of the checkpoint.
+    
     The keys are channel names and the values are monotonically increasing
     version strings for each channel.
     """
     versions_seen: dict[str, ChannelVersions]
     """Map from node ID to map from channel name to version seen.
+    
     This keeps track of the versions of the channels that each node has seen.
     Used to determine which nodes to execute next.
     """
@@ -148,7 +152,7 @@ class BaseCheckpointSaver(Generic[V]):
             config: Configuration specifying which checkpoint to retrieve.
 
         Returns:
-            Optional[Checkpoint]: The requested checkpoint, or None if not found.
+            The requested checkpoint, or `None` if not found.
         """
         if value := self.get_tuple(config):
             return value.checkpoint
@@ -160,7 +164,7 @@ class BaseCheckpointSaver(Generic[V]):
             config: Configuration specifying which checkpoint to retrieve.
 
         Returns:
-            Optional[CheckpointTuple]: The requested checkpoint tuple, or None if not found.
+            The requested checkpoint tuple, or `None` if not found.
 
         Raises:
             NotImplementedError: Implement this method in your custom checkpoint saver.
@@ -184,7 +188,7 @@ class BaseCheckpointSaver(Generic[V]):
             limit: Maximum number of checkpoints to return.
 
         Returns:
-            Iterator[CheckpointTuple]: Iterator of matching checkpoint tuples.
+            Iterator of matching checkpoint tuples.
 
         Raises:
             NotImplementedError: Implement this method in your custom checkpoint saver.
@@ -252,7 +256,7 @@ class BaseCheckpointSaver(Generic[V]):
             config: Configuration specifying which checkpoint to retrieve.
 
         Returns:
-            Optional[Checkpoint]: The requested checkpoint, or None if not found.
+            The requested checkpoint, or `None` if not found.
         """
         if value := await self.aget_tuple(config):
             return value.checkpoint
@@ -264,7 +268,7 @@ class BaseCheckpointSaver(Generic[V]):
             config: Configuration specifying which checkpoint to retrieve.
 
         Returns:
-            Optional[CheckpointTuple]: The requested checkpoint tuple, or None if not found.
+            The requested checkpoint tuple, or `None` if not found.
 
         Raises:
             NotImplementedError: Implement this method in your custom checkpoint saver.
@@ -288,7 +292,7 @@ class BaseCheckpointSaver(Generic[V]):
             limit: Maximum number of checkpoints to return.
 
         Returns:
-            AsyncIterator[CheckpointTuple]: Async iterator of matching checkpoint tuples.
+            Async iterator of matching checkpoint tuples.
 
         Raises:
             NotImplementedError: Implement this method in your custom checkpoint saver.
@@ -353,11 +357,12 @@ class BaseCheckpointSaver(Generic[V]):
     def get_next_version(self, current: V | None, channel: None) -> V:
         """Generate the next version ID for a channel.
 
-        Default is to use integer versions, incrementing by 1. If you override, you can use str/int/float versions,
-        as long as they are monotonically increasing.
+        Default is to use integer versions, incrementing by `1`.
+
+        If you override, you can use `str`/`int`/`float` versions, as long as they are monotonically increasing.
 
         Args:
-            current: The current version identifier (int, float, or str).
+            current: The current version identifier (`int`, `float`, or `str`).
             channel: Deprecated argument, kept for backwards compatibility.
 
         Returns:

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

@@ -33,33 +33,34 @@ class InMemorySaver(
 ):
     """An in-memory checkpoint saver.
 
-    This checkpoint saver stores checkpoints in memory using a defaultdict.
+    This checkpoint saver stores checkpoints in memory using a `defaultdict`.
 
     Note:
         Only use `InMemorySaver` for debugging or testing purposes.
         For production use cases we recommend installing [langgraph-checkpoint-postgres](https://pypi.org/project/langgraph-checkpoint-postgres/) and using `PostgresSaver` / `AsyncPostgresSaver`.
 
-        If you are using the LangGraph Platform, no checkpointer needs to be specified. The correct managed checkpointer will be used automatically.
+        If you are using LangSmith Deployment, no checkpointer needs to be specified. The correct managed checkpointer will be used automatically.
 
     Args:
-        serde: The serializer to use for serializing and deserializing checkpoints. Defaults to None.
+        serde: The serializer to use for serializing and deserializing checkpoints.
 
-    Examples:
+    Example:
+        ```python
+        import asyncio
 
-            import asyncio
+        from langgraph.checkpoint.memory import InMemorySaver
+        from langgraph.graph import StateGraph
 
-            from langgraph.checkpoint.memory import InMemorySaver
-            from langgraph.graph import StateGraph
+        builder = StateGraph(int)
+        builder.add_node("add_one", lambda x: x + 1)
+        builder.set_entry_point("add_one")
+        builder.set_finish_point("add_one")
 
-            builder = StateGraph(int)
-            builder.add_node("add_one", lambda x: x + 1)
-            builder.set_entry_point("add_one")
-            builder.set_finish_point("add_one")
-
-            memory = InMemorySaver()
-            graph = builder.compile(checkpointer=memory)
-            coro = graph.ainvoke(1, {"configurable": {"thread_id": "thread-1"}})
-            asyncio.run(coro)  # Output: 2
+        memory = InMemorySaver()
+        graph = builder.compile(checkpointer=memory)
+        coro = graph.ainvoke(1, {"configurable": {"thread_id": "thread-1"}})
+        asyncio.run(coro)  # Output: 2
+        ```
     """
 
     # thread ID ->  checkpoint NS -> checkpoint ID -> checkpoint mapping
@@ -96,7 +97,8 @@ class InMemorySaver(
             self.stack.enter_context(self.blobs)  # type: ignore[arg-type]
 
     def __enter__(self) -> InMemorySaver:
-        return self.stack.__enter__()
+        self.stack.__enter__()
+        return self
 
     def __exit__(
         self,
@@ -107,7 +109,8 @@ class InMemorySaver(
         return self.stack.__exit__(exc_type, exc_value, traceback)
 
     async def __aenter__(self) -> InMemorySaver:
-        return self.stack.__enter__()
+        self.stack.__enter__()
+        return self
 
     async def __aexit__(
         self,
@@ -133,7 +136,7 @@ class InMemorySaver(
         """Get a checkpoint tuple from the in-memory storage.
 
         This method retrieves a checkpoint tuple from the in-memory storage based on the
-        provided config. If the config contains a "checkpoint_id" key, the checkpoint with
+        provided config. If the config contains a `checkpoint_id` key, the checkpoint with
         the matching thread ID and timestamp is retrieved. Otherwise, the latest checkpoint
         for the given thread ID is retrieved.
 
@@ -141,7 +144,7 @@ class InMemorySaver(
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
         """
         thread_id: str = config["configurable"]["thread_id"]
         checkpoint_ns: str = config["configurable"].get("checkpoint_ns", "")
@@ -231,7 +234,7 @@ class InMemorySaver(
             limit: Maximum number of checkpoints to return.
 
         Yields:
-            Iterator[CheckpointTuple]: An iterator of matching checkpoint tuples.
+            An iterator of matching checkpoint tuples.
         """
         thread_ids = (config["configurable"]["thread_id"],) if config else self.storage
         config_checkpoint_ns = (
@@ -423,16 +426,16 @@ class InMemorySaver(
                 del self.blobs[k]
 
     async def aget_tuple(self, config: RunnableConfig) -> CheckpointTuple | None:
-        """Asynchronous version of get_tuple.
+        """Asynchronous version of `get_tuple`.
 
-        This method is an asynchronous wrapper around get_tuple that runs the synchronous
+        This method is an asynchronous wrapper around `get_tuple` that runs the synchronous
         method in a separate thread using asyncio.
 
         Args:
             config: The config to use for retrieving the checkpoint.
 
         Returns:
-            Optional[CheckpointTuple]: The retrieved checkpoint tuple, or None if no matching checkpoint was found.
+            The retrieved checkpoint tuple, or None if no matching checkpoint was found.
         """
         return self.get_tuple(config)
 
@@ -444,16 +447,16 @@ class InMemorySaver(
         before: RunnableConfig | None = None,
         limit: int | None = None,
     ) -> AsyncIterator[CheckpointTuple]:
-        """Asynchronous version of list.
+        """Asynchronous version of `list`.
 
-        This method is an asynchronous wrapper around list that runs the synchronous
+        This method is an asynchronous wrapper around `list` that runs the synchronous
         method in a separate thread using asyncio.
 
         Args:
             config: The config to use for listing the checkpoints.
 
         Yields:
-            AsyncIterator[CheckpointTuple]: An asynchronous iterator of checkpoint tuples.
+            An asynchronous iterator of checkpoint tuples.
         """
         for item in self.list(config, filter=filter, before=before, limit=limit):
             yield item
@@ -465,7 +468,7 @@ class InMemorySaver(
         metadata: CheckpointMetadata,
         new_versions: ChannelVersions,
     ) -> RunnableConfig:
-        """Asynchronous version of put.
+        """Asynchronous version of `put`.
 
         Args:
             config: The config to associate with the checkpoint.
@@ -485,9 +488,9 @@ class InMemorySaver(
         task_id: str,
         task_path: str = "",
     ) -> None:
-        """Asynchronous version of put_writes.
+        """Asynchronous version of `put_writes`.
 
-        This method is an asynchronous wrapper around put_writes that runs the synchronous
+        This method is an asynchronous wrapper around `put_writes` that runs the synchronous
         method in a separate thread using asyncio.
 
         Args:

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

@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import Any, Protocol
+from typing import Any, Protocol, runtime_checkable
 
 
 class UntypedSerializerProtocol(Protocol):
@@ -11,13 +11,12 @@ class UntypedSerializerProtocol(Protocol):
     def loads(self, data: bytes) -> Any: ...
 
 
-class SerializerProtocol(UntypedSerializerProtocol, Protocol):
+@runtime_checkable
+class SerializerProtocol(Protocol):
     """Protocol for serialization and deserialization of objects.
 
-    - `dumps`: Serialize an object to bytes.
-    - `dumps_typed`: Serialize an object to a tuple (type, bytes).
-    - `loads`: Deserialize an object from bytes.
-    - `loads_typed`: Deserialize an object from a tuple (type, bytes).
+    - `dumps_typed`: Serialize an object to a tuple `(type, bytes)`.
+    - `loads_typed`: Deserialize an object from a tuple `(type, bytes)`.
 
     Valid implementations include the `pickle`, `json` and `orjson` modules.
     """
@@ -31,12 +30,6 @@ class SerializerCompat(SerializerProtocol):
     def __init__(self, serde: UntypedSerializerProtocol) -> None:
         self.serde = serde
 
-    def dumps(self, obj: Any) -> bytes:
-        return self.serde.dumps(obj)
-
-    def loads(self, data: bytes) -> Any:
-        return self.serde.loads(data)
-
     def dumps_typed(self, obj: Any) -> tuple[str, bytes]:
         return type(obj).__name__, self.serde.dumps(obj)
 
@@ -49,7 +42,7 @@ def maybe_add_typed_methods(
 ) -> SerializerProtocol:
     """Wrap serde old serde implementations in a class with loads_typed and dumps_typed for backwards compatibility."""
 
-    if not hasattr(serde, "loads_typed") or not hasattr(serde, "dumps_typed"):
+    if not isinstance(serde, SerializerProtocol):
         return SerializerCompat(serde)
 
     return serde
@@ -57,12 +50,13 @@ def maybe_add_typed_methods(
 
 class CipherProtocol(Protocol):
     """Protocol for encryption and decryption of data.
+
     - `encrypt`: Encrypt plaintext.
     - `decrypt`: Decrypt ciphertext.
     """
 
     def encrypt(self, plaintext: bytes) -> tuple[str, bytes]:
-        """Encrypt plaintext. Returns a tuple (cipher name, ciphertext)."""
+        """Encrypt plaintext. Returns a tuple `(cipher name, ciphertext)`."""
         ...
 
     def decrypt(self, ciphername: str, ciphertext: bytes) -> bytes:

libs/checkpoint/langgraph/checkpoint/serde/encrypted.py

@@ -14,14 +14,8 @@ class EncryptedSerializer(SerializerProtocol):
         self.cipher = cipher
         self.serde = serde
 
-    def dumps(self, obj: Any) -> bytes:
-        return self.serde.dumps(obj)
-
-    def loads(self, data: bytes) -> Any:
-        return self.serde.loads(data)
-
     def dumps_typed(self, obj: Any) -> tuple[str, bytes]:
-        """Serialize an object to a tuple (type, bytes) and encrypt the bytes."""
+        """Serialize an object to a tuple `(type, bytes)` and encrypt the bytes."""
         # serialize data
         typ, data = self.serde.dumps_typed(obj)
         # encrypt data
@@ -45,7 +39,7 @@ class EncryptedSerializer(SerializerProtocol):
     def from_pycryptodome_aes(
         cls, serde: SerializerProtocol = JsonPlusSerializer(), **kwargs: Any
     ) -> "EncryptedSerializer":
-        """Create an EncryptedSerializer using AES encryption."""
+        """Create an `EncryptedSerializer` using AES encryption."""
         try:
             from Crypto.Cipher import AES  # type: ignore
         except ImportError:

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

@@ -4,12 +4,13 @@ import dataclasses
 import decimal
 import importlib
 import json
+import logging
 import pathlib
 import pickle
 import re
 import sys
 from collections import deque
-from collections.abc import Sequence
+from collections.abc import Callable, Sequence
 from datetime import date, datetime, time, timedelta, timezone
 from enum import Enum
 from inspect import isclass
@@ -21,13 +22,12 @@ from ipaddress import (
     IPv6Interface,
     IPv6Network,
 )
-from typing import Any, Callable, cast
+from typing import Any, Literal
 from uuid import UUID
 from zoneinfo import ZoneInfo
 
 import ormsgpack
 from langchain_core.load.load import Reviver
-from langchain_core.load.serializable import Serializable
 
 from langgraph.checkpoint.serde.base import SerializerProtocol
 from langgraph.checkpoint.serde.types import SendProtocol
@@ -35,18 +35,33 @@ from langgraph.store.base import Item
 
 LC_REVIVER = Reviver()
 EMPTY_BYTES = b""
+logger = logging.getLogger(__name__)
 
 
 class JsonPlusSerializer(SerializerProtocol):
-    """Serializer that uses ormsgpack, with a fallback to extended JSON serializer."""
+    """Serializer that uses ormsgpack, with optional fallbacks.
+
+    !!! warning
+
+        Security note: This serializer is intended for use within the `BaseCheckpointSaver`
+        class and called within the Pregel loop. It should not be used on untrusted
+        python objects. If an attacker can write directly to your checkpoint database,
+        they may be able to trigger code execution when data is deserialized.
+    """
 
     def __init__(
         self,
         *,
         pickle_fallback: bool = False,
+        allowed_json_modules: Sequence[tuple[str, ...]] | Literal[True] | None = None,
         __unpack_ext_hook__: Callable[[int, bytes], Any] | None = None,
     ) -> None:
         self.pickle_fallback = pickle_fallback
+        self._allowed_modules = (
+            {mod_and_name for mod_and_name in allowed_json_modules}
+            if allowed_json_modules and allowed_json_modules is not True
+            else (allowed_json_modules if allowed_json_modules is True else None)
+        )
         self._unpack_ext_hook = (
             __unpack_ext_hook__
             if __unpack_ext_hook__ is not None
@@ -74,134 +89,90 @@ class JsonPlusSerializer(SerializerProtocol):
             out["kwargs"] = kwargs
         return out
 
-    def _default(self, obj: Any) -> str | dict[str, Any]:
-        if isinstance(obj, Serializable):
-            return cast(dict[str, Any], obj.to_json())
-        elif hasattr(obj, "model_dump") and callable(obj.model_dump):
-            return self._encode_constructor_args(
-                obj.__class__, method=(None, "model_construct"), kwargs=obj.model_dump()
-            )
-        elif hasattr(obj, "dict") and callable(obj.dict):
-            return self._encode_constructor_args(
-                obj.__class__, method=(None, "construct"), kwargs=obj.dict()
-            )
-        elif hasattr(obj, "_asdict") and callable(obj._asdict):
-            return self._encode_constructor_args(obj.__class__, kwargs=obj._asdict())
-        elif isinstance(obj, pathlib.Path):
-            return self._encode_constructor_args(pathlib.Path, args=obj.parts)
-        elif isinstance(obj, re.Pattern):
-            return self._encode_constructor_args(
-                re.compile, args=(obj.pattern, obj.flags)
-            )
-        elif isinstance(obj, UUID):
-            return self._encode_constructor_args(UUID, args=(obj.hex,))
-        elif isinstance(obj, decimal.Decimal):
-            return self._encode_constructor_args(decimal.Decimal, args=(str(obj),))
-        elif isinstance(obj, (set, frozenset, deque)):
-            return self._encode_constructor_args(type(obj), args=(tuple(obj),))
-        elif isinstance(obj, (IPv4Address, IPv4Interface, IPv4Network)):
-            return self._encode_constructor_args(obj.__class__, args=(str(obj),))
-        elif isinstance(obj, (IPv6Address, IPv6Interface, IPv6Network)):
-            return self._encode_constructor_args(obj.__class__, args=(str(obj),))
-
-        elif isinstance(obj, datetime):
-            return self._encode_constructor_args(
-                datetime, method="fromisoformat", args=(obj.isoformat(),)
-            )
-        elif isinstance(obj, timezone):
-            return self._encode_constructor_args(
-                timezone,
-                args=obj.__getinitargs__(),  # type: ignore[attr-defined]
-            )
-        elif isinstance(obj, ZoneInfo):
-            return self._encode_constructor_args(ZoneInfo, args=(obj.key,))
-        elif isinstance(obj, timedelta):
-            return self._encode_constructor_args(
-                timedelta, args=(obj.days, obj.seconds, obj.microseconds)
-            )
-        elif isinstance(obj, date):
-            return self._encode_constructor_args(
-                date, args=(obj.year, obj.month, obj.day)
-            )
-        elif isinstance(obj, time):
-            return self._encode_constructor_args(
-                time,
-                args=(obj.hour, obj.minute, obj.second, obj.microsecond, obj.tzinfo),
-                kwargs={"fold": obj.fold},
-            )
-        elif dataclasses.is_dataclass(obj):
-            return self._encode_constructor_args(
-                obj.__class__,
-                kwargs={
-                    field.name: getattr(obj, field.name)
-                    for field in dataclasses.fields(obj)
-                },
-            )
-        elif isinstance(obj, Enum):
-            return self._encode_constructor_args(obj.__class__, args=(obj.value,))
-        elif isinstance(obj, SendProtocol):
-            return self._encode_constructor_args(
-                obj.__class__, kwargs={"node": obj.node, "arg": obj.arg}
-            )
-        elif isinstance(obj, (bytes, bytearray)):
-            return self._encode_constructor_args(
-                obj.__class__, method="fromhex", args=(obj.hex(),)
-            )
-        elif isinstance(obj, BaseException):
-            return repr(obj)
-        else:
-            raise TypeError(
-                f"Object of type {obj.__class__.__name__} is not JSON serializable"
-            )
-
     def _reviver(self, value: dict[str, Any]) -> Any:
-        if (
+        if self._allowed_modules and (
             value.get("lc", None) == 2
             and value.get("type", None) == "constructor"
             and value.get("id", None) is not None
         ):
             try:
-                # Get module and class name
-                [*module, name] = value["id"]
-                # Import module
-                mod = importlib.import_module(".".join(module))
-                # Import class
-                cls = getattr(mod, name)
-                # Instantiate class
-                method = value.get("method")
-                if isinstance(method, str):
-                    methods = [getattr(cls, method)]
-                elif isinstance(method, list):
-                    methods = [
-                        cls if method is None else getattr(cls, method)
-                        for method in method
-                    ]
-                else:
-                    methods = [cls]
-                args = value.get("args")
-                kwargs = value.get("kwargs")
-                for method in methods:
-                    try:
-                        if isclass(method) and issubclass(method, BaseException):
-                            return None
-                        if args and kwargs:
-                            return method(*args, **kwargs)
-                        elif args:
-                            return method(*args)
-                        elif kwargs:
-                            return method(**kwargs)
-                        else:
-                            return method()
-                    except Exception:
-                        continue
-            except Exception:
-                return None
+                return self._revive_lc2(value)
+            except InvalidModuleError as e:
+                logger.warning(
+                    "Object %s is not in the deserialization allowlist.\n%s",
+                    value["id"],
+                    e.message,
+                )
 
         return LC_REVIVER(value)
 
-    def dumps(self, obj: Any) -> bytes:
-        return json.dumps(obj, default=self._default, ensure_ascii=False).encode(
-            "utf-8", "ignore"
+    def _revive_lc2(self, value: dict[str, Any]) -> Any:
+        self._check_allowed_modules(value)
+
+        [*module, name] = value["id"]
+        try:
+            mod = importlib.import_module(".".join(module))
+            cls = getattr(mod, name)
+            method = value.get("method")
+            if isinstance(method, str):
+                methods = [getattr(cls, method)]
+            elif isinstance(method, list):
+                methods = [cls if m is None else getattr(cls, m) for m in method]
+            else:
+                methods = [cls]
+            args = value.get("args")
+            kwargs = value.get("kwargs")
+            for method in methods:
+                try:
+                    if isclass(method) and issubclass(method, BaseException):
+                        return None
+                    if args and kwargs:
+                        return method(*args, **kwargs)
+                    elif args:
+                        return method(*args)
+                    elif kwargs:
+                        return method(**kwargs)
+                    else:
+                        return method()
+                except Exception:
+                    continue
+        except Exception:
+            return None
+
+    def _check_allowed_modules(self, value: dict[str, Any]) -> None:
+        needed = tuple(value["id"])
+        method = value.get("method")
+        if isinstance(method, list):
+            method_display = ",".join(m or "<init>" for m in method)
+        elif isinstance(method, str):
+            method_display = method
+        else:
+            method_display = "<init>"
+
+        dotted = ".".join(needed)
+        if not self._allowed_modules:
+            raise InvalidModuleError(
+                f"Refused to deserialize JSON constructor: {dotted} (method: {method_display}). "
+                "No allowed_json_modules configured.\n\n"
+                "Unblock with ONE of:\n"
+                f"  • JsonPlusSerializer(allowed_json_modules=[{needed!r}, ...])\n"
+                "  • (DANGEROUS) JsonPlusSerializer(allowed_json_modules=True)\n\n"
+                "Note: Prefix allowlists are intentionally unsupported; prefer exact symbols "
+                "or plain-JSON representations revived without import-time side effects."
+            )
+
+        if self._allowed_modules is True:
+            return
+        if needed in self._allowed_modules:
+            return
+
+        raise InvalidModuleError(
+            f"Refused to deserialize JSON constructor: {dotted} (method: {method_display}). "
+            "Symbol is not in the deserialization allowlist.\n\n"
+            "Add exactly this symbol to unblock:\n"
+            f"  JsonPlusSerializer(allowed_json_modules=[{needed!r}, ...])\n"
+            "Or, as a last resort (DANGEROUS):\n"
+            "  JsonPlusSerializer(allowed_json_modules=True)"
         )
 
     def dumps_typed(self, obj: Any) -> tuple[str, bytes]:
@@ -215,15 +186,10 @@ class JsonPlusSerializer(SerializerProtocol):
             try:
                 return "msgpack", _msgpack_enc(obj)
             except ormsgpack.MsgpackEncodeError as exc:
-                if "valid UTF-8" in str(exc):
-                    return "json", self.dumps(obj)
-                elif self.pickle_fallback:
+                if self.pickle_fallback:
                     return "pickle", pickle.dumps(obj)
                 raise exc
 
-    def loads(self, data: bytes) -> Any:
-        return json.loads(data, object_hook=self._reviver)
-
     def loads_typed(self, data: tuple[str, bytes]) -> Any:
         type_, data_ = data
         if type_ == "null":
@@ -233,7 +199,7 @@ class JsonPlusSerializer(SerializerProtocol):
         elif type_ == "bytearray":
             return bytearray(data_)
         elif type_ == "json":
-            return self.loads(data_)
+            return json.loads(data_, object_hook=self._reviver)
         elif type_ == "msgpack":
             return ormsgpack.unpackb(
                 data_, ext_hook=self._unpack_ext_hook, option=ormsgpack.OPT_NON_STR_KEYS
@@ -663,12 +629,20 @@ def _msgpack_ext_hook_to_json(code: int, data: bytes) -> Any:
             return
 
 
+class InvalidModuleError(Exception):
+    """Exception raised when a module is not in the allowlist."""
+
+    def __init__(self, message: str):
+        self.message = message
+
+
 _option = (
     ormsgpack.OPT_NON_STR_KEYS
     | ormsgpack.OPT_PASSTHROUGH_DATACLASS
     | ormsgpack.OPT_PASSTHROUGH_DATETIME
     | ormsgpack.OPT_PASSTHROUGH_ENUM
     | ormsgpack.OPT_PASSTHROUGH_UUID
+    | ormsgpack.OPT_REPLACE_SURROGATES
 )
 
 

libs/checkpoint/langgraph/checkpoint/serde/types.py

@@ -1,7 +1,6 @@
 from collections.abc import Sequence
 from typing import (
     Any,
-    Optional,
     Protocol,
     TypeVar,
     runtime_checkable,
@@ -28,9 +27,9 @@ class ChannelProtocol(Protocol[Value, Update, C]):
     @property
     def UpdateType(self) -> Any: ...
 
-    def checkpoint(self) -> Optional[C]: ...
+    def checkpoint(self) -> C | None: ...
 
-    def from_checkpoint(self, checkpoint: Optional[C]) -> Self: ...
+    def from_checkpoint(self, checkpoint: C | None) -> Self: ...
 
     def update(self, values: Sequence[Update]) -> bool: ...
 

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

@@ -4,9 +4,9 @@ Stores provide long-term memory that persists across threads and conversations.
 Supports hierarchical namespaces, key-value storage, and optional vector search.
 
 Core types:
-    - BaseStore: Store interface with sync/async operations
-    - Item: Stored key-value pairs with metadata
-    - Op: Get/Put/Search/List operations
+    - `BaseStore`: Store interface with sync/async operations
+    - `Item`: Stored key-value pairs with metadata
+    - `Op`: Get/Put/Search/List operations
 """
 
 from __future__ import annotations
@@ -19,7 +19,6 @@ from typing import (
     Literal,
     NamedTuple,
     TypedDict,
-    Union,
     cast,
 )
 
@@ -57,7 +56,7 @@ class Item:
         key: Unique identifier within the namespace.
         namespace: Hierarchical path defining the collection in which this document resides.
             Represented as a tuple of strings, allowing for nested categorization.
-            For example: ("documents", 'user123')
+            For example: `("documents", 'user123')`
         created_at: Timestamp of item creation.
         updated_at: Timestamp of last update.
     """
@@ -164,6 +163,7 @@ class GetOp(NamedTuple):
     ???+ example "Examples"
 
         Basic item retrieval:
+
         ```python
         GetOp(namespace=("users", "profiles"), key="user123")
         GetOp(namespace=("cache", "embeddings"), key="doc456")
@@ -207,11 +207,14 @@ class SearchOp(NamedTuple):
     within a given namespace prefix. It provides pagination through limit and offset
     parameters.
 
-    Note:
+    !!! note
+
         Natural language search support depends on your store implementation.
 
     ???+ example "Examples"
+
         Search with filters and pagination:
+
         ```python
         SearchOp(
             namespace_prefix=("documents",),
@@ -222,6 +225,7 @@ class SearchOp(NamedTuple):
         ```
 
         Natural language search:
+
         ```python
         SearchOp(
             namespace_prefix=("users", "content"),
@@ -249,14 +253,15 @@ class SearchOp(NamedTuple):
     The filter supports both exact matches and operator-based comparisons.
 
     Supported Operators:
-        - $eq: Equal to (same as direct value comparison)
-        - $ne: Not equal to
-        - $gt: Greater than
-        - $gte: Greater than or equal to
-        - $lt: Less than
-        - $lte: Less than or equal to
+        - `$eq`: Equal to (same as direct value comparison)
+        - `$ne`: Not equal to
+        - `$gt`: Greater than
+        - `$gte`: Greater than or equal to
+        - `$lt`: Less than
+        - `$lte`: Less than or equal to
 
     ???+ example "Examples"
+
         Simple exact match:
 
         ```python
@@ -289,6 +294,7 @@ class SearchOp(NamedTuple):
     """Natural language search query for semantic search capabilities.
 
     ???+ example "Examples"
+
         - "technical documentation about REST APIs"
         - "machine learning papers from 2023"
     """
@@ -302,10 +308,11 @@ class SearchOp(NamedTuple):
 
 
 # Type representing a namespace path that can include wildcards
-NamespacePath = tuple[Union[str, Literal["*"]], ...]
+NamespacePath = tuple[str | Literal["*"], ...]
 """A tuple representing a namespace path that can include wildcards.
 
 ???+ example "Examples"
+
     ```python
     ("users",)  # Exact users namespace
     ("documents", "*")  # Any sub-namespace under documents
@@ -331,17 +338,21 @@ class MatchCondition(NamedTuple):
     hierarchies.
 
     ???+ example "Examples"
+
         Prefix matching:
+
         ```python
         MatchCondition(match_type="prefix", path=("users", "profiles"))
         ```
 
         Suffix matching with wildcard:
+
         ```python
         MatchCondition(match_type="suffix", path=("cache", "*"))
         ```
 
         Simple suffix matching:
+
         ```python
         MatchCondition(match_type="suffix", path=("v1",))
         ```
@@ -362,7 +373,8 @@ class ListNamespacesOp(NamedTuple):
 
     ???+ example "Examples"
 
-        List all namespaces under the "documents" path:
+        List all namespaces under the `"documents"` path:
+
         ```python
         ListNamespacesOp(
             match_conditions=(MatchCondition(match_type="prefix", path=("documents",)),),
@@ -370,7 +382,8 @@ class ListNamespacesOp(NamedTuple):
         )
         ```
 
-        List all namespaces that end with "v1":
+        List all namespaces that end with `"v1"`:
+
         ```python
         ListNamespacesOp(
             match_conditions=(MatchCondition(match_type="suffix", path=("v1",)),),
@@ -384,12 +397,15 @@ class ListNamespacesOp(NamedTuple):
     """Optional conditions for filtering namespaces.
 
     ???+ example "Examples"
+
         All user namespaces:
+
         ```python
         (MatchCondition(match_type="prefix", path=("users",)),)
         ```
 
-        All namespaces that start with "docs" and end with "draft":
+        All namespaces that start with `"docs"` and end with `"draft"`:
+
         ```python
         (
             MatchCondition(match_type="prefix", path=("docs",)),
@@ -426,17 +442,21 @@ class PutOp(NamedTuple):
     Each element in the tuple represents one level in the hierarchy.
 
     ???+ example "Examples"
-        Root level documents
+
+        Root level documents:
+
         ```python
         ("documents",)
         ```
         
-        User-specific documents
+        User-specific documents:
+
         ```python
         ("documents", "user123")
         ```
         
-        Nested cache structure
+        Nested cache structure:
+
         ```python
         ("cache", "embeddings", "v1")
         ```
@@ -449,15 +469,15 @@ class PutOp(NamedTuple):
     Together with the namespace, it forms a complete path to the item.
 
     Example:
-        If namespace is ("documents", "user123") and key is "report1",
-        the full path would effectively be "documents/user123/report1"
+        If namespace is `("documents", "user123")` and key is `"report1"`,
+        the full path would effectively be `"documents/user123/report1"`
     """
 
     value: dict[str, Any] | None
-    """The data to store, or None to mark the item for deletion.
+    """The data to store, or `None` to mark the item for deletion.
 
     The value must be a dictionary with string keys and JSON-serializable values.
-    Setting this to None signals that the item should be deleted.
+    Setting this to `None` signals that the item should be deleted.
 
     Example:
         {
@@ -471,25 +491,26 @@ class PutOp(NamedTuple):
     """Controls how the item's fields are indexed for search operations.
 
     Indexing configuration determines how the item can be found through search:
-        - None (default): Uses the store's default indexing configuration (if provided)
-        - False: Disables indexing for this item
-        - list[str]: Specifies which json path fields to index for search
+        - `None` (default): Uses the store's default indexing configuration (if provided)
+        - `False`: Disables indexing for this item
+        - `list[str]`: Specifies which json path fields to index for search
 
     The item remains accessible through direct get() operations regardless of indexing.
     When indexed, fields can be searched using natural language queries through
     vector similarity search (if supported by the store implementation).
 
     Path Syntax:
-        - Simple field access: "field"
-        - Nested fields: "parent.child.grandchild"
+        - Simple field access: `"field"`
+        - Nested fields: `"parent.child.grandchild"`
         - Array indexing:
-          - Specific index: "array[0]"
-          - Last element: "array[-1]"
-          - All elements (each individually): "array[*]"
+            - Specific index: `"array[0]"`
+            - Last element: `"array[-1]"`
+            - All elements (each individually): `"array[*]"`
 
     ???+ example "Examples"
-        - None - Use store defaults (whole item)
-        - list[str] - List of fields to index
+
+        - `None` - Use store defaults (whole item)
+        - `list[str]` - List of fields to index
         
         ```python
         [
@@ -509,12 +530,12 @@ class PutOp(NamedTuple):
     will expire this many minutes after it was last accessed. The expiration timer
     refreshes on both read operations (get/search) and write operations (put/update).
     When the TTL expires, the item will be scheduled for deletion on a best-effort basis.
-    Defaults to None (no expiration).
+    Defaults to `None` (no expiration).
     """
 
 
-Op = Union[GetOp, SearchOp, PutOp, ListNamespacesOp]
-Result = Union[Item, list[Item], list[SearchItem], list[tuple[str, ...]], None]
+Op = GetOp | SearchOp | PutOp | ListNamespacesOp
+Result = Item | list[Item] | list[SearchItem] | list[tuple[str, ...]] | None
 
 
 class InvalidNamespaceError(ValueError):
@@ -525,18 +546,18 @@ class TTLConfig(TypedDict, total=False):
     """Configuration for TTL (time-to-live) behavior in the store."""
 
     refresh_on_read: bool
-    """Default behavior for refreshing TTLs on read operations (GET and SEARCH).
+    """Default behavior for refreshing TTLs on read operations (`GET` and `SEARCH`).
     
-    If True, TTLs will be refreshed on read operations (get/search) by default.
-    This can be overridden per-operation by explicitly setting refresh_ttl.
-    Defaults to True if not configured.
+    If `True`, TTLs will be refreshed on read operations (get/search) by default.
+    This can be overridden per-operation by explicitly setting `refresh_ttl`.
+    Defaults to `True` if not configured.
     """
     default_ttl: float | None
     """Default TTL (time-to-live) in minutes for new items.
     
     If provided, new items will expire after this many minutes after their last access.
     The expiration timer refreshes on both read and write operations.
-    Defaults to None (no expiration).
+    Defaults to `None` (no expiration).
     """
     sweep_interval_minutes: int | None
     """Interval in minutes between TTL sweep operations.
@@ -550,33 +571,35 @@ class IndexConfig(TypedDict, total=False):
     """Configuration for indexing documents for semantic search in the store.
 
     If not provided to the store, the store will not support vector search.
-    In that case, all `index` arguments to put() and `aput()` operations will be ignored.
+    In that case, all `index` arguments to `put()` and `aput()` operations will be ignored.
     """
 
     dims: int
     """Number of dimensions in the embedding vectors.
     
     Common embedding models have the following dimensions:
-        - openai:text-embedding-3-large: 3072
-        - openai:text-embedding-3-small: 1536
-        - openai:text-embedding-ada-002: 1536
-        - cohere:embed-english-v3.0: 1024
-        - cohere:embed-english-light-v3.0: 384
-        - cohere:embed-multilingual-v3.0: 1024
-        - cohere:embed-multilingual-light-v3.0: 384
+        - `openai:text-embedding-3-large`: `3072`
+        - `openai:text-embedding-3-small`: `1536`
+        - `openai:text-embedding-ada-002`: `1536`
+        - `cohere:embed-english-v3.0`: `1024`
+        - `cohere:embed-english-light-v3.0`: `384`
+        - `cohere:embed-multilingual-v3.0`: `1024`
+        - `cohere:embed-multilingual-light-v3.0`: `384`
     """
 
     embed: Embeddings | EmbeddingsFunc | AEmbeddingsFunc | str
     """Optional function to generate embeddings from text.
     
     Can be specified in three ways:
-        1. A LangChain Embeddings instance
-        2. A synchronous embedding function (EmbeddingsFunc)
-        3. An asynchronous embedding function (AEmbeddingsFunc)
-        4. A provider string (e.g., "openai:text-embedding-3-small")
+        1. A LangChain `Embeddings` instance
+        2. A synchronous embedding function (`EmbeddingsFunc`)
+        3. An asynchronous embedding function (`AEmbeddingsFunc`)
+        4. A provider string (e.g., `"openai:text-embedding-3-small"`)
     
     ???+ example "Examples"
-        Using LangChain's initialization with InMemoryStore:
+
+        Using LangChain's initialization with `InMemoryStore`:
+
         ```python
         from langchain.embeddings import init_embeddings
         from langgraph.store.memory import InMemoryStore
@@ -589,7 +612,8 @@ class IndexConfig(TypedDict, total=False):
         )
         ```
         
-        Using a custom embedding function with InMemoryStore:
+        Using a custom embedding function with `InMemoryStore`:
+
         ```python
         from openai import OpenAI
         from langgraph.store.memory import InMemoryStore
@@ -611,7 +635,8 @@ class IndexConfig(TypedDict, total=False):
         )
         ```
         
-        Using an asynchronous embedding function with InMemoryStore:
+        Using an asynchronous embedding function with `InMemoryStore`:
+
         ```python
         from openai import AsyncOpenAI
         from langgraph.store.memory import InMemoryStore
@@ -639,16 +664,17 @@ class IndexConfig(TypedDict, total=False):
     
     Controls which parts of stored items are embedded for semantic search. Follows JSON path syntax:
 
-        - ["$"]: Embeds the entire JSON object as one vector  (default)
-        - ["field1", "field2"]: Embeds specific top-level fields
-        - ["parent.child"]: Embeds nested fields using dot notation
-        - ["array[*].field"]: Embeds field from each array element separately
+    - `["$"]`: Embeds the entire JSON object as one vector  (default)
+    - `["field1", "field2"]`: Embeds specific top-level fields
+    - `["parent.child"]`: Embeds nested fields using dot notation
+    - `["array[*].field"]`: Embeds field from each array element separately
     
     Note:
         You can always override this behavior when storing an item using the
         `index` parameter in the `put` or `aput` operations.
     
     ???+ example "Examples"
+
         ```python
         # Embed entire document (default)
         fields=["$"]
@@ -667,7 +693,7 @@ class IndexConfig(TypedDict, total=False):
     Note:
         - Fields missing from a document are skipped
         - Array notation creates separate embeddings for each element
-        - Complex nested paths are supported (e.g., "a.b[*].c.d")
+        - Complex nested paths are supported (e.g., `"a.b[*].c.d"`)
     """
 
 
@@ -732,11 +758,11 @@ class BaseStore(ABC):
             namespace: Hierarchical path for the item.
             key: Unique identifier within the namespace.
             refresh_ttl: Whether to refresh TTLs for the returned item.
-                If None (default), uses the store's default refresh_ttl setting.
+                If `None`, uses the store's default `refresh_ttl` setting.
                 If no TTL is specified, this argument is ignored.
 
         Returns:
-            The retrieved item or None if not found.
+            The retrieved item or `None` if not found.
         """
         return self.batch(
             [GetOp(namespace, str(key), _ensure_refresh(self.ttl_config, refresh_ttl))]
@@ -768,7 +794,9 @@ class BaseStore(ABC):
             List of items matching the search criteria.
 
         ???+ example "Examples"
+
             Basic filtering:
+
             ```python
             # Search for documents with specific metadata
             results = store.search(
@@ -778,6 +806,7 @@ class BaseStore(ABC):
             ```
 
             Natural language search (requires vector store implementation):
+
             ```python
             # Initialize store with embedding configuration
             store = YourStore( # e.g., InMemoryStore, AsyncPostgresStore
@@ -789,6 +818,7 @@ class BaseStore(ABC):
             )
 
             # Search for semantically similar documents
+
             results = store.search(
                 ("docs",),
                 query="machine learning applications in healthcare",
@@ -797,8 +827,10 @@ class BaseStore(ABC):
             )
             ```
 
-            Note: Natural language search support depends on your store implementation
-            and requires proper embedding configuration.
+            !!! note
+
+                Natural language search support depends on your store implementation
+                and requires proper embedding configuration.
         """
         return self.batch(
             [
@@ -826,7 +858,7 @@ class BaseStore(ABC):
 
         Args:
             namespace: Hierarchical path for the item, represented as a tuple of strings.
-                Example: ("documents", "user123")
+                Example: `("documents", "user123")`
             key: Unique identifier within the namespace. Together with namespace forms
                 the complete path to the item.
             value: Dictionary containing the item's data. Must contain string keys
@@ -837,10 +869,10 @@ class BaseStore(ABC):
                     If you do not initialize the store with indexing capabilities,
                     the `index` parameter will be ignored
                 - False: Disable indexing for this item
-                - list[str]: List of field paths to index, supporting:
-                    - Nested fields: "metadata.title"
-                    - Array access: "chapters[*].content" (each indexed separately)
-                    - Specific indices: "authors[0].name"
+                - `list[str]`: List of field paths to index, supporting:
+                    - Nested fields: `"metadata.title"`
+                    - Array access: `"chapters[*].content"` (each indexed separately)
+                    - Specific indices: `"authors[0].name"`
             ttl: Time to live in minutes. Support for this argument depends on your store adapter.
                 If specified, the item will expire after this many minutes from when it was last accessed.
                 None means no expiration. Expired runs will be deleted opportunistically.
@@ -856,18 +888,22 @@ class BaseStore(ABC):
             Some implementations may not support expiration of items.
 
         ???+ example "Examples"
-            Store item. Indexing depends on how you configure the store.
+
+            Store item. Indexing depends on how you configure the store:
+
             ```python
             store.put(("docs",), "report", {"memory": "Will likes ai"})
             ```
 
-            Do not index item for semantic search. Still accessible through get()
-            and search() operations but won't have a vector representation.
+            Do not index item for semantic search. Still accessible through `get()`
+            and `search()` operations but won't have a vector representation.
+
             ```python
             store.put(("docs",), "report", {"memory": "Will likes ai"}, index=False)
             ```
 
-            Index specific fields for search.
+            Index specific fields for search:
+
             ```python
             store.put(("docs",), "report", {"memory": "Will likes ai"}, index=["memory"])
             ```
@@ -918,15 +954,17 @@ class BaseStore(ABC):
             suffix: Filter namespaces that end with this path.
             max_depth: Return namespaces up to this depth in the hierarchy.
                 Namespaces deeper than this level will be truncated.
-            limit: Maximum number of namespaces to return (default 100).
-            offset: Number of namespaces to skip for pagination (default 0).
+            limit: Maximum number of namespaces to return.
+            offset: Number of namespaces to skip for pagination.
 
         Returns:
-            List[Tuple[str, ...]]: A list of namespace tuples that match the criteria.
-            Each tuple represents a full namespace path up to `max_depth`.
+            A list of namespace tuples that match the criteria. Each tuple represents a
+                full namespace path up to `max_depth`.
 
         ???+ example "Examples":
-            Setting max_depth=3. Given the namespaces:
+
+            Setting `max_depth=3`. Given the namespaces:
+
             ```python
             # Example if you have the following namespaces:
             # ("a", "b", "c")
@@ -966,7 +1004,7 @@ class BaseStore(ABC):
             key: Unique identifier within the namespace.
 
         Returns:
-            The retrieved item or None if not found.
+            The retrieved item or `None` if not found.
         """
         return (
             await self.abatch(
@@ -1000,14 +1038,16 @@ class BaseStore(ABC):
             limit: Maximum number of items to return.
             offset: Number of items to skip before returning results.
             refresh_ttl: Whether to refresh TTLs for the returned items.
-                If None (default), uses the store's TTLConfig.refresh_default setting.
-                If TTLConfig is not provided or no TTL is specified, this argument is ignored.
+                If `None`, uses the store's `TTLConfig.refresh_default` setting.
+                If `TTLConfig` is not provided or no TTL is specified, this argument is ignored.
 
         Returns:
             List of items matching the search criteria.
 
         ???+ example "Examples"
+
             Basic filtering:
+
             ```python
             # Search for documents with specific metadata
             results = await store.asearch(
@@ -1017,6 +1057,7 @@ class BaseStore(ABC):
             ```
 
             Natural language search (requires vector store implementation):
+
             ```python
             # Initialize store with embedding configuration
             store = YourStore( # e.g., InMemoryStore, AsyncPostgresStore
@@ -1028,6 +1069,7 @@ class BaseStore(ABC):
             )
 
             # Search for semantically similar documents
+
             results = await store.asearch(
                 ("docs",),
                 query="machine learning applications in healthcare",
@@ -1036,8 +1078,10 @@ class BaseStore(ABC):
             )
             ```
 
-            Note: Natural language search support depends on your store implementation
-            and requires proper embedding configuration.
+            !!! note
+
+                Natural language search support depends on your store implementation
+                and requires proper embedding configuration.
         """
         return (
             await self.abatch(
@@ -1067,7 +1111,7 @@ class BaseStore(ABC):
 
         Args:
             namespace: Hierarchical path for the item, represented as a tuple of strings.
-                Example: ("documents", "user123")
+                Example: `("documents", "user123")`
             key: Unique identifier within the namespace. Together with namespace forms
                 the complete path to the item.
             value: Dictionary containing the item's data. Must contain string keys
@@ -1078,10 +1122,10 @@ class BaseStore(ABC):
                     If you do not initialize the store with indexing capabilities,
                     the `index` parameter will be ignored
                 - False: Disable indexing for this item
-                - list[str]: List of field paths to index, supporting:
-                    - Nested fields: "metadata.title"
-                    - Array access: "chapters[*].content" (each indexed separately)
-                    - Specific indices: "authors[0].name"
+                - `list[str]`: List of field paths to index, supporting:
+                    - Nested fields: `"metadata.title"`
+                    - Array access: `"chapters[*].content"` (each indexed separately)
+                    - Specific indices: `"authors[0].name"`
             ttl: Time to live in minutes. Support for this argument depends on your store adapter.
                 If specified, the item will expire after this many minutes from when it was last accessed.
                 None means no expiration. Expired runs will be deleted opportunistically.
@@ -1097,18 +1141,22 @@ class BaseStore(ABC):
             Some implementations may not support expiration of items.
 
         ???+ example "Examples"
-            Store item. Indexing depends on how you configure the store.
+
+            Store item. Indexing depends on how you configure the store:
+
             ```python
             await store.aput(("docs",), "report", {"memory": "Will likes ai"})
             ```
 
-            Do not index item for semantic search. Still accessible through get()
-            and search() operations but won't have a vector representation.
+            Do not index item for semantic search. Still accessible through `get()`
+            and `search()` operations but won't have a vector representation.
+
             ```python
             await store.aput(("docs",), "report", {"memory": "Will likes ai"}, index=False)
             ```
 
             Index specific fields for search (if store configured to index items):
+
             ```python
             await store.aput(
                 ("docs",),
@@ -1167,15 +1215,16 @@ class BaseStore(ABC):
             suffix: Filter namespaces that end with this path.
             max_depth: Return namespaces up to this depth in the hierarchy.
                 Namespaces deeper than this level will be truncated to this depth.
-            limit: Maximum number of namespaces to return (default 100).
-            offset: Number of namespaces to skip for pagination (default 0).
+            limit: Maximum number of namespaces to return.
+            offset: Number of namespaces to skip for pagination.
 
         Returns:
-            List[Tuple[str, ...]]: A list of namespace tuples that match the criteria.
-            Each tuple represents a full namespace path up to `max_depth`.
+            A list of namespace tuples that match the criteria. Each tuple represents a
+                full namespace path up to `max_depth`.
 
         ???+ example "Examples"
-            Setting max_depth=3 with existing namespaces:
+
+            Setting `max_depth=3` with existing namespaces:
             ```python
             # Given the following namespaces:
             # ("a", "b", "c")

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

@@ -5,8 +5,8 @@ from __future__ import annotations
 import asyncio
 import functools
 import weakref
-from collections.abc import Iterable
-from typing import Any, Callable, Literal, TypeVar
+from collections.abc import Callable, Iterable
+from typing import Any, Literal, TypeVar
 
 from langgraph.store.base import (
     NOT_PROVIDED,
@@ -349,7 +349,7 @@ async def _run(
                         results = [results[ix] for ix in listen]
 
                     # set the results of each operation
-                    for fut, result in zip(futs, results):
+                    for fut, result in zip(futs, results, strict=False):
                         # guard against future being done (e.g. cancelled)
                         if not fut.done():
                             fut.set_result(result)

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

@@ -11,8 +11,8 @@ from __future__ import annotations
 import asyncio
 import functools
 import json
-from collections.abc import Awaitable, Sequence
-from typing import Any, Callable
+from collections.abc import Awaitable, Callable, Sequence
+from typing import Any
 
 from langchain_core.embeddings import Embeddings
 
@@ -49,7 +49,9 @@ def ensure_embeddings(
         An Embeddings instance that wraps the provided function(s).
 
     ??? example "Examples"
+
         Wrap a synchronous embedding function:
+
         ```python
         def my_embed_fn(texts):
             return [[0.1, 0.2] for _ in texts]
@@ -59,6 +61,7 @@ def ensure_embeddings(
         ```
 
         Wrap an asynchronous embedding function:
+
         ```python
         async def my_async_fn(texts):
             return [[0.1, 0.2] for _ in texts]
@@ -68,6 +71,7 @@ def ensure_embeddings(
         ```
 
         Initialize embeddings using a provider string:
+
         ```python
         # Requires langchain>=0.3.9 and langgraph-checkpoint>=2.0.11
         embeddings = ensure_embeddings("openai:text-embedding-3-small")
@@ -119,7 +123,9 @@ class EmbeddingsLambda(Embeddings):
             will raise an error. If sync, it will be used for both sync and async operations.
 
     ??? example "Examples"
+
         With a sync function:
+
         ```python
         def my_embed_fn(texts):
             # Return 2D embeddings for each text
@@ -131,6 +137,7 @@ class EmbeddingsLambda(Embeddings):
         ```
 
         With an async function:
+
         ```python
         async def my_async_fn(texts):
             return [[0.1, 0.2] for _ in texts]

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

@@ -295,7 +295,7 @@ class InMemoryStore(BaseStore):
             if queries:
                 coros = [self.embeddings.aembed_query(q) for q in list(queries)]
                 results = await asyncio.gather(*coros)
-                queryinmem_store = dict(zip(queries, results))
+                queryinmem_store = dict(zip(queries, results, strict=False))
 
         return queryinmem_store
 
@@ -323,7 +323,9 @@ class InMemoryStore(BaseStore):
 
                 scores = _cosine_similarity(query_embedding, flat_vectors)
                 sorted_results = sorted(
-                    zip(scores, flat_items), key=lambda x: x[0], reverse=True
+                    zip(scores, flat_items, strict=False),
+                    key=lambda x: x[0],
+                    reverse=True,
                 )
                 # max pooling
                 seen: set[tuple[tuple[str, ...], str]] = set()
@@ -452,7 +454,7 @@ class InMemoryStore(BaseStore):
                 f"Number of embeddings ({len(embeddings)}) does not"
                 f" match number of indices ({len(indices)})"
             )
-        for embedding, (ns, key, path) in zip(embeddings, indices):
+        for embedding, (ns, key, path) in zip(embeddings, indices, strict=False):
             self._vectors[ns][key][path] = embedding
 
     def _handle_list_namespaces(self, op: ListNamespacesOp) -> list[tuple[str, ...]]:
@@ -511,7 +513,7 @@ def _cosine_similarity(X: list[float], Y: list[list[float]]) -> list[float]:
 
     similarities = []
     for y in Y:
-        dot_product = sum(a * b for a, b in zip(X, y))
+        dot_product = sum(a * b for a, b in zip(X, y, strict=False))
         norm1 = sum(a * a for a in X) ** 0.5
         norm2 = sum(a * a for a in y) ** 0.5
         similarity = dot_product / (norm1 * norm2) if norm1 > 0 and norm2 > 0 else 0.0
@@ -529,14 +531,14 @@ def _does_match(match_condition: MatchCondition, key: tuple[str, ...]) -> bool:
         return False
 
     if match_type == "prefix":
-        for k_elem, p_elem in zip(key, path):
+        for k_elem, p_elem in zip(key, path, strict=False):
             if p_elem == "*":
                 continue  # Wildcard matches any element
             if k_elem != p_elem:
                 return False
         return True
     elif match_type == "suffix":
-        for k_elem, p_elem in zip(reversed(key), reversed(path)):
+        for k_elem, p_elem in zip(reversed(key), reversed(path), strict=False):
             if p_elem == "*":
                 continue  # Wildcard matches any element
             if k_elem != p_elem:
@@ -563,7 +565,10 @@ def _compare_values(item_value: Any, filter_value: Any) -> bool:
         return (
             isinstance(item_value, (list, tuple))
             and len(item_value) == len(filter_value)
-            and all(_compare_values(iv, fv) for iv, fv in zip(item_value, filter_value))
+            and all(
+                _compare_values(iv, fv)
+                for iv, fv in zip(item_value, filter_value, strict=False)
+            )
         )
     else:
         return item_value == filter_value

libs/checkpoint/pyproject.toml

@@ -4,36 +4,45 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph-checkpoint"
-version = "2.1.2"
+version = "3.0.1"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 authors = []
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
 dependencies = [
     "langchain-core>=0.2.38",
-    "ormsgpack>=1.10.0",
+    "ormsgpack>=1.12.0",
 ]
 
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/checkpoint"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [dependency-groups]
-dev = [
-  "ruff",
-  "codespell",
+test = [
   "pytest",
   "pytest-asyncio",
   "pytest-mock",
   "pytest-watcher",
-  "mypy",
   "dataclasses-json",
   "numpy",
   "pandas",
   "pandas-stubs>=2.2.2.240807",
   "redis",
 ]
+lint = [
+  "ruff",
+  "codespell",
+  "mypy",
+]
+dev = [
+  {include-group = "test"},
+  {include-group = "lint"},
+]
 
 [tool.hatch.build.targets.wheel]
 include = ["langgraph"]
@@ -49,8 +58,10 @@ lint.select = [
   "UP", # pyupgrade
   "B",  # flake8-bugbear
   "I",  # isort
+  "UP", # pyupgrade
 ]
 lint.ignore = ["E501", "B008"]
+target-version = "py310"
 
 [tool.pytest-watcher]
 now = true

libs/checkpoint/tests/test_jsonplus.py

@@ -1,4 +1,5 @@
 import dataclasses
+import json
 import pathlib
 import re
 import sys
@@ -19,6 +20,7 @@ from pydantic.v1 import BaseModel as BaseModelV1
 from pydantic.v1 import SecretStr as SecretStrV1
 
 from langgraph.checkpoint.serde.jsonplus import (
+    InvalidModuleError,
     JsonPlusSerializer,
     _msgpack_ext_hook_to_json,
 )
@@ -60,22 +62,15 @@ class MyDataclass:
         pass
 
 
-if sys.version_info < (3, 10):
+@dataclasses.dataclass(slots=True)
+class MyDataclassWSlots:
+    foo: str
+    bar: int
+    inner: InnerDataclass
 
-    class MyDataclassWSlots(MyDataclass):
+    def something(self) -> None:
         pass
 
-else:
-
-    @dataclasses.dataclass(slots=True)
-    class MyDataclassWSlots:
-        foo: str
-        bar: int
-        inner: InnerDataclass
-
-        def something(self) -> None:
-            pass
-
 
 class MyEnum(Enum):
     FOO = "foo"
@@ -115,11 +110,7 @@ def test_serde_jsonplus() -> None:
         "my_dataclass": MyDataclass("foo", 1, InnerDataclass("hello")),
         "my_enum": MyEnum.FOO,
         "my_pydantic": MyPydantic(foo="foo", bar=1, inner=InnerPydantic(hello="hello")),
-        "my_pydantic_v1": MyPydanticV1(
-            foo="foo", bar=1, inner=InnerPydanticV1(hello="hello")
-        ),
         "my_secret_str": SecretStr("meow"),
-        "my_secret_str_v1": SecretStrV1("meow"),
         "person": Person(name="foo"),
         "a_bool": True,
         "a_none": None,
@@ -141,6 +132,12 @@ def test_serde_jsonplus() -> None:
         ),
     }
 
+    if sys.version_info < (3, 14):
+        to_serialize["my_pydantic_v1"] = MyPydanticV1(
+            foo="foo", bar=1, inner=InnerPydanticV1(hello="hello")
+        )
+        to_serialize["my_secret_str_v1"] = SecretStrV1("meow")
+
     serde = JsonPlusSerializer()
 
     dumped = serde.dumps_typed(to_serialize)
@@ -152,23 +149,22 @@ def test_serde_jsonplus() -> None:
         assert serde.loads_typed(serde.dumps_typed(value)) == value
 
     surrogates = [
-        "Hello\ud83d\ude00",
-        "Python\ud83d\udc0d",
-        "Surrogate\ud834\udd1e",
-        "Example\ud83c\udf89",
-        "String\ud83c\udfa7",
-        "With\ud83c\udf08",
-        "Surrogates\ud83d\ude0e",
-        "Embedded\ud83d\udcbb",
-        "In\ud83c\udf0e",
-        "The\ud83d\udcd6",
-        "Text\ud83d\udcac",
+        "Hello??",
+        "Python??",
+        "Surrogate??",
+        "Example??",
+        "String??",
+        "With??",
+        "Surrogates??",
+        "Embedded??",
+        "In??",
+        "The??",
+        "Text??",
         "收花🙄·到",
     ]
+    serde = JsonPlusSerializer(pickle_fallback=False)
 
-    assert serde.loads_typed(serde.dumps_typed(surrogates)) == [
-        v.encode("utf-8", "ignore").decode() for v in surrogates
-    ]
+    assert serde.loads_typed(serde.dumps_typed(surrogates)) == surrogates
 
 
 def test_serde_jsonplus_json_mode() -> None:
@@ -197,11 +193,7 @@ def test_serde_jsonplus_json_mode() -> None:
         "my_dataclass": MyDataclass("foo", 1, InnerDataclass("hello")),
         "my_enum": MyEnum.FOO,
         "my_pydantic": MyPydantic(foo="foo", bar=1, inner=InnerPydantic(hello="hello")),
-        "my_pydantic_v1": MyPydanticV1(
-            foo="foo", bar=1, inner=InnerPydanticV1(hello="hello")
-        ),
         "my_secret_str": SecretStr("meow"),
-        "my_secret_str_v1": SecretStrV1("meow"),
         "person": Person(name="foo"),
         "a_bool": True,
         "a_none": None,
@@ -223,13 +215,20 @@ def test_serde_jsonplus_json_mode() -> None:
         ),
     }
 
+    if sys.version_info < (3, 14):
+        to_serialize["my_pydantic_v1"] = MyPydanticV1(
+            foo="foo", bar=1, inner=InnerPydanticV1(hello="hello")
+        )
+        to_serialize["my_secret_str_v1"] = SecretStrV1("meow")
+
     serde = JsonPlusSerializer(__unpack_ext_hook__=_msgpack_ext_hook_to_json)
 
     dumped = serde.dumps_typed(to_serialize)
 
     assert dumped[0] == "msgpack"
     result = serde.loads_typed(dumped)
-    assert result == {
+
+    expected_result = {
         "path": ["foo", "bar"],
         "re": ["foo", 48],
         "decimal": "1.10101",
@@ -253,9 +252,7 @@ def test_serde_jsonplus_json_mode() -> None:
         "my_dataclass": {"foo": "foo", "bar": 1, "inner": {"hello": "hello"}},
         "my_enum": "foo",
         "my_pydantic": {"foo": "foo", "bar": 1, "inner": {"hello": "hello"}},
-        "my_pydantic_v1": {"foo": "foo", "bar": 1, "inner": {"hello": "hello"}},
         "my_secret_str": "meow",
-        "my_secret_str_v1": "meow",
         "person": {"name": "foo"},
         "a_bool": True,
         "a_none": None,
@@ -277,6 +274,16 @@ def test_serde_jsonplus_json_mode() -> None:
         },
     }
 
+    if sys.version_info < (3, 14):
+        expected_result["my_pydantic_v1"] = {
+            "foo": "foo",
+            "bar": 1,
+            "inner": {"hello": "hello"},
+        }
+        expected_result["my_secret_str_v1"] = "meow"
+
+    assert result == expected_result
+
 
 def test_serde_jsonplus_bytes() -> None:
     serde = JsonPlusSerializer()
@@ -288,6 +295,20 @@ def test_serde_jsonplus_bytes() -> None:
     assert serde.loads_typed(dumped) == some_bytes
 
 
+def test_deserde_invalid_module() -> None:
+    serde = JsonPlusSerializer()
+    load = {
+        "lc": 2,
+        "type": "constructor",
+        "id": ["pprint", "pprint"],
+        "kwargs": {"object": "HELLO"},
+    }
+    with pytest.raises(InvalidModuleError):
+        serde._revive_lc2(load)
+    serde = JsonPlusSerializer(allowed_json_modules=[("pprint", "pprint")])
+    serde.loads_typed(("json", json.dumps(load).encode("utf-8")))
+
+
 def test_serde_jsonplus_bytearray() -> None:
     serde = JsonPlusSerializer()
 
@@ -364,7 +385,12 @@ def test_serde_jsonplus_numpy_array_json_hook(arr: np.ndarray) -> None:
                 "str_col": ["a", None, "c"],
             }
         ),
-        pd.DataFrame({"cat_col": pd.Categorical(["a", "b", "a", "c"])}),
+        pytest.param(
+            pd.DataFrame({"cat_col": pd.Categorical(["a", "b", "a", "c"])}),
+            marks=pytest.mark.skipif(
+                sys.version_info >= (3, 14), reason="NotImplementedError on Python 3.14"
+            ),
+        ),
         pd.DataFrame(
             {
                 "int8": pd.array([1, 2, 3], dtype="int8"),
@@ -392,11 +418,25 @@ def test_serde_jsonplus_numpy_array_json_hook(arr: np.ndarray) -> None:
                 "col3": np.random.rand(1000),
             }
         ),
-        pd.DataFrame(
-            {"tz_datetime": pd.date_range("2024-01-01", periods=3, freq="D", tz="UTC")}
+        pytest.param(
+            pd.DataFrame(
+                {
+                    "tz_datetime": pd.date_range(
+                        "2024-01-01", periods=3, freq="D", tz="UTC"
+                    )
+                }
+            ),
+            marks=pytest.mark.skipif(
+                sys.version_info >= (3, 14), reason="NotImplementedError on Python 3.14"
+            ),
         ),
         pd.DataFrame({"timedelta": pd.to_timedelta([1, 2, 3], unit="D")}),
-        pd.DataFrame({"period": pd.period_range("2024-01", periods=3, freq="M")}),
+        pytest.param(
+            pd.DataFrame({"period": pd.period_range("2024-01", periods=3, freq="M")}),
+            marks=pytest.mark.skipif(
+                sys.version_info >= (3, 14), reason="NotImplementedError on Python 3.14"
+            ),
+        ),
         pd.DataFrame({"interval": pd.interval_range(start=0, end=3, periods=3)}),
         pd.DataFrame({"unicode": ["Hello 🌍", "Python 🐍", "Data 📊"]}),
         pd.DataFrame({"mixed": [1, "string", [1, 2, 3], {"key": "value"}]}),
@@ -433,7 +473,12 @@ def test_serde_jsonplus_pandas_dataframe(df: pd.DataFrame) -> None:
         pd.Series([1, 2, None]),
         pd.Series([1.1, None, 3.3]),
         pd.Series(["a", None, "c"]),
-        pd.Series(pd.Categorical(["a", "b", "a", "c"])),
+        pytest.param(
+            pd.Series(pd.Categorical(["a", "b", "a", "c"])),
+            marks=pytest.mark.skipif(
+                sys.version_info >= (3, 14), reason="NotImplementedError on Python 3.14"
+            ),
+        ),
         pd.Series([1, 2, 3], dtype="int8"),
         pd.Series([10, 20, 30], dtype="int16"),
         pd.Series([100, 200, 300], dtype="int32"),

libs/checkpoint/tests/test_memory.py

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

libs/checkpoint/tests/test_store.py

@@ -845,7 +845,7 @@ async def test_async_batched_vector_search_concurrent(
         ]
     )
 
-    for results, (query, filter_) in zip(all_results, search_queries):
+    for results, (query, filter_) in zip(all_results, search_queries, strict=False):
         assert len(results) > 0, f"No results for query '{query}' with filter {filter_}"
 
         for result in results:

libs/cli/examples/graph_prerelease_reqs/agent.py

@@ -1,13 +1,12 @@
 from collections.abc import Sequence
 from typing import Annotated, Literal, TypedDict
 
-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)]
+tools = []
 
 model_oai = ChatOpenAI(temperature=0)
 

libs/cli/examples/graph_prerelease_reqs/deps/additional_deps/pyproject.toml

@@ -5,5 +5,5 @@ description = "Test for prerelease stuff"
 readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
-  "langgraph==0.6.0"
+  "langgraph==1.0.2"
 ]

libs/cli/examples/graph_prerelease_reqs/deps/zuper_deps/pyproject.toml

@@ -5,5 +5,5 @@ description = "Test for prerelease stuff"
 readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
-  "langchain-openai==0.3.0"
+  "langchain-openai==1.0.1"
 ]

libs/cli/examples/graph_prerelease_reqs/pyproject.toml

@@ -6,9 +6,9 @@ readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
   "langchain-openai==1.0.0a2",
-  "langgraph==1.0.0a2",
-  "langchain_community>=0.3.0",
+  "langchain-anthropic==1.0.0a5",
+  "langgraph==1.0.2"
 ]
 
 [tool.uv]
-prerelease = "allow"
+prerelease = "allow"

libs/cli/examples/graphs/storm.py

@@ -1,6 +1,6 @@
 import asyncio
 import json
-from typing import Annotated, Optional
+from typing import Annotated
 
 from langchain_community.retrievers import WikipediaRetriever
 from langchain_community.tools.tavily_search import TavilySearchResults
@@ -51,7 +51,7 @@ class Subsection(BaseModel):
 class Section(BaseModel):
     section_title: str = Field(..., title="Title of the section")
     description: str = Field(..., title="Content of the section")
-    subsections: Optional[list[Subsection]] = Field(
+    subsections: list[Subsection] | None = Field(
         default=None,
         title="Titles and descriptions for each subsection of the Wikipedia page.",
     )
@@ -201,8 +201,8 @@ def update_editor(editor, new_editor):
 
 class InterviewState(TypedDict):
     messages: Annotated[list[AnyMessage], add_messages]
-    references: Annotated[Optional[dict], update_references]
-    editor: Annotated[Optional[Editor], update_editor]
+    references: Annotated[dict | None, update_references]
+    editor: Annotated[Editor | None, update_editor]
 
 
 gen_qn_prompt = ChatPromptTemplate.from_messages(
@@ -321,7 +321,7 @@ async def search_engine(query: str):
 
 async def gen_answer(
     state: InterviewState,
-    config: Optional[RunnableConfig] = None,
+    config: RunnableConfig | None = None,
     name: str = "Subject_Matter_Expert",
     max_str_len: int = 15000,
 ):
@@ -437,7 +437,7 @@ class SubSection(BaseModel):
 class WikiSection(BaseModel):
     section_title: str = Field(..., title="Title of the section")
     content: str = Field(..., title="Full content of the section")
-    subsections: Optional[list[Subsection]] = Field(
+    subsections: list[Subsection] | None = Field(
         default=None,
         title="Titles and descriptions for each subsection of the Wikipedia page.",
     )

libs/cli/examples/pyproject.toml

@@ -7,7 +7,7 @@ name = "langgraph-examples"
 version = "0.1.0"
 description = ""
 readme = "README.md"
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 dependencies = [
     "langgraph-cli",
     "langgraph-sdk",

libs/cli/generate_schema.py

@@ -13,8 +13,9 @@ from pathlib import Path
 
 import msgspec
 
-from langgraph_cli.config import (
+from langgraph_cli.schemas import (
     AuthConfig,
+    CacheConfig,
     CheckpointerConfig,
     Config,
     ConfigurableHeaderConfig,
@@ -22,6 +23,7 @@ from langgraph_cli.config import (
     HttpConfig,
     IndexConfig,
     SecurityConfig,
+    SerdeConfig,
     StoreConfig,
     ThreadTTLConfig,
     TTLConfig,
@@ -110,8 +112,10 @@ def add_descriptions_to_schema(schema, cls):
                 SecurityConfig,
                 HttpConfig,
                 CorsConfig,
+                CacheConfig,
                 ThreadTTLConfig,
                 CheckpointerConfig,
+                SerdeConfig,
                 TTLConfig,
                 ConfigurableHeaderConfig,
             ]:

libs/cli/langgraph_cli/__init__.py

@@ -1 +1 @@
-__version__ = "0.4.3"
+__version__ = "0.4.7"

libs/cli/langgraph_cli/cli.py

@@ -4,8 +4,7 @@ import os
 import pathlib
 import shutil
 import sys
-from collections.abc import Sequence
-from typing import Callable, Optional
+from collections.abc import Callable, Sequence
 
 import click
 import click.exceptions
@@ -200,23 +199,23 @@ def cli():
 @log_command
 def up(
     config: pathlib.Path,
-    docker_compose: Optional[pathlib.Path],
+    docker_compose: pathlib.Path | None,
     port: int,
     recreate: bool,
     pull: bool,
     watch: bool,
     wait: bool,
     verbose: bool,
-    debugger_port: Optional[int],
-    debugger_base_url: Optional[str],
-    postgres_uri: Optional[str],
-    api_version: Optional[str],
-    image: Optional[str],
-    base_image: Optional[str],
+    debugger_port: int | None,
+    debugger_base_url: str | None,
+    postgres_uri: str | None,
+    api_version: str | None,
+    image: str | None,
+    base_image: str | None,
 ):
     click.secho("Starting LangGraph API server...", fg="green")
     click.secho(
-        """For local dev, requires env var LANGSMITH_API_KEY with access to LangGraph Platform.
+        """For local dev, requires env var LANGSMITH_API_KEY with access to LangSmith Deployment.
 For production use, requires a license key in env var LANGGRAPH_CLOUD_LICENSE_KEY.""",
     )
     with Runner() as runner, Progress(message="Pulling...") as set:
@@ -271,7 +270,7 @@ For production use, requires a license key in env var LANGGRAPH_CLOUD_LICENSE_KE
                     f"""Ready!
 - API: http://localhost:{port}
 - Docs: http://localhost:{port}/docs
-- LangSmith Debugger: {debugger_origin}/studio/?baseUrl={debugger_base_url_query}
+- LangGraph Studio: {debugger_origin}/studio/?baseUrl={debugger_base_url_query}
 """
                 )
                 sys.stdout.flush()
@@ -298,13 +297,13 @@ def _build(
     set: Callable[[str], None],
     config: pathlib.Path,
     config_json: dict,
-    base_image: Optional[str],
-    api_version: Optional[str],
+    base_image: str | None,
+    api_version: str | None,
     pull: bool,
     tag: str,
     passthrough: Sequence[str] = (),
-    install_command: Optional[str] = None,
-    build_command: Optional[str] = None,
+    install_command: str | None = None,
+    build_command: str | None = None,
 ):
     # pull latest images
     if pull:
@@ -403,12 +402,12 @@ def _build(
 def build(
     config: pathlib.Path,
     docker_build_args: Sequence[str],
-    base_image: Optional[str],
-    api_version: Optional[str],
+    base_image: str | None,
+    api_version: str | None,
     pull: bool,
     tag: str,
-    install_command: Optional[str],
-    build_command: Optional[str],
+    install_command: str | None,
+    build_command: str | None,
 ):
     with Runner() as runner, Progress(message="Pulling...") as set:
         if shutil.which("docker") is None:
@@ -512,8 +511,8 @@ def dockerfile(
     save_path: str,
     config: pathlib.Path,
     add_docker_compose: bool,
-    base_image: Optional[str] = None,
-    api_version: Optional[str] = None,
+    base_image: str | None = None,
+    api_version: str | None = None,
 ) -> None:
     save_path = pathlib.Path(save_path).absolute()
     secho(f"🔍 Validating configuration at path: {config}", fg="yellow")
@@ -584,7 +583,7 @@ def dockerfile(
                         "\n",
                         "# LANGSMITH_API_KEY=your-api-key",
                         "\n",
-                        "# Or if you have a LangGraph Platform license key, "
+                        "# Or if you have a LangSmith Deployment license key, "
                         "then uncomment the following line: ",
                         "\n",
                         "# LANGGRAPH_CLOUD_LICENSE_KEY=your-license-key",
@@ -652,17 +651,11 @@ def dockerfile(
     help="Wait for a debugger client to connect to the debug port before starting the server",
     default=False,
 )
-@click.option(
-    "--debugger-url",
-    type=str,
-    default=None,
-    help="URL of the LangSmith Debugger instance to connect to. Defaults to https://smith.langchain.com",
-)
 @click.option(
     "--studio-url",
     type=str,
     default=None,
-    help="(Deprecated: use --debugger-url instead) URL of the LangSmith Debugger instance to connect to.",
+    help="URL of the LangGraph Studio instance to connect to. Defaults to https://smith.langchain.com",
 )
 @click.option(
     "--allow-blocking",
@@ -694,25 +687,16 @@ def dev(
     port: int,
     no_reload: bool,
     config: str,
-    n_jobs_per_worker: Optional[int],
+    n_jobs_per_worker: int | None,
     no_browser: bool,
-    debug_port: Optional[int],
+    debug_port: int | None,
     wait_for_client: bool,
-    debugger_url: Optional[str],
-    studio_url: Optional[str],
+    studio_url: str | None,
     allow_blocking: bool,
     tunnel: bool,
     server_log_level: str,
 ):
     """CLI entrypoint for running the LangGraph API server."""
-    if studio_url is not None:
-        click.secho(
-            "Warning: --studio-url is deprecated and will be removed in a future version. "
-            "Please use --debugger-url instead.",
-            fg="yellow",
-        )
-        if debugger_url is None:
-            debugger_url = studio_url
     try:
         from langgraph_api.cli import run_server  # type: ignore
     except ImportError:
@@ -776,7 +760,7 @@ def dev(
         http=config_json.get("http"),
         ui=config_json.get("ui"),
         ui_config=config_json.get("ui_config"),
-        studio_url=debugger_url,
+        studio_url=studio_url,
         allow_blocking=allow_blocking,
         tunnel=tunnel,
         server_level=server_log_level,
@@ -791,7 +775,7 @@ def dev(
 )
 @cli.command("new", help="🌱 Create a new LangGraph project from a template.")
 @log_command
-def new(path: Optional[str], template: Optional[str]) -> None:
+def new(path: str | None, template: str | None) -> None:
     """Create a new LangGraph project from a template."""
     return create_new(path, template)
 
@@ -801,17 +785,17 @@ def prepare_args_and_stdin(
     capabilities: DockerCapabilities,
     config_path: pathlib.Path,
     config: Config,
-    docker_compose: Optional[pathlib.Path],
+    docker_compose: pathlib.Path | None,
     port: int,
     watch: bool,
-    debugger_port: Optional[int] = None,
-    debugger_base_url: Optional[str] = None,
-    postgres_uri: Optional[str] = None,
-    api_version: Optional[str] = None,
+    debugger_port: int | None = None,
+    debugger_base_url: str | None = None,
+    postgres_uri: str | None = None,
+    api_version: str | None = None,
     # Like "my-tag" (if you already built it locally)
-    image: Optional[str] = None,
+    image: str | None = None,
     # Like "langchain/langgraphjs-api" or "langchain/langgraph-api
-    base_image: Optional[str] = None,
+    base_image: str | None = None,
 ) -> tuple[list[str], str]:
     assert config_path.exists(), f"Config file not found: {config_path}"
     # prepare args
@@ -850,17 +834,17 @@ def prepare(
     *,
     capabilities: DockerCapabilities,
     config_path: pathlib.Path,
-    docker_compose: Optional[pathlib.Path],
+    docker_compose: pathlib.Path | None,
     port: int,
     pull: bool,
     watch: bool,
     verbose: bool,
-    debugger_port: Optional[int] = None,
-    debugger_base_url: Optional[str] = None,
-    postgres_uri: Optional[str] = None,
-    api_version: Optional[str] = None,
-    image: Optional[str] = None,
-    base_image: Optional[str] = None,
+    debugger_port: int | None = None,
+    debugger_base_url: str | None = None,
+    postgres_uri: str | None = None,
+    api_version: str | None = None,
+    image: str | None = None,
+    base_image: str | None = None,
 ) -> tuple[list[str], str]:
     """Prepare the arguments and stdin for running the LangGraph API server."""
     config_json = langgraph_cli.config.validate_config_file(config_path)

libs/cli/langgraph_cli/config.py

@@ -4,10 +4,12 @@ import pathlib
 import re
 import textwrap
 from collections import Counter
-from typing import Any, Literal, NamedTuple, Optional, TypedDict, Union
+from typing import Literal, NamedTuple
 
 import click
 
+from langgraph_cli.schemas import Config, Distros
+
 MIN_NODE_VERSION = "20"
 DEFAULT_NODE_VERSION = "20"
 
@@ -17,510 +19,12 @@ DEFAULT_PYTHON_VERSION = "3.11"
 DEFAULT_IMAGE_DISTRO = "debian"
 
 
-Distros = Literal["debian", "wolfi", "bullseye", "bookworm"]
-MiddlewareOrders = Literal["auth_first", "middleware_first"]
-
-
-class TTLConfig(TypedDict, total=False):
-    """Configuration for TTL (time-to-live) behavior in the store."""
-
-    refresh_on_read: bool
-    """Default behavior for refreshing TTLs on read operations (GET and SEARCH).
-    
-    If True, TTLs will be refreshed on read operations (get/search) by default.
-    This can be overridden per-operation by explicitly setting refresh_ttl.
-    Defaults to True if not configured.
-    """
-    default_ttl: Optional[float]
-    """Optional. Default TTL (time-to-live) in minutes for new items.
-    
-    If provided, all new items will have this TTL unless explicitly overridden.
-    If omitted, items will have no TTL by default.
-    """
-    sweep_interval_minutes: Optional[int]
-    """Optional. Interval in minutes between TTL sweep iterations.
-    
-    If provided, the store will periodically delete expired items based on the TTL.
-    If omitted, no automatic sweeping will occur.
-    """
-
-
-class IndexConfig(TypedDict, total=False):
-    """Configuration for indexing documents for semantic search in the store.
-
-    This governs how text is converted into embeddings and stored for vector-based lookups.
-    """
-
-    dims: int
-    """Required. Dimensionality of the embedding vectors you will store.
-    
-    Must match the output dimension of your selected embedding model or custom embed function.
-    If mismatched, you will likely encounter shape/size errors when inserting or querying vectors.
-    
-    Common embedding model output dimensions:
-        - openai:text-embedding-3-large: 3072
-        - openai:text-embedding-3-small: 1536
-        - openai:text-embedding-ada-002: 1536
-        - cohere:embed-english-v3.0: 1024
-        - cohere:embed-english-light-v3.0: 384
-        - cohere:embed-multilingual-v3.0: 1024
-        - cohere:embed-multilingual-light-v3.0: 384
-    """
-
-    embed: str
-    """Required. Identifier or reference to the embedding model or a custom embedding function.
-    
-    The format can vary:
-      - "<provider>:<model_name>" for recognized providers (e.g., "openai:text-embedding-3-large")
-      - "path/to/module.py:function_name" for your own local embedding function
-      - "my_custom_embed" if it's a known alias in your system
-
-     Examples:
-        - "openai:text-embedding-3-large"
-        - "cohere:embed-multilingual-v3.0"
-        - "src/app.py:embeddings"
-    
-    Note: Must return embeddings of dimension `dims`.
-    """
-
-    fields: Optional[list[str]]
-    """Optional. List of JSON fields to extract before generating embeddings.
-    
-    Defaults to ["$"], which means the entire JSON object is embedded as one piece of text.
-    If you provide multiple fields (e.g. ["title", "content"]), each is extracted and embedded separately,
-    often saving token usage if you only care about certain parts of the data.
-    
-    Example:
-        fields=["title", "abstract", "author.biography"]
-    """
-
-
-class StoreConfig(TypedDict, total=False):
-    """Configuration for the built-in long-term memory store.
-
-    This store can optionally perform semantic search. If you omit `index`,
-    the store will just handle traditional (non-embedded) data without vector lookups.
-    """
-
-    index: Optional[IndexConfig]
-    """Optional. Defines the vector-based semantic search configuration.
-    
-    If provided, the store will:
-      - Generate embeddings according to `index.embed`
-      - Enforce the embedding dimension given by `index.dims`
-      - Embed only specified JSON fields (if any) from `index.fields`
-    
-    If omitted, no vector index is initialized.
-    """
-
-    ttl: Optional[TTLConfig]
-    """Optional. Defines the TTL (time-to-live) behavior configuration.
-    
-    If provided, the store will apply TTL settings according to the configuration.
-    If omitted, no TTL behavior is configured.
-    """
-
-
-class ThreadTTLConfig(TypedDict, total=False):
-    """Configure a default TTL for checkpointed data within threads."""
-
-    strategy: Literal["delete"]
-    """Strategy to use for deleting checkpointed data.
-    
-    Choices:
-      - "delete": Delete all checkpoints for a thread after TTL expires.
-    """
-    default_ttl: Optional[float]
-    """Default TTL (time-to-live) in minutes for checkpointed data."""
-    sweep_interval_minutes: Optional[int]
-    """Interval in minutes between sweep iterations.
-    If omitted, a default interval will be used (typically ~ 5 minutes)."""
-
-
-class CheckpointerConfig(TypedDict, total=False):
-    """Configuration for the built-in checkpointer, which handles checkpointing of state.
-
-    If omitted, no checkpointer is set up (the object store will still be present, however).
-    """
-
-    ttl: Optional[ThreadTTLConfig]
-    """Optional. Defines the TTL (time-to-live) behavior configuration.
-    
-    If provided, the checkpointer will apply TTL settings according to the configuration.
-    If omitted, no TTL behavior is configured.
-    """
-
-
-class SecurityConfig(TypedDict, total=False):
-    """Configuration for OpenAPI security definitions and requirements.
-
-    Useful for specifying global or path-level authentication and authorization flows
-    (e.g., OAuth2, API key headers, etc.).
-    """
-
-    securitySchemes: dict[str, dict[str, Any]]
-    """Required. Dict describing each security scheme recognized by your OpenAPI spec.
-    
-    Keys are scheme names (e.g. "OAuth2", "ApiKeyAuth") and values are their definitions.
-    Example:
-        {
-            "OAuth2": {
-                "type": "oauth2",
-                "flows": {
-                    "password": {
-                        "tokenUrl": "/token",
-                        "scopes": {"read": "Read data", "write": "Write data"}
-                    }
-                }
-            }
-        }
-    """
-    security: list[dict[str, list[str]]]
-    """Optional. Global security requirements across all endpoints.
-    
-    Each element in the list maps a security scheme (e.g. "OAuth2") to a list of scopes (e.g. ["read", "write"]).
-    Example:
-        [
-            {"OAuth2": ["read", "write"]},
-            {"ApiKeyAuth": []}
-        ]
-    """
-    # path => {method => security}
-    paths: dict[str, dict[str, list[dict[str, list[str]]]]]
-    """Optional. Path-specific security overrides.
-    
-    Keys are path templates (e.g., "/items/{item_id}"), mapping to:
-      - Keys that are HTTP methods (e.g., "GET", "POST"),
-      - Values are lists of security definitions (just like `security`) for that method.
-    
-    Example:
-        {
-            "/private_data": {
-                "GET": [{"OAuth2": ["read"]}],
-                "POST": [{"OAuth2": ["write"]}]
-            }
-        }
-    """
-
-
-class AuthConfig(TypedDict, total=False):
-    """Configuration for custom authentication logic and how it integrates into the OpenAPI spec."""
-
-    path: str
-    """Required. Path to an instance of the Auth() class that implements custom authentication.
-    
-    Format: "path/to/file.py:my_auth"
-    """
-    disable_studio_auth: bool
-    """Optional. Whether to disable LangSmith API-key authentication for requests originating the Studio. 
-    
-    Defaults to False, meaning that if a particular header is set, the server will verify the `x-api-key` header
-    value is a valid API key for the deployment's workspace. If True, all requests will go through your custom
-    authentication logic, regardless of origin of the request.
-    """
-    openapi: SecurityConfig
-    """Required. Detailed security configuration that merges into your deployment's OpenAPI spec.
-    
-    Example (OAuth2):
-        {
-            "securitySchemes": {
-                "OAuth2": {
-                    "type": "oauth2",
-                    "flows": {
-                        "password": {
-                            "tokenUrl": "/token",
-                            "scopes": {"me": "Read user info", "items": "Manage items"}
-                        }
-                    }
-                }
-            },
-            "security": [
-                {"OAuth2": ["me"]}
-            ]
-        }
-    """
-
-
-class CorsConfig(TypedDict, total=False):
-    """Specifies Cross-Origin Resource Sharing (CORS) rules for your server.
-
-    If omitted, defaults are typically very restrictive (often no cross-origin requests).
-    Configure carefully if you want to allow usage from browsers hosted on other domains.
-    """
-
-    allow_origins: list[str]
-    """Optional. List of allowed origins (e.g., "https://example.com").
-    
-    Default is often an empty list (no external origins). 
-    Use "*" only if you trust all origins, as that bypasses most restrictions.
-    """
-    allow_methods: list[str]
-    """Optional. HTTP methods permitted for cross-origin requests (e.g. ["GET", "POST"]).
-    
-    Default might be ["GET", "POST", "OPTIONS"] depending on your server framework.
-    """
-    allow_headers: list[str]
-    """Optional. HTTP headers that can be used in cross-origin requests (e.g. ["Content-Type", "Authorization"])."""
-    allow_credentials: bool
-    """Optional. If True, cross-origin requests can include credentials (cookies, auth headers).
-    
-    Default False to avoid accidentally exposing secured endpoints to untrusted sites.
-    """
-    allow_origin_regex: str
-    """Optional. A regex pattern for matching allowed origins, used if you have dynamic subdomains.
-    
-    Example: "^https://.*\\.mycompany\\.com$"
-    """
-    expose_headers: list[str]
-    """Optional. List of headers that browsers are allowed to read from the response in cross-origin contexts."""
-    max_age: int
-    """Optional. How many seconds the browser may cache preflight responses.
-    
-    Default might be 600 (10 minutes). Larger values reduce preflight requests but can cause stale configurations.
-    """
-
-
-class ConfigurableHeaderConfig(TypedDict):
-    """Customize which headers to include as configurable values in your runs.
-
-    By default, omits x-api-key, x-tenant-id, and x-service-key.
-
-    Exclusions (if provided) take precedence.
-
-    Each value can be a raw string with an optional wildcard.
-    """
-
-    includes: Optional[list[str]]
-    """Headers to include (if not also matches against an 'exludes' pattern.
-
-    Examples:
-        - 'user-agent'
-        - 'x-configurable-*'
-    """
-    excludes: Optional[list[str]]
-    """Headers to exclude. Applied before the 'includes' checks.
-
-    Examples:
-        - 'x-api-key'
-        - '*key*'
-        - '*token*'
-    """
-
-
-class HttpConfig(TypedDict, total=False):
-    """Configuration for the built-in HTTP server that powers your deployment's routes and endpoints."""
-
-    app: str
-    """Optional. Import path to a custom Starlette/FastAPI application to mount.
-    
-    Format: "path/to/module.py:app_var"
-    If provided, it can override or extend the default routes.
-    """
-    disable_assistants: bool
-    """Optional. If True, /assistants routes are removed from the server.
-    
-    Default is False (meaning /assistants is enabled).
-    """
-    disable_threads: bool
-    """Optional. If True, /threads routes are removed.
-    
-    Default is False.
-    """
-    disable_runs: bool
-    """Optional. If True, /runs routes are removed.
-    
-    Default is False.
-    """
-    disable_store: bool
-    """Optional. If True, /store routes are removed, disabling direct store interactions via HTTP.
-    
-    Default is False.
-    """
-    disable_mcp: bool
-    """Optional. If True, /mcp routes are removed, disabling the MCP server.
-    
-    Default is False.
-    """
-    disable_meta: bool
-    """Optional. Remove meta endpoints.
-    
-    Set to True to disable the following endpoints: /openapi.json, /info, /metrics, /docs.
-    This will also make the /ok endpoint skip any DB or other checks, always returning {"ok": True}.
-    
-    Default is False.
-    """
-    cors: Optional[CorsConfig]
-    """Optional. Defines CORS restrictions. If omitted, no special rules are set and 
-    cross-origin behavior depends on default server settings.
-    """
-    configurable_headers: Optional[ConfigurableHeaderConfig]
-    """Optional. Defines how headers are treated for a run's configuration.
-
-    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."""
-    middleware_order: Optional[MiddlewareOrders]
-    """Optional. Defines the order in which to apply server customizations.
-
-    Choices:
-      - "auth_first": Authentication hooks (custom or default) are evaluated
-      before custom middleware.
-      - "middleware_first": Custom middleware is evaluated
-      before authentication hooks (custom or default).
-
-    Default is `middleware_first`.
-    """
-    enable_custom_route_auth: bool
-    """Optional. If True, authentication is enabled for custom routes,
-    not just the routes that are protected by default.
-    (Routes protected by default include /assistants, /threads, and /runs).
-
-    Default is False. This flag only affects authentication behavior
-    if `app` is provided and contains custom routes.
-    """
-
-
-class Config(TypedDict, total=False):
-    """Top-level config for langgraph-cli or similar deployment tooling."""
-
-    python_version: str
-    """Optional. Python version in 'major.minor' format (e.g. '3.11'). 
-    Must be at least 3.11 or greater for this deployment to function properly.
-    """
-
-    node_version: Optional[str]
-    """Optional. Node.js version as a major version (e.g. '20'), if your deployment needs Node.
-    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.
-    """
-
-    base_image: Optional[str]
-    """Optional. Base image to use for the LangGraph API server.
-    
-    Defaults to langchain/langgraph-api or langchain/langgraphjs-api."""
-
-    image_distro: Optional[Distros]
-    """Optional. Linux distribution for the base image.
-    
-    Must be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.
-    If omitted, defaults to 'debian' ('latest').
-    """
-
-    pip_config_file: Optional[str]
-    """Optional. Path to a pip config file (e.g., "/etc/pip.conf" or "pip.ini") for controlling
-    package installation (custom indices, credentials, etc.).
-    
-    Only relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.
-    """
-
-    pip_installer: Optional[str]
-    """Optional. Python package installer to use ('auto', 'pip', 'uv').
-    
-    - 'auto' (default): Use uv for supported base images, otherwise pip
-    - 'pip': Force use of pip regardless of base image support
-    - 'uv': Force use of uv (will fail if base image doesn't support it)
-    """
-
-    dockerfile_lines: list[str]
-    """Optional. Additional Docker instructions that will be appended to your base Dockerfile.
-    
-    Useful for installing OS packages, setting environment variables, etc. 
-    Example:
-        dockerfile_lines=[
-            "RUN apt-get update && apt-get install -y libmagic-dev",
-            "ENV MY_CUSTOM_VAR=hello_world"
-        ]
-    """
-
-    dependencies: list[str]
-    """List of Python dependencies to install, either from PyPI or local paths.
-    
-    Examples:
-      - "." or "./src" if you have a local Python package
-      - str (aka "anthropic") for a PyPI package
-      - "git+https://github.com/org/repo.git@main" for a Git-based package
-    Defaults to an empty list, meaning no additional packages installed beyond your base environment.
-    """
-
-    graphs: dict[str, str]
-    """Optional. Named definitions of graphs, each pointing to a Python object.
-
-    
-    Graphs can be StateGraph, @entrypoint, or any other Pregel object OR they can point to (async) context
-    managers that accept a single configuration argument (of type RunnableConfig) and return a pregel object
-    (instance of Stategraph, etc.).
-    
-    Keys are graph names, values are "path/to/file.py:object_name".
-    Example:
-        {
-            "mygraph": "graphs/my_graph.py:graph_definition",
-            "anothergraph": "graphs/another.py:get_graph"
-        }
-    """
-
-    env: Union[dict[str, str], str]
-    """Optional. Environment variables to set for your deployment.
-    
-    - If given as a dict, keys are variable names and values are their values.
-    - If given as a string, it must be a path to a file containing lines in KEY=VALUE format.
-    
-    Example as a dict:
-        env={"API_TOKEN": "abc123", "DEBUG": "true"}
-    Example as a file path:
-        env=".env"
-    """
-
-    store: Optional[StoreConfig]
-    """Optional. Configuration for the built-in long-term memory store, including semantic search indexing.
-    
-    If omitted, no vector index is set up (the object store will still be present, however).
-    """
-
-    checkpointer: Optional[CheckpointerConfig]
-    """Optional. Configuration for the built-in checkpointer, which handles checkpointing of state.
-    
-    If omitted, no checkpointer is set up (the object store will still be present, however).
-    """
-
-    auth: Optional[AuthConfig]
-    """Optional. Custom authentication config, including the path to your Python auth logic and 
-    the OpenAPI security definitions it uses.
-    """
-
-    http: Optional[HttpConfig]
-    """Optional. Configuration for the built-in HTTP server, controlling which custom routes are exposed
-    and how cross-origin requests are handled.
-    """
-
-    ui: Optional[dict[str, str]]
-    """Optional. Named definitions of UI components emitted by the agent, each pointing to a JS/TS file.
-    """
-
-    keep_pkg_tools: Optional[Union[bool, list[str]]]
-    """Optional. Control whether to retain Python packaging tools in the final image.
-    
-    Allowed tools are: "pip", "setuptools", "wheel".
-    You can also set to true to include all packaging tools.
-    """
-
-
 _BUILD_TOOLS = ("pip", "setuptools", "wheel")
 
 
 def _get_pip_cleanup_lines(
     install_cmd: str,
-    to_uninstall: Optional[tuple[str]],
+    to_uninstall: tuple[str] | None,
     pip_installer: Literal["uv", "pip"],
 ) -> str:
     commands = [
@@ -586,7 +90,7 @@ def _parse_node_version(version_str: str) -> int:
         ) from None
 
 
-def _is_node_graph(spec: Union[str, dict]) -> bool:
+def _is_node_graph(spec: str | dict) -> bool:
     """Check if a graph is a Node.js graph based on the file extension."""
     if isinstance(spec, dict):
         spec = spec.get("path")
@@ -650,6 +154,7 @@ def validate_config(config: Config) -> Config:
         "env": config.get("env", {}),
         "store": config.get("store"),
         "auth": config.get("auth"),
+        "encryption": config.get("encryption"),
         "http": config.get("http"),
         "checkpointer": config.get("checkpointer"),
         "ui": config.get("ui"),
@@ -724,6 +229,14 @@ def validate_config(config: Config) -> Config:
                     f"Invalid auth.path format: '{auth_conf['path']}'. "
                     "Must be in format './path/to/file.py:attribute_name'"
                 )
+    # Validate encryption config
+    if encryption_conf := config.get("encryption"):
+        if "path" in encryption_conf:
+            if ":" not in encryption_conf["path"]:
+                raise ValueError(
+                    f"Invalid encryption.path format: '{encryption_conf['path']}'. "
+                    "Must be in format './path/to/file.py:attribute_name'"
+                )
     if http_conf := config.get("http"):
         if "app" in http_conf:
             if ":" not in http_conf["app"]:
@@ -846,7 +359,7 @@ class LocalDeps(NamedTuple):
     real_pkgs: dict[pathlib.Path, tuple[str, str]]
     faux_pkgs: dict[pathlib.Path, tuple[str, str]]
     # if . is in dependencies, use it as working_dir
-    working_dir: Optional[str] = None
+    working_dir: str | None = None
     # if there are local dependencies in parent directories, use additional_contexts
     additional_contexts: list[pathlib.Path] = None
 
@@ -882,7 +395,7 @@ def _assemble_local_deps(config_path: pathlib.Path, config: Config) -> LocalDeps
     pip_reqs = []
     real_pkgs = {}
     faux_pkgs = {}
-    working_dir: Optional[str] = None
+    working_dir: str | None = None
     additional_contexts: list[pathlib.Path] = []
 
     for local_dep in config["dependencies"]:
@@ -1110,6 +623,49 @@ def _update_auth_path(
     )
 
 
+def _update_encryption_path(
+    config_path: pathlib.Path, config: Config, local_deps: LocalDeps
+) -> None:
+    """Update encryption.path to use Docker container paths."""
+    encryption_conf = config.get("encryption")
+    if not encryption_conf or not (path_str := encryption_conf.get("path")):
+        return
+
+    module_str, sep, attr_str = path_str.partition(":")
+    if not sep or not module_str.startswith("."):
+        return  # Already validated or absolute path
+
+    resolved = config_path.parent / module_str
+    if not resolved.exists():
+        raise FileNotFoundError(
+            f"Encryption file not found: {resolved} (from {path_str})"
+        )
+    if not resolved.is_file():
+        raise IsADirectoryError(f"Encryption path must be a file: {resolved}")
+
+    # Check faux packages first (higher priority)
+    for faux_path, (_, destpath) in local_deps.faux_pkgs.items():
+        if resolved.is_relative_to(faux_path):
+            new_path = f"{destpath}/{resolved.relative_to(faux_path)}:{attr_str}"
+            encryption_conf["path"] = new_path
+            return
+
+    # Check real packages
+    for real_path in local_deps.real_pkgs:
+        if resolved.is_relative_to(real_path):
+            new_path = (
+                f"/deps/{real_path.name}/{resolved.relative_to(real_path)}:{attr_str}"
+            )
+            encryption_conf["path"] = new_path
+            return
+
+    raise ValueError(
+        f"Encryption file '{resolved}' not covered by dependencies.\n"
+        "Add its parent directory to the 'dependencies' array in your config.\n"
+        f"Current dependencies: {config['dependencies']}"
+    )
+
+
 def _update_http_app_path(
     config_path: pathlib.Path, config: Config, local_deps: LocalDeps
 ) -> None:
@@ -1265,7 +821,7 @@ def python_config_to_docker(
     config_path: pathlib.Path,
     config: Config,
     base_image: str,
-    api_version: Optional[str] = None,
+    api_version: str | None = None,
 ) -> tuple[str, dict[str, str]]:
     """Generate a Dockerfile from the configuration."""
     pip_installer = config.get("pip_installer", "auto")
@@ -1305,6 +861,8 @@ def python_config_to_docker(
     _update_graph_paths(config_path, config, local_deps)
     # Rewrite auth path, so it points to the correct location in the Docker container
     _update_auth_path(config_path, config, local_deps)
+    # Rewrite encryption path, so it points to the correct location in the Docker container
+    _update_encryption_path(config_path, config, local_deps)
     # Rewrite HTTP app path, so it points to the correct location in the Docker container
     _update_http_app_path(config_path, config, local_deps)
 
@@ -1395,6 +953,9 @@ ADD {relpath} /deps/{name}
     if (auth_config := config.get("auth")) is not None:
         env_vars.append(f"ENV LANGGRAPH_AUTH='{json.dumps(auth_config)}'")
 
+    if (encryption_config := config.get("encryption")) is not None:
+        env_vars.append(f"ENV LANGGRAPH_ENCRYPTION='{json.dumps(encryption_config)}'")
+
     if (http_config := config.get("http")) is not None:
         env_vars.append(f"ENV LANGGRAPH_HTTP='{json.dumps(http_config)}'")
 
@@ -1422,35 +983,51 @@ ADD {relpath} /deps/{name}
             ]
         )
     image_str = docker_tag(config, base_image, api_version)
-    docker_file_contents = [
-        f"FROM {image_str}",
-        "",
-        os.linesep.join(config["dockerfile_lines"]),
-        "",
-        installs,
-        "",
-        "# -- Installing all local dependencies --",
-        f"""RUN for dep in /deps/*; do \
+
+    # Prepare docker file contents
+    docker_file_contents = []
+
+    # Add syntax directive if we have additional contexts (requires BuildKit frontend.contexts capability)
+    if local_deps.additional_contexts:
+        docker_file_contents.extend(
+            [
+                "# syntax=docker/dockerfile:1.4",
+                "",
+            ]
+        )
+
+    # Add main dockerfile content
+    docker_file_contents.extend(
+        [
+            f"FROM {image_str}",
+            "",
+            os.linesep.join(config["dockerfile_lines"]),
+            "",
+            installs,
+            "",
+            "# -- Installing all local dependencies --",
+            f"""RUN for dep in /deps/*; do \
             echo "Installing $dep"; \
             if [ -d "$dep" ]; then \
                 echo "Installing $dep"; \
-                (cd "$dep" && {global_reqs_pip_install} .); \
+                (cd "$dep" && {global_reqs_pip_install} -e .); \
             fi; \
         done""",
-        "# -- End of local dependencies install --",
-        os.linesep.join(env_vars),
-        "",
-        js_inst_str,
-        "",
-        # Add pip cleanup after all installations are complete
-        _get_pip_cleanup_lines(
-            install_cmd=install_cmd,
-            to_uninstall=build_tools_to_uninstall,
-            pip_installer=pip_installer,
-        ),
-        "",
-        f"WORKDIR {local_deps.working_dir}" if local_deps.working_dir else "",
-    ]
+            "# -- End of local dependencies install --",
+            os.linesep.join(env_vars),
+            "",
+            js_inst_str,
+            "",
+            # Add pip cleanup after all installations are complete
+            _get_pip_cleanup_lines(
+                install_cmd=install_cmd,
+                to_uninstall=build_tools_to_uninstall,
+                pip_installer=pip_installer,
+            ),
+            "",
+            f"WORKDIR {local_deps.working_dir}" if local_deps.working_dir else "",
+        ]
+    )
 
     additional_contexts: dict[str, str] = {}
     for p in local_deps.additional_contexts:
@@ -1469,10 +1046,10 @@ def node_config_to_docker(
     config_path: pathlib.Path,
     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,
+    api_version: str | None = None,
+    install_command: str | None = None,
+    build_command: str | None = None,
+    build_context: str | None = None,
 ) -> tuple[str, dict[str, str]]:
     # Calculate paths for monorepo support
     if build_context:
@@ -1502,6 +1079,9 @@ def node_config_to_docker(
     if (auth_config := config.get("auth")) is not None:
         env_vars.append(f"ENV LANGGRAPH_AUTH='{json.dumps(auth_config)}'")
 
+    if (encryption_config := config.get("encryption")) is not None:
+        env_vars.append(f"ENV LANGGRAPH_ENCRYPTION='{json.dumps(encryption_config)}'")
+
     if (http_config := config.get("http")) is not None:
         env_vars.append(f"ENV LANGGRAPH_HTTP='{json.dumps(http_config)}'")
 
@@ -1562,8 +1142,8 @@ def default_base_image(config: Config) -> str:
 
 def docker_tag(
     config: Config,
-    base_image: Optional[str] = None,
-    api_version: Optional[str] = None,
+    base_image: str | None = None,
+    api_version: str | None = None,
 ) -> str:
     api_version = api_version or config.get("api_version")
     base_image = base_image or default_base_image(config)
@@ -1612,11 +1192,11 @@ def _calculate_relative_workdir(config_path: pathlib.Path, build_context: str) -
 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,
+    base_image: str | None = None,
+    api_version: str | None = None,
+    install_command: str | None = None,
+    build_command: str | None = None,
+    build_context: str | None = None,
 ) -> tuple[str, dict[str, str]]:
     base_image = base_image or default_base_image(config)
 
@@ -1637,9 +1217,9 @@ def config_to_docker(
 def config_to_compose(
     config_path: pathlib.Path,
     config: Config,
-    base_image: Optional[str] = None,
-    api_version: Optional[str] = None,
-    image: Optional[str] = None,
+    base_image: str | None = None,
+    api_version: str | None = None,
+    image: str | None = None,
     watch: bool = False,
 ) -> str:
     base_image = base_image or default_base_image(config)

libs/cli/langgraph_cli/docker.py

@@ -1,7 +1,7 @@
 import json
 import pathlib
 import shutil
-from typing import Literal, NamedTuple, Optional
+from typing import Literal, NamedTuple
 
 import click.exceptions
 
@@ -90,9 +90,7 @@ def check_capabilities(runner) -> DockerCapabilities:
     )
 
 
-def debugger_compose(
-    *, port: Optional[int] = None, base_url: Optional[str] = None
-) -> dict:
+def debugger_compose(*, port: int | None = None, base_url: str | None = None) -> dict:
     if port is None:
         return ""
 
@@ -141,16 +139,16 @@ def compose_as_dict(
     capabilities: DockerCapabilities,
     *,
     port: int,
-    debugger_port: Optional[int] = None,
-    debugger_base_url: Optional[str] = None,
+    debugger_port: int | None = None,
+    debugger_base_url: str | None = None,
     # postgres://user:password@host:port/database?option=value
-    postgres_uri: Optional[str] = None,
+    postgres_uri: str | None = None,
     # If you are running against an already-built image, you can pass it here
-    image: Optional[str] = None,
+    image: str | None = None,
     # Base image to use for the LangGraph API server
-    base_image: Optional[str] = None,
+    base_image: str | None = None,
     # API version of the base image
-    api_version: Optional[str] = None,
+    api_version: str | None = None,
 ) -> dict:
     """Create a docker compose file as a dictionary in YML style."""
     if postgres_uri is None:
@@ -250,13 +248,13 @@ def compose(
     capabilities: DockerCapabilities,
     *,
     port: int,
-    debugger_port: Optional[int] = None,
-    debugger_base_url: Optional[str] = None,
+    debugger_port: int | None = None,
+    debugger_base_url: str | None = None,
     # postgres://user:password@host:port/database?option=value
-    postgres_uri: Optional[str] = None,
-    image: Optional[str] = None,
-    base_image: Optional[str] = None,
-    api_version: Optional[str] = None,
+    postgres_uri: str | None = None,
+    image: str | None = None,
+    base_image: str | None = None,
+    api_version: str | None = None,
 ) -> str:
     """Create a docker compose file as a string."""
     compose_content = compose_as_dict(

libs/cli/langgraph_cli/exec.py

@@ -1,8 +1,9 @@
 import asyncio
 import signal
 import sys
+from collections.abc import Callable
 from contextlib import contextmanager
-from typing import Callable, Optional, cast
+from typing import cast
 
 import click.exceptions
 
@@ -30,12 +31,12 @@ def Runner():
 async def subp_exec(
     cmd: str,
     *args: str,
-    input: Optional[str] = None,
-    wait: Optional[float] = None,
+    input: str | None = None,
+    wait: float | None = None,
     verbose: bool = False,
     collect: bool = False,
-    on_stdout: Optional[Callable[[str], Optional[bool]]] = None,
-) -> tuple[Optional[str], Optional[str]]:
+    on_stdout: Callable[[str], bool | None] | None = None,
+) -> tuple[str | None, str | None]:
     if verbose:
         cmd_str = f"+ {cmd} {' '.join(map(str, args))}"
         if input:
@@ -126,8 +127,8 @@ async def monitor_stream(
     stream: asyncio.StreamReader,
     collect: bool = False,
     display: bool = False,
-    on_line: Optional[Callable[[str], Optional[bool]]] = None,
-) -> Optional[bytearray]:
+    on_line: Callable[[str], bool | None] | None = None,
+) -> bytearray | None:
     if collect:
         ba = bytearray()
 

libs/cli/langgraph_cli/progress.py

@@ -1,7 +1,7 @@
 import sys
 import threading
 import time
-from typing import Callable
+from collections.abc import Callable
 
 
 class Progress:

libs/cli/langgraph_cli/schemas.py

@@ -0,0 +1,639 @@
+from typing import Any, Literal, TypedDict
+
+Distros = Literal["debian", "wolfi", "bullseye", "bookworm"]
+MiddlewareOrders = Literal["auth_first", "middleware_first"]
+
+
+class TTLConfig(TypedDict, total=False):
+    """Configuration for TTL (time-to-live) behavior in the store."""
+
+    refresh_on_read: bool
+    """Default behavior for refreshing TTLs on read operations (`GET` and `SEARCH`).
+    
+    If `True`, TTLs will be refreshed on read operations (get/search) by default.
+    This can be overridden per-operation by explicitly setting `refresh_ttl`.
+    Defaults to `True` if not configured.
+    """
+    default_ttl: float | None
+    """Optional. Default TTL (time-to-live) in minutes for new items.
+    
+    If provided, all new items will have this TTL unless explicitly overridden.
+    If omitted, items will have no TTL by default.
+    """
+    sweep_interval_minutes: int | None
+    """Optional. Interval in minutes between TTL sweep iterations.
+    
+    If provided, the store will periodically delete expired items based on the TTL.
+    If omitted, no automatic sweeping will occur.
+    """
+
+
+class IndexConfig(TypedDict, total=False):
+    """Configuration for indexing documents for semantic search in the store.
+
+    This governs how text is converted into embeddings and stored for vector-based lookups.
+    """
+
+    dims: int
+    """Required. Dimensionality of the embedding vectors you will store.
+    
+    Must match the output dimension of your selected embedding model or custom embed function.
+    If mismatched, you will likely encounter shape/size errors when inserting or querying vectors.
+    
+    Common embedding model output dimensions:
+        - openai:text-embedding-3-large: 3072
+        - openai:text-embedding-3-small: 1536
+        - openai:text-embedding-ada-002: 1536
+        - cohere:embed-english-v3.0: 1024
+        - cohere:embed-english-light-v3.0: 384
+        - cohere:embed-multilingual-v3.0: 1024
+        - cohere:embed-multilingual-light-v3.0: 384
+    """
+
+    embed: str
+    """Required. Identifier or reference to the embedding model or a custom embedding function.
+    
+    The format can vary:
+      - "<provider>:<model_name>" for recognized providers (e.g., "openai:text-embedding-3-large")
+      - "path/to/module.py:function_name" for your own local embedding function
+      - "my_custom_embed" if it's a known alias in your system
+
+     Examples:
+        - "openai:text-embedding-3-large"
+        - "cohere:embed-multilingual-v3.0"
+        - "src/app.py:embeddings"
+    
+    Note: Must return embeddings of dimension `dims`.
+    """
+
+    fields: list[str] | None
+    """Optional. List of JSON fields to extract before generating embeddings.
+    
+    Defaults to ["$"], which means the entire JSON object is embedded as one piece of text.
+    If you provide multiple fields (e.g. ["title", "content"]), each is extracted and embedded separately,
+    often saving token usage if you only care about certain parts of the data.
+    
+    Example:
+        fields=["title", "abstract", "author.biography"]
+    """
+
+
+class StoreConfig(TypedDict, total=False):
+    """Configuration for the built-in long-term memory store.
+
+    This store can optionally perform semantic search. If you omit `index`,
+    the store will just handle traditional (non-embedded) data without vector lookups.
+    """
+
+    index: IndexConfig | None
+    """Optional. Defines the vector-based semantic search configuration.
+    
+    If provided, the store will:
+      - Generate embeddings according to `index.embed`
+      - Enforce the embedding dimension given by `index.dims`
+      - Embed only specified JSON fields (if any) from `index.fields`
+    
+    If omitted, no vector index is initialized.
+    """
+
+    ttl: TTLConfig | None
+    """Optional. Defines the TTL (time-to-live) behavior configuration.
+    
+    If provided, the store will apply TTL settings according to the configuration.
+    If omitted, no TTL behavior is configured.
+    """
+
+
+class ThreadTTLConfig(TypedDict, total=False):
+    """Configure a default TTL for checkpointed data within threads."""
+
+    strategy: Literal["delete"]
+    """Strategy to use for deleting checkpointed data.
+    
+    Choices:
+      - "delete": Delete all checkpoints for a thread after TTL expires.
+    """
+    default_ttl: float | None
+    """Default TTL (time-to-live) in minutes for checkpointed data."""
+    sweep_interval_minutes: int | None
+    """Interval in minutes between sweep iterations.
+    If omitted, a default interval will be used (typically ~ 5 minutes)."""
+
+
+class SerdeConfig(TypedDict, total=False):
+    """Configuration for the built-in serde, which handles checkpointing of state.
+
+    If omitted, no serde is set up (the object store will still be present, however)."""
+
+    allowed_json_modules: list[list[str]] | bool | None
+    """Optional. List of allowed python modules to de-serialize custom objects from.
+    
+    If provided, only the specified modules will be allowed to be deserialized.
+    If omitted, no modules are allowed, and the object returned will simply be a json object OR
+    a deserialized langchain object.
+    
+    Example:
+    {...
+        "serde": {
+            "allowed_json_modules": [
+                ["my_agent", "my_file", "SomeType"],
+            ]
+        }
+    }
+
+    If you set this to True, any module will be allowed to be deserialized.
+
+    Example:
+    {...
+        "serde": {
+            "allowed_json_modules": true
+        }
+    }
+    
+    """
+    pickle_fallback: bool
+    """Optional. Whether to allow pickling as a fallback for deserialization.
+    
+    If True, pickling will be allowed as a fallback for deserialization.
+    If False, pickling will not be allowed as a fallback for deserialization.
+    Defaults to True if not configured."""
+
+
+class CheckpointerConfig(TypedDict, total=False):
+    """Configuration for the built-in checkpointer, which handles checkpointing of state.
+
+    If omitted, no checkpointer is set up (the object store will still be present, however).
+    """
+
+    ttl: ThreadTTLConfig | None
+    """Optional. Defines the TTL (time-to-live) behavior configuration.
+    
+    If provided, the checkpointer will apply TTL settings according to the configuration.
+    If omitted, no TTL behavior is configured.
+    """
+    serde: SerdeConfig | None
+    """Optional. Defines the serde configuration.
+    
+    If provided, the checkpointer will apply serde settings according to the configuration.
+    If omitted, no serde behavior is configured.
+
+    This configuration requires server version 0.5 or later to take effect.
+    """
+
+
+class SecurityConfig(TypedDict, total=False):
+    """Configuration for OpenAPI security definitions and requirements.
+
+    Useful for specifying global or path-level authentication and authorization flows
+    (e.g., OAuth2, API key headers, etc.).
+    """
+
+    securitySchemes: dict[str, dict[str, Any]]
+    """Describe each security scheme recognized by your OpenAPI spec.
+    
+    Keys are scheme names (e.g. "OAuth2", "ApiKeyAuth") and values are their definitions.
+    Example:
+        {
+            "OAuth2": {
+                "type": "oauth2",
+                "flows": {
+                    "password": {
+                        "tokenUrl": "/token",
+                        "scopes": {"read": "Read data", "write": "Write data"}
+                    }
+                }
+            }
+        }
+    """
+    security: list[dict[str, list[str]]]
+    """Global security requirements across all endpoints.
+    
+    Each element in the list maps a security scheme (e.g. "OAuth2") to a list of scopes (e.g. ["read", "write"]).
+    Example:
+        [
+            {"OAuth2": ["read", "write"]},
+            {"ApiKeyAuth": []}
+        ]
+    """
+    # path => {method => security}
+    paths: dict[str, dict[str, list[dict[str, list[str]]]]]
+    """Path-specific security overrides.
+    
+    Keys are path templates (e.g., "/items/{item_id}"), mapping to:
+      - Keys that are HTTP methods (e.g., "GET", "POST"),
+      - Values are lists of security definitions (just like `security`) for that method.
+    
+    Example:
+        {
+            "/private_data": {
+                "GET": [{"OAuth2": ["read"]}],
+                "POST": [{"OAuth2": ["write"]}]
+            }
+        }
+    """
+
+
+class CacheConfig(TypedDict, total=False):
+    cache_keys: list[str]
+    """Optional. List of header keys to use for caching.
+    
+    Example:
+        ["user_id", "workspace_id"]
+    """
+    ttl_seconds: int
+    """Optional. Time-to-live in seconds for cached items.
+    
+    Example:
+        3600
+    """
+    max_size: int
+    """Optional. Maximum size of the cache.
+    
+    Example:
+        100
+    """
+
+
+class AuthConfig(TypedDict, total=False):
+    """Configuration for custom authentication logic and how it integrates into the OpenAPI spec."""
+
+    path: str
+    """Required. Path to an instance of the Auth() class that implements custom authentication.
+    
+    Format: "path/to/file.py:my_auth"
+    """
+    disable_studio_auth: bool
+    """Optional. Whether to disable LangSmith API-key authentication for requests originating the Studio. 
+    
+    Defaults to False, meaning that if a particular header is set, the server will verify the `x-api-key` header
+    value is a valid API key for the deployment's workspace. If `True`, all requests will go through your custom
+    authentication logic, regardless of origin of the request.
+    """
+    openapi: SecurityConfig
+    """The security configuration to include in your server's OpenAPI spec.
+    
+    Example (OAuth2):
+        {
+            "securitySchemes": {
+                "OAuth2": {
+                    "type": "oauth2",
+                    "flows": {
+                        "password": {
+                            "tokenUrl": "/token",
+                            "scopes": {"me": "Read user info", "items": "Manage items"}
+                        }
+                    }
+                }
+            },
+            "security": [
+                {"OAuth2": ["me"]}
+            ]
+        }
+    """
+    cache: CacheConfig
+    """Optional. Cache configuration for the server.
+    
+    Example:
+        {
+            "cache_keys": ["user_id", "workspace_id"],
+            "ttl_seconds": 3600,
+            "max_size": 100
+        }
+    """
+
+
+class EncryptionConfig(TypedDict, total=False):
+    """Configuration for custom at-rest encryption logic.
+
+    Allows you to implement custom encryption for sensitive data stored in the database,
+    including metadata fields and checkpoint blobs.
+    """
+
+    path: str
+    """Required. Path to an instance of the Encryption() class that implements custom encryption handlers.
+
+    Format: "path/to/file.py:my_encryption"
+
+    Example:
+        {
+            "encryption": {
+                "path": "./encryption.py:my_encryption"
+            }
+        }
+    """
+
+
+class CorsConfig(TypedDict, total=False):
+    """Specifies Cross-Origin Resource Sharing (CORS) rules for your server.
+
+    If omitted, defaults are typically very restrictive (often no cross-origin requests).
+    Configure carefully if you want to allow usage from browsers hosted on other domains.
+    """
+
+    allow_origins: list[str]
+    """Optional. List of allowed origins (e.g., "https://example.com").
+    
+    Default is often an empty list (no external origins). 
+    Use "*" only if you trust all origins, as that bypasses most restrictions.
+    """
+    allow_methods: list[str]
+    """Optional. HTTP methods permitted for cross-origin requests (e.g. ["GET", "POST"]).
+    
+    Default might be ["GET", "POST", "OPTIONS"] depending on your server framework.
+    """
+    allow_headers: list[str]
+    """Optional. HTTP headers that can be used in cross-origin requests (e.g. ["Content-Type", "Authorization"])."""
+    allow_credentials: bool
+    """Optional. If `True`, cross-origin requests can include credentials (cookies, auth headers).
+    
+    Default False to avoid accidentally exposing secured endpoints to untrusted sites.
+    """
+    allow_origin_regex: str
+    """Optional. A regex pattern for matching allowed origins, used if you have dynamic subdomains.
+    
+    Example: "^https://.*\\.mycompany\\.com$"
+    """
+    expose_headers: list[str]
+    """Optional. List of headers that browsers are allowed to read from the response in cross-origin contexts."""
+    max_age: int
+    """Optional. How many seconds the browser may cache preflight responses.
+    
+    Default might be 600 (10 minutes). Larger values reduce preflight requests but can cause stale configurations.
+    """
+
+
+class ConfigurableHeaderConfig(TypedDict):
+    """Customize which headers to include as configurable values in your runs.
+
+    By default, omits x-api-key, x-tenant-id, and x-service-key.
+
+    Exclusions (if provided) take precedence.
+
+    Each value can be a raw string with an optional wildcard.
+    """
+
+    includes: list[str] | None
+    """Headers to include (if not also matches against an 'exludes' pattern.
+
+    Examples:
+        - 'user-agent'
+        - 'x-configurable-*'
+    """
+    excludes: list[str] | None
+    """Headers to exclude. Applied before the 'includes' checks.
+
+    Examples:
+        - 'x-api-key'
+        - '*key*'
+        - '*token*'
+    """
+
+
+class HttpConfig(TypedDict, total=False):
+    """Configuration for the built-in HTTP server that powers your deployment's routes and endpoints."""
+
+    app: str
+    """Optional. Import path to a custom Starlette/FastAPI application to mount.
+    
+    Format: "path/to/module.py:app_var"
+    If provided, it can override or extend the default routes.
+    """
+    disable_assistants: bool
+    """Optional. If `True`, /assistants routes are removed from the server.
+    
+    Default is False (meaning /assistants is enabled).
+    """
+    disable_threads: bool
+    """Optional. If `True`, /threads routes are removed.
+    
+    Default is False.
+    """
+    disable_runs: bool
+    """Optional. If `True`, /runs routes are removed.
+    
+    Default is False.
+    """
+    disable_store: bool
+    """Optional. If `True`, /store routes are removed, disabling direct store interactions via HTTP.
+    
+    Default is False.
+    """
+    disable_mcp: bool
+    """Optional. If `True`, /mcp routes are removed, disabling default support to expose the deployment as an MCP server.
+    
+    Default is False.
+    """
+    disable_a2a: bool
+    """Optional. If `True`, /a2a routes are removed, disabling default support to expose the deployment as an agent-to-agent (A2A) server.
+    
+    Default is False.
+    """
+    disable_meta: bool
+    """Optional. Remove meta endpoints.
+    
+    Set to True to disable the following endpoints: /openapi.json, /info, /metrics, /docs.
+    This will also make the /ok endpoint skip any DB or other checks, always returning {"ok": True}.
+    
+    Default is False.
+    """
+    disable_ui: bool
+    """Optional. If `True`, /ui routes are removed, disabling the UI server.
+    
+    Default is False.
+    """
+    disable_webhooks: bool
+    """Optional. If `True`, webhooks are disabled. Runs created with an associated webhook will
+    still be executed, but the webhook event will not be sent.
+    
+    Default is False.
+    """
+    cors: CorsConfig | None
+    """Optional. Defines CORS restrictions. If omitted, no special rules are set and 
+    cross-origin behavior depends on default server settings.
+    """
+    configurable_headers: ConfigurableHeaderConfig | None
+    """Optional. Defines how headers are treated for a run's configuration.
+
+    You can include or exclude headers as configurable values to condition your
+    agent's behavior or permissions on a request's headers."""
+    logging_headers: ConfigurableHeaderConfig | None
+    """Optional. Defines which headers are excluded from logging."""
+    middleware_order: MiddlewareOrders | None
+    """Optional. Defines the order in which to apply server customizations.
+
+    Choices:
+      - "auth_first": Authentication hooks (custom or default) are evaluated
+      before custom middleware.
+      - "middleware_first": Custom middleware is evaluated
+      before authentication hooks (custom or default).
+
+    Default is `middleware_first`.
+    """
+    enable_custom_route_auth: bool
+    """Optional. If `True`, authentication is enabled for custom routes,
+    not just the routes that are protected by default.
+    (Routes protected by default include /assistants, /threads, and /runs).
+
+    Default is False. This flag only affects authentication behavior
+    if `app` is provided and contains custom routes.
+    """
+    mount_prefix: str
+    """Optional. URL prefix to prepend to all the routes.
+    
+    Example:
+        "/api"
+    """
+
+
+class Config(TypedDict, total=False):
+    """Top-level config for langgraph-cli or similar deployment tooling."""
+
+    python_version: str
+    """Optional. Python version in 'major.minor' format (e.g. '3.11'). 
+    Must be at least 3.11 or greater for this deployment to function properly.
+    """
+
+    node_version: str | None
+    """Optional. Node.js version as a major version (e.g. '20'), if your deployment needs Node.
+    Must be >= 20 if provided.
+    """
+
+    api_version: str | None
+    """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: str | None
+    """Optional. Internal use only.
+    """
+
+    base_image: str | None
+    """Optional. Base image to use for the LangGraph API server.
+    
+    Defaults to langchain/langgraph-api or langchain/langgraphjs-api."""
+
+    image_distro: Distros | None
+    """Optional. Linux distribution for the base image.
+    
+    Must be one of 'wolfi', 'debian', 'bullseye', or 'bookworm'.
+    If omitted, defaults to 'debian' ('latest').
+    """
+
+    pip_config_file: str | None
+    """Optional. Path to a pip config file (e.g., "/etc/pip.conf" or "pip.ini") for controlling
+    package installation (custom indices, credentials, etc.).
+    
+    Only relevant if Python dependencies are installed via pip. If omitted, default pip settings are used.
+    """
+
+    pip_installer: str | None
+    """Optional. Python package installer to use ('auto', 'pip', 'uv').
+    
+    - 'auto' (default): Use uv for supported base images, otherwise pip
+    - 'pip': Force use of pip regardless of base image support
+    - 'uv': Force use of uv (will fail if base image doesn't support it)
+    """
+
+    dockerfile_lines: list[str]
+    """Optional. Additional Docker instructions that will be appended to your base Dockerfile.
+    
+    Useful for installing OS packages, setting environment variables, etc. 
+    Example:
+        dockerfile_lines=[
+            "RUN apt-get update && apt-get install -y libmagic-dev",
+            "ENV MY_CUSTOM_VAR=hello_world"
+        ]
+    """
+
+    dependencies: list[str]
+    """List of Python dependencies to install, either from PyPI or local paths.
+    
+    Examples:
+      - "." or "./src" if you have a local Python package
+      - str (aka "anthropic") for a PyPI package
+      - "git+https://github.com/org/repo.git@main" for a Git-based package
+    Defaults to an empty list, meaning no additional packages installed beyond your base environment.
+    """
+
+    graphs: dict[str, str]
+    """Optional. Named definitions of graphs, each pointing to a Python object.
+
+    
+    Graphs can be StateGraph, @entrypoint, or any other Pregel object OR they can point to (async) context
+    managers that accept a single configuration argument (of type RunnableConfig) and return a pregel object
+    (instance of Stategraph, etc.).
+    
+    Keys are graph names, values are "path/to/file.py:object_name".
+    Example:
+        {
+            "mygraph": "graphs/my_graph.py:graph_definition",
+            "anothergraph": "graphs/another.py:get_graph"
+        }
+    """
+
+    env: dict[str, str] | str
+    """Optional. Environment variables to set for your deployment.
+    
+    - If given as a dict, keys are variable names and values are their values.
+    - If given as a string, it must be a path to a file containing lines in KEY=VALUE format.
+    
+    Example as a dict:
+        env={"API_TOKEN": "abc123", "DEBUG": "true"}
+    Example as a file path:
+        env=".env"
+    """
+
+    store: StoreConfig | None
+    """Optional. Configuration for the built-in long-term memory store, including semantic search indexing.
+    
+    If omitted, no vector index is set up (the object store will still be present, however).
+    """
+
+    checkpointer: CheckpointerConfig | None
+    """Optional. Configuration for the built-in checkpointer, which handles checkpointing of state.
+    
+    If omitted, no checkpointer is set up (the object store will still be present, however).
+    """
+
+    auth: AuthConfig | None
+    """Optional. Custom authentication config, including the path to your Python auth logic and
+    the OpenAPI security definitions it uses.
+    """
+
+    encryption: EncryptionConfig | None
+    """Optional. Custom at-rest encryption config, including the path to your Python encryption logic.
+
+    Allows you to implement custom encryption for sensitive data stored in the database.
+    """
+
+    http: HttpConfig | None
+    """Optional. Configuration for the built-in HTTP server, controlling which custom routes are exposed
+    and how cross-origin requests are handled.
+    """
+
+    ui: dict[str, str] | None
+    """Optional. Named definitions of UI components emitted by the agent, each pointing to a JS/TS file.
+    """
+
+    keep_pkg_tools: bool | list[str] | None
+    """Optional. Control whether to retain Python packaging tools in the final image.
+    
+    Allowed tools are: "pip", "setuptools", "wheel".
+    You can also set to true to include all packaging tools.
+    """
+
+
+__all__ = [
+    "Config",
+    "StoreConfig",
+    "CheckpointerConfig",
+    "AuthConfig",
+    "EncryptionConfig",
+    "HttpConfig",
+    "MiddlewareOrders",
+    "Distros",
+    "TTLConfig",
+    "IndexConfig",
+]

libs/cli/langgraph_cli/templates.py

@@ -2,7 +2,6 @@ import os
 import shutil
 import sys
 from io import BytesIO
-from typing import Optional
 from urllib import error, request
 from zipfile import ZipFile
 
@@ -65,7 +64,7 @@ def _choose_template() -> str:
         click.secho(f" - {template_info['description']}", fg="white")
 
     # Get the template choice from the user, defaulting to the first template if blank
-    template_choice: Optional[int] = click.prompt(
+    template_choice: int | None = click.prompt(
         "Enter the number of your template choice (default is 1)",
         type=int,
         default=1,
@@ -131,7 +130,7 @@ def _download_repo_with_requests(repo_url: str, path: str) -> None:
         sys.exit(1)
 
 
-def _get_template_url(template_name: str) -> Optional[str]:
+def _get_template_url(template_name: str) -> str | None:
     """
     Retrieves the template URL based on the provided template name.
 
@@ -162,7 +161,7 @@ def _get_template_url(template_name: str) -> Optional[str]:
         return None
 
 
-def create_new(path: Optional[str], template: Optional[str]) -> None:
+def create_new(path: str | None, template: str | None) -> None:
     """Create a new LangGraph project at the specified PATH using the chosen TEMPLATE.
 
     Args:

libs/cli/pyproject.toml

@@ -7,7 +7,7 @@ name = "langgraph-cli"
 dynamic = ["version"]
 description = "CLI for interacting with LangGraph API"
 authors = []
-requires-python = ">=3.9"
+requires-python = ">=3.10"
 readme = "README.md"
 license = "MIT"
 license-files = ['LICENSE']
@@ -19,28 +19,37 @@ dependencies = [
 path = "langgraph_cli/__init__.py"
 [project.optional-dependencies]
 inmem = [
-    "langgraph-api>=0.3,<0.5.0 ; python_version >= '3.11'",
+    "langgraph-api>=0.4,<0.6.0 ; python_version >= '3.11'",
     "langgraph-runtime-inmem>=0.7 ; python_version >= '3.11'",
     "python-dotenv>=0.8.0",
 ]
 
 [project.urls]
-Repository = "https://www.github.com/langchain-ai/langgraph"
+Source = "https://github.com/langchain-ai/langgraph/tree/main/libs/cli"
+Twitter = "https://x.com/LangChainAI"
+Slack = "https://www.langchain.com/join-community"
+Reddit = "https://www.reddit.com/r/LangChain/"
 
 [project.scripts]
 langgraph = "langgraph_cli.cli:cli"
 
 [dependency-groups]
-dev = [
-    "ruff",
-    "codespell",
+test = [
     "pytest",
     "pytest-asyncio",
     "pytest-mock",
     "pytest-watch",
-    "mypy",
     "msgspec",
 ]
+lint = [
+    "ruff",
+    "codespell",
+    "mypy",
+]
+dev = [
+    {include-group = "test"},
+    {include-group = "lint"},
+]
 
 [tool.uv]
 default-groups = ['dev']
@@ -59,5 +68,7 @@ lint.select = [
   "UP", # pyupgrade
   "B",  # flake8-bugbear
   "I",  # isort
+  "UP", # pyupgrade
 ]
 lint.ignore = ["E501", "B008"]
+target-version = "py310"

libs/cli/python-monorepo-example/pyproject.toml

@@ -8,7 +8,7 @@ authors = [
 license = { text = "MIT" }
 requires-python = ">=3.11,<4.0"
 dependencies = [
-    "langgraph>=0.6.0,<0.7.0",
+    "langgraph>=0.6.0,<2",
     "langchain-core>=0.2.14",
 ]
 

libs/cli/schemas/schema.json

@@ -99,6 +99,17 @@
               },
               "description": "Optional. Additional Docker instructions that will be appended to your base Dockerfile.\n\nUseful for installing OS packages, setting environment variables, etc."
             },
+            "encryption": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/EncryptionConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Custom at-rest encryption config, including the path to your Python encryption logic.\n\nAllows you to implement custom encryption for sensitive data stored in the database.\n"
+            },
             "env": {
               "anyOf": [
                 {
@@ -292,6 +303,17 @@
               },
               "description": "Optional. Additional Docker instructions that will be appended to your base Dockerfile.\n\nUseful for installing OS packages, setting environment variables, etc."
             },
+            "encryption": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/EncryptionConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Custom at-rest encryption config, including the path to your Python encryption logic.\n\nAllows you to implement custom encryption for sensitive data stored in the database.\n"
+            },
             "env": {
               "anyOf": [
                 {
@@ -405,13 +427,17 @@
       "description": "Configuration for custom authentication logic and how it integrates into the OpenAPI spec.",
       "type": "object",
       "properties": {
+        "cache": {
+          "$ref": "#/$defs/CacheConfig",
+          "description": "Optional. Cache configuration for the server.\n"
+        },
         "disable_studio_auth": {
           "type": "boolean",
-          "description": "Optional. Whether to disable LangSmith API-key authentication for requests originating the Studio.\n\nDefaults to False, meaning that if a particular header is set, the server will verify the `x-api-key` header\nvalue is a valid API key for the deployment's workspace. If True, all requests will go through your custom\nauthentication logic, regardless of origin of the request.\n"
+          "description": "Optional. Whether to disable LangSmith API-key authentication for requests originating the Studio.\n\nDefaults to False, meaning that if a particular header is set, the server will verify the `x-api-key` header\nvalue is a valid API key for the deployment's workspace. If `True`, all requests will go through your custom\nauthentication logic, regardless of origin of the request.\n"
         },
         "openapi": {
           "$ref": "#/$defs/SecurityConfig",
-          "description": "Required. Detailed security configuration that merges into your deployment's OpenAPI spec.\n\n{\n}\n}\n}\n},\n]\n}\n"
+          "description": "The security configuration to include in your server's OpenAPI spec.\n\n{\n}\n}\n}\n},\n]\n}\n"
         },
         "path": {
           "type": "string",
@@ -420,6 +446,29 @@
       },
       "required": []
     },
+    "CacheConfig": {
+      "title": "CacheConfig",
+      "type": "object",
+      "properties": {
+        "cache_keys": {
+          "type": "array",
+          "items": {
+            "type": "string"
+          },
+          "description": "Optional. List of header keys to use for caching.\n"
+        },
+        "max_size": {
+          "type": "integer",
+          "description": "Optional. Maximum size of the cache.\n"
+        },
+        "ttl_seconds": {
+          "type": "integer",
+          "description": "Optional. Time-to-live in seconds for cached items.\n"
+        }
+      },
+      "required": [],
+      "description": "dict() -> new empty dictionary\ndict(mapping) -> new dictionary initialized from a mapping object's\n    (key, value) pairs\ndict(iterable) -> new dictionary initialized as if via:\n    d = {}\n    for k, v in iterable:\n        d[k] = v\ndict(**kwargs) -> new dictionary initialized with the name=value pairs\n    in the keyword argument list.  For example:  dict(one=1, two=2)"
+    },
     "SecurityConfig": {
       "title": "SecurityConfig",
       "description": "Configuration for OpenAPI security definitions and requirements.\n\nUseful for specifying global or path-level authentication and authorization flows\n(e.g., OAuth2, API key headers, etc.).",
@@ -442,7 +491,7 @@
               }
             }
           },
-          "description": "Optional. Path-specific security overrides.\n\n- Keys that are HTTP methods (e.g., \"GET\", \"POST\"),\n- Values are lists of security definitions (just like `security`) for that method.\n"
+          "description": "Path-specific security overrides.\n\n- Keys that are HTTP methods (e.g., \"GET\", \"POST\"),\n- Values are lists of security definitions (just like `security`) for that method.\n"
         },
         "security": {
           "type": "array",
@@ -455,14 +504,14 @@
               }
             }
           },
-          "description": "Optional. Global security requirements across all endpoints.\n\nEach element in the list maps a security scheme (e.g. \"OAuth2\") to a list of scopes (e.g. [\"read\", \"write\"])."
+          "description": "Global security requirements across all endpoints.\n\nEach element in the list maps a security scheme (e.g. \"OAuth2\") to a list of scopes (e.g. [\"read\", \"write\"])."
         },
         "securitySchemes": {
           "type": "object",
           "additionalProperties": {
             "type": "object"
           },
-          "description": "Required. Dict describing each security scheme recognized by your OpenAPI spec.\n\nKeys are scheme names (e.g. \"OAuth2\", \"ApiKeyAuth\") and values are their definitions."
+          "description": "Describe each security scheme recognized by your OpenAPI spec.\n\nKeys are scheme names (e.g. \"OAuth2\", \"ApiKeyAuth\") and values are their definitions."
         }
       },
       "required": []
@@ -472,6 +521,17 @@
       "description": "Configuration for the built-in checkpointer, which handles checkpointing of state.\n\nIf omitted, no checkpointer is set up (the object store will still be present, however).",
       "type": "object",
       "properties": {
+        "serde": {
+          "anyOf": [
+            {
+              "$ref": "#/$defs/SerdeConfig"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Optional. Defines the serde configuration.\n\nIf provided, the checkpointer will apply serde settings according to the configuration.\nIf omitted, no serde behavior is configured.\n\nThis configuration requires server version 0.5 or later to take effect.\n"
+        },
         "ttl": {
           "anyOf": [
             {
@@ -486,6 +546,38 @@
       },
       "required": []
     },
+    "SerdeConfig": {
+      "title": "SerdeConfig",
+      "description": "Configuration for the built-in serde, which handles checkpointing of state.\n\nIf omitted, no serde is set up (the object store will still be present, however).",
+      "type": "object",
+      "properties": {
+        "allowed_json_modules": {
+          "anyOf": [
+            {
+              "type": "array",
+              "items": {
+                "type": "array",
+                "items": {
+                  "type": "string"
+                }
+              }
+            },
+            {
+              "type": "boolean"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Optional. List of allowed python modules to de-serialize custom objects from.\n\nIf provided, only the specified modules will be allowed to be deserialized.\nIf omitted, no modules are allowed, and the object returned will simply be a json object OR\na deserialized langchain object.\n"
+        },
+        "pickle_fallback": {
+          "type": "boolean",
+          "description": "Optional. Whether to allow pickling as a fallback for deserialization.\n\nIf True, pickling will be allowed as a fallback for deserialization.\nIf False, pickling will not be allowed as a fallback for deserialization.\nDefaults to True if not configured."
+        }
+      },
+      "required": []
+    },
     "ThreadTTLConfig": {
       "title": "ThreadTTLConfig",
       "description": "Configure a default TTL for checkpointed data within threads.",
@@ -522,6 +614,17 @@
       },
       "required": []
     },
+    "EncryptionConfig": {
+      "title": "EncryptionConfig",
+      "description": "Configuration for custom at-rest encryption logic.\n\n    Allows you to implement custom encryption for sensitive data stored in the database,\n    including metadata fields and checkpoint blobs.",
+      "type": "object",
+      "properties": {
+        "path": {
+          "type": "string"
+        }
+      },
+      "required": []
+    },
     "HttpConfig": {
       "title": "HttpConfig",
       "description": "Configuration for the built-in HTTP server that powers your deployment's routes and endpoints.",
@@ -553,13 +656,17 @@
           ],
           "description": "Optional. Defines CORS restrictions. If omitted, no special rules are set and\ncross-origin behavior depends on default server settings.\n"
         },
+        "disable_a2a": {
+          "type": "boolean",
+          "description": "Optional. If `True`, /a2a routes are removed, disabling default support to expose the deployment as an agent-to-agent (A2A) server.\n\nDefault is False.\n"
+        },
         "disable_assistants": {
           "type": "boolean",
-          "description": "Optional. If True, /assistants routes are removed from the server.\n\nDefault is False (meaning /assistants is enabled).\n"
+          "description": "Optional. If `True`, /assistants routes are removed from the server.\n\nDefault is False (meaning /assistants is enabled).\n"
         },
         "disable_mcp": {
           "type": "boolean",
-          "description": "Optional. If True, /mcp routes are removed, disabling the MCP server.\n\nDefault is False.\n"
+          "description": "Optional. If `True`, /mcp routes are removed, disabling default support to expose the deployment as an MCP server.\n\nDefault is False.\n"
         },
         "disable_meta": {
           "type": "boolean",
@@ -567,19 +674,27 @@
         },
         "disable_runs": {
           "type": "boolean",
-          "description": "Optional. If True, /runs routes are removed.\n\nDefault is False.\n"
+          "description": "Optional. If `True`, /runs routes are removed.\n\nDefault is False.\n"
         },
         "disable_store": {
           "type": "boolean",
-          "description": "Optional. If True, /store routes are removed, disabling direct store interactions via HTTP.\n\nDefault is False.\n"
+          "description": "Optional. If `True`, /store routes are removed, disabling direct store interactions via HTTP.\n\nDefault is False.\n"
         },
         "disable_threads": {
           "type": "boolean",
-          "description": "Optional. If True, /threads routes are removed.\n\nDefault is False.\n"
+          "description": "Optional. If `True`, /threads routes are removed.\n\nDefault is False.\n"
+        },
+        "disable_ui": {
+          "type": "boolean",
+          "description": "Optional. If `True`, /ui routes are removed, disabling the UI server.\n\nDefault is False.\n"
+        },
+        "disable_webhooks": {
+          "type": "boolean",
+          "description": "Optional. If `True`, webhooks are disabled. Runs created with an associated webhook will\nstill be executed, but the webhook event will not be sent.\n\nDefault is False.\n"
         },
         "enable_custom_route_auth": {
           "type": "boolean",
-          "description": "Optional. If True, authentication is enabled for custom routes,\nnot just the routes that are protected by default.\n(Routes protected by default include /assistants, /threads, and /runs).\n\nDefault is False. This flag only affects authentication behavior\nif `app` is provided and contains custom routes.\n"
+          "description": "Optional. If `True`, authentication is enabled for custom routes,\nnot just the routes that are protected by default.\n(Routes protected by default include /assistants, /threads, and /runs).\n\nDefault is False. This flag only affects authentication behavior\nif `app` is provided and contains custom routes.\n"
         },
         "logging_headers": {
           "anyOf": [
@@ -605,6 +720,10 @@
             }
           ],
           "description": "Optional. Defines the order in which to apply server customizations.\n"
+        },
+        "mount_prefix": {
+          "type": "string",
+          "description": "Optional. URL prefix to prepend to all the routes.\n"
         }
       },
       "required": []
@@ -655,7 +774,7 @@
       "properties": {
         "allow_credentials": {
           "type": "boolean",
-          "description": "Optional. If True, cross-origin requests can include credentials (cookies, auth headers).\n\nDefault False to avoid accidentally exposing secured endpoints to untrusted sites.\n"
+          "description": "Optional. If `True`, cross-origin requests can include credentials (cookies, auth headers).\n\nDefault False to avoid accidentally exposing secured endpoints to untrusted sites.\n"
         },
         "allow_headers": {
           "type": "array",
@@ -774,7 +893,7 @@
         },
         "refresh_on_read": {
           "type": "boolean",
-          "description": "Default behavior for refreshing TTLs on read operations (GET and SEARCH).\n\nIf True, TTLs will be refreshed on read operations (get/search) by default.\nThis can be overridden per-operation by explicitly setting refresh_ttl.\nDefaults to True if not configured.\n"
+          "description": "Default behavior for refreshing TTLs on read operations (`GET` and `SEARCH`).\n\nIf `True`, TTLs will be refreshed on read operations (get/search) by default.\nThis can be overridden per-operation by explicitly setting `refresh_ttl`.\nDefaults to `True` if not configured.\n"
         },
         "sweep_interval_minutes": {
           "anyOf": [

libs/cli/schemas/schema.v0.json

@@ -99,6 +99,17 @@
               },
               "description": "Optional. Additional Docker instructions that will be appended to your base Dockerfile.\n\nUseful for installing OS packages, setting environment variables, etc."
             },
+            "encryption": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/EncryptionConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Custom at-rest encryption config, including the path to your Python encryption logic.\n\nAllows you to implement custom encryption for sensitive data stored in the database.\n"
+            },
             "env": {
               "anyOf": [
                 {
@@ -292,6 +303,17 @@
               },
               "description": "Optional. Additional Docker instructions that will be appended to your base Dockerfile.\n\nUseful for installing OS packages, setting environment variables, etc."
             },
+            "encryption": {
+              "anyOf": [
+                {
+                  "$ref": "#/$defs/EncryptionConfig"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "description": "Optional. Custom at-rest encryption config, including the path to your Python encryption logic.\n\nAllows you to implement custom encryption for sensitive data stored in the database.\n"
+            },
             "env": {
               "anyOf": [
                 {
@@ -405,13 +427,17 @@
       "description": "Configuration for custom authentication logic and how it integrates into the OpenAPI spec.",
       "type": "object",
       "properties": {
+        "cache": {
+          "$ref": "#/$defs/CacheConfig",
+          "description": "Optional. Cache configuration for the server.\n"
+        },
         "disable_studio_auth": {
           "type": "boolean",
-          "description": "Optional. Whether to disable LangSmith API-key authentication for requests originating the Studio.\n\nDefaults to False, meaning that if a particular header is set, the server will verify the `x-api-key` header\nvalue is a valid API key for the deployment's workspace. If True, all requests will go through your custom\nauthentication logic, regardless of origin of the request.\n"
+          "description": "Optional. Whether to disable LangSmith API-key authentication for requests originating the Studio.\n\nDefaults to False, meaning that if a particular header is set, the server will verify the `x-api-key` header\nvalue is a valid API key for the deployment's workspace. If `True`, all requests will go through your custom\nauthentication logic, regardless of origin of the request.\n"
         },
         "openapi": {
           "$ref": "#/$defs/SecurityConfig",
-          "description": "Required. Detailed security configuration that merges into your deployment's OpenAPI spec.\n\n{\n}\n}\n}\n},\n]\n}\n"
+          "description": "The security configuration to include in your server's OpenAPI spec.\n\n{\n}\n}\n}\n},\n]\n}\n"
         },
         "path": {
           "type": "string",
@@ -420,6 +446,29 @@
       },
       "required": []
     },
+    "CacheConfig": {
+      "title": "CacheConfig",
+      "type": "object",
+      "properties": {
+        "cache_keys": {
+          "type": "array",
+          "items": {
+            "type": "string"
+          },
+          "description": "Optional. List of header keys to use for caching.\n"
+        },
+        "max_size": {
+          "type": "integer",
+          "description": "Optional. Maximum size of the cache.\n"
+        },
+        "ttl_seconds": {
+          "type": "integer",
+          "description": "Optional. Time-to-live in seconds for cached items.\n"
+        }
+      },
+      "required": [],
+      "description": "dict() -> new empty dictionary\ndict(mapping) -> new dictionary initialized from a mapping object's\n    (key, value) pairs\ndict(iterable) -> new dictionary initialized as if via:\n    d = {}\n    for k, v in iterable:\n        d[k] = v\ndict(**kwargs) -> new dictionary initialized with the name=value pairs\n    in the keyword argument list.  For example:  dict(one=1, two=2)"
+    },
     "SecurityConfig": {
       "title": "SecurityConfig",
       "description": "Configuration for OpenAPI security definitions and requirements.\n\nUseful for specifying global or path-level authentication and authorization flows\n(e.g., OAuth2, API key headers, etc.).",
@@ -442,7 +491,7 @@
               }
             }
           },
-          "description": "Optional. Path-specific security overrides.\n\n- Keys that are HTTP methods (e.g., \"GET\", \"POST\"),\n- Values are lists of security definitions (just like `security`) for that method.\n"
+          "description": "Path-specific security overrides.\n\n- Keys that are HTTP methods (e.g., \"GET\", \"POST\"),\n- Values are lists of security definitions (just like `security`) for that method.\n"
         },
         "security": {
           "type": "array",
@@ -455,14 +504,14 @@
               }
             }
           },
-          "description": "Optional. Global security requirements across all endpoints.\n\nEach element in the list maps a security scheme (e.g. \"OAuth2\") to a list of scopes (e.g. [\"read\", \"write\"])."
+          "description": "Global security requirements across all endpoints.\n\nEach element in the list maps a security scheme (e.g. \"OAuth2\") to a list of scopes (e.g. [\"read\", \"write\"])."
         },
         "securitySchemes": {
           "type": "object",
           "additionalProperties": {
             "type": "object"
           },
-          "description": "Required. Dict describing each security scheme recognized by your OpenAPI spec.\n\nKeys are scheme names (e.g. \"OAuth2\", \"ApiKeyAuth\") and values are their definitions."
+          "description": "Describe each security scheme recognized by your OpenAPI spec.\n\nKeys are scheme names (e.g. \"OAuth2\", \"ApiKeyAuth\") and values are their definitions."
         }
       },
       "required": []
@@ -472,6 +521,17 @@
       "description": "Configuration for the built-in checkpointer, which handles checkpointing of state.\n\nIf omitted, no checkpointer is set up (the object store will still be present, however).",
       "type": "object",
       "properties": {
+        "serde": {
+          "anyOf": [
+            {
+              "$ref": "#/$defs/SerdeConfig"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Optional. Defines the serde configuration.\n\nIf provided, the checkpointer will apply serde settings according to the configuration.\nIf omitted, no serde behavior is configured.\n\nThis configuration requires server version 0.5 or later to take effect.\n"
+        },
         "ttl": {
           "anyOf": [
             {
@@ -486,6 +546,38 @@
       },
       "required": []
     },
+    "SerdeConfig": {
+      "title": "SerdeConfig",
+      "description": "Configuration for the built-in serde, which handles checkpointing of state.\n\nIf omitted, no serde is set up (the object store will still be present, however).",
+      "type": "object",
+      "properties": {
+        "allowed_json_modules": {
+          "anyOf": [
+            {
+              "type": "array",
+              "items": {
+                "type": "array",
+                "items": {
+                  "type": "string"
+                }
+              }
+            },
+            {
+              "type": "boolean"
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Optional. List of allowed python modules to de-serialize custom objects from.\n\nIf provided, only the specified modules will be allowed to be deserialized.\nIf omitted, no modules are allowed, and the object returned will simply be a json object OR\na deserialized langchain object.\n"
+        },
+        "pickle_fallback": {
+          "type": "boolean",
+          "description": "Optional. Whether to allow pickling as a fallback for deserialization.\n\nIf True, pickling will be allowed as a fallback for deserialization.\nIf False, pickling will not be allowed as a fallback for deserialization.\nDefaults to True if not configured."
+        }
+      },
+      "required": []
+    },
     "ThreadTTLConfig": {
       "title": "ThreadTTLConfig",
       "description": "Configure a default TTL for checkpointed data within threads.",
@@ -522,6 +614,17 @@
       },
       "required": []
     },
+    "EncryptionConfig": {
+      "title": "EncryptionConfig",
+      "description": "Configuration for custom at-rest encryption logic.\n\n    Allows you to implement custom encryption for sensitive data stored in the database,\n    including metadata fields and checkpoint blobs.",
+      "type": "object",
+      "properties": {
+        "path": {
+          "type": "string"
+        }
+      },
+      "required": []
+    },
     "HttpConfig": {
       "title": "HttpConfig",
       "description": "Configuration for the built-in HTTP server that powers your deployment's routes and endpoints.",
@@ -553,13 +656,17 @@
           ],
           "description": "Optional. Defines CORS restrictions. If omitted, no special rules are set and\ncross-origin behavior depends on default server settings.\n"
         },
+        "disable_a2a": {
+          "type": "boolean",
+          "description": "Optional. If `True`, /a2a routes are removed, disabling default support to expose the deployment as an agent-to-agent (A2A) server.\n\nDefault is False.\n"
+        },
         "disable_assistants": {
           "type": "boolean",
-          "description": "Optional. If True, /assistants routes are removed from the server.\n\nDefault is False (meaning /assistants is enabled).\n"
+          "description": "Optional. If `True`, /assistants routes are removed from the server.\n\nDefault is False (meaning /assistants is enabled).\n"
         },
         "disable_mcp": {
           "type": "boolean",
-          "description": "Optional. If True, /mcp routes are removed, disabling the MCP server.\n\nDefault is False.\n"
+          "description": "Optional. If `True`, /mcp routes are removed, disabling default support to expose the deployment as an MCP server.\n\nDefault is False.\n"
         },
         "disable_meta": {
           "type": "boolean",
@@ -567,19 +674,27 @@
         },
         "disable_runs": {
           "type": "boolean",
-          "description": "Optional. If True, /runs routes are removed.\n\nDefault is False.\n"
+          "description": "Optional. If `True`, /runs routes are removed.\n\nDefault is False.\n"
         },
         "disable_store": {
           "type": "boolean",
-          "description": "Optional. If True, /store routes are removed, disabling direct store interactions via HTTP.\n\nDefault is False.\n"
+          "description": "Optional. If `True`, /store routes are removed, disabling direct store interactions via HTTP.\n\nDefault is False.\n"
         },
         "disable_threads": {
           "type": "boolean",
-          "description": "Optional. If True, /threads routes are removed.\n\nDefault is False.\n"
+          "description": "Optional. If `True`, /threads routes are removed.\n\nDefault is False.\n"
+        },
+        "disable_ui": {
+          "type": "boolean",
+          "description": "Optional. If `True`, /ui routes are removed, disabling the UI server.\n\nDefault is False.\n"
+        },
+        "disable_webhooks": {
+          "type": "boolean",
+          "description": "Optional. If `True`, webhooks are disabled. Runs created with an associated webhook will\nstill be executed, but the webhook event will not be sent.\n\nDefault is False.\n"
         },
         "enable_custom_route_auth": {
           "type": "boolean",
-          "description": "Optional. If True, authentication is enabled for custom routes,\nnot just the routes that are protected by default.\n(Routes protected by default include /assistants, /threads, and /runs).\n\nDefault is False. This flag only affects authentication behavior\nif `app` is provided and contains custom routes.\n"
+          "description": "Optional. If `True`, authentication is enabled for custom routes,\nnot just the routes that are protected by default.\n(Routes protected by default include /assistants, /threads, and /runs).\n\nDefault is False. This flag only affects authentication behavior\nif `app` is provided and contains custom routes.\n"
         },
         "logging_headers": {
           "anyOf": [
@@ -605,6 +720,10 @@
             }
           ],
           "description": "Optional. Defines the order in which to apply server customizations.\n"
+        },
+        "mount_prefix": {
+          "type": "string",
+          "description": "Optional. URL prefix to prepend to all the routes.\n"
         }
       },
       "required": []
@@ -655,7 +774,7 @@
       "properties": {
         "allow_credentials": {
           "type": "boolean",
-          "description": "Optional. If True, cross-origin requests can include credentials (cookies, auth headers).\n\nDefault False to avoid accidentally exposing secured endpoints to untrusted sites.\n"
+          "description": "Optional. If `True`, cross-origin requests can include credentials (cookies, auth headers).\n\nDefault False to avoid accidentally exposing secured endpoints to untrusted sites.\n"
         },
         "allow_headers": {
           "type": "array",
@@ -774,7 +893,7 @@
         },
         "refresh_on_read": {
           "type": "boolean",
-          "description": "Default behavior for refreshing TTLs on read operations (GET and SEARCH).\n\nIf True, TTLs will be refreshed on read operations (get/search) by default.\nThis can be overridden per-operation by explicitly setting refresh_ttl.\nDefaults to True if not configured.\n"
+          "description": "Default behavior for refreshing TTLs on read operations (`GET` and `SEARCH`).\n\nIf `True`, TTLs will be refreshed on read operations (get/search) by default.\nThis can be overridden per-operation by explicitly setting `refresh_ttl`.\nDefaults to `True` if not configured.\n"
         },
         "sweep_interval_minutes": {
           "anyOf": [

libs/cli/tests/unit_tests/cli/test_cli.py

@@ -141,6 +141,7 @@ services:
             additional_contexts:
                 - cli_1: {str(pathlib.Path(__file__).parent.parent.parent.parent.absolute())}
             dockerfile_inline: |
+                # syntax=docker/dockerfile:1.4
                 FROM langchain/langgraph-api:3.11
                 # -- Adding local package . --
                 ADD . /deps/cli
@@ -149,7 +150,7 @@ services:
                 COPY --from=cli_1 . /deps/cli_1
                 # -- End of local package ../../.. --
                 # -- Installing all local dependencies --
-                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}

libs/cli/tests/unit_tests/test_config.py

@@ -48,6 +48,7 @@ def test_validate_config():
         "env": {},
         "store": None,
         "auth": None,
+        "encryption": None,
         "checkpointer": None,
         "http": None,
         "ui": None,
@@ -74,6 +75,7 @@ def test_validate_config():
         "env": env,
         "store": None,
         "auth": None,
+        "encryption": None,
         "checkpointer": None,
         "http": None,
         "ui": None,
@@ -419,6 +421,7 @@ def test_config_to_docker_simple():
         "langchain/langgraph-api",
     )
     expected_docker_stdin = f"""\
+# syntax=docker/dockerfile:1.4
 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
@@ -456,7 +459,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency graphs_reqs_a --
 # -- Installing all local dependencies --
-RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
 # -- 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"}}'
@@ -482,6 +485,7 @@ def test_config_to_docker_outside_path():
     )
     expected_docker_stdin = (
         """\
+# syntax=docker/dockerfile:1.4
 FROM langchain/langgraph-api:3.11
 # -- Adding non-package dependency unit_tests --
 ADD . /deps/outer-unit_tests/unit_tests
@@ -512,7 +516,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency tests --
 # -- Installing all local dependencies --
-RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}'
 """
@@ -559,7 +563,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}'
 """
@@ -621,7 +625,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency graphs --
 # -- Installing all local dependencies --
-RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-graphs/src/agent.py:graph"}}'
 {FORMATTED_CLEANUP_LINES}\
@@ -657,7 +661,7 @@ dependencies = ["langchain"]"""
 ADD . /deps/unit_tests
 # -- End of local package . --
 # -- Installing all local dependencies --
-RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{"agent": "/deps/unit_tests/graphs/agent.py:graph"}'
 """
@@ -705,7 +709,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency graphs --
 # -- Installing all local dependencies --
-RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-graphs/src/agent.py:graph"}}'
 {FORMATTED_CLEANUP_LINES}"""
@@ -713,7 +717,7 @@ ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-graphs/src/agent.py:graph"}}'
     assert additional_contexts == {}
 
 
-# node.js build used for LangGraph Platform
+# node.js build used for LangSmith Deployment
 def test_config_to_docker_nodejs():
     graphs = {"agent": "./graphs/agent.js:graph"}
     actual_docker_stdin, additional_contexts = config_to_docker(
@@ -746,6 +750,57 @@ RUN (test ! -f /api/langgraph_api/js/build.mts && echo "Prebuild script not foun
     assert additional_contexts == {}
 
 
+def test_config_to_docker_python_encryption():
+    # Test that encryption config is included in validation
+    graphs = {"agent": "./agent.py:graph"}
+    validated = validate_config(
+        {
+            "python_version": "3.11",
+            "graphs": graphs,
+            "dependencies": ["."],
+            "encryption": {"path": "./encryption.py:encryption"},
+        }
+    )
+
+    # Verify that encryption config is preserved after validation
+    assert validated.get("encryption") is not None
+    assert validated["encryption"]["path"] == "./encryption.py:encryption"
+
+
+def test_config_to_docker_python_encryption_bad_path():
+    # Test that invalid encryption path format raises ValueError
+    graphs = {"agent": "./agent.py:graph"}
+    with pytest.raises(ValueError, match="Invalid encryption.path format"):
+        validate_config(
+            {
+                "python_version": "3.11",
+                "graphs": graphs,
+                "dependencies": ["."],
+                "encryption": {"path": "./encryption.py"},  # Missing :attribute
+            }
+        )
+
+
+def test_config_to_docker_python_encryption_formatted():
+    # Test that encryption config is properly formatted in Docker output
+    graphs = {"agent": "./graphs/agent.py:graph"}
+    actual_docker_stdin, additional_contexts = config_to_docker(
+        PATH_TO_CONFIG,
+        validate_config(
+            {
+                "python_version": "3.11",
+                "dependencies": ["."],
+                "graphs": graphs,
+                "encryption": {"path": "./agent.py:my_encryption"},
+            }
+        ),
+        "langchain/langgraph-api",
+    )
+    # Verify that LANGGRAPH_ENCRYPTION is in the docker output with the correct path
+    assert "LANGGRAPH_ENCRYPTION=" in actual_docker_stdin
+    assert "/deps/outer-unit_tests/unit_tests/agent.py:my_encryption" in actual_docker_stdin
+
+
 def test_config_to_docker_nodejs_internal_docker_tag():
     graphs = {"agent": "./graphs/agent.js:graph"}
     actual_docker_stdin, additional_contexts = config_to_docker(
@@ -811,7 +866,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGGRAPH_UI='{{"agent": "./graphs/agent.ui.jsx"}}'
 ENV LANGGRAPH_UI_CONFIG='{{"shared": ["nuqs"]}}'
@@ -857,7 +912,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
 # -- 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"}}'
 # -- Installing JS dependencies --
@@ -998,7 +1053,7 @@ def test_config_to_compose_simple_config():
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
@@ -1039,7 +1094,7 @@ def test_config_to_compose_env_vars():
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
@@ -1084,7 +1139,7 @@ def test_config_to_compose_env_file():
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
@@ -1122,7 +1177,7 @@ def test_config_to_compose_watch():
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
@@ -1169,7 +1224,7 @@ def test_config_to_compose_end_to_end():
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -e .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}

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

@@ -1,14 +0,0 @@
-{
-  "permissions": {
-    "allow": [
-      "Bash(rg:*)",
-      "Bash(python:*)",
-      "Bash(grep:*)",
-      "Bash(sed:*)",
-      "Bash(awk:*)",
-      "Bash(uv run mypy:*)",
-      "Bash(uv run:*)"
-    ],
-    "deny": []
-  }
-}

libs/langgraph/Makefile

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

libs/langgraph/README.md

@@ -63,11 +63,11 @@ LangGraph provides low-level supporting infrastructure for *any* long-running, s
 While LangGraph can be used standalone, it also integrates seamlessly with any LangChain product, giving developers a full suite of tools for building agents. To improve your LLM application development, pair LangGraph with:
 
 - [LangSmith](http://www.langchain.com/langsmith) — Helpful for agent evals and observability. Debug poor-performing LLM app runs, evaluate agent trajectories, gain visibility in production, and improve performance over time.
-- [LangGraph Platform](https://langchain-ai.github.io/langgraph/concepts/langgraph_platform/) — Deploy and scale agents effortlessly with a purpose-built deployment platform for long running, stateful workflows. Discover, reuse, configure, and share agents across teams — and iterate quickly with visual prototyping in [LangGraph Studio](https://langchain-ai.github.io/langgraph/concepts/langgraph_studio/).
-- [LangChain](https://python.langchain.com/docs/introduction/) – Provides integrations and composable components to streamline LLM application development.
+- [LangSmith Deployment](https://langchain-ai.github.io/langgraph/concepts/langgraph_platform/) — Deploy and scale agents effortlessly with a purpose-built deployment platform for long running, stateful workflows. Discover, reuse, configure, and share agents across teams — and iterate quickly with visual prototyping in [LangGraph Studio](https://langchain-ai.github.io/langgraph/concepts/langgraph_studio/).
+- [LangChain](https://docs.langchain.com/oss/python/langchain/overview) – Provides integrations and composable components to streamline LLM application development.
 
 > [!NOTE]
-> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://langchain-ai.github.io/langgraphjs/).
+> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://docs.langchain.com/oss/javascript/langgraph/overview).
 
 ## Additional resources
 
@@ -81,4 +81,4 @@ While LangGraph can be used standalone, it also integrates seamlessly with any L
 
 ## Acknowledgements
 
-LangGraph is inspired by [Pregel](https://research.google/pubs/pub37252/) and [Apache Beam](https://beam.apache.org/). The public interface draws inspiration from [NetworkX](https://networkx.org/documentation/latest/). LangGraph is built by LangChain Inc, the creators of LangChain, but can be used without LangChain.
+LangGraph is inspired by [Pregel](https://research.google/pubs/pub37252/) and [Apache Beam](https://beam.apache.org/). The public interface draws inspiration from [NetworkX](https://networkx.org/documentation/latest/). LangGraph is built by LangChain Inc, the creators of LangChain, but can be used without LangChain.

libs/langgraph/bench/pydantic_state.py

@@ -2,7 +2,7 @@ import operator
 from collections.abc import Sequence
 from functools import partial
 from random import choice
-from typing import Annotated, Optional
+from typing import Annotated
 
 from pydantic import BaseModel, Field, field_validator
 
@@ -55,7 +55,7 @@ def pydantic_state(n: int) -> StateGraph:
                 raise TypeError("primary_issue_medium must be a string")
             return v
 
-        autoresponse: Annotated[Optional[dict], lambda _, y: y] = Field(
+        autoresponse: Annotated[dict | None, lambda _, y: y] = Field(
             default=None
         )  # Always overwrite
 
@@ -75,7 +75,7 @@ def pydantic_state(n: int) -> StateGraph:
                 raise TypeError("issue must be a dict or None")
             return v
 
-        relevant_rules: Optional[list[dict]] = Field(default=None)
+        relevant_rules: list[dict] | None = Field(default=None)
         """SOPs fetched from the rulebook that are relevant to the current conversation."""
 
         @field_validator("relevant_rules", mode="after")
@@ -94,7 +94,7 @@ def pydantic_state(n: int) -> StateGraph:
                     )
             return v
 
-        memory_docs: Optional[list[dict]] = Field(default=None)
+        memory_docs: list[dict] | None = Field(default=None)
         """Memory docs fetched from the memory service that are relevant to the current conversation."""
 
         @field_validator("memory_docs", mode="after")
@@ -145,7 +145,7 @@ def pydantic_state(n: int) -> StateGraph:
                     raise TypeError("responses must be a list of dicts with str keys")
             return v
 
-        user_info: Annotated[Optional[dict], lambda x, y: y if y is not None else x] = (
+        user_info: Annotated[dict | None, lambda x, y: y if y is not None else x] = (
             Field(default=None)
         )
         """The current user state (by email)."""
@@ -157,7 +157,7 @@ def pydantic_state(n: int) -> StateGraph:
                 raise TypeError("user_info must be a dict or None")
             return v
 
-        crm_info: Annotated[Optional[dict], lambda x, y: y if y is not None else x] = (
+        crm_info: Annotated[dict | None, lambda x, y: y if y is not None else x] = (
             Field(default=None)
         )
         """The CRM information for organization the current user is from."""
@@ -170,7 +170,7 @@ def pydantic_state(n: int) -> StateGraph:
             return v
 
         email_thread_id: Annotated[
-            Optional[str], lambda x, y: y if y is not None else x
+            str | None, lambda x, y: y if y is not None else x
         ] = Field(default=None)
         """The current email thread ID."""
 
@@ -194,7 +194,7 @@ def pydantic_state(n: int) -> StateGraph:
                     raise TypeError("slack_participants must be a dict with str keys")
             return v
 
-        bot_id: Optional[str] = Field(default=None)
+        bot_id: str | None = Field(default=None)
         """The ID of the bot user in the slack channel."""
 
         @field_validator("bot_id", mode="after")

libs/langgraph/bench/react_agent.py

@@ -1,4 +1,4 @@
-from typing import Any, Optional
+from typing import Any
 from uuid import uuid4
 
 from langchain_core.callbacks import CallbackManagerForLLMRun
@@ -14,7 +14,7 @@ from langgraph.prebuilt.chat_agent_executor import create_react_agent
 from langgraph.pregel import Pregel
 
 
-def react_agent(n_tools: int, checkpointer: Optional[BaseCheckpointSaver]) -> Pregel:
+def react_agent(n_tools: int, checkpointer: BaseCheckpointSaver | None) -> Pregel:
     class FakeFunctionChatModel(FakeMessagesListChatModel):
         def bind_tools(self, functions: list):
             return self
@@ -22,8 +22,8 @@ def react_agent(n_tools: int, checkpointer: Optional[BaseCheckpointSaver]) -> Pr
         def _generate(
             self,
             messages: list[BaseMessage],
-            stop: Optional[list[str]] = None,
-            run_manager: Optional[CallbackManagerForLLMRun] = None,
+            stop: list[str] | None = None,
+            run_manager: CallbackManagerForLLMRun | None = None,
             **kwargs: Any,
         ) -> ChatResult:
             response = self.responses[self.i].copy()

libs/langgraph/bench/wide_dict.py

@@ -2,7 +2,7 @@ import operator
 from collections.abc import Sequence
 from functools import partial
 from random import choice
-from typing import Annotated, Optional
+from typing import Annotated
 
 from typing_extensions import TypedDict
 
@@ -16,28 +16,26 @@ def wide_dict(n: int) -> StateGraph:
         trigger_events: Annotated[list, operator.add]
         """The external events that are converted by the graph."""
         primary_issue_medium: Annotated[str, lambda x, y: y or x]
-        autoresponse: Annotated[Optional[dict], lambda _, y: y]  # Always overwrite
+        autoresponse: Annotated[dict | None, lambda _, y: y]  # Always overwrite
         issue: Annotated[dict | None, lambda x, y: y if y else x]
-        relevant_rules: Optional[list[dict]]
+        relevant_rules: list[dict] | None
         """SOPs fetched from the rulebook that are relevant to the current conversation."""
-        memory_docs: Optional[list[dict]]
+        memory_docs: list[dict] | None
         """Memory docs fetched from the memory service that are relevant to the current conversation."""
         categorizations: Annotated[list[dict], operator.add]
         """The issue categorizations auto-generated by the AI."""
         responses: Annotated[list[dict], operator.add]
         """The draft responses recommended by the AI."""
 
-        user_info: Annotated[Optional[dict], lambda x, y: y if y is not None else x]
+        user_info: Annotated[dict | None, lambda x, y: y if y is not None else x]
         """The current user state (by email)."""
-        crm_info: Annotated[Optional[dict], lambda x, y: y if y is not None else x]
+        crm_info: Annotated[dict | None, lambda x, y: y if y is not None else x]
         """The CRM information for organization the current user is from."""
-        email_thread_id: Annotated[
-            Optional[str], lambda x, y: y if y is not None else x
-        ]
+        email_thread_id: Annotated[str | None, lambda x, y: y if y is not None else x]
         """The current email thread ID."""
         slack_participants: Annotated[dict, operator.or_]
         """The growing list of current slack participants."""
-        bot_id: Optional[str]
+        bot_id: str | None
         """The ID of the bot user in the slack channel."""
         notified_assignees: Annotated[dict, operator.or_]
 

libs/langgraph/bench/wide_state.py

@@ -3,7 +3,7 @@ from collections.abc import Sequence
 from dataclasses import dataclass, field
 from functools import partial
 from random import choice
-from typing import Annotated, Optional
+from typing import Annotated
 
 from langgraph.constants import END, START
 from langgraph.graph.state import StateGraph
@@ -18,13 +18,13 @@ def wide_state(n: int) -> StateGraph:
         primary_issue_medium: Annotated[str, lambda x, y: y or x] = field(
             default="email"
         )
-        autoresponse: Annotated[Optional[dict], lambda _, y: y] = field(
+        autoresponse: Annotated[dict | None, lambda _, y: y] = field(
             default=None
         )  # Always overwrite
         issue: Annotated[dict | None, lambda x, y: y if y else x] = field(default=None)
-        relevant_rules: Optional[list[dict]] = field(default=None)
+        relevant_rules: list[dict] | None = field(default=None)
         """SOPs fetched from the rulebook that are relevant to the current conversation."""
-        memory_docs: Optional[list[dict]] = field(default=None)
+        memory_docs: list[dict] | None = field(default=None)
         """Memory docs fetched from the memory service that are relevant to the current conversation."""
         categorizations: Annotated[list[dict], operator.add] = field(
             default_factory=list
@@ -33,21 +33,21 @@ def wide_state(n: int) -> StateGraph:
         responses: Annotated[list[dict], operator.add] = field(default_factory=list)
         """The draft responses recommended by the AI."""
 
-        user_info: Annotated[Optional[dict], lambda x, y: y if y is not None else x] = (
+        user_info: Annotated[dict | None, lambda x, y: y if y is not None else x] = (
             field(default=None)
         )
         """The current user state (by email)."""
-        crm_info: Annotated[Optional[dict], lambda x, y: y if y is not None else x] = (
+        crm_info: Annotated[dict | None, lambda x, y: y if y is not None else x] = (
             field(default=None)
         )
         """The CRM information for organization the current user is from."""
         email_thread_id: Annotated[
-            Optional[str], lambda x, y: y if y is not None else x
+            str | None, lambda x, y: y if y is not None else x
         ] = field(default=None)
         """The current email thread ID."""
         slack_participants: Annotated[dict, operator.or_] = field(default_factory=dict)
         """The growing list of current slack participants."""
-        bot_id: Optional[str] = field(default=None)
+        bot_id: str | None = field(default=None)
         """The ID of the bot user in the slack channel."""
         notified_assignees: Annotated[dict, operator.or_] = field(default_factory=dict)