release(cli): 0.4.30 (#8101 )

Bump langgraph-cli to 0.4.30 to cut a CLI release from 916025d2f6. Also change the in-memory extra to require langgraph-api <0.12.0, excluding 0.12.0.dev releases from normal pip resolution. Refresh uv example lockfiles so they keep langchain-protocol compatible with the stable API image used by CLI integration tests. CI will verify the release change.
feat(cli): support compatible api version ranges (#8023 )
2026-08-19 06:05:44 +02:00 · 2026-06-16 12:43:04 -07:00 · 2026-06-15 20:24:31 -04:00 · 2026-06-12 21:29:40 -04:00 · 2026-06-12 19:32:10 -04:00 · 2026-06-12 17:24:58 -04:00
124 changed files with 8917 additions and 4192 deletions
@@ -24,7 +24,7 @@ runs:
  using: composite
  steps:
    - name: Install uv and set the python version
-      uses: astral-sh/setup-uv@v7
+      uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0
      with:
        python-version: ${{ inputs.python-version }}
        enable-cache: ${{ inputs.enable-cache }}
@@ -37,7 +37,7 @@ jobs:
      run:
        working-directory: libs/cli
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - name: Get changed files
        id: changed-files
        if: github.event_name != 'workflow_dispatch'
@@ -31,7 +31,7 @@ jobs:
          - "3.12"
    name: "lint #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - name: Get changed files
        id: changed-files
        if: github.event_name != 'workflow_dispatch'
@@ -51,16 +51,6 @@ jobs:
        working-directory: ${{ inputs.working-directory }}
        run: uv sync --frozen --group lint

-      - name: Get .mypy_cache to speed up mypy
-        if: steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch'
-        uses: actions/cache@v5
-        env:
-          SEGMENT_DOWNLOAD_TIMEOUT_MIN: "2"
-        with:
-          path: |
-            ${{ inputs.working-directory }}/.mypy_cache
-          key: mypy-lint-${{ runner.os }}-${{ runner.arch }}-py${{ matrix.python-version }}-${{ inputs.working-directory }}-${{ hashFiles(format('{0}/uv.lock', inputs.working-directory)) }}
-
      - name: Analysing package code with our lint
        if: steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch'
        working-directory: ${{ inputs.working-directory }}
@@ -77,16 +67,6 @@ jobs:
        working-directory: ${{ inputs.working-directory }}
        run: uv sync --group lint

-      - name: Get .mypy_cache_test to speed up mypy
-        if: steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch'
-        uses: actions/cache@v5
-        env:
-          SEGMENT_DOWNLOAD_TIMEOUT_MIN: "2"
-        with:
-          path: |
-            ${{ inputs.working-directory }}/.mypy_cache_test
-          key: mypy-test-${{ runner.os }}-${{ runner.arch }}-py${{ matrix.python-version }}-${{ inputs.working-directory }}-${{ hashFiles(format('{0}/uv.lock', inputs.working-directory)) }}
-
      - name: Analysing tests with our lint
        if: steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch'
        working-directory: ${{ inputs.working-directory }}
@@ -23,7 +23,7 @@ jobs:
    env:
      HAS_LANGSMITH_API_KEY: ${{ secrets.LANGSMITH_API_KEY != '' }}
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3

      - name: Set up Python
        uses: ./.github/actions/uv_setup
@@ -33,7 +33,7 @@ jobs:
          working-directory: libs/sdk-py

      - name: Login to Docker Hub
-        uses: docker/login-action@4907a6ddec9925e35a0a9e82d7399ccc52663121 # v4
+        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4
        if: ${{ !github.event.pull_request.head.repo.fork }}
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
@@ -25,7 +25,7 @@ jobs:

    name: "test #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - name: Set up Python ${{ matrix.python-version }}
        uses: ./.github/actions/uv_setup
        with:
@@ -33,7 +33,7 @@ jobs:
          cache-suffix: test-${{ inputs.working-directory }}
          working-directory: ${{ inputs.working-directory }}
      - name: Login to Docker Hub
-        uses: docker/login-action@4907a6ddec9925e35a0a9e82d7399ccc52663121 # v4
+        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4
        if: ${{ !github.event.pull_request.head.repo.fork }}
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
@@ -23,7 +23,7 @@ jobs:
        working-directory: libs/langgraph
    name: "test #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - name: Set up Python ${{ matrix.python-version }}
        uses: ./.github/actions/uv_setup
        with:
@@ -31,7 +31,7 @@ jobs:
          cache-suffix: "test-langgraph"
          working-directory: libs/langgraph
      - name: Login to Docker Hub
-        uses: docker/login-action@4907a6ddec9925e35a0a9e82d7399ccc52663121 # v4
+        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4
        if: ${{ !github.event.pull_request.head.repo.fork }}
        with:
          username: ${{ secrets.DOCKERHUB_USERNAME }}
@@ -23,7 +23,7 @@ jobs:
      version: ${{ steps.check-version.outputs.version }}

    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3

      - name: Set up Python ${{ env.PYTHON_VERSION }}
        uses: ./.github/actions/uv_setup
@@ -48,7 +48,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

      - name: Upload build
-        uses: actions/upload-artifact@v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
        with:
          name: test-dist
          path: ${{ inputs.working-directory }}/dist/
@@ -74,9 +74,9 @@ jobs:
      id-token: write

    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3

-      - uses: actions/download-artifact@v8
+      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
        with:
          name: test-dist
          path: ${{ inputs.working-directory }}/dist/
@@ -17,7 +17,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - run: SHA=$(git rev-parse HEAD) && echo "SHA=$SHA" >> $GITHUB_ENV
      - name: Set up Python 3.11
        uses: ./.github/actions/uv_setup
@@ -30,7 +30,7 @@ jobs:
      - name: Run benchmarks
        run: OUTPUT=out/benchmark-baseline.json make -s benchmark
      - name: Save outputs
-        uses: actions/cache/save@v5
+        uses: actions/cache/save@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
        with:
          key: ${{ runner.os }}-benchmark-baseline-${{ env.SHA }}
          path: |
@@ -15,7 +15,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - id: files
        name: Get changed files
        uses: Ana06/get-changed-files@25f79e676e7ea1868813e21465014798211fad8c # v2.3.0
@@ -30,7 +30,7 @@ jobs:
      - name: Install dependencies
        run: uv sync --group test
      - name: Download baseline
-        uses: actions/cache/restore@v5
+        uses: actions/cache/restore@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
        with:
          key: ${{ runner.os }}-benchmark-baseline
          restore-keys: |
@@ -57,7 +57,7 @@ jobs:
            echo EOF
          } >> "$GITHUB_OUTPUT"
      - name: Annotation
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          CHANGED_FILES: ${{ steps.files.outputs.added_modified_renamed }}
          BENCHMARK_OUTPUT: ${{ steps.benchmark.outputs.OUTPUT }}
@@ -30,7 +30,7 @@ jobs:
      deps: ${{ steps.filter.outputs.deps || 'true' }}
      sdk_py: ${{ steps.filter.outputs.sdk_py || 'true' }}
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - uses: dorny/paths-filter@fbd0ab8f3e69293af611ebaee6363fc25e6d187d # v4
        if: github.event_name != 'workflow_dispatch'
        id: filter
@@ -50,6 +50,10 @@ jobs:
              - '**/uv.lock'
            sdk_py:
              - 'libs/sdk-py/**'
+              # The integration suite runs the local langgraph core inside the
+              # server (see libs/sdk-py/integration/Dockerfile), so any core
+              # change is now exercised end-to-end and should trigger it.
+              - 'libs/langgraph/**'

  lint:
    needs: changes
@@ -108,9 +112,9 @@ jobs:
    name: "Check SDK methods matching"
    runs-on: ubuntu-latest
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - name: Set up Python
-        uses: actions/setup-python@v6
+        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
        with:
          python-version: "3.11"
      - name: Run check_sdk_methods script
@@ -126,7 +130,7 @@ jobs:
        python-version:
          - "3.13"
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - name: Set up Python ${{ matrix.python-version }}
        uses: ./.github/actions/uv_setup
        with:
@@ -26,10 +26,10 @@ jobs:
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3

      - name: Setup Python
-        uses: actions/setup-python@v6
+        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
        with:
          python-version: '3.11'

@@ -37,13 +37,13 @@ jobs:
        run: python docs/generate_redirects.py

      - name: Setup Pages
-        uses: actions/configure-pages@v6
+        uses: actions/configure-pages@45bfe0192ca1faeb007ade9deae92b16b8254a0d # v6.0.0

      - name: Upload artifact
-        uses: actions/upload-pages-artifact@v5
+        uses: actions/upload-pages-artifact@fc324d3547104276b827a68afc52ff2a11cc49c9 # v5.0.0
        with:
          path: 'docs/_site'

      - name: Deploy to GitHub Pages
        id: deployment
-        uses: actions/deploy-pages@v5
+        uses: actions/deploy-pages@cd2ce8fcbc39b97be8ca5fce6e763baed58fa128 # v5.0.0
@@ -41,6 +41,7 @@ jobs:
            docs
            ci
            deps
+            deps-dev
          requireScope: false
          ignoreLabels: |
            ignore-lint-pr-title
@@ -25,7 +25,7 @@ jobs:
      tag: ${{ steps.check-version.outputs.tag }}

    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3

      - name: Set up Python
        uses: ./.github/actions/uv_setup
@@ -51,7 +51,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

      - name: Upload build
-        uses: actions/upload-artifact@v7
+        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/
@@ -87,7 +87,7 @@ jobs:
    outputs:
      release-body: ${{ steps.generate-release-body.outputs.release-body }}
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
        with:
          repository: langchain-ai/langgraph
          path: langgraph
@@ -158,7 +158,7 @@ jobs:
      - test-pypi-publish
    runs-on: ubuntu-latest
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3

      # We explicitly *don't* set up caching here. This ensures our tests are
      # maximally sensitive to catching breakage.
@@ -262,7 +262,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3

      - name: Set up Python
        uses: ./.github/actions/uv_setup
@@ -272,7 +272,7 @@ jobs:
          enable-cache: false
          working-directory: ${{ inputs.working-directory }}

-      - uses: actions/download-artifact@v8
+      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/
@@ -304,7 +304,7 @@ jobs:
        working-directory: ${{ inputs.working-directory }}

    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3

      - name: Set up Python
        uses: ./.github/actions/uv_setup
@@ -314,7 +314,7 @@ jobs:
          enable-cache: false
          working-directory: ${{ inputs.working-directory }}

-      - uses: actions/download-artifact@v8
+      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/
@@ -26,7 +26,7 @@ jobs:

    steps:
      - name: Find and reopen matching PRs
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const { owner, repo } = context.repo;
@@ -50,7 +50,7 @@ jobs:
    steps:
      - name: Check for issue link and assignee
        id: check-link
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const { owner, repo } = context.repo;
@@ -283,7 +283,7 @@ jobs:
        if: >-
          env.ENFORCE_ISSUE_LINK == 'true' &&
          (steps.check-link.outputs.has-link != 'true' || steps.check-link.outputs.is-assigned != 'true')
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const { owner, repo } = context.repo;
@@ -312,7 +312,7 @@ jobs:
        if: >-
          env.ENFORCE_ISSUE_LINK == 'true' &&
          steps.check-link.outputs.has-link == 'true' && steps.check-link.outputs.is-assigned == 'true'
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const { owner, repo } = context.repo;
@@ -366,7 +366,7 @@ jobs:
        if: >-
          env.ENFORCE_ISSUE_LINK == 'true' &&
          (steps.check-link.outputs.has-link != 'true' || steps.check-link.outputs.is-assigned != 'true')
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          script: |
            const { owner, repo } = context.repo;
@@ -55,7 +55,7 @@ jobs:
    steps:
      - name: Generate GitHub App token
        id: app-token
-        uses: actions/create-github-app-token@v3
+        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
        with:
          app-id: ${{ secrets.ORG_MEMBERSHIP_APP_ID }}
          private-key: ${{ secrets.ORG_MEMBERSHIP_APP_PRIVATE_KEY }}
@@ -63,7 +63,7 @@ jobs:
      - name: Check if contributor is external
        if: steps.app-token.outcome == 'success'
        id: check-membership
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ steps.app-token.outputs.token }}
          script: |
@@ -102,7 +102,7 @@ jobs:

      - name: Apply contributor tier label
        if: steps.check-membership.outputs.is-external == 'true'
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -155,7 +155,7 @@ jobs:

      - name: Add external label
        if: steps.check-membership.outputs.is-external == 'true'
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -168,7 +168,7 @@ jobs:

      - name: Add internal label
        if: steps.check-membership.outputs.is-external == 'false'
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -190,13 +190,13 @@ jobs:
    steps:
      - name: Generate GitHub App token
        id: app-token
-        uses: actions/create-github-app-token@v3
+        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
        with:
          app-id: ${{ secrets.ORG_MEMBERSHIP_APP_ID }}
          private-key: ${{ secrets.ORG_MEMBERSHIP_APP_PRIVATE_KEY }}

      - name: Backfill labels
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ steps.app-token.outputs.token }}
          script: |
@@ -40,7 +40,7 @@ jobs:
    steps:
      - name: Generate GitHub App token
        id: app-token
-        uses: actions/create-github-app-token@v3
+        uses: actions/create-github-app-token@bcd2ba49218906704ab6c1aa796996da409d3eb1 # v3.2.0
        with:
          app-id: ${{ secrets.ORG_MEMBERSHIP_APP_ID }}
          private-key: ${{ secrets.ORG_MEMBERSHIP_APP_PRIVATE_KEY }}
@@ -48,7 +48,7 @@ jobs:
      - name: Check if contributor is external
        if: steps.app-token.outcome == 'success'
        id: check-membership
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ steps.app-token.outputs.token }}
          script: |
@@ -90,7 +90,7 @@ jobs:
      # event fires and triggers require_issue_link.yml.
      - name: Apply contributor tier label
        if: steps.check-membership.outputs.is-external == 'true'
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          # Use App token so the "labeled" event propagates to downstream
          # workflows (e.g. require_issue_link.yml).
@@ -145,7 +145,7 @@ jobs:

      - name: Add external label
        if: steps.check-membership.outputs.is-external == 'true'
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          # Use App token so the "labeled" event propagates to downstream
          # workflows (e.g. require_issue_link.yml). Events created by the
@@ -161,7 +161,7 @@ jobs:

      - name: Add internal label
        if: steps.check-membership.outputs.is-external == 'false'
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}
          script: |
@@ -16,7 +16,7 @@ jobs:
    runs-on: ubuntu-latest
    
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      
      - name: Set up uv
        uses: ./.github/actions/uv_setup
@@ -1,3 +1,11 @@
 # LangGraph examples

-This directory is retained purely for archival purposes and is no longer updated. The examples previously found here have been moved to the newly [consolidated LangChain documentation](https://docs.langchain.com/oss/python/langgraph/overview). Please refer to the LangChain docs for the most up-to-date examples and usage guidelines for LangGraph.
+This directory is retained purely for archival purposes and is no longer updated.
+
+## 🤔 What is this?
+
+The examples previously found here have been moved to the consolidated LangChain documentation. This directory remains available for historical reference, but new examples and usage guidance are published in the docs.
+
+## 📖 Documentation
+
+For up-to-date LangGraph examples, tutorials, and guides, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview). Get started with the [LangGraph Quickstart](https://docs.langchain.com/oss/python/langgraph/quickstart).
@@ -1,15 +1,27 @@
-# langgraph-checkpoint-conformance
+# LangGraph Checkpoint Conformance

-Conformance test suite for [LangGraph](https://github.com/langchain-ai/langgraph) checkpointer implementations.
+[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-checkpoint-conformance?label=%20)](https://pypi.org/project/langgraph-checkpoint-conformance/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langgraph-checkpoint-conformance)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-checkpoint-conformance)](https://pypistats.org/packages/langgraph-checkpoint-conformance)
+[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)

-Validates that a `BaseCheckpointSaver` subclass correctly implements the checkpoint storage contract — blob round-trips, metadata preservation, namespace isolation, incremental channel updates, and more.
+To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
+[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.

-## Installation
+## Quick Install

 ```bash
-pip install langgraph-checkpoint-conformance
+uv add langgraph-checkpoint-conformance
 ```

+## 🤔 What is this?
+
+This library provides a conformance test suite for [LangGraph](https://github.com/langchain-ai/langgraph) checkpointer implementations. It validates that a `BaseCheckpointSaver` subclass correctly implements the checkpoint storage contract — blob round-trips, metadata preservation, namespace isolation, incremental channel updates, and more.
+
+## 📖 Documentation
+
+For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph/). For conceptual guides on persistence and memory, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).
+
 ## Quick start

 Register your checkpointer with `@checkpointer_test` and run `validate()`:
@@ -110,3 +122,13 @@ async def pg_checkpointer():
    async with PostgresSaver.from_conn_string(CONN_STRING) as saver:
        yield saver
 ```
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -4,6 +4,7 @@ from __future__ import annotations

 import traceback
 from collections.abc import Callable
+from typing import cast
 from uuid import uuid4

 from langgraph.checkpoint.base import BaseCheckpointSaver
@@ -335,8 +336,9 @@ async def test_list_metadata_custom_keys(
        results.append(tup)

    assert len(results) == 1
-    assert results[0].metadata["score"] == 42
-    assert results[0].metadata["run_id"] == "run-abc"
+    metadata = cast(dict[str, object], results[0].metadata)
+    assert metadata["score"] == 42
+    assert metadata["run_id"] == "run-abc"


 ALL_LIST_TESTS = [
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+version = "1.4.0"
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-    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -307,11 +306,12 @@ dev = [
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+    { name = "ty" },
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-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
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 test = [
    { name = "dataclasses-json" },
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 [[package]]
@@ -47,22 +47,19 @@ test_watch:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
-MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph
 lint_tests: PYTHON_FILES=tests
-lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE)
-	[ "$(PYTHON_FILES)" = "" ] || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)

 type:
-	mkdir -p $(MYPY_CACHE) && uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	uv run ty check $(PYTHON_FILES)

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,10 +1,28 @@
 # LangGraph Checkpoint Postgres

-Implementation of LangGraph CheckpointSaver that uses Postgres.
+[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-checkpoint-postgres?label=%20)](https://pypi.org/project/langgraph-checkpoint-postgres/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langgraph-checkpoint-postgres)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-checkpoint-postgres)](https://pypistats.org/packages/langgraph-checkpoint-postgres)
+[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)

-## Dependencies
+To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
+[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.

-By default `langgraph-checkpoint-postgres` installs `psycopg` (Psycopg 3) without any extras. However, you can choose a specific installation that best suits your needs [here](https://www.psycopg.org/psycopg3/docs/basic/install.html) (for example, `psycopg[binary]`).
+## Quick Install
+
+```bash
+uv add langgraph-checkpoint-postgres
+```
+
+## 🤔 What is this?
+
+This library provides a Postgres implementation of LangGraph's checkpoint saver. Use it when you want LangGraph state persistence backed by Postgres for durable, long-running workflows and agents.
+
+By default, `langgraph-checkpoint-postgres` installs `psycopg` (Psycopg 3) without any extras. You can choose a specific installation that best suits your needs in the [Psycopg installation docs](https://www.psycopg.org/psycopg3/docs/basic/install.html), for example `psycopg[binary]`.
+
+## 📖 Documentation
+
+For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph.checkpoint.postgres). For conceptual guides on persistence and memory, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).

 ## Security

@@ -20,10 +38,12 @@ By default `langgraph-checkpoint-postgres` installs `psycopg` (Psycopg 3) withou
 > When manually creating Postgres connections and passing them to `PostgresSaver` or `AsyncPostgresSaver`, make sure to include `autocommit=True` and `row_factory=dict_row` (`from psycopg.rows import dict_row`). See a full example in this [how-to guide](https://langchain-ai.github.io/langgraph/how-tos/persistence_postgres/).
 >
 > **Why these parameters are required:**
+>
 > - `autocommit=True`: Required for the `.setup()` method to properly commit the checkpoint tables to the database. Without this, table creation may not be persisted.
 > - `row_factory=dict_row`: Required because the PostgresSaver implementation accesses database rows using dictionary-style syntax (e.g., `row["column_name"]`). The default `tuple_row` factory returns tuples that only support index-based access (e.g., `row[0]`), which will cause `TypeError` exceptions when the checkpointer tries to access columns by name.
 >
 > **Example of incorrect usage:**
+>
 > ```python
 > # ❌ This will fail with TypeError during checkpointer operations
 > with psycopg.connect(DB_URI) as conn:  # Missing autocommit=True and row_factory=dict_row
@@ -118,3 +138,13 @@ async with AsyncPostgresSaver.from_conn_string(DB_URI) as checkpointer:
    # list checkpoints
    [c async for c in checkpointer.alist(read_config)]
 ```
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -37,7 +37,7 @@ test = [
 lint = [
  "ruff",
  "codespell",
-  "mypy",
+  "ty",
 ]
 dev = [
  {include-group = "test"},
@@ -69,15 +69,15 @@ lint.select = [
 lint.ignore = ["E501", "B008"]
 target-version = "py310"

-[tool.mypy]
-# https://mypy.readthedocs.io/en/stable/config_file.html
-disallow_untyped_defs = "True"
-explicit_package_bases = "True"
-warn_no_return = "False"
-warn_unused_ignores = "True"
-warn_redundant_casts = "True"
-allow_redefinition = "True"
-disable_error_code = "typeddict-item, return-value"
+[tool.ty.rules]
+invalid-argument-type = "ignore"
+invalid-assignment = "ignore"
+invalid-key = "ignore"
+invalid-return-type = "ignore"
+invalid-typed-dict-field = "ignore"
+invalid-yield = "ignore"
+no-matching-overload = "ignore"
+unused-type-ignore-comment = "ignore"

 [tool.pytest-watcher]
 now = true
@@ -244,7 +244,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.3.3"
+version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -257,9 +257,9 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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 [[package]]
@@ -293,7 +293,6 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
-    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -304,11 +303,12 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -338,18 +338,18 @@ dev = [
    { name = "anyio" },
    { name = "codespell" },
    { name = "langgraph-checkpoint" },
-    { name = "mypy" },
    { name = "psycopg", extra = ["binary"] },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-watcher" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "anyio" },
@@ -374,18 +374,18 @@ dev = [
    { name = "anyio" },
    { name = "codespell" },
    { name = "langgraph-checkpoint", editable = "../checkpoint" },
-    { name = "mypy" },
    { name = "psycopg", extras = ["binary"] },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-watcher" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "anyio" },
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+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
@@ -18,22 +18,19 @@ test_watch:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
-MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph
 lint_tests: PYTHON_FILES=tests
-lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE)
-	[ "$(PYTHON_FILES)" = "" ] || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)

 type:
-	mkdir -p $(MYPY_CACHE) && uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	uv run ty check $(PYTHON_FILES)

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,6 +1,26 @@
 # LangGraph SQLite Checkpoint

-Implementation of LangGraph CheckpointSaver that uses SQLite DB (both sync and async, via `aiosqlite`)
+[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-checkpoint-sqlite?label=%20)](https://pypi.org/project/langgraph-checkpoint-sqlite/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langgraph-checkpoint-sqlite)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-checkpoint-sqlite)](https://pypistats.org/packages/langgraph-checkpoint-sqlite)
+[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)
+
+To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
+[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.
+
+## Quick Install
+
+```bash
+uv add langgraph-checkpoint-sqlite
+```
+
+## 🤔 What is this?
+
+This library provides a SQLite implementation of LangGraph's checkpoint saver, with both sync and async support via `aiosqlite`. Use it when you want LangGraph state persistence backed by SQLite for local development, testing, or lightweight deployments.
+
+## 📖 Documentation
+
+For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph.checkpoint.sqlite). For conceptual guides on persistence and memory, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).

 ## Security

@@ -91,3 +111,13 @@ async with AsyncSqliteSaver.from_conn_string(":memory:") as checkpointer:
    # list checkpoints
    [c async for c in checkpointer.alist(read_config)]
 ```
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -35,7 +35,7 @@ test = [
 lint = [
  "ruff",
  "codespell",
-  "mypy",
+  "ty",
 ]
 dev = [
  {include-group = "test"},
@@ -67,18 +67,22 @@ lint.select = [
 lint.ignore = ["E501", "B008"]
 target-version = "py310"

+[tool.ty.rules]
+invalid-argument-type = "ignore"
+invalid-assignment = "ignore"
+invalid-key = "ignore"
+invalid-method-override = "ignore"
+invalid-return-type = "ignore"
+invalid-yield = "ignore"
+not-iterable = "ignore"
+not-subscriptable = "ignore"
+unused-type-ignore-comment = "ignore"
+unresolved-attribute = "ignore"
+unresolved-import = "ignore"
+unsupported-operator = "ignore"
+
 [tool.pytest-watcher]
 now = true
 delay = 0.1
 runner_args = ["--ff", "-v", "--tb", "short"]
 patterns = ["*.py"]
-
-[tool.mypy]
-# https://mypy.readthedocs.io/en/stable/config_file.html
-disallow_untyped_defs = "True"
-explicit_package_bases = "True"
-warn_no_return = "False"
-warn_unused_ignores = "True"
-warn_redundant_casts = "True"
-allow_redefinition = "True"
-disable_error_code = "typeddict-item, return-value"
@@ -1,4 +1,3 @@
-# mypy: disable-error-code="union-attr,arg-type,index,operator"
 import asyncio
 import os
 import tempfile
@@ -1,4 +1,3 @@
-# mypy: disable-error-code="union-attr,arg-type,index,operator"
 import os
 import re
 import tempfile
@@ -253,7 +253,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.3.3"
+version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -266,9 +266,9 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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 wheels = [
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 [[package]]
@@ -302,7 +302,6 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
-    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -313,11 +312,12 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -345,18 +345,18 @@ dependencies = [
 dev = [
    { name = "codespell" },
    { name = "langgraph-checkpoint" },
-    { name = "mypy" },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-retry" },
    { name = "pytest-watcher" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "langgraph-checkpoint" },
@@ -378,18 +378,18 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "langgraph-checkpoint", editable = "../checkpoint" },
-    { name = "mypy" },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-retry", specifier = ">=1.7.0" },
    { name = "pytest-watcher" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "langgraph-checkpoint", editable = "../checkpoint" },
@@ -420,158 +420,6 @@ wheels = [
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 ]

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 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
@@ -18,22 +18,19 @@ test_watch:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
-MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph
 lint_tests: PYTHON_FILES=tests
-lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE)
-	[ "$(PYTHON_FILES)" = "" ] || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)

 type:
-	mkdir -p $(MYPY_CACHE) && uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	uv run ty check $(PYTHON_FILES)

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,6 +1,26 @@
 # LangGraph Checkpoint

-This library defines the base interface for LangGraph checkpointers. Checkpointers provide a persistence layer for LangGraph. They allow you to interact with and manage the graph's state. When you use a graph with a checkpointer, the checkpointer saves a _checkpoint_ of the graph state at every superstep, enabling several powerful capabilities like human-in-the-loop, "memory" between interactions and more.
+[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-checkpoint?label=%20)](https://pypi.org/project/langgraph-checkpoint/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langgraph-checkpoint)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-checkpoint)](https://pypistats.org/packages/langgraph-checkpoint)
+[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)
+
+To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
+[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.
+
+## Quick Install
+
+```bash
+uv add langgraph-checkpoint
+```
+
+## 🤔 What is this?
+
+This library defines the base interface for LangGraph checkpointers. Checkpointers provide a persistence layer for LangGraph: they save graph state at every superstep, enabling human-in-the-loop, memory between interactions, durable execution, and more.
+
+## 📖 Documentation
+
+For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph.checkpoint). For conceptual guides on persistence and memory, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).

 ## Key concepts

@@ -24,7 +44,7 @@ You must pass these when invoking the graph as part of the configurable part of

 ### Serde

-`langgraph_checkpoint` also defines protocol for serialization/deserialization (serde) and provides an default implementation (`langgraph.checkpoint.serde.jsonplus.JsonPlusSerializer`) that handles a wide variety of types, including LangChain and LangGraph primitives, datetimes, enums and more.
+`langgraph-checkpoint` also defines protocol for serialization/deserialization (serde) and provides a default implementation (`langgraph.checkpoint.serde.jsonplus.JsonPlusSerializer`) that handles a wide variety of types, including LangChain and LangGraph primitives, datetimes, enums and more.

 > [!IMPORTANT]
 > **Checkpoint deserialization security:** By default the serializer allows any Python type found in checkpoint data. New applications should set the environment variable `LANGGRAPH_STRICT_MSGPACK=true` or pass an explicit `allowed_msgpack_modules` list to `JsonPlusSerializer` to restrict deserialization to known-safe types.
@@ -89,3 +109,13 @@ checkpointer.get(read_config)
 # list checkpoints
 list(checkpointer.list(read_config))
 ```
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -37,7 +37,7 @@ test = [
 lint = [
  "ruff",
  "codespell",
-  "mypy",
+  "ty",
 ]
 dev = [
  {include-group = "test"},
@@ -64,18 +64,22 @@ lint.select = [
 lint.ignore = ["E501", "B008"]
 target-version = "py310"

+[tool.ty.rules]
+deprecated = "ignore"
+invalid-argument-type = "ignore"
+invalid-assignment = "ignore"
+invalid-key = "ignore"
+invalid-method-override = "ignore"
+invalid-return-type = "ignore"
+invalid-type-form = "ignore"
+redundant-cast = "ignore"
+unused-type-ignore-comment = "ignore"
+unresolved-attribute = "ignore"
+unresolved-import = "ignore"
+unsupported-operator = "ignore"
+
 [tool.pytest-watcher]
 now = true
 delay = 0.1
 runner_args = ["--ff", "-v", "--tb", "short"]
 patterns = ["*.py"]
-
-[tool.mypy]
-# https://mypy.readthedocs.io/en/stable/config_file.html
-disallow_untyped_defs = "True"
-explicit_package_bases = "True"
-warn_no_return = "False"
-warn_unused_ignores = "True"
-warn_redundant_casts = "True"
-allow_redefinition = "True"
-disable_error_code = "typeddict-item, return-value"
@@ -1,4 +1,3 @@
-# mypy: disable-error-code="operator"
 import asyncio
 import json
 from collections.abc import Iterable
@@ -268,7 +268,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.3.3"
+version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch" },
@@ -281,9 +281,9 @@ dependencies = [
    { name = "typing-extensions" },
    { name = "uuid-utils" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/59/de/679a53472c25860837e32c0442c962fa86e95317a36460e2c9d5c91b17c2/langchain_core-1.4.0.tar.gz", hash = "sha256:1dc341eed802ed9c117c0df3923c991e5e9e226571e5725c194eeb5bd93d1a7f", size = 920260, upload-time = "2026-05-11T18:42:35.919Z" }
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+    { url = "https://files.pythonhosted.org/packages/0f/1a/86c38c27b81913a1c6c12448cab55defb5a1097c7dc9a4cea83f55477a2d/langchain_core-1.4.0-py3-none-any.whl", hash = "sha256:23cbbdb46e38ddd1dd5247e6167e96013eae74bea4c5949c550809970a9e565c", size = 548120, upload-time = "2026-05-11T18:42:33.992Z" },
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 [[package]]
@@ -311,7 +311,6 @@ dependencies = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
-    { name = "mypy" },
    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
    { name = "numpy", version = "2.4.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
    { name = "pandas" },
@@ -323,11 +322,12 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -352,7 +352,6 @@ requires-dist = [
 dev = [
    { name = "codespell" },
    { name = "dataclasses-json" },
-    { name = "mypy" },
    { name = "numpy" },
    { name = "pandas" },
    { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -363,11 +362,12 @@ dev = [
    { name = "pytest-watcher" },
    { name = "redis" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "dataclasses-json" },
@@ -401,91 +401,6 @@ wheels = [
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 ]

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+
 [[package]]
 name = "types-pytz"
 version = "2025.2.0.20251108"
@@ -16,21 +16,19 @@ test-integration:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
-MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph_cli
 lint_tests: PYTHON_FILES=tests
-lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE) || uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check $(PYTHON_FILES)

 type:
-	mkdir -p $(MYPY_CACHE) && uv run mypy $(PYTHON_FILES) --cache-dir $(MYPY_CACHE)
+	uv run ty check $(PYTHON_FILES)

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,29 +1,47 @@
 # LangGraph CLI

-The official command-line interface for LangGraph, providing tools to create, develop, and deploy LangGraph applications.
+[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-cli?label=%20)](https://pypi.org/project/langgraph-cli/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langgraph-cli)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-cli)](https://pypistats.org/packages/langgraph-cli)
+[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)

-## Installation
+To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
+[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.
+
+## Quick Install

-Install via pip:
 ```bash
-pip install langgraph-cli
+uv add langgraph-cli
 ```

+## 🤔 What is this?
+
+The LangGraph CLI is the official command-line interface for LangGraph. It provides tools to create, develop, build, and run LangGraph applications locally or in Docker.
+
+## 📖 Documentation
+
+For full documentation, see the [LangGraph CLI reference](https://reference.langchain.com/python/langgraph-cli). For conceptual guides and tutorials, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).
+
 For development mode with hot reloading:
+
 ```bash
-pip install "langgraph-cli[inmem]"
+uv add "langgraph-cli[inmem]"
 ```

 ## Commands

 ### `langgraph new` 🌱
-Create a new LangGraph project from a template
+
+Create a new LangGraph project from a template.
+
 ```bash
 langgraph new [PATH] --template TEMPLATE_NAME
 ```

 ### `langgraph dev` 🏃‍♀️
-Run LangGraph API server in development mode with hot reloading
+
+Run LangGraph API server in development mode with hot reloading.
+
 ```bash
 langgraph dev [OPTIONS]
  --host TEXT                 Host to bind to (default: 127.0.0.1)
@@ -35,7 +53,9 @@ langgraph dev [OPTIONS]
 ```

 ### `langgraph up` 🚀
-Launch LangGraph API server in Docker
+
+Launch LangGraph API server in Docker.
+
 ```bash
 langgraph up [OPTIONS]
  -p, --port INTEGER        Port to expose (default: 8123)
@@ -47,7 +67,9 @@ langgraph up [OPTIONS]
 ```

 ### `langgraph build`
-Build a Docker image for your LangGraph application
+
+Build a Docker image for your LangGraph application.
+
 ```bash
 langgraph build -t IMAGE_TAG [OPTIONS]
  --platform TEXT          Target platforms (e.g., linux/amd64,linux/arm64)
@@ -56,7 +78,9 @@ langgraph build -t IMAGE_TAG [OPTIONS]
 ```

 ### `langgraph dockerfile`
-Generate a Dockerfile for custom deployments
+
+Generate a Dockerfile for custom deployments.
+
 ```bash
 langgraph dockerfile SAVE_PATH [OPTIONS]
  -c, --config FILE       Config file path
@@ -68,18 +92,18 @@ The CLI uses a `langgraph.json` configuration file with these key settings:

 ```json
 {
-  "dependencies": ["langchain_openai", "./your_package"],  // Required: Package dependencies
+  "dependencies": ["langchain_openai", "./your_package"],
  "graphs": {
-    "my_graph": "./your_package/file.py:graph"            // Required: Graph definitions
+    "my_graph": "./your_package/file.py:graph"
  },
-  "env": "./.env",                                        // Optional: Environment variables
-  "python_version": "3.11",                               // Optional: Python version (3.11/3.12)
-  "pip_config_file": "./pip.conf",                        // Optional: pip configuration
-  "dockerfile_lines": []                                  // Optional: Additional Dockerfile commands
+  "env": "./.env",
+  "python_version": "3.11",
+  "pip_config_file": "./pip.conf",
+  "dockerfile_lines": []
 }
 ```

-See the [full documentation](https://langchain-ai.github.io/langgraph/cloud/reference/cli/) for detailed configuration options.
+See the [full documentation](https://reference.langchain.com/python/langgraph-cli) for detailed configuration options.

 ## Development

@@ -87,19 +111,26 @@ To develop the CLI itself:

 1. Clone the repository
 2. Navigate to the CLI directory: `cd libs/cli`
-3. Install development dependencies: `uv pip install`
+3. Install development dependencies: `uv sync`
 4. Make your changes to the CLI code
 5. Test your changes:
-   ```bash
-   # Run CLI commands directly
-   uv run langgraph --help
-   
-   # Or use the examples
-   cd examples
-   uv pip install
-   uv run langgraph dev  # or other commands
-   ```

-## License
+```bash
+# Run CLI commands directly
+uv run langgraph --help

-This project is licensed under the terms specified in the repository's LICENSE file.
+# Or use the examples
+cd examples
+uv sync
+uv run langgraph dev  # or other commands
+```
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -10,7 +10,7 @@ This template demonstrates a simple chatbot implemented using [LangGraph.js](htt

 The core logic, defined in `src/agent/graph.ts`, showcases a straightforward chatbot that responds to user queries while maintaining context from previous messages.

-## What it does
+## 🤔 What is this?

 The simple chatbot:

@@ -20,6 +20,10 @@ The simple chatbot:

 This template provides a foundation that can be easily customized and extended to create more complex conversational agents.

+## 📖 Documentation
+
+For JavaScript and TypeScript documentation, see the [LangGraph.js docs](https://docs.langchain.com/oss/javascript/langgraph/overview). LangGraph Studio also integrates with [LangSmith](https://smith.langchain.com/) for tracing and collaboration with teammates.
+
 ## Getting Started

 Assuming you have already [installed LangGraph Studio](https://github.com/langchain-ai/langgraph-studio?tab=readme-ov-file#download), to set up:
@@ -21,25 +21,25 @@
    "test:all": "yarn test && yarn test:int && yarn lint:langgraph"
  },
  "dependencies": {
-    "@langchain/core": "^1.1.42",
-    "@langchain/langgraph": "^1.2.9"
+    "@langchain/core": "^1.1.48",
+    "@langchain/langgraph": "^1.3.3"
  },
  "devDependencies": {
    "@eslint/eslintrc": "^3.3.5",
    "@eslint/js": "^10.0.1",
    "@tsconfig/recommended": "^1.0.13",
    "@types/jest": "^30.0.0",
-    "@typescript-eslint/eslint-plugin": "^8.59.1",
-    "@typescript-eslint/parser": "^8.59.1",
+    "@typescript-eslint/eslint-plugin": "^8.60.1",
+    "@typescript-eslint/parser": "^8.60.1",
    "dotenv": "^17.4.2",
-    "eslint": "^10.2.1",
+    "eslint": "^10.4.1",
    "eslint-config-prettier": "^10.1.8",
    "eslint-plugin-import": "^2.32.0",
    "eslint-plugin-no-instanceof": "^1.0.1",
-    "eslint-plugin-prettier": "^5.5.5",
-    "jest": "^30.3.0",
+    "eslint-plugin-prettier": "^5.5.6",
+    "jest": "^30.4.2",
    "prettier": "^3.8.3",
-    "ts-jest": "^29.4.9",
-    "typescript": "^5.9.3"
+    "ts-jest": "^29.4.11",
+    "typescript": "^6.0.3"
  }
 }
@@ -9,10 +9,10 @@
  },
  "dependencies": {
    "@js-monorepo-example/shared": "*",
-    "@langchain/core": "^1.1.42",
-    "@langchain/langgraph": "^1.2.9"
+    "@langchain/core": "^1.1.48",
+    "@langchain/langgraph": "^1.3.3"
  },
  "devDependencies": {
-    "typescript": "^5.9.3"
+    "typescript": "^6.0.3"
  }
 }
@@ -9,6 +9,6 @@
    "clean": "rm -rf dist"
  },
  "devDependencies": {
-    "typescript": "^5.9.3"
+    "typescript": "^6.0.3"
  }
 }
@@ -17,18 +17,18 @@
    "lint": "eslint 'apps/**/*.ts' 'libs/**/*.ts'"
  },
  "devDependencies": {
-    "turbo": "^2.9.14",
-    "typescript": "^5.9.3",
+    "turbo": "^2.9.16",
+    "typescript": "^6.0.3",
    "@tsconfig/recommended": "^1.0.13",
    "@eslint/eslintrc": "^3.3.5",
    "@eslint/js": "^10.0.1",
-    "eslint": "^10.2.1",
+    "eslint": "^10.4.1",
    "eslint-config-prettier": "^10.1.8",
    "eslint-plugin-import": "^2.27.5",
    "eslint-plugin-no-instanceof": "^1.0.1",
-    "eslint-plugin-prettier": "^5.5.5",
-    "@typescript-eslint/eslint-plugin": "^8.59.1",
-    "@typescript-eslint/parser": "^8.59.1",
+    "eslint-plugin-prettier": "^5.5.6",
+    "@typescript-eslint/eslint-plugin": "^8.60.1",
+    "@typescript-eslint/parser": "^8.60.1",
    "prettier": "^3.8.3"
  }
 }
@@ -3,7 +3,7 @@
  "compilerOptions": {
    "target": "ES2022",
    "module": "ESNext",
-    "moduleResolution": "node",
+    "moduleResolution": "bundler",
    "allowSyntheticDefaultImports": true,
    "esModuleInterop": true,
    "skipLibCheck": true,
@@ -28,10 +28,10 @@
    debug "^4.3.1"
    minimatch "^10.2.4"

-"@eslint/config-helpers@^0.5.5":
-  version "0.5.5"
-  resolved "https://registry.yarnpkg.com/@eslint/config-helpers/-/config-helpers-0.5.5.tgz#ae16134e4792ac5fbdc533548a24ac1ea9f7f3ae"
-  integrity sha512-eIJYKTCECbP/nsKaaruF6LW967mtbQbsw4JTtSVkUQc9MneSkbrgPJAbKl9nWr0ZeowV8BfsarBmPpBzGelA2w==
+"@eslint/config-helpers@^0.6.0":
+  version "0.6.0"
+  resolved "https://registry.yarnpkg.com/@eslint/config-helpers/-/config-helpers-0.6.0.tgz#ef9a36881d39dfd5dbeac22b0da997fabfb08b03"
+  integrity sha512-ii6Bw9jJ2zi2cWA2Z+9/QZ/+3DX6kwaV5Q986D/CdP3Lap3w/pgQZ373FV7byY/i7L4IRH/G43I5dz1ClsCbpA==
  dependencies:
    "@eslint/core" "^1.2.1"

@@ -67,10 +67,10 @@
  resolved "https://registry.yarnpkg.com/@eslint/object-schema/-/object-schema-3.0.5.tgz#88e9bf4d11d2b19c082e78ebe7ce88724a5eb091"
  integrity sha512-vqTaUEgxzm+YDSdElad6PiRoX4t8VGDjCtt05zn4nU810UIx/uNEV7/lZJ6KwFThKZOzOxzXy48da+No7HZaMw==

-"@eslint/plugin-kit@^0.7.1":
-  version "0.7.1"
-  resolved "https://registry.yarnpkg.com/@eslint/plugin-kit/-/plugin-kit-0.7.1.tgz#c4125fd015eceeb09b793109fdbcd4dd0a02d346"
-  integrity sha512-rZAP3aVgB9ds9KOeUSL+zZ21hPmo8dh6fnIFwRQj5EAZl9gzR7wxYbYXYysAM8CTqGmUGyp2S4kUdV17MnGuWQ==
+"@eslint/plugin-kit@^0.7.2":
+  version "0.7.2"
+  resolved "https://registry.yarnpkg.com/@eslint/plugin-kit/-/plugin-kit-0.7.2.tgz#4b0962f3f2c7ce8bc98b3ecfe34525c09d2cb729"
+  integrity sha512-+CNAzxglkrpNf/kKywqQfk74QjtceuOE7Qm+AF8miRvPF/wmmK5+OJOgVh3AVTT3RP2mH3+FOaxlE5v72owk0A==
  dependencies:
    "@eslint/core" "^1.2.1"
    levn "^0.4.1"
@@ -103,53 +103,57 @@
  resolved "https://registry.yarnpkg.com/@isaacs/cliui/-/cliui-9.0.0.tgz#4d0a3f127058043bf2e7ee169eaf30ed901302f3"
  integrity sha512-AokJm4tuBHillT+FpMtxQ60n8ObyXBatq7jD2/JA9dxbDDokKQm8KMht5ibGzLVU9IJDIKK4TPKgMHEYMn3lMg==

-"@langchain/core@^1.1.42":
-  version "1.1.42"
-  resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.1.42.tgz#607bfd34c1414c9cbeb2859fda1b254a14c28085"
-  integrity sha512-d0tN96BrwPMryYyWR9VfyAntSivn7EQrZCe5Kpxum93tcjTXbKKmKvItFec8AluQt88iTcmAJrahUZUNfzGwTA==
+"@langchain/core@^1.1.48":
+  version "1.1.48"
+  resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.1.48.tgz#dfe7f6a64b0e3e79e5357ed4b402c021ee315a7f"
+  integrity sha512-fQU6Guyb1pwc2fEplmA8FPbKfOMAofjnyJzExevro0FxEiuGHE18Ov/ZHmT9trWCDTZRI9eW1VIc6aChxV8pAQ==
  dependencies:
    "@cfworker/json-schema" "^4.0.2"
    "@standard-schema/spec" "^1.1.0"
-    ansi-styles "^5.0.0"
-    camelcase "6"
-    decamelize "1.2.0"
    js-tiktoken "^1.0.12"
    langsmith ">=0.5.0 <1.0.0"
    mustache "^4.2.0"
    p-queue "^6.6.2"
    zod "^3.25.76 || ^4"

-"@langchain/langgraph-checkpoint@^1.0.1":
-  version "1.0.1"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.0.1.tgz#0ee5bdfeb9878d8d1d99347f23e199e5afd52995"
-  integrity sha512-HM0cJLRpIsSlWBQ/xuDC67l52SqZ62Bh2Y61DX+Xorqwoh5e1KxYvfCD7GnSTbWWhjBOutvnR0vPhu4orFkZfw==
+"@langchain/langgraph-checkpoint@^1.0.4":
+  version "1.0.4"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.0.4.tgz#893aa7255b2fe810fdeb50281f6750a3b0a6fef7"
+  integrity sha512-1y5MgZ0gXXrtmoy56e3kaBChI3GwFPIKl27xkrHwN+VE/3iUsyr9gO3Jtp7kdKAe6diZGbcas5bdC/r0yUwTZA==
  dependencies:
-    uuid "^10.0.0"
+    uuid "^14.0.0"

-"@langchain/langgraph-sdk@~1.8.9":
-  version "1.8.10"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph-sdk/-/langgraph-sdk-1.8.10.tgz#bd175cda1ab629845ef28b22b45f3bdd1f65b029"
-  integrity sha512-wrB3rkRw5KAmsqezwvKP3midT4qJrV6Hj9XJMYo+cbvXC4HYpSAmyY/VriSyeTFRbLG/OP/pY2Yz+9Z54nSaXQ==
+"@langchain/langgraph-sdk@~1.9.11":
+  version "1.9.11"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph-sdk/-/langgraph-sdk-1.9.11.tgz#d16f18b2c48e544436489172d86b3c78524eb679"
+  integrity sha512-mhadkZy4LQ97NJwvATiVIkSxVfOnauXNhrVHFgGnzyqr5zzPLS0VIKJW9xKT+pM8yLqW8Qj6+nPPNhwGUaxoRw==
  dependencies:
+    "@langchain/protocol" "^0.0.16"
    "@types/json-schema" "^7.0.15"
    p-queue "^9.0.1"
    p-retry "^7.1.1"
-    uuid "^13.0.0"
+    uuid "^14.0.0"

-"@langchain/langgraph@^1.2.9":
-  version "1.2.9"
-  resolved "https://registry.yarnpkg.com/@langchain/langgraph/-/langgraph-1.2.9.tgz#4f0ba159062c3649c83cf5f621ef926b96933e32"
-  integrity sha512-3c7BtGycHC2v9p6w/Hv8L7kEl1YnZYOQTDJtmAp3knk6JOedO7d2bYP3y0SRyhv5orUEGf/KGvx8ZsB/ideP7g==
+"@langchain/langgraph@^1.3.3":
+  version "1.3.3"
+  resolved "https://registry.yarnpkg.com/@langchain/langgraph/-/langgraph-1.3.3.tgz#c7bb19029e37971116e07101be3d8fd4b6483d50"
+  integrity sha512-8xbpGUQNBcWua7ivT5vUvDnQ+6Qbt0JO8RisgXZ8guPXNqh8plGVvrODW68S4AlJbOYY2yi0ROKtrL/1yN3MBQ==
  dependencies:
-    "@langchain/langgraph-checkpoint" "^1.0.1"
-    "@langchain/langgraph-sdk" "~1.8.9"
+    "@langchain/langgraph-checkpoint" "^1.0.4"
+    "@langchain/langgraph-sdk" "~1.9.11"
+    "@langchain/protocol" "^0.0.16"
    "@standard-schema/spec" "1.1.0"
-    uuid "^10.0.0"
+    uuid "^14.0.0"

-"@pkgr/core@^0.2.9":
-  version "0.2.9"
-  resolved "https://registry.yarnpkg.com/@pkgr/core/-/core-0.2.9.tgz#d229a7b7f9dac167a156992ef23c7f023653f53b"
-  integrity sha512-QNqXyfVS2wm9hweSYD2O7F0G06uurj9kZ96TRQE5Y9hU7+tgdZwIkbAKc5Ocy1HxEY2kuDQa6cQ1WRs/O5LFKA==
+"@langchain/protocol@^0.0.16":
+  version "0.0.16"
+  resolved "https://registry.yarnpkg.com/@langchain/protocol/-/protocol-0.0.16.tgz#68b63d58feaf4f0acf77405cb8fb16f9c3f09b60"
+  integrity sha512-ws+J7MaHyhO5dG7f0vdyHQiUn9hoCnki0f3crJPa4MCTGzcRC39jYSCghyrGtBPYQnZbUQiGyRVpW3z3M8IpJg==
+
+"@pkgr/core@^0.3.6":
+  version "0.3.6"
+  resolved "https://registry.yarnpkg.com/@pkgr/core/-/core-0.3.6.tgz#3569708bd4be4d8870ba32bf1c456dac81600d97"
+  integrity sha512-SEeaJLb3qBNF/OaXnaR1NmmBbFYk1zC0ZH/52fATcRPLFg/p791YrcyFFy44Bo9sLaGuSuLp5Q6axbb/O+v/RA==

 "@rtsao/scc@^1.1.0":
  version "1.1.0"
@@ -166,35 +170,35 @@
  resolved "https://registry.yarnpkg.com/@tsconfig/recommended/-/recommended-1.0.13.tgz#269fce3ad04ca70b93269ff44cca81b950f542da"
  integrity sha512-sySRuBfMKyKO/j2ZAhR8kSembhjuPEV4Ra3AHtmWLq51+iGaudr45crPSzNC5b7/Ctrh9dfUpBuTlYrH6rM58Q==

-"@turbo/darwin-64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/darwin-64/-/darwin-64-2.9.14.tgz#b9ec6ac637b9c5fdba5dae9d743f5d121f091242"
-  integrity sha512-t7QiPflaEyBE4oayeZtSmu4mEfjgIrcNlNNl1z1dmIVPqEdtA7+CfTf8d7KXsOGPh6aNgWjKxyvQg9uGfDQF+A==
+"@turbo/darwin-64@2.9.16":
+  version "2.9.16"
+  resolved "https://registry.yarnpkg.com/@turbo/darwin-64/-/darwin-64-2.9.16.tgz#f4146eab98e020d658a9a5d7feb846acba653546"
+  integrity sha512-jLjApWTSNd7JZ5JaLYfelW1ytnGQOvB7ivl+2RD1xQvJTbi8I9gBjzcga7tDZVPyaxpl10YTfJt3BrYXR18KDw==

-"@turbo/darwin-arm64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/darwin-arm64/-/darwin-arm64-2.9.14.tgz#99d19f3e59842c595d2828c72a2e4ef537408f38"
-  integrity sha512-d23147mC9BsCPA9mJ0h/ubcpbRgcJBXbcG3+Vq7YLhjz3IXuvQsJ1UXH8f4MD76ZjJ4m/E4aRdJV+MW88CDfbw==
+"@turbo/darwin-arm64@2.9.16":
+  version "2.9.16"
+  resolved "https://registry.yarnpkg.com/@turbo/darwin-arm64/-/darwin-arm64-2.9.16.tgz#1d01ca232fc189045d6a4dba4741f462e0343b8c"
+  integrity sha512-YPgrn+5HIGzrx0O2a631SV4MBQUe4W/DafMFUuBVgaU32PW9/OTT0ehviF0QSxTXuRJlHvW2eUTemddF5/spmw==

-"@turbo/linux-64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/linux-64/-/linux-64-2.9.14.tgz#9c907434f091cd75529f5496516f79b71935d2bb"
-  integrity sha512-P3ZKB5tuUDdDQWuAsACGUR1qv9W7BNWxdxqVJ0kZNuNNPRaVYTPPikLcp79+GiEcW3npsR+KyP38lnQiBc5aSA==
+"@turbo/linux-64@2.9.16":
+  version "2.9.16"
+  resolved "https://registry.yarnpkg.com/@turbo/linux-64/-/linux-64-2.9.16.tgz#8db630e6e5681a2ea48f7df1bca57bbd9bdf3e25"
+  integrity sha512-vAEf1H6l26lTpl9FJ/peQo1NUB8RC0sbEJJz5mPcUhHA2bPDup2x3CZPgo/bH8S4cUcBLm4FN3UHd5iUO2RAew==

-"@turbo/linux-arm64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/linux-arm64/-/linux-arm64-2.9.14.tgz#79ae9060e6ee9e0fb784ae0747e980f582e75313"
-  integrity sha512-ZRTlzcUMrrPv9ZuDzRF9n60Ym13bKeG9jDB8WjxyLhWNzV+AJQN+zdpIk3NJYf2zQsGUm1mNar2P0elRzLw25g==
+"@turbo/linux-arm64@2.9.16":
+  version "2.9.16"
+  resolved "https://registry.yarnpkg.com/@turbo/linux-arm64/-/linux-arm64-2.9.16.tgz#d1de82fc8075c4774b214dd2f5e8e2570bb03643"
+  integrity sha512-xDBLR2PZg4BrQOchfG6svgpv5FCNJ2TOtT2psLdEJcdKo1BH+pnPs9Xj6pvUjgfkHbuvBOfeE4R6tvxMoQKDHQ==

-"@turbo/windows-64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/windows-64/-/windows-64-2.9.14.tgz#68a80f299f35189314184c88301caad982d1c0c2"
-  integrity sha512-exanwN6sIduZwykYeiTQj8kCmOhazP5WOz3bvXMcYtjhL6Z3iRWLewKrXCBq0bqwSP3iBMb/AerRCnHI4lx46A==
+"@turbo/windows-64@2.9.16":
+  version "2.9.16"
+  resolved "https://registry.yarnpkg.com/@turbo/windows-64/-/windows-64-2.9.16.tgz#e369c51edd737978651c2f6b4ce49b582976d66f"
+  integrity sha512-NBAJnaUiGdgkSzQwUIdOvkCkcpTSu58G/sBGa0mvBtzfvFOOgrQwepKOOQ8cp6sWM6OcKDNFj2p1dsZA1OWjPg==

-"@turbo/windows-arm64@2.9.14":
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/@turbo/windows-arm64/-/windows-arm64-2.9.14.tgz#4dc16684f0ddce53fafe56ad8f55205c4473d17a"
-  integrity sha512-fVdCsnmYoKICsycbWuuGp6Jvi51/3G/UluFWuAUCvR8PIW5IJkAk5BM9UF8PSm0Q2IphWHFZjYEgjHsh3B9y/g==
+"@turbo/windows-arm64@2.9.16":
+  version "2.9.16"
+  resolved "https://registry.yarnpkg.com/@turbo/windows-arm64/-/windows-arm64-2.9.16.tgz#dbb2b2863e80eb9ca8da8bd8da63e2cc457e470c"
+  integrity sha512-Y7SJppD0Z8wjO3Ec0ZGd9KQ4Yv0BMnA8CIowj5Vp+OEVsosXDG2weK6/t1RRLfJmc2Ozrnd6y4DOgQys+mn3WQ==

 "@types/esrecurse@^4.3.1":
  version "4.3.1"
@@ -216,100 +220,100 @@
  resolved "https://registry.yarnpkg.com/@types/json5/-/json5-0.0.29.tgz#ee28707ae94e11d2b827bcbe5270bcea7f3e71ee"
  integrity sha512-dRLjCWHYg4oaA77cxO64oO+7JwCwnIzkZPdrrC71jQmQtlhM556pwKo5bUzqvZndkVbeFLIIi+9TC40JNF5hNQ==

-"@typescript-eslint/eslint-plugin@^8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.59.1.tgz#781bc6f9002982cfaf75a185240e24ad7276628a"
-  integrity sha512-BOziFIfE+6osHO9FoJG4zjoHUcvI7fTNBSpdAwrNH0/TLvzjsk2oo8XSSOT2HhqUyhZPfHv4UOffoJ9oEEQ7Ag==
+"@typescript-eslint/eslint-plugin@^8.60.1":
+  version "8.60.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.60.1.tgz#c1060bb8fa4be80624d3f3dec8dd9caca373af76"
+  integrity sha512-JQ4S5GB0tfjO8BuJ4fcX+HodkzJjYBV+7OJ+wLygaX7OGQ7FudyHL4NSCA6ob+w3Yn+5MkKIozOwQhXeM7opVg==
  dependencies:
    "@eslint-community/regexpp" "^4.12.2"
-    "@typescript-eslint/scope-manager" "8.59.1"
-    "@typescript-eslint/type-utils" "8.59.1"
-    "@typescript-eslint/utils" "8.59.1"
-    "@typescript-eslint/visitor-keys" "8.59.1"
+    "@typescript-eslint/scope-manager" "8.60.1"
+    "@typescript-eslint/type-utils" "8.60.1"
+    "@typescript-eslint/utils" "8.60.1"
+    "@typescript-eslint/visitor-keys" "8.60.1"
    ignore "^7.0.5"
    natural-compare "^1.4.0"
    ts-api-utils "^2.5.0"

-"@typescript-eslint/parser@^8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/parser/-/parser-8.59.1.tgz#835d20a62350659a082a1ae2a60b822c40488905"
-  integrity sha512-HDQH9O/47Dxi1ceDhBXdaldtf/WV9yRYMjbjCuNk3qnaTD564qwv61Y7+gTxwxRKzSrgO5uhtw584igXVuuZkA==
+"@typescript-eslint/parser@^8.60.1":
+  version "8.60.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/parser/-/parser-8.60.1.tgz#a9d7f30850384d34b41f4687dd8944823c09e289"
+  integrity sha512-A0M6ua6H252bVjPvvtSgl2QA4+ET9S5Mtkb2GDyTxIhH/C4qDItT7RQNO5PhMC6NXGYXOR9dIalcDDgBKT7oFA==
  dependencies:
-    "@typescript-eslint/scope-manager" "8.59.1"
-    "@typescript-eslint/types" "8.59.1"
-    "@typescript-eslint/typescript-estree" "8.59.1"
-    "@typescript-eslint/visitor-keys" "8.59.1"
+    "@typescript-eslint/scope-manager" "8.60.1"
+    "@typescript-eslint/types" "8.60.1"
+    "@typescript-eslint/typescript-estree" "8.60.1"
+    "@typescript-eslint/visitor-keys" "8.60.1"
    debug "^4.4.3"

-"@typescript-eslint/project-service@8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/project-service/-/project-service-8.59.1.tgz#49efe87c37ef84262f23df8bf62fdc56698ca6fe"
-  integrity sha512-+MuHQlHiEr00Of/IQbE/MmEoi44znZHbR/Pz7Opq4HryUOlRi+/44dro9Ycy8Fyo+/024IWtw8m4JUMCGTYxDg==
+"@typescript-eslint/project-service@8.60.1":
+  version "8.60.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/project-service/-/project-service-8.60.1.tgz#eb29712f58d72c222fc727162e92f2ab4670971b"
+  integrity sha512-eXkTH2bxmXlqD1RnOPmLZ9ZM9D3VwSx04JOwBnP9RQ+yUA5a2Mu7SfW8uaV2Aon53NJzZlZYuX7tn91Izf+xaw==
  dependencies:
-    "@typescript-eslint/tsconfig-utils" "^8.59.1"
-    "@typescript-eslint/types" "^8.59.1"
+    "@typescript-eslint/tsconfig-utils" "^8.60.1"
+    "@typescript-eslint/types" "^8.60.1"
    debug "^4.4.3"

-"@typescript-eslint/scope-manager@8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/scope-manager/-/scope-manager-8.59.1.tgz#ed90d054fc3db2d0c81464db3a953a94fb85bb58"
-  integrity sha512-LwuHQI4pDOYVKvmH2dkaJo6YZCSgouVgnS/z7yBPKBMvgtBvyLqiLy9Z6b7+m/TRcX1NFYUqZetI5Y+aT4GEfg==
+"@typescript-eslint/scope-manager@8.60.1":
+  version "8.60.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/scope-manager/-/scope-manager-8.60.1.tgz#2f875962eaad0a0789cc3c36aea9b4ddeb2dd9c8"
+  integrity sha512-gvI5OQoptnxQnchOirukCuQ55svJSTuD/4k5+pC267xyBtYry748R9/c3tYUzb/iE6RZfllRz2lVulLCHkTm4w==
  dependencies:
-    "@typescript-eslint/types" "8.59.1"
-    "@typescript-eslint/visitor-keys" "8.59.1"
+    "@typescript-eslint/types" "8.60.1"
+    "@typescript-eslint/visitor-keys" "8.60.1"

-"@typescript-eslint/tsconfig-utils@8.59.1", "@typescript-eslint/tsconfig-utils@^8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/tsconfig-utils/-/tsconfig-utils-8.59.1.tgz#ba2a779a444f1d5cb92a606f9b209d239fd4cab1"
-  integrity sha512-/0nEyPbX7gRsk0Uwfe4ALwwgxuA66d/l2mhRDNlAvaj4U3juhUtJNq0DsY8M2AYwwb9rEq2hrC3IcIcEt++iJA==
+"@typescript-eslint/tsconfig-utils@8.60.1", "@typescript-eslint/tsconfig-utils@^8.60.1":
+  version "8.60.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/tsconfig-utils/-/tsconfig-utils-8.60.1.tgz#bee8b942a13679a878101c9c74577d732062ed93"
+  integrity sha512-nh8w4qAteiKuZu3pSSzG/yGKpw0OlkrKnzFmbVRenKaD4qc+7i1GrmZaLVkr8rk4uipiPGMOW4YsM6WmKZ5CvA==

-"@typescript-eslint/type-utils@8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/type-utils/-/type-utils-8.59.1.tgz#9c83d3f2ed9187a815e8120f72c08317e513e409"
-  integrity sha512-klWPBR2ciQHS3f++ug/mVnWKPjBUo7icEL3FAO1lhAR1Z1i5NQYZ1EannMSRYcq5qCv5wNALlXr6fksRHyYl7w==
+"@typescript-eslint/type-utils@8.60.1":
+  version "8.60.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/type-utils/-/type-utils-8.60.1.tgz#1ae45f0f2a701354beea4a58c2161e40a5e3c379"
+  integrity sha512-sdwTrpjosW7ANQYJ39ZBF1ZyEMEGVB2UsikrserVM/30a/F1dTLnu9bGxEdosugyu5caigjLrR2qiD11asjI1A==
  dependencies:
-    "@typescript-eslint/types" "8.59.1"
-    "@typescript-eslint/typescript-estree" "8.59.1"
-    "@typescript-eslint/utils" "8.59.1"
+    "@typescript-eslint/types" "8.60.1"
+    "@typescript-eslint/typescript-estree" "8.60.1"
+    "@typescript-eslint/utils" "8.60.1"
    debug "^4.4.3"
    ts-api-utils "^2.5.0"

-"@typescript-eslint/types@8.59.1", "@typescript-eslint/types@^8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.59.1.tgz#c1d014d3f03a97e0113a8899fc9d4e45a7fb0ca9"
-  integrity sha512-ZDCjgccSdYPw5Bxh+my4Z0lJU96ZDN7jbBzvmEn0FZx3RtU1C7VWl6NbDx94bwY3V5YsgwRzJPOgeY2Q/nLG8A==
+"@typescript-eslint/types@8.60.1", "@typescript-eslint/types@^8.60.1":
+  version "8.60.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/types/-/types-8.60.1.tgz#ccdc482ba9e17f9723a10ce240b5e67dad3046c4"
+  integrity sha512-4h0tY8ppCkdCzcrl2YM5M3my0xsE1Tf8om3owEu5oPWmXwkKRmk0j0LGDzYBGUcAlesEbxBhazqu/K4cu3Ug7w==

-"@typescript-eslint/typescript-estree@8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-8.59.1.tgz#4391fadf98a22c869c5b6522dbf4e491e53e351a"
-  integrity sha512-OUd+vJS05sSkOip+BkZ/2NS8RMxrAAJemsC6vU3kmfLyeaJT0TftHkV9mcx2107MmsBVXXexhVu4F0TZXyMl4g==
+"@typescript-eslint/typescript-estree@8.60.1":
+  version "8.60.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/typescript-estree/-/typescript-estree-8.60.1.tgz#016630b119228bf483ddc652703a6a038f3fdd74"
+  integrity sha512-alpRkfG8hlVE5kdJW2GkfgDgXxold3e8e4l6EnmhRmRLbekgAPCCGDVD++sABy9FcgPFroq+uFcCSM1vR57Cew==
  dependencies:
-    "@typescript-eslint/project-service" "8.59.1"
-    "@typescript-eslint/tsconfig-utils" "8.59.1"
-    "@typescript-eslint/types" "8.59.1"
-    "@typescript-eslint/visitor-keys" "8.59.1"
+    "@typescript-eslint/project-service" "8.60.1"
+    "@typescript-eslint/tsconfig-utils" "8.60.1"
+    "@typescript-eslint/types" "8.60.1"
+    "@typescript-eslint/visitor-keys" "8.60.1"
    debug "^4.4.3"
    minimatch "^10.2.2"
    semver "^7.7.3"
    tinyglobby "^0.2.15"
    ts-api-utils "^2.5.0"

-"@typescript-eslint/utils@8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.59.1.tgz#cf6204d69701bbbc5b150f98c18aeef0a42c10bd"
-  integrity sha512-3pIeoXhCeYH9FSCBI8P3iNwJlGuzPlYKkTlen2O9T1DSeeg8UG8jstq6BLk+Mda0qup7mgk4z4XL4OzRaxZ8LA==
+"@typescript-eslint/utils@8.60.1":
+  version "8.60.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/utils/-/utils-8.60.1.tgz#31cf566095602d9fe8ad91837d2eb520b8de762b"
+  integrity sha512-h2MPBLoNtjc3qZWfY3Tl51yPorQ2McHn8pJfcMNTcIvrrZrr90Ykffit0yjrPFWQcRcUxzH20+6OcVdW4yHtUg==
  dependencies:
    "@eslint-community/eslint-utils" "^4.9.1"
-    "@typescript-eslint/scope-manager" "8.59.1"
-    "@typescript-eslint/types" "8.59.1"
-    "@typescript-eslint/typescript-estree" "8.59.1"
+    "@typescript-eslint/scope-manager" "8.60.1"
+    "@typescript-eslint/types" "8.60.1"
+    "@typescript-eslint/typescript-estree" "8.60.1"

-"@typescript-eslint/visitor-keys@8.59.1":
-  version "8.59.1"
-  resolved "https://registry.yarnpkg.com/@typescript-eslint/visitor-keys/-/visitor-keys-8.59.1.tgz#b5cba576287a3eeb0b400b62813189abcc3f976a"
-  integrity sha512-LdDNl6C5iJExcM0Yh0PwAIBb9PrSiCsWamF/JyEZawm3kFDnRoaq3LGE4bpyRao/fWeGKKyw7icx0YxrLFC5Cg==
+"@typescript-eslint/visitor-keys@8.60.1":
+  version "8.60.1"
+  resolved "https://registry.yarnpkg.com/@typescript-eslint/visitor-keys/-/visitor-keys-8.60.1.tgz#165d1d8901137b944efaf18f00ab5ecb57f06995"
+  integrity sha512-EbGRQg4FhrmwLodl+t3JNAnXHWVr9Vp+Zl1QBZVPY4ByfkzIT8cX3K6QWODHtkIZqqJVEWvhHSx3v5PDHsaQag==
  dependencies:
-    "@typescript-eslint/types" "8.59.1"
+    "@typescript-eslint/types" "8.60.1"
    eslint-visitor-keys "^5.0.0"

 acorn-jsx@^5.3.2:
@@ -337,11 +341,6 @@ ajv@^6.14.0:
    json-schema-traverse "^0.4.1"
    uri-js "^4.2.2"

-ansi-styles@^5.0.0:
-  version "5.2.0"
-  resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-5.2.0.tgz#07449690ad45777d1924ac2abb2fc8895dba836b"
-  integrity sha512-Cxwpt2SfTzTtXcfOlzGEee8O+c+MmUgGrNiBcXnuWxuFJHe6a5Hz7qwhwe5OgaSYI0IJvkLqWX1ASG+cJOkEiA==
-
 argparse@^2.0.1:
  version "2.0.1"
  resolved "https://registry.yarnpkg.com/argparse/-/argparse-2.0.1.tgz#246f50f3ca78a3240f6c997e8a9bd1eac49e4b38"
@@ -490,11 +489,6 @@ callsites@^3.0.0:
  resolved "https://registry.yarnpkg.com/callsites/-/callsites-3.1.0.tgz#b3630abd8943432f54b3f0519238e33cd7df2f73"
  integrity sha512-P8BjAsXvZS+VIDUI11hHCQEv74YT67YUi5JJFNWIqL235sBmjX4+qx9Muvls5ivyNENctx46xQLQ3aTuE7ssaQ==

-camelcase@6:
-  version "6.3.0"
-  resolved "https://registry.yarnpkg.com/camelcase/-/camelcase-6.3.0.tgz#5685b95eb209ac9c0c177467778c9c84df58ba9a"
-  integrity sha512-Gmy6FhYlCY7uOElZUSbxo2UCDH8owEk996gkbrpsgGtrJLM3J7jGxl9Ic7Qwwj4ivOE5AWZWRMecDdF7hqGjFA==
-
 concat-map@0.0.1:
  version "0.0.1"
  resolved "https://registry.yarnpkg.com/concat-map/-/concat-map-0.0.1.tgz#d8a96bd77fd68df7793a73036a3ba0d5405d477b"
@@ -550,11 +544,6 @@ debug@^4.3.1, debug@^4.3.2, debug@^4.4.3:
  dependencies:
    ms "^2.1.3"

-decamelize@1.2.0:
-  version "1.2.0"
-  resolved "https://registry.yarnpkg.com/decamelize/-/decamelize-1.2.0.tgz#f6534d15148269b20352e7bee26f501f9a191290"
-  integrity sha512-z2S+W9X73hAUUki+N+9Za2lBlun89zigOyGrsax+KUQ6wKW4ZoWpEYBkGhQjwAjjDCkWxhY0VKEhk8wzY7F5cA==
-
 deep-is@^0.1.3:
  version "0.1.4"
  resolved "https://registry.yarnpkg.com/deep-is/-/deep-is-0.1.4.tgz#a6f2dce612fadd2ef1f519b73551f17e85199831"
@@ -753,13 +742,13 @@ eslint-plugin-no-instanceof@^1.0.1:
  resolved "https://registry.yarnpkg.com/eslint-plugin-no-instanceof/-/eslint-plugin-no-instanceof-1.0.1.tgz#5d9fc86d160df6991b654b294a62390207f1bb97"
  integrity sha512-zlqQ7EsfzbRO68uI+p8FIE7zYB4njs+nNbkNjSb5QmLi2et67zQLqSeaao5U9SpnlZTTJC87nS2oyHo2ACtajw==

-eslint-plugin-prettier@^5.5.5:
-  version "5.5.5"
-  resolved "https://registry.yarnpkg.com/eslint-plugin-prettier/-/eslint-plugin-prettier-5.5.5.tgz#9eae11593faa108859c26f9a9c367d619a0769c0"
-  integrity sha512-hscXkbqUZ2sPithAuLm5MXL+Wph+U7wHngPBv9OMWwlP8iaflyxpjTYZkmdgB4/vPIhemRlBEoLrH7UC1n7aUw==
+eslint-plugin-prettier@^5.5.6:
+  version "5.5.6"
+  resolved "https://registry.yarnpkg.com/eslint-plugin-prettier/-/eslint-plugin-prettier-5.5.6.tgz#363ebe4d769bce157ccdd8129ce3efd91dc62564"
+  integrity sha512-ifetmTcxWfz+4qRW3pH/ujdTq2jQIj59AxJMIN26K5avYgU8dxycUETQonWiW+wPrYXA0j3Try0l1CnwVQtDqQ==
  dependencies:
    prettier-linter-helpers "^1.0.1"
-    synckit "^0.11.12"
+    synckit "^0.11.13"

 eslint-scope@^9.1.2:
  version "9.1.2"
@@ -786,17 +775,17 @@ eslint-visitor-keys@^5.0.0, eslint-visitor-keys@^5.0.1:
  resolved "https://registry.yarnpkg.com/eslint-visitor-keys/-/eslint-visitor-keys-5.0.1.tgz#9e3c9489697824d2d4ce3a8ad12628f91e9f59be"
  integrity sha512-tD40eHxA35h0PEIZNeIjkHoDR4YjjJp34biM0mDvplBe//mB+IHCqHDGV7pxF+7MklTvighcCPPZC7ynWyjdTA==

-eslint@^10.2.1:
-  version "10.2.1"
-  resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.2.1.tgz#224b2a6caeb34473eddcf918762363e2e063222a"
-  integrity sha512-wiyGaKsDgqXvF40P8mDwiUp/KQjE1FdrIEJsM8PZ3XCiniTMXS3OHWWUe5FI5agoCnr8x4xPrTDZuxsBlNHl+Q==
+eslint@^10.4.1:
+  version "10.4.1"
+  resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.4.1.tgz#f6640b176e0912246d9ddbf8fcfa5e8b7f02445a"
+  integrity sha512-AyIKhnOBuOAdueD7RB3xB+YeAWScb9jHsJBgH2Hcde8InP5JYhqrRR6iTMHyTEwgENK54Cp44e4v8BwNhsuHuw==
  dependencies:
    "@eslint-community/eslint-utils" "^4.8.0"
    "@eslint-community/regexpp" "^4.12.2"
    "@eslint/config-array" "^0.23.5"
-    "@eslint/config-helpers" "^0.5.5"
+    "@eslint/config-helpers" "^0.6.0"
    "@eslint/core" "^1.2.1"
-    "@eslint/plugin-kit" "^0.7.1"
+    "@eslint/plugin-kit" "^0.7.2"
    "@humanfs/node" "^0.16.6"
    "@humanwhocodes/module-importer" "^1.0.1"
    "@humanwhocodes/retry" "^0.4.2"
@@ -1783,12 +1772,12 @@ supports-preserve-symlinks-flag@^1.0.0:
  resolved "https://registry.yarnpkg.com/supports-preserve-symlinks-flag/-/supports-preserve-symlinks-flag-1.0.0.tgz#6eda4bd344a3c94aea376d4cc31bc77311039e09"
  integrity sha512-ot0WnXS9fgdkgIcePe6RHNk1WA8+muPa6cSjeR3V8K27q9BB1rTE3R1p7Hv0z1ZyAc8s6Vvv8DIyWf681MAt0w==

-synckit@^0.11.12:
-  version "0.11.12"
-  resolved "https://registry.yarnpkg.com/synckit/-/synckit-0.11.12.tgz#abe74124264fbc00a48011b0d98bdc1cffb64a7b"
-  integrity sha512-Bh7QjT8/SuKUIfObSXNHNSK6WHo6J1tHCqJsuaFDP7gP0fkzSfTxI8y85JrppZ0h8l0maIgc2tfuZQ6/t3GtnQ==
+synckit@^0.11.13:
+  version "0.11.13"
+  resolved "https://registry.yarnpkg.com/synckit/-/synckit-0.11.13.tgz#062a5ea57d81befc35892f8254de5c567e97c80a"
+  integrity sha512-eNRKgb3z66Yp3D2CixVujOUvXLFUTij/zVnV8KRyvFdQwpz7I5DS8UfRkTeLzb64u+dkzDSdelE24izu+zSSUg==
  dependencies:
-    "@pkgr/core" "^0.2.9"
+    "@pkgr/core" "^0.3.6"

 tinyglobby@^0.2.15:
  version "0.2.15"
@@ -1813,17 +1802,17 @@ tsconfig-paths@^3.15.0:
    minimist "^1.2.6"
    strip-bom "^3.0.0"

-turbo@^2.9.14:
-  version "2.9.14"
-  resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.9.14.tgz#d412fcc4c9bd8dba29cec5bbd54d5a74ab2b1bee"
-  integrity sha512-BQqXRr4UoWI3UPFrtznCLykYHxwxWh53iCB57x092jPMjIlW1wnm3N895g5irpiXmnxUhREBB0n6+y8BHhs4nw==
+turbo@^2.9.16:
+  version "2.9.16"
+  resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.9.16.tgz#ed72ff679c2c54bde0e3a2e40107416181e203a4"
+  integrity sha512-NqgRQy6j6dPYcdSdv0q1g9QsZg7SWg87RERM8otw/1AtKU2yTFVClOM7cbwKzOonZr/Ek1blTBucw64L9H0Bwg==
  optionalDependencies:
-    "@turbo/darwin-64" "2.9.14"
-    "@turbo/darwin-arm64" "2.9.14"
-    "@turbo/linux-64" "2.9.14"
-    "@turbo/linux-arm64" "2.9.14"
-    "@turbo/windows-64" "2.9.14"
-    "@turbo/windows-arm64" "2.9.14"
+    "@turbo/darwin-64" "2.9.16"
+    "@turbo/darwin-arm64" "2.9.16"
+    "@turbo/linux-64" "2.9.16"
+    "@turbo/linux-arm64" "2.9.16"
+    "@turbo/windows-64" "2.9.16"
+    "@turbo/windows-arm64" "2.9.16"

 type-check@^0.4.0, type-check@~0.4.0:
  version "0.4.0"
@@ -1877,10 +1866,10 @@ typed-array-length@^1.0.7:
    possible-typed-array-names "^1.0.0"
    reflect.getprototypeof "^1.0.6"

-typescript@^5.9.3:
-  version "5.9.3"
-  resolved "https://registry.yarnpkg.com/typescript/-/typescript-5.9.3.tgz#5b4f59e15310ab17a216f5d6cf53ee476ede670f"
-  integrity sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==
+typescript@^6.0.3:
+  version "6.0.3"
+  resolved "https://registry.yarnpkg.com/typescript/-/typescript-6.0.3.tgz#90251dc007916e972786cb94d74d15b185577d21"
+  integrity sha512-y2TvuxSZPDyQakkFRPZHKFm+KKVqIisdg9/CZwm9ftvKXLP8NRWj38/ODjNbr43SsoXqNuAisEf1GdCxqWcdBw==

 unbox-primitive@^1.1.0:
  version "1.1.0"
@@ -1899,15 +1888,10 @@ uri-js@^4.2.2:
  dependencies:
    punycode "^2.1.0"

-uuid@^10.0.0:
-  version "10.0.0"
-  resolved "https://registry.yarnpkg.com/uuid/-/uuid-10.0.0.tgz#5a95aa454e6e002725c79055fd42aaba30ca6294"
-  integrity sha512-8XkAphELsDnEGrDxUOHB3RGvXz6TeuYSGEZBOjtTtPm2lwhGBjLgOzLHB63IUWfBpNucQjND6d3AOudO+H3RWQ==
-
-uuid@^13.0.0:
-  version "13.0.0"
-  resolved "https://registry.yarnpkg.com/uuid/-/uuid-13.0.0.tgz#263dc341b19b4d755eb8fe36b78d95a6b65707e8"
-  integrity sha512-XQegIaBTVUjSHliKqcnFqYypAd4S+WCYt5NIeRs6w/UAry7z8Y9j5ZwRRL4kzq9U3sD6v+85er9FvkEaBpji2w==
+uuid@^14.0.0:
+  version "14.0.0"
+  resolved "https://registry.yarnpkg.com/uuid/-/uuid-14.0.0.tgz#0af883220163d264ffe0c084f6b8a89b9666966d"
+  integrity sha512-Qo+uWgilfSmAhXCMav1uYFynlQO7fMFiMVZsQqZRMIXp0O7rR7qjkj+cPvBHLgBqi960QCoo/PH2/6ZtVqKvrg==

 which-boxed-primitive@^1.1.0, which-boxed-primitive@^1.1.1:
  version "1.1.1"
@@ -1 +1 @@
-__version__ = "0.4.27"
+__version__ = "0.4.30"
@@ -159,7 +159,14 @@ OPT_POSTGRES_URI = click.option(
 OPT_API_VERSION = click.option(
    "--api-version",
    type=str,
-    help="API server version to use for the base image. If unspecified, the latest version will be used.",
+    help=(
+        "API server version to use for the base image. If unspecified, the "
+        "latest stable version will be used. Compatible ranges like "
+        "~=0.11.0.dev5 stay on 0.11.0.dev5 while only newer dev builds exist, "
+        "then resolve to the newest matching rc or stable release, for example "
+        "0.11.0rc1 or 0.11.0. Stable-floating ranges like >~=0.11.0.dev5 "
+        "can also pick up future stable releases, for example 0.12.0."
+    ),
 )

 OPT_ENGINE_RUNTIME_MODE = click.option(
@@ -724,6 +731,30 @@ def dockerfile(
    default="WARNING",
    help="Set the log level for the API server.",
 )
+@click.option(
+    "--ssl-certfile",
+    type=click.Path(
+        exists=True,
+        file_okay=True,
+        dir_okay=False,
+        resolve_path=True,
+        path_type=pathlib.Path,
+    ),
+    default=None,
+    help="Path to an SSL certificate file for serving the development server over HTTPS.",
+)
+@click.option(
+    "--ssl-keyfile",
+    type=click.Path(
+        exists=True,
+        file_okay=True,
+        dir_okay=False,
+        resolve_path=True,
+        path_type=pathlib.Path,
+    ),
+    default=None,
+    help="Path to an SSL key file for serving the development server over HTTPS.",
+)
@cli.command(
    "dev",
    help="🏃‍♀️‍➡️ Run LangGraph API server in development mode with hot reloading and debugging support",
@@ -742,8 +773,20 @@ def dev(
    allow_blocking: bool,
    tunnel: bool,
    server_log_level: str,
+    ssl_certfile: pathlib.Path | None,
+    ssl_keyfile: pathlib.Path | None,
 ):
    """CLI entrypoint for running the LangGraph API server."""
+    if (ssl_certfile is None) != (ssl_keyfile is None):
+        raise click.UsageError(
+            "Both --ssl-certfile and --ssl-keyfile must be provided to enable HTTPS."
+        )
+
+    if ssl_certfile and ssl_keyfile and tunnel:
+        raise click.UsageError(
+            "Cannot use --tunnel with SSL options. Please choose either to serve over HTTPS or to expose via a tunnel, but not both."
+        )
+
    try:
        from langgraph_api.cli import run_server  # type: ignore
    except ImportError:
@@ -814,6 +857,8 @@ def dev(
        server_level=server_log_level,
        checkpointer=config_json.get("checkpointer"),
        disable_persistence=config_json.get("disable_persistence", False),
+        ssl_certfile=ssl_certfile,
+        ssl_keyfile=ssl_keyfile,
    )


@@ -9,6 +9,7 @@ from collections import Counter
 from typing import Literal, NamedTuple

 import click
+import httpx

 from langgraph_cli.schemas import Config, Distros
 from langgraph_cli.uv_lock import python_config_to_docker_uv_lock
@@ -41,6 +42,31 @@ _API_VERSION_PATTERN = re.compile(
    r"(?:\.(?P<patch>\d+))?"
    r"(?:(?:\.|)(?:[A-Za-z][0-9A-Za-z]*))?$"
 )
+_API_VERSION_RANGE_PATTERN = re.compile(r"^(?P<operator>~=|>~=)\s*(?P<version>.+)$")
+_API_VERSION_PART_PATTERN = re.compile(
+    r"^(?P<major>\d+)"
+    r"(?:\.(?P<minor>\d+))?"
+    r"(?:\.(?P<patch>\d+))?"
+    r"(?:(?:\.|)(?P<pre>dev|rc)(?P<pre_n>\d+))?$"
+)
+
+
+class _ParsedApiVersion(NamedTuple):
+    release: tuple[int, ...]
+    prerelease: str | None
+    prerelease_number: int
+
+
+class _ApiVersionRange(NamedTuple):
+    floor: _ParsedApiVersion
+    allow_future_stable: bool
+
+
+_PRERELEASE_ORDER = {
+    "dev": 0,
+    "rc": 1,
+    None: 2,
+}


 def has_disallowed_build_command_content(command: str) -> bool:
@@ -141,6 +167,133 @@ def _parse_api_version_parts(version_str: str) -> tuple[int, ...]:
    return tuple(int(part) for part in match.groups() if part is not None)


+def _parse_api_version(version_str: str) -> _ParsedApiVersion:
+    match = _API_VERSION_PART_PATTERN.fullmatch(version_str)
+    if not match:
+        raise ValueError("Version must be major or major.minor or major.minor.patch.")
+    release = tuple(
+        int(part)
+        for part in (
+            match.group("major"),
+            match.group("minor"),
+            match.group("patch"),
+        )
+        if part is not None
+    )
+    prerelease = match.group("pre")
+    prerelease_number = int(match.group("pre_n") or 0)
+    return _ParsedApiVersion(release, prerelease, prerelease_number)
+
+
+def _api_version_sort_key(
+    version: _ParsedApiVersion,
+) -> tuple[tuple[int, ...], int, int]:
+    return (
+        version.release,
+        _PRERELEASE_ORDER[version.prerelease],
+        version.prerelease_number,
+    )
+
+
+def _api_version_upper_bound(version: _ParsedApiVersion) -> tuple[int, ...]:
+    release = version.release
+    if len(release) <= 2:
+        return (release[0] + 1,)
+    return (release[0], release[1] + 1)
+
+
+def _is_compatible_api_version_candidate(
+    candidate: _ParsedApiVersion,
+    version_range: _ApiVersionRange,
+    upper_bound: tuple[int, ...],
+) -> bool:
+    floor = version_range.floor
+    if _api_version_sort_key(candidate) < _api_version_sort_key(floor):
+        return False
+    outside_compatible_range = candidate.release[: len(upper_bound)] >= upper_bound
+    if outside_compatible_range and not version_range.allow_future_stable:
+        return False
+    if outside_compatible_range and candidate.prerelease is not None:
+        return False
+    if floor.prerelease == "dev" and candidate.prerelease == "dev":
+        return candidate == floor
+    return True
+
+
+def _ensure_compatible_api_version_base_image(base_image: str) -> None:
+    if ":" in base_image:
+        raise click.UsageError(
+            "Compatible api_version ranges cannot be used with a tagged base_image."
+        )
+
+
+def _get_pypi_versions(package_name: str) -> list[str]:
+    try:
+        response = httpx.get(
+            f"https://pypi.org/pypi/{package_name}/json",
+            timeout=10,
+        )
+        response.raise_for_status()
+    except httpx.HTTPError as exc:
+        raise click.UsageError(
+            f"Failed to fetch PyPI versions for {package_name}: {exc}"
+        ) from None
+    payload = response.json()
+    releases = payload.get("releases", {})
+    if not isinstance(releases, dict):
+        raise click.UsageError(
+            f"Failed to fetch PyPI versions for {package_name}: invalid response."
+        )
+    return [version for version in releases if isinstance(version, str)]
+
+
+def _resolve_compatible_api_version(
+    api_version: str,
+    base_image: str,
+    version_distro_tag: str,
+) -> str:
+    match = _API_VERSION_RANGE_PATTERN.fullmatch(api_version)
+    if not match:
+        return api_version
+
+    floor_str = match.group("version").strip()
+    try:
+        floor = _parse_api_version(floor_str)
+    except ValueError:
+        raise click.UsageError(
+            f"Invalid compatible api_version range: {api_version}.\n\n"
+            "Use a compatible version range, e.g.:\n"
+            '  "api_version": "~=0.11.0.dev5"\n'
+            "or a stable-floating range, e.g.:\n"
+            '  "api_version": ">~=0.11.0.dev5"'
+        ) from None
+
+    version_range = _ApiVersionRange(
+        floor=floor,
+        allow_future_stable=match.group("operator") == ">~=",
+    )
+    _ensure_compatible_api_version_base_image(base_image)
+    pypi_versions = _get_pypi_versions("langgraph-api")
+
+    candidates: list[tuple[_ParsedApiVersion, str]] = []
+    upper_bound = _api_version_upper_bound(floor)
+    for candidate_str in pypi_versions:
+        try:
+            candidate = _parse_api_version(candidate_str)
+        except ValueError:
+            continue
+        if _is_compatible_api_version_candidate(candidate, version_range, upper_bound):
+            candidates.append((candidate, candidate_str))
+
+    if not candidates:
+        raise click.UsageError(
+            f"No PyPI releases match compatible api_version range {api_version!r} "
+            f"for {base_image} with {version_distro_tag!r}."
+        )
+
+    return max(candidates, key=lambda item: _api_version_sort_key(item[0]))[1]
+
+
 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):
@@ -194,7 +347,12 @@ def validate_config(config: Config) -> Config:
            )
    if api_version:
        try:
-            parts = _parse_api_version_parts(api_version)
+            compatible_match = _API_VERSION_RANGE_PATTERN.fullmatch(api_version)
+            parts = _parse_api_version_parts(
+                compatible_match.group("version").strip()
+                if compatible_match
+                else api_version
+            )
            if len(parts) > 3:
                raise ValueError(
                    "Version must be major or major.minor or major.minor.patch."
@@ -1430,6 +1588,9 @@ def docker_tag(

    # Prepend API version if provided
    if api_version:
+        api_version = _resolve_compatible_api_version(
+            api_version, base_image, f"{language}{version_distro_tag}"
+        )
        full_tag = f"{api_version}-{language}{version_distro_tag}"
    elif "/langgraph-server" in base_image and version_distro_tag not in base_image:
        return f"{base_image}-{language}{version_distro_tag}"
@@ -0,0 +1,141 @@
+"""Detection of tracked Python packages in a local LangGraph project.
+
+Mirrors host-backend's `host.models.dependency_tracking` so that CLI-based
+deploys report the same `tracked_packages` revision metadata that
+GitHub-based deploys do. The host backend strictly validates each entry
+against `<package-name>:<version>` with package-name in `TRACKED_PACKAGES`,
+so the detection rules here must match exactly.
+"""
+
+from __future__ import annotations
+
+import pathlib
+import re
+
+# Single source of truth for which packages the host backend cares about.
+# Keep in sync with host-backend/host/models/tracked_packages.py.
+TRACKED_PACKAGES: tuple[str, ...] = ("google-adk",)
+
+_MAX_READ_BYTES = 5 * 1024 * 1024
+
+_PACKAGES_ALT = "|".join(re.escape(p) for p in TRACKED_PACKAGES)
+
+_DEPS_RE = re.compile(
+    rf"(?<![a-zA-Z0-9_-])({_PACKAGES_ALT})"
+    r"(?:\[[^\]]*\])?"
+    r"\s*((?:(?:==|>=|<=|~=|!=|>|<)\s*[\w.*]+\s*,?\s*)+)"
+)
+
+_UV_LOCK_RE = re.compile(
+    rf'name\s*=\s*"({_PACKAGES_ALT})"\s*\n\s*version\s*=\s*"([^"]+)"'
+)
+
+_BARE_RE = re.compile(rf'(?<![a-zA-Z0-9_-])({_PACKAGES_ALT})(?:\[[^\]]*\])?\s*[,"\'\n]')
+
+_EXTRAS_BRACKET_RE = re.compile(r"\[([a-zA-Z0-9_.\- ,\t]+)\]")
+
+
+def _appears_in_extras(content: str, pkg: str) -> bool:
+    for m in _EXTRAS_BRACKET_RE.finditer(content):
+        for token in m.group(1).split(","):
+            if token.strip() == pkg:
+                return True
+    return False
+
+
+def _read_text(path: pathlib.Path) -> str | None:
+    try:
+        if not path.is_file():
+            return None
+        with open(path, "rb") as f:
+            data = f.read(_MAX_READ_BYTES + 1)
+    except OSError:
+        return None
+    if len(data) > _MAX_READ_BYTES:
+        data = data[:_MAX_READ_BYTES]
+    return data.decode("utf-8", errors="replace")
+
+
+def _find_version_for(
+    pkg: str,
+    lock_content: str | None,
+    pyproject_content: str | None,
+    requirements_content: str | None,
+) -> str | None:
+    if lock_content is not None:
+        for m in _UV_LOCK_RE.finditer(lock_content):
+            if m.group(1) == pkg:
+                return m.group(2)
+    for content in (pyproject_content, requirements_content):
+        if content is None:
+            continue
+        for m in _DEPS_RE.finditer(content):
+            if m.group(1) == pkg:
+                return m.group(2).strip().rstrip(",")
+        for m in _BARE_RE.finditer(content):
+            if m.group(1) == pkg:
+                return "unknown"
+        if _appears_in_extras(content, pkg):
+            return "unknown"
+    return None
+
+
+def _resolved_dep_base(
+    project_root: pathlib.Path, dep_path: str
+) -> pathlib.Path | None:
+    """Return the resolved dep directory if it stays inside the project root."""
+    try:
+        candidate = (project_root / dep_path).resolve()
+    except (OSError, RuntimeError):
+        return None
+    try:
+        candidate.relative_to(project_root)
+    except ValueError:
+        return None
+    return candidate
+
+
+def find_tracked_packages(
+    config: pathlib.Path,
+    config_json: dict,
+) -> list[str]:
+    """Return every tracked package found in deps as `<name>:<version>` entries.
+
+    `config` is the absolute path to `langgraph.json`; dep paths in
+    `config_json["dependencies"]` are resolved relative to its parent.
+    Detection precedence per package: uv.lock resolved > pyproject.toml /
+    requirements.txt specifier > bare reference > extras bracket (last
+    two recorded as "unknown"). Output is ordered by `TRACKED_PACKAGES`.
+    """
+    try:
+        project_root = config.parent.resolve()
+    except (OSError, RuntimeError):
+        return []
+
+    dep_paths = config_json.get("dependencies") or ["."]
+
+    found: dict[str, str] = {}
+
+    for dep_path in dep_paths:
+        if all(pkg in found for pkg in TRACKED_PACKAGES):
+            break
+        if not isinstance(dep_path, str):
+            continue
+        base = _resolved_dep_base(project_root, dep_path)
+        if base is None or not base.is_dir():
+            continue
+
+        lock_content = _read_text(base / "uv.lock")
+        pyproject_content = _read_text(base / "pyproject.toml")
+        requirements_content = _read_text(base / "requirements.txt")
+
+        for pkg in TRACKED_PACKAGES:
+            if pkg in found:
+                continue
+            version = _find_version_for(
+                pkg, lock_content, pyproject_content, requirements_content
+            )
+            if version is not None:
+                found[pkg] = version
+
+    return [f"{pkg}:{found[pkg]}" for pkg in TRACKED_PACKAGES if pkg in found]
@@ -20,6 +20,7 @@ from dotenv import dotenv_values, set_key
 import langgraph_cli.config
 from langgraph_cli.analytics import log_command
 from langgraph_cli.constants import DEFAULT_CONFIG
+from langgraph_cli.dependency_tracking import find_tracked_packages
 from langgraph_cli.docker import build_docker_image, can_build_locally
 from langgraph_cli.exec import Runner, subp_exec
 from langgraph_cli.host_backend import HostBackendClient, HostBackendError
@@ -902,6 +903,7 @@ def _run_local_build(
    build_command: str | None,
    docker_build_args: Sequence[str],
    secrets: list[dict[str, str]],
+    tracked_packages: list[str] | None,
 ) -> BuildResult:
    """Build locally with Docker, push to registry, update deployment."""
    # Use buildx to cross-compile for amd64 when running on a non-x86_64 host
@@ -1060,7 +1062,10 @@ def _run_local_build(
        # -- Step: Update deployment --
        _log_deploy_step(step, f"Updating deployment {deployment_id}")
        updated = client.update_deployment(
-            deployment_id, resolved_image, secrets=secrets
+            deployment_id,
+            resolved_image,
+            secrets=secrets,
+            tracked_packages=tracked_packages,
        )

    return BuildResult(
@@ -1083,6 +1088,7 @@ def _run_remote_build(
    install_command: str | None,
    build_command: str | None,
    secrets: list[dict[str, str]],
+    tracked_packages: list[str] | None,
 ) -> BuildResult:
    """Upload source tarball and trigger a remote build."""
    from langgraph_cli.archive import create_archive
@@ -1113,6 +1119,7 @@ def _run_remote_build(
        secrets=secrets,
        install_command=install_command,
        build_command=build_command,
+        tracked_packages=tracked_packages,
    )

    log_offset: str | None = None
@@ -1597,6 +1604,15 @@ def _deploy_cmd(
    if not deployment_id:
        raise click.ClickException("Failed to determine deployment ID")

+    # Scan local sources for tracked packages so the new revision carries
+    # the same metadata GitHub-backed deploys produce. Failures must never
+    # block a deploy.
+    try:
+        tracked_packages = find_tracked_packages(config, config_json) or None
+    except Exception as exc:
+        em.warn(f"Skipped tracked-package scan: {exc}")
+        tracked_packages = None
+
    # -- 3. Build (divergent path) --
    if use_remote_build:
        build_result = _run_remote_build(
@@ -1609,6 +1625,7 @@ def _deploy_cmd(
            install_command=install_command,
            build_command=build_command,
            secrets=secrets,
+            tracked_packages=tracked_packages,
        )
    else:
        build_result = _run_local_build(
@@ -1628,6 +1645,7 @@ def _deploy_cmd(
            build_command=build_command,
            docker_build_args=docker_build_args,
            secrets=secrets,
+            tracked_packages=tracked_packages,
        )

    # -- 4. Shared wait + result --
@@ -122,11 +122,14 @@ class HostBackendClient:
        deployment_id: str,
        image_uri: str,
        secrets: list[dict[str, str]] | None = None,
+        tracked_packages: list[str] | None = None,
    ) -> dict[str, Any]:
        payload: dict[str, Any] = {
            "revision_source": "internal_docker",
            "source_revision_config": {"image_uri": image_uri},
        }
+        if tracked_packages:
+            payload["tracked_packages"] = tracked_packages
        if secrets is not None:
            payload["secrets"] = secrets
        return self._request(
@@ -143,6 +146,7 @@ class HostBackendClient:
        secrets: list[dict[str, str]] | None = None,
        install_command: str | None = None,
        build_command: str | None = None,
+        tracked_packages: list[str] | None = None,
    ) -> dict[str, Any]:
        """Trigger a remote build revision with the uploaded tarball."""
        payload: dict[str, Any] = {
@@ -152,6 +156,8 @@ class HostBackendClient:
                "langgraph_config_path": config_path,
            },
        }
+        if tracked_packages:
+            payload["tracked_packages"] = tracked_packages

        source_config: dict[str, Any] = {}
        if install_command is not None:
@@ -23,7 +23,7 @@ dependencies = [
 path = "langgraph_cli/__init__.py"
 [project.optional-dependencies]
 inmem = [
-    "langgraph-api>=0.5.35,<0.10.0 ; python_version >= '3.11'",
+    "langgraph-api>=0.5.35,<0.12.0 ; python_version >= '3.11'",
    "langgraph-runtime-inmem>=0.7 ; python_version >= '3.11'",
 ]

@@ -47,7 +47,7 @@ test = [
 lint = [
    "ruff",
    "codespell",
-    "mypy",
+    "ty",
 ]
 dev = [
    {include-group = "test"},
@@ -76,3 +76,17 @@ lint.select = [
 ]
 lint.ignore = ["E501", "B008"]
 target-version = "py310"
+
+[tool.ty.rules]
+invalid-argument-type = "ignore"
+invalid-assignment = "ignore"
+invalid-key = "ignore"
+invalid-parameter-default = "ignore"
+invalid-return-type = "ignore"
+missing-argument = "ignore"
+no-matching-overload = "ignore"
+not-subscriptable = "ignore"
+unused-type-ignore-comment = "ignore"
+unresolved-attribute = "ignore"
+unresolved-import = "ignore"
+unsupported-operator = "ignore"
@@ -19,7 +19,7 @@ members = ["apps/*", "libs/shared"]
 shared = { workspace = true }

 [project.optional-dependencies]
-dev = ["mypy>=1.11.1", "ruff>=0.6.1"]
+dev = ["ruff>=0.6.1", "ty"]

 [build-system]
 requires = ["setuptools>=73.0.0", "wheel"]
@@ -43,4 +43,4 @@ lint.ignore = [
 ]

 [tool.ruff.lint.pydocstyle]
-convention = "google"
+convention = "google"
@@ -7,6 +7,7 @@ import textwrap
 from contextlib import contextmanager
 from pathlib import Path

+import click
 from click.testing import CliRunner

 import langgraph_cli.deploy as deploy_module
@@ -319,6 +320,31 @@ def test_top_level_help_truncates_command_descriptions_to_single_line() -> None:
    assert "[Beta] List LangSmith Deployments." in deploy_list_line


+def test_dev_command_requires_ssl_certfile_and_keyfile_together(tmp_path) -> None:
+    config_path = tmp_path / "langgraph.json"
+    config_path.write_text(
+        json.dumps({"dependencies": [], "graphs": {"agent": "./agent.py:graph"}}),
+        encoding="utf-8",
+    )
+    certfile = tmp_path / "cert.pem"
+    certfile.write_text("cert", encoding="utf-8")
+
+    runner = CliRunner()
+    result = runner.invoke(
+        cli,
+        [
+            "dev",
+            "--config",
+            str(config_path),
+            "--ssl-certfile",
+            str(certfile),
+        ],
+    )
+
+    assert result.exit_code != 0
+    assert "Both --ssl-certfile and --ssl-keyfile must be provided" in result.output
+
+
 def test_deploy_list_command(monkeypatch) -> None:
    runner = CliRunner()
    captured: dict[str, str] = {}
@@ -576,7 +602,8 @@ def test_deploy_delete_command(monkeypatch) -> None:
        "deployment_id": "dep-123",
    }
    assert (
-        "Are you sure you want to delete deployment ID dep-123? (Y/n):" in result.output
+        "Are you sure you want to delete deployment ID dep-123? (Y/n):"
+        in click.unstyle(result.output)
    )
    assert result.output.strip().endswith("Deleted deployment dep-123.")

@@ -71,7 +71,6 @@ class TestBuildIgnoreSpec:
        assert spec.match_file("venv/")
        assert spec.match_file("node_modules/")
        assert spec.match_file(".tox/")
-        assert spec.match_file(".mypy_cache/")

    def test_regular_file_not_excluded(self, tmp_path):
        spec = _build_ignore_spec(tmp_path)
@@ -2961,6 +2961,163 @@ def test_docker_tag_with_prerelease_api_version(version: str, in_config: bool):
    assert tag == f"langchain/langgraph-api:{version}-py3.11"


+def test_docker_tag_with_compatible_api_version_promotes_to_latest_patch():
+    config = validate_config(
+        {
+            "python_version": "3.12",
+            "dependencies": ["."],
+            "graphs": {"agent": "./agent.py:graph"},
+            "image_distro": "wolfi",
+            "api_version": "~=0.11.0.dev5",
+        }
+    )
+
+    with patch(
+        "langgraph_cli.config._get_pypi_versions",
+        return_value=[
+            "0.11.0.dev5",
+            "0.11.0.dev6",
+            "0.11.0rc1",
+            "0.11.0",
+            "0.11.1rc1",
+            "0.11.1",
+            "0.12.0rc1",
+        ],
+    ) as get_versions:
+        tag = docker_tag(config)
+
+    get_versions.assert_called_once_with("langgraph-api")
+    assert tag == "langchain/langgraph-api:0.11.1-py3.12-wolfi"
+
+
+def test_docker_tag_with_compatible_api_version_freezes_dev_until_rc():
+    config = validate_config(
+        {
+            "python_version": "3.12",
+            "dependencies": ["."],
+            "graphs": {"agent": "./agent.py:graph"},
+            "api_version": "~=0.11.0.dev5",
+        }
+    )
+
+    with patch(
+        "langgraph_cli.config._get_pypi_versions",
+        return_value=[
+            "0.11.0.dev5",
+            "0.11.0.dev6",
+            "0.11.0.dev7",
+        ],
+    ):
+        tag = docker_tag(config)
+
+    assert tag == "langchain/langgraph-api:0.11.0.dev5-py3.12"
+
+
+def test_docker_tag_with_stable_floating_api_version_promotes_to_future_stable():
+    config = validate_config(
+        {
+            "python_version": "3.12",
+            "dependencies": ["."],
+            "graphs": {"agent": "./agent.py:graph"},
+            "image_distro": "wolfi",
+            "api_version": ">~=0.11.0.dev5",
+        }
+    )
+
+    with patch(
+        "langgraph_cli.config._get_pypi_versions",
+        return_value=[
+            "0.11.0.dev5",
+            "0.11.0.dev6",
+            "0.11.0rc1",
+            "0.11.0",
+            "0.11.1",
+            "0.12.0rc1",
+            "0.12.0",
+            "0.13.0.dev1",
+            "0.13.0",
+        ],
+    ) as get_versions:
+        tag = docker_tag(config)
+
+    get_versions.assert_called_once_with("langgraph-api")
+    assert tag == "langchain/langgraph-api:0.13.0-py3.12-wolfi"
+
+
+def test_docker_tag_with_stable_floating_api_version_ignores_future_prereleases():
+    config = validate_config(
+        {
+            "python_version": "3.12",
+            "dependencies": ["."],
+            "graphs": {"agent": "./agent.py:graph"},
+            "api_version": ">~=0.11.0.dev5",
+        }
+    )
+
+    with patch(
+        "langgraph_cli.config._get_pypi_versions",
+        return_value=[
+            "0.11.0.dev5",
+            "0.11.0",
+            "0.12.0rc1",
+            "0.12.0.dev1",
+        ],
+    ):
+        tag = docker_tag(config)
+
+    assert tag == "langchain/langgraph-api:0.11.0-py3.12"
+
+
+def test_validate_config_rejects_unrecognized_api_version_range_operator():
+    with pytest.raises(click.UsageError, match="Invalid version format"):
+        validate_config(
+            {
+                "python_version": "3.12",
+                "dependencies": ["."],
+                "graphs": {"agent": "./agent.py:graph"},
+                "api_version": "~>=0.11.0.dev5",
+            }
+        )
+
+
+def test_docker_tag_with_compatible_api_version_supports_node_images():
+    config = validate_config(
+        {
+            "node_version": "20",
+            "graphs": {"agent": "./agent.js:graph"},
+            "image_distro": "wolfi",
+            "api_version": "~=1.2.4",
+        }
+    )
+
+    with patch(
+        "langgraph_cli.config._get_pypi_versions",
+        return_value=[
+            "1.2.4",
+            "1.2.5",
+            "1.3.0",
+        ],
+    ) as get_versions:
+        tag = docker_tag(config)
+
+    get_versions.assert_called_once_with("langgraph-api")
+    assert tag == "langchain/langgraphjs-api:1.2.5-node20-wolfi"
+
+
+def test_docker_tag_with_compatible_api_version_rejects_tagged_base_image():
+    config = validate_config(
+        {
+            "python_version": "3.11",
+            "dependencies": ["."],
+            "graphs": {"agent": "./agent.py:graph"},
+            "api_version": "~=0.11.0.dev5",
+        }
+    )
+
+    with pytest.raises(click.UsageError, match="tagged base_image"):
+        docker_tag(config, base_image="langchain/langgraph-api:0.11.0")
+
+
 def test_config_to_docker_with_api_version():
    """Test config_to_docker function with api_version parameter."""

@@ -0,0 +1,134 @@
+import pathlib
+
+import pytest
+
+from langgraph_cli.dependency_tracking import (
+    TRACKED_PACKAGES,
+    find_tracked_packages,
+)
+
+
+def _write_project(
+    tmp_path: pathlib.Path,
+    *,
+    dep_subdir: str = ".",
+    uv_lock: str | None = None,
+    pyproject: str | None = None,
+    requirements: str | None = None,
+    dependencies: list[str] | None = None,
+) -> tuple[pathlib.Path, dict]:
+    project_root = tmp_path
+    dep_dir = (project_root / dep_subdir).resolve()
+    dep_dir.mkdir(parents=True, exist_ok=True)
+    if uv_lock is not None:
+        (dep_dir / "uv.lock").write_text(uv_lock)
+    if pyproject is not None:
+        (dep_dir / "pyproject.toml").write_text(pyproject)
+    if requirements is not None:
+        (dep_dir / "requirements.txt").write_text(requirements)
+    config = project_root / "langgraph.json"
+    config.write_text("{}")
+    config_json = {"dependencies": dependencies or [dep_subdir]}
+    return config, config_json
+
+
+def test_uv_lock_resolved_version_preferred(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        uv_lock='name = "google-adk"\nversion = "1.2.3"\n',
+        pyproject='dependencies = ["google-adk>=0.5"]',
+    )
+    assert find_tracked_packages(config, config_json) == ["google-adk:1.2.3"]
+
+
+def test_pyproject_specifier_used_when_no_lock(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        pyproject='dependencies = ["google-adk>=0.5,<2"]',
+    )
+    assert find_tracked_packages(config, config_json) == ["google-adk:>=0.5,<2"]
+
+
+def test_requirements_txt_specifier(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        requirements="google-adk==1.0.0\n",
+    )
+    assert find_tracked_packages(config, config_json) == ["google-adk:==1.0.0"]
+
+
+def test_bare_reference_records_unknown(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        requirements="google-adk\nother-pkg==1.0\n",
+    )
+    assert find_tracked_packages(config, config_json) == ["google-adk:unknown"]
+
+
+def test_extras_bracket_records_unknown(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        pyproject='dependencies = ["deployments-wrap-sdk[google-adk]>=0.0.1"]',
+    )
+    assert find_tracked_packages(config, config_json) == ["google-adk:unknown"]
+
+
+def test_no_match_returns_empty(tmp_path: pathlib.Path) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        pyproject='dependencies = ["langgraph>=0.2"]',
+    )
+    assert find_tracked_packages(config, config_json) == []
+
+
+def test_traversal_dep_path_is_skipped(tmp_path: pathlib.Path) -> None:
+    outside = tmp_path.parent / "outside-project"
+    outside.mkdir(exist_ok=True)
+    (outside / "uv.lock").write_text('name = "google-adk"\nversion = "9.9.9"\n')
+    project_root = tmp_path / "project"
+    project_root.mkdir()
+    config = project_root / "langgraph.json"
+    config.write_text("{}")
+    config_json = {"dependencies": ["../outside-project"]}
+    assert find_tracked_packages(config, config_json) == []
+
+
+def test_dep_paths_scanned_in_order(tmp_path: pathlib.Path) -> None:
+    project_root = tmp_path
+    (project_root / "first").mkdir()
+    (project_root / "second").mkdir()
+    (project_root / "second" / "uv.lock").write_text(
+        'name = "google-adk"\nversion = "2.0.0"\n'
+    )
+    config = project_root / "langgraph.json"
+    config.write_text("{}")
+    config_json = {"dependencies": ["first", "second"]}
+    assert find_tracked_packages(config, config_json) == ["google-adk:2.0.0"]
+
+
+def test_non_string_dep_entry_ignored(tmp_path: pathlib.Path) -> None:
+    project_root = tmp_path
+    config = project_root / "langgraph.json"
+    config.write_text("{}")
+    config_json = {"dependencies": [123, None]}
+    assert find_tracked_packages(config, config_json) == []
+
+
+def test_oversized_file_is_truncated_not_raised(tmp_path: pathlib.Path) -> None:
+    project_root = tmp_path
+    config = project_root / "langgraph.json"
+    config.write_text("{}")
+    # 6 MB of irrelevant content followed by the tracked-package marker —
+    # the read cap drops the marker, so nothing should be found.
+    padded = ("x" * (6 * 1024 * 1024)) + '\nname = "google-adk"\nversion = "1.0.0"\n'
+    (project_root / "uv.lock").write_text(padded)
+    assert find_tracked_packages(config, {"dependencies": ["."]}) == []
+
+
+@pytest.mark.parametrize("pkg", TRACKED_PACKAGES)
+def test_every_tracked_package_is_detectable(tmp_path: pathlib.Path, pkg: str) -> None:
+    config, config_json = _write_project(
+        tmp_path,
+        uv_lock=f'name = "{pkg}"\nversion = "1.0.0"\n',
+    )
+    assert find_tracked_packages(config, config_json) == [f"{pkg}:1.0.0"]
@@ -1,3 +1,5 @@
+import json
+
 import httpx
 import pytest

@@ -176,6 +178,69 @@ def test_update_deployment_no_secrets(client):
    assert result == {"ok": True}


+def _capturing_client(captured: dict) -> HostBackendClient:
+    def handler(req: httpx.Request) -> httpx.Response:
+        captured["body"] = req.read()
+        return httpx.Response(200, json={"ok": True})
+
+    c = HostBackendClient("https://api.example.com", "key")
+    c._client = httpx.Client(
+        base_url="https://api.example.com",
+        transport=httpx.MockTransport(handler),
+        headers={"X-Api-Key": "key", "Accept": "application/json"},
+        timeout=30,
+    )
+    return c
+
+
+def test_update_deployment_forwards_tracked_packages():
+    captured: dict = {}
+    c = _capturing_client(captured)
+    c.update_deployment(
+        "dep-123",
+        "image:latest",
+        tracked_packages=["google-adk:1.0.0"],
+    )
+    body = json.loads(captured["body"])
+    assert body["tracked_packages"] == ["google-adk:1.0.0"]
+    assert "tracked_packages" not in body["source_revision_config"]
+
+
+def test_update_deployment_omits_tracked_packages_when_absent():
+    captured: dict = {}
+    c = _capturing_client(captured)
+    c.update_deployment("dep-123", "image:latest")
+    body = json.loads(captured["body"])
+    assert "tracked_packages" not in body
+
+
+def test_update_deployment_internal_source_forwards_tracked_packages():
+    captured: dict = {}
+    c = _capturing_client(captured)
+    c.update_deployment_internal_source(
+        "dep-123",
+        source_tarball_path="path/to/tarball",
+        config_path="langgraph.json",
+        tracked_packages=["google-adk:>=0.5"],
+    )
+    body = json.loads(captured["body"])
+    assert body["tracked_packages"] == ["google-adk:>=0.5"]
+    assert body["source_revision_config"]["source_tarball_path"] == "path/to/tarball"
+    assert "tracked_packages" not in body["source_revision_config"]
+
+
+def test_update_deployment_internal_source_omits_tracked_packages_when_absent():
+    captured: dict = {}
+    c = _capturing_client(captured)
+    c.update_deployment_internal_source(
+        "dep-123",
+        source_tarball_path="path/to/tarball",
+        config_path="langgraph.json",
+    )
+    body = json.loads(captured["body"])
+    assert "tracked_packages" not in body
+
+
 def test_list_revisions(client):
    result = client.list_revisions("dep-123", limit=5)
    assert result == {"ok": True}
@@ -237,14 +237,14 @@ wheels = [

 [[package]]
 name = "langchain-protocol"
-version = "0.0.15"
+version = "0.0.17"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4f/24/9777489d6fbbee64af0c8f96d4f840239c408cf694f3394672807dafc490/langchain_protocol-0.0.15.tar.gz", hash = "sha256:9ab2d11ee73944754f10e037e717098d3a6796f0e58afa9cadda6154e7655ade", size = 5862, upload-time = "2026-05-01T22:30:04.748Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/44/b3/4e2429876c7a35585618caa2b9f9089f7162a6b50562b614ad82ac11c17e/langchain_protocol-0.0.17.tar.gz", hash = "sha256:e7cbe58c205df4b4fd87dc6d5bb23f10e13b236d0e2e1b0b9d05bc2b648f3eea", size = 6026, upload-time = "2026-06-12T18:39:51.923Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1d/7a/9c97a7b9cbe4c5dc6a44cdb1545450c28f0c8ce89b9c1f0ee7fbad896263/langchain_protocol-0.0.15-py3-none-any.whl", hash = "sha256:461eb794358f83d5e42635a5797799ffec7b4702314e34edf73ac21e75d3ef79", size = 6982, upload-time = "2026-05-01T22:30:03.877Z" },
+    { url = "https://files.pythonhosted.org/packages/13/0a/a1bfe72c6ec856e99773bbd96c8086421e554b3693d0142b9ea009c6ac92/langchain_protocol-0.0.17-py3-none-any.whl", hash = "sha256:982a08fe152586ed10d4ff3d538c2e0b5766e5f307cdea325e10be3f2c17cae6", size = 7096, upload-time = "2026-06-12T18:39:50.973Z" },
 ]

 [[package]]
@@ -211,14 +211,14 @@ wheels = [

 [[package]]
 name = "langchain-protocol"
-version = "0.0.15"
+version = "0.0.17"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4f/24/9777489d6fbbee64af0c8f96d4f840239c408cf694f3394672807dafc490/langchain_protocol-0.0.15.tar.gz", hash = "sha256:9ab2d11ee73944754f10e037e717098d3a6796f0e58afa9cadda6154e7655ade", size = 5862, upload-time = "2026-05-01T22:30:04.748Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/44/b3/4e2429876c7a35585618caa2b9f9089f7162a6b50562b614ad82ac11c17e/langchain_protocol-0.0.17.tar.gz", hash = "sha256:e7cbe58c205df4b4fd87dc6d5bb23f10e13b236d0e2e1b0b9d05bc2b648f3eea", size = 6026, upload-time = "2026-06-12T18:39:51.923Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1d/7a/9c97a7b9cbe4c5dc6a44cdb1545450c28f0c8ce89b9c1f0ee7fbad896263/langchain_protocol-0.0.15-py3-none-any.whl", hash = "sha256:461eb794358f83d5e42635a5797799ffec7b4702314e34edf73ac21e75d3ef79", size = 6982, upload-time = "2026-05-01T22:30:03.877Z" },
+    { url = "https://files.pythonhosted.org/packages/13/0a/a1bfe72c6ec856e99773bbd96c8086421e554b3693d0142b9ea009c6ac92/langchain_protocol-0.0.17-py3-none-any.whl", hash = "sha256:982a08fe152586ed10d4ff3d538c2e0b5766e5f307cdea325e10be3f2c17cae6", size = 7096, upload-time = "2026-06-12T18:39:50.973Z" },
 ]

 [[package]]
@@ -363,14 +363,14 @@ wheels = [

 [[package]]
 name = "click"
-version = "8.3.3"
+version = "8.4.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/bb/63/f9e1ea081ce35720d8b92acde70daaedace594dc93b693c869e0d5910718/click-8.3.3.tar.gz", hash = "sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2", size = 328061, upload-time = "2026-04-22T15:11:27.506Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/9b/98/518d8e5081007684232226f475082b30087d0f585e8457db087298259f49/click-8.4.1.tar.gz", hash = "sha256:918b5633eddf6b41c32d4f454bf0de810065c74e3f7dbf8ee5452f8be88d3e96", size = 353007, upload-time = "2026-05-22T04:08:37.769Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ae/44/c1221527f6a71a01ec6fbad7fa78f1d50dfa02217385cf0fa3eec7087d59/click-8.3.3-py3-none-any.whl", hash = "sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613", size = 110502, upload-time = "2026-04-22T15:11:25.044Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/0d/67e5b4109ea4a837e80daa87c2c696711955e40449a97e8926672534def2/click-8.4.1-py3-none-any.whl", hash = "sha256:482be17c6991b8c19c5429a1e995d9b0efdbb63172824c41f99965dc0ade8ec2", size = 116639, upload-time = "2026-05-22T04:08:35.26Z" },
 ]

 [[package]]
@@ -946,7 +946,7 @@ wheels = [

 [[package]]
 name = "langchain-core"
-version = "1.3.3"
+version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "jsonpatch", marker = "python_full_version >= '3.11'" },
@@ -959,9 +959,9 @@ dependencies = [
    { name = "typing-extensions", marker = "python_full_version >= '3.11'" },
    { name = "uuid-utils", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d3/ae/8b74458fc3850ec3d150eb9f45e857db129dafa801fb5cf173dfc9f8bbf3/langchain_core-1.3.3.tar.gz", hash = "sha256:fa510a5db8efdc0c6ff41c0939fb5c00a0183c11f6b84233e892e3227ff69182", size = 915041, upload-time = "2026-05-05T19:02:36.612Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/59/de/679a53472c25860837e32c0442c962fa86e95317a36460e2c9d5c91b17c2/langchain_core-1.4.0.tar.gz", hash = "sha256:1dc341eed802ed9c117c0df3923c991e5e9e226571e5725c194eeb5bd93d1a7f", size = 920260, upload-time = "2026-05-11T18:42:35.919Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1f/01/4771b7ab2af1d1aba5b710bd8f13d9225c609425214b357590a17b01be77/langchain_core-1.3.3-py3-none-any.whl", hash = "sha256:18aae8506f37da7f74398492279a7d6efcee4f8e23c4c41c7af080eeb7ef7bd1", size = 543857, upload-time = "2026-05-05T19:02:34.52Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/1a/86c38c27b81913a1c6c12448cab55defb5a1097c7dc9a4cea83f55477a2d/langchain_core-1.4.0-py3-none-any.whl", hash = "sha256:23cbbdb46e38ddd1dd5247e6167e96013eae74bea4c5949c550809970a9e565c", size = 548120, upload-time = "2026-05-11T18:42:33.992Z" },
 ]

 [[package]]
@@ -978,7 +978,7 @@ wheels = [

 [[package]]
 name = "langgraph"
-version = "1.1.7"
+version = "1.2.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "langchain-core", marker = "python_full_version >= '3.11'" },
@@ -988,9 +988,9 @@ dependencies = [
    { name = "pydantic", marker = "python_full_version >= '3.11'" },
    { name = "xxhash", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ce/ab/3398c9e564a5037a3b657b87af5ffa48af7704143e225d4c2a5b0cc3617e/langgraph-1.1.7.tar.gz", hash = "sha256:92e0d26c2b05972fce8a9a604dcf9b4e2348300e953e24bd6c3188e91da6ceca", size = 559971, upload-time = "2026-04-17T15:24:46.994Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/5c/55/e42f59b5e4cce75085f68abb77114c4d1152628157bd60c2587881bca559/langgraph-1.2.3.tar.gz", hash = "sha256:7f89cd5f0946fe29bd7ca048e2a84d3c14e7f652e38bb98e00f0ba8b7004b9d0", size = 718812, upload-time = "2026-06-01T18:55:54.458Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/39/9b/287f11be799f2f4dd289ab19d23788df22ac20ce884a010d0696f79016db/langgraph-1.2.3-py3-none-any.whl", hash = "sha256:22e6c89084adb3edb7855f6ffa692af3d75925f9c70deb43b86da14db1b02c78", size = 244841, upload-time = "2026-06-01T18:55:52.945Z" },
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 [[package]]
@@ -1036,15 +1036,15 @@ wheels = [

 [[package]]
 name = "langgraph-checkpoint"
-version = "4.0.2"
+version = "4.1.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "langchain-core", marker = "python_full_version >= '3.11'" },
    { name = "ormsgpack", marker = "python_full_version >= '3.11'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/83/47/886af6f886f0bff2273164a45f008694e48a96ff3cd25ff0228f2aa9480e/langgraph_checkpoint-4.1.1.tar.gz", hash = "sha256:6c2bdb530c91f91d7d9c1bd100925d0fc4f498d418c17f3587d1526279482a25", size = 184020, upload-time = "2026-05-22T16:57:38.503Z" }
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+    { url = "https://files.pythonhosted.org/packages/bd/b4/71425e3e38be92611300b9cc5e46a5bf98ab23f5ea8a75b73d02a2f1413c/langgraph_checkpoint-4.1.1-py3-none-any.whl", hash = "sha256:25d29144b082827218e7bc3f1e9b0566a4bb007895cd6cc26f66a8428739f56e", size = 56212, upload-time = "2026-05-22T16:57:37.203Z" },
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 [[package]]
@@ -1070,17 +1070,17 @@ dev = [
    { name = "codespell" },
    { name = "hatch" },
    { name = "msgspec" },
-    { name = "mypy" },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-watch" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "msgspec" },
@@ -1094,7 +1094,7 @@ test = [
 requires-dist = [
    { name = "click", specifier = ">=8.1.7" },
    { name = "httpx", specifier = ">=0.24.0" },
-    { name = "langgraph-api", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.5.35,<0.10.0" },
+    { name = "langgraph-api", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.5.35,<0.12.0" },
    { name = "langgraph-runtime-inmem", marker = "python_full_version >= '3.11' and extra == 'inmem'", specifier = ">=0.7" },
    { name = "langgraph-sdk", marker = "python_full_version >= '3.11'", specifier = ">=0.1.0" },
    { name = "pathspec", specifier = ">=0.11.0" },
@@ -1108,17 +1108,17 @@ dev = [
    { name = "codespell" },
    { name = "hatch", specifier = ">=1.16.2" },
    { name = "msgspec" },
-    { name = "mypy" },
    { name = "pytest" },
    { name = "pytest-asyncio" },
    { name = "pytest-mock" },
    { name = "pytest-watch" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
    { name = "codespell" },
-    { name = "mypy" },
    { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
    { name = "msgspec" },
@@ -1130,15 +1130,15 @@ test = [

 [[package]]
 name = "langgraph-prebuilt"
-version = "1.0.9"
+version = "1.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "langchain-core", marker = "python_full_version >= '3.11'" },
    { name = "langgraph-checkpoint", marker = "python_full_version >= '3.11'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/29/66/ed9b93f56bc17ef22d551892f0ac2b225a97fe0fcf23a511b857f70d590b/langgraph_prebuilt-1.1.0.tar.gz", hash = "sha256:3c579cf6eed2d17f9c157c2d0fcaddcd8688524e7022d3b22b37a3bf4589d528", size = 178833, upload-time = "2026-05-12T03:37:49.332Z" }
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+    { url = "https://files.pythonhosted.org/packages/e9/43/3fe1a700b8490ed02679cdbbc8c915eb23a092faf496c9c1118abcd10be3/langgraph_prebuilt-1.1.0-py3-none-any.whl", hash = "sha256:51e311747d755b751d5c6b39b0c1446124d3a7643d2515017e6714b323508fc9", size = 41043, upload-time = "2026-05-12T03:37:48.007Z" },
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 [[package]]
@@ -1161,15 +1161,18 @@ wheels = [

 [[package]]
 name = "langgraph-sdk"
-version = "0.3.13"
+version = "0.4.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "httpx", marker = "python_full_version >= '3.11'" },
+    { name = "langchain-core", marker = "python_full_version >= '3.11'" },
+    { name = "langchain-protocol", marker = "python_full_version >= '3.11'" },
    { name = "orjson", marker = "python_full_version >= '3.11'" },
+    { name = "websockets", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/0e/db/77a45127dddcfea5e4256ba916182903e4c31dc4cfca305b8c386f0a9e53/langgraph_sdk-0.3.13.tar.gz", hash = "sha256:419ca5663eec3cec192ad194ac0647c0c826866b446073eb40f384f950986cd5", size = 196360, upload-time = "2026-04-07T20:34:18.766Z" }
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+]
+
 [[package]]
 name = "xxhash"
 version = "3.6.0"
@@ -111,22 +111,19 @@ test_watch_all:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
-MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E r'\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph
 lint_tests: PYTHON_FILES=tests
-lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE)
-	[ "$(PYTHON_FILES)" = "" ] || uv run mypy langgraph --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check langgraph

 type:
-	mkdir -p $(MYPY_CACHE) && uv run mypy langgraph --cache-dir $(MYPY_CACHE)
+	uv run ty check langgraph

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,100 +1,45 @@
-<div align="center">
-  <a href="https://www.langchain.com/langgraph">
-    <picture>
-      <source media="(prefers-color-scheme: dark)" srcset="../../.github/images/logo-dark.svg">
-      <source media="(prefers-color-scheme: light)" srcset="../../.github/images/logo-light.svg">
-      <img alt="LangGraph Logo" src=".github/images/logo-dark.svg" width="50%">
-    </picture>
-  </a>
-</div>
+# 🦜🕸️ LangGraph

-<div align="center">
-  <h3>Low-level orchestration framework for building stateful agents.</h3>
-</div>
+[![PyPI - Version](https://img.shields.io/pypi/v/langgraph?label=%20)](https://pypi.org/project/langgraph/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langgraph)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph)](https://pypistats.org/packages/langgraph)
+[![Open Issues](https://img.shields.io/github/issues-raw/langchain-ai/langgraph)](https://github.com/langchain-ai/langgraph/issues)
+[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)

-<div align="center">
-  <a href="https://opensource.org/licenses/MIT" target="_blank"><img src="https://img.shields.io/pypi/l/langgraph" alt="PyPI - License"></a>
-  <a href="https://pypistats.org/packages/langgraph" target="_blank"><img src="https://img.shields.io/pepy/dt/langgraph" alt="PyPI - Downloads"></a>
-  <a href="https://pypi.org/project/langgraph/" target="_blank"><img src="https://img.shields.io/pypi/v/langgraph.svg?label=%20" alt="Version"></a>
-  <a href="https://github.com/langchain-ai/langgraph/issues" target="_blank"><img src="https://img.shields.io/github/issues-raw/langchain-ai/langgraph" alt="Open Issues"></a>
-  <a href="https://docs.langchain.com/oss/python/langgraph/overview" target="_blank"><img src="https://img.shields.io/badge/docs-latest-blue" alt="Docs"></a>
-  <a href="https://x.com/langchain_oss" target="_blank"><img src="https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain" alt="Twitter / X"></a>
-</div>
+Looking for the JS/TS version? Check out [LangGraph.js](https://github.com/langchain-ai/langgraphjs).

-<br>
+To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
+[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.

-Trusted by companies shaping the future of agents – including Klarna, Replit, Elastic, and more – LangGraph is a low-level orchestration framework for building, managing, and deploying long-running, stateful agents.
+## Quick Install

-## Get started
-
-Install LangGraph:
-
-```
-pip install -U langgraph
+```bash
+uv add langgraph
 ```

-Create a simple workflow:
+## 🤔 What is this?

-```python
-from langgraph.graph import START, StateGraph
-from typing_extensions import TypedDict
+LangGraph is a low-level orchestration framework for building, managing, and deploying long-running, stateful agents. LangGraph provides the infrastructure for durable execution, streaming, human-in-the-loop, persistence, memory, and more.

+We recommend you use LangGraph when you have advanced needs that require a combination of deterministic and agentic workflows, heavy customization, and carefully controlled latency. Use [LangChain](https://docs.langchain.com/oss/python/langchain/overview) when you want to quickly build agents and applications powered by LLMs using pre-built agent architectures and model integrations.

-class State(TypedDict):
-    text: str
+LangChain [agents](https://docs.langchain.com/oss/python/langchain/agents) are built on top of LangGraph in order to provide durable execution, streaming, human-in-the-loop, persistence, and more. (You do not need to know LangGraph for basic LangChain agent usage.)

+Trusted by companies shaping the future of agents – including Klarna, Replit, Elastic, and more – LangGraph is used to ship AI applications at scale.

-def node_a(state: State) -> dict:
-    return {"text": state["text"] + "a"}
+## 📖 Documentation

+For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph/). For conceptual guides, tutorials, and examples on using LangGraph, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview). Get started with the [LangGraph Quickstart](https://docs.langchain.com/oss/python/langgraph/quickstart).

-def node_b(state: State) -> dict:
-    return {"text": state["text"] + "b"}
+## 📕 Releases & Versioning

+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.

-graph = StateGraph(State)
-graph.add_node("node_a", node_a)
-graph.add_node("node_b", node_b)
-graph.add_edge(START, "node_a")
-graph.add_edge("node_a", "node_b")
+## 💁 Contributing

-print(graph.compile().invoke({"text": ""}))
-# {'text': 'ab'}
-```
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.

-Get started with the [LangGraph Quickstart](https://docs.langchain.com/oss/python/langgraph/quickstart).
-
-To quickly build agents with LangChain's `create_agent` (built on LangGraph), see the [LangChain Agents documentation](https://docs.langchain.com/oss/python/langchain/agents).
-
-## Core benefits
-
-LangGraph provides low-level supporting infrastructure for *any* long-running, stateful workflow or agent. LangGraph does not abstract prompts or architecture, and provides the following central benefits:
-
- [Durable execution](https://docs.langchain.com/oss/python/langgraph/durable-execution): Build agents that persist through failures and can run for extended periods, automatically resuming from exactly where they left off.
- [Human-in-the-loop](https://docs.langchain.com/oss/python/langgraph/interrupts): Seamlessly incorporate human oversight by inspecting and modifying agent state at any point during execution.
- [Comprehensive memory](https://docs.langchain.com/oss/python/langgraph/memory): Create truly stateful agents with both short-term working memory for ongoing reasoning and long-term persistent memory across sessions.
- [Debugging with LangSmith](http://www.langchain.com/langsmith): Gain deep visibility into complex agent behavior with visualization tools that trace execution paths, capture state transitions, and provide detailed runtime metrics.
- [Production-ready deployment](https://docs.langchain.com/langsmith/app-development): Deploy sophisticated agent systems confidently with scalable infrastructure designed to handle the unique challenges of stateful, long-running workflows.
-
-## LangGraph’s ecosystem
-
-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.
- [LangSmith Deployment](https://docs.langchain.com/langsmith/deployments) — 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://docs.langchain.com/oss/python/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://docs.langchain.com/oss/javascript/langgraph/overview).
-
-## Additional resources
-
- [Guides](https://docs.langchain.com/oss/python/langgraph/guides): Quick, actionable code snippets for topics such as streaming, adding memory & persistence, and design patterns (e.g. branching, subgraphs, etc.).
- [Reference](https://reference.langchain.com/python/langgraph/): Detailed reference on core classes, methods, how to use the graph and checkpointing APIs, and higher-level prebuilt components.
- [Examples](https://docs.langchain.com/oss/python/langgraph/agentic-rag): Guided examples on getting started with LangGraph.
- [LangChain Forum](https://forum.langchain.com/): Connect with the community and share all of your technical questions, ideas, and feedback.
- [LangChain Academy](https://academy.langchain.com/courses/intro-to-langgraph): Learn the basics of LangGraph in our free, structured course.
- [Case studies](https://www.langchain.com/built-with-langgraph): Hear how industry leaders use LangGraph to ship AI applications at scale.
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).

 ## Acknowledgements

@@ -1,7 +1,7 @@
 from __future__ import annotations

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

@@ -79,6 +79,70 @@ def patch_checkpoint_map(
        return config


+def _copy_mapping_value(value: Any) -> Any:
+    return dict(value) if isinstance(value, Mapping) else value
+
+
+def _merge_metadata(
+    base: Mapping[str, Any] | None, new: Mapping[str, Any] | None
+) -> dict[str, Any]:
+    """Merge metadata without mutating inputs.
+
+    Top-level keys merge with newer values winning. `lc_versions` is the only
+    mapping-valued key that merges one level deeper, so independent LangChain
+    packages can contribute package versions without changing generic metadata
+    semantics. Mapping values are copied one level, so deeper nested objects
+    remain shared. `None` inputs are treated as empty metadata.
+
+    Mirrors `langchain_core.runnables.config._merge_metadata_dicts` so configs
+    that pass through LangGraph's merge keep the same `lc_versions` semantics;
+    keep the two in sync. Unlike lc-core, this copies mapping values one level
+    (intentionally more defensive — do not "simplify" back to a shared ref).
+    """
+    merged = {key: _copy_mapping_value(value) for key, value in (base or {}).items()}
+    for key, value in (new or {}).items():
+        if (
+            key == "lc_versions"
+            and isinstance(merged.get(key), Mapping)
+            and isinstance(value, Mapping)
+        ):
+            merged[key] = {
+                **cast(Mapping[str, Any], merged[key]),
+                **value,
+            }
+        else:
+            merged[key] = _copy_mapping_value(value)
+    return merged
+
+
+def _merge_callbacks(base: Callbacks, new: Callbacks) -> Callbacks:
+    """Merge two callbacks values (None / list / BaseCallbackManager).
+
+    Six cases total (3 base types x 2 non-None new types).
+    """
+    if new is None:
+        return base
+    if base is None:
+        return new.copy() if isinstance(new, (list, BaseCallbackManager)) else new
+    if isinstance(new, list):
+        if isinstance(base, list):
+            return base + new
+        if isinstance(base, BaseCallbackManager):
+            mngr = base.copy()
+            for cb in new:
+                mngr.add_handler(cb, inherit=True)
+            return mngr
+    elif isinstance(new, BaseCallbackManager):
+        if isinstance(base, list):
+            mngr = new.copy()
+            for cb in base:
+                mngr.add_handler(cb, inherit=True)
+            return mngr
+        if isinstance(base, BaseCallbackManager):
+            return base.merge(new)
+    raise NotImplementedError(f"Unsupported callback types: {type(base)}, {type(new)}")
+
+
 def merge_configs(*configs: RunnableConfig | None) -> RunnableConfig:
    """Merge multiple configs into one.

@@ -98,10 +162,10 @@ def merge_configs(*configs: RunnableConfig | None) -> RunnableConfig:
            if not value:
                continue
            if key == "metadata":
-                if base_value := base.get(key):
-                    base[key] = {**base_value, **value}  # type: ignore
-                else:
-                    base[key] = value  # type: ignore[literal-required]
+                base[key] = _merge_metadata(
+                    cast(Mapping[str, Any] | None, base.get(key)),
+                    cast(Mapping[str, Any], value),
+                )
            elif key == "tags":
                if base_value := base.get(key):
                    base[key] = [*base_value, *value]  # type: ignore
@@ -113,34 +177,9 @@ def merge_configs(*configs: RunnableConfig | None) -> RunnableConfig:
                else:
                    base[key] = value
            elif key == "callbacks":
-                base_callbacks = base.get("callbacks")
-                # callbacks can be either None, list[handler] or manager
-                # so merging two callbacks values has 6 cases
-                if isinstance(value, list):
-                    if base_callbacks is None:
-                        base["callbacks"] = value.copy()
-                    elif isinstance(base_callbacks, list):
-                        base["callbacks"] = base_callbacks + value
-                    else:
-                        # base_callbacks is a manager
-                        mngr = base_callbacks.copy()
-                        for callback in value:
-                            mngr.add_handler(callback, inherit=True)
-                        base["callbacks"] = mngr
-                elif isinstance(value, BaseCallbackManager):
-                    # value is a manager
-                    if base_callbacks is None:
-                        base["callbacks"] = value.copy()
-                    elif isinstance(base_callbacks, list):
-                        mngr = value.copy()
-                        for callback in base_callbacks:
-                            mngr.add_handler(callback, inherit=True)
-                        base["callbacks"] = mngr
-                    else:
-                        # base_callbacks is also a manager
-                        base["callbacks"] = base_callbacks.merge(value)
-                else:
-                    raise NotImplementedError
+                base["callbacks"] = _merge_callbacks(
+                    base.get("callbacks"), cast(Callbacks, value)
+                )
            elif key == "recursion_limit":
                if config["recursion_limit"] != DEFAULT_RECURSION_LIMIT:
                    base["recursion_limit"] = config["recursion_limit"]
@@ -309,7 +348,37 @@ def ensure_config(*configs: RunnableConfig | None) -> RunnableConfig:
        for k, v in config.items():
            if _is_not_empty(v) and k in CONFIG_KEYS:
                if k == CONF:
-                    empty[k] = cast(dict, v).copy()
+                    # Shallow-merge configurable dicts across configs so values
+                    # bound via with_config(...) (e.g. ls_agent_type) are
+                    # preserved when later configs (e.g. invoke-time) only
+                    # specify a subset of keys like thread_id.
+                    existing = empty.get(k)
+                    empty[k] = (
+                        {**cast(dict, existing), **cast(dict, v)}
+                        if existing
+                        else cast(dict, v).copy()
+                    )
+                elif k == "callbacks":
+                    empty["callbacks"] = _merge_callbacks(
+                        empty.get("callbacks"), cast(Callbacks, v)
+                    )
+                elif k == "metadata":
+                    # Matches merge_configs: top-level metadata keys merge, and
+                    # only `lc_versions` merges one level deeper.
+                    empty["metadata"] = _merge_metadata(
+                        cast(Mapping[str, Any] | None, empty.get("metadata")),
+                        cast(Mapping[str, Any], v),
+                    )
+                elif k == "tags":
+                    # Concatenate tags across configs so values bound via
+                    # with_config(...) are preserved when later configs
+                    # supply additional tags. Matches merge_configs.
+                    existing_tags: list[str] | None = empty.get("tags")
+                    empty["tags"] = (
+                        [*existing_tags, *cast(list, v)]
+                        if existing_tags
+                        else list(cast(list, v))
+                    )
                else:
                    empty[k] = v  # type: ignore[literal-required]
        for k, v in config.items():
@@ -366,3 +435,17 @@ _PROPAGATE_TO_METADATA = frozenset(
        "graph_id",
    )
 )
+
+
+def filter_to_user_tags(tags: Sequence[str] | None) -> list[str] | None:
+    """Drop langgraph's internal `seq:step:*` bookkeeping tags.
+
+    `seq:step:N` tags are added internally to mark sequence steps; everything
+    else (user-supplied tags and any other framework tags) is kept. Returns the
+    surviving tags, or `None` if none remain. Shared by the `messages` and
+    `tasks` stream handlers so both surface the same tag set on their metadata.
+    """
+    if not tags:
+        return None
+    filtered = [t for t in tags if not t.startswith("seq:step")]
+    return filtered or None
@@ -21,6 +21,7 @@ __all__ = (
    "InvalidUpdateError",
    "GraphBubbleUp",
    "GraphInterrupt",
+    "NodeCancelledError",
    "NodeError",
    "NodeInterrupt",
    "NodeTimeoutError",
@@ -164,6 +165,28 @@ class NodeError:
    """Exception raised by the failed node."""


+class NodeCancelledError(Exception):
+    """Raised when a node body raises ``asyncio.CancelledError`` itself.
+
+    ``asyncio.CancelledError`` is a ``BaseException`` and the pregel runner
+    treats cancelled task futures as silent tear-down (e.g. when it stops
+    sibling tasks after a peer fails). That is the correct behaviour for
+    *framework-initiated* cancellation, but a user node that raises
+    ``asyncio.CancelledError`` from its own body should surface as a node
+    failure, the same way any other exception would.
+
+    The retry layer converts user-raised ``asyncio.CancelledError`` into this
+    type so it flows through the normal error path and the run reports as
+    ``error`` instead of silently succeeding.
+    """
+
+    node: str
+
+    def __init__(self, node: str, message: str | None = None) -> None:
+        super().__init__(message or f"Node {node!r} raised asyncio.CancelledError")
+        self.node = node
+
+
 class NodeTimeoutError(Exception):
    """Raised when a node invocation exceeds one of its configured timeouts.

@@ -15,6 +15,7 @@ from langchain_core.messages.utils import convert_to_messages
 from langchain_core.outputs import ChatGeneration, ChatGenerationChunk, LLMResult
 from pydantic import BaseModel

+from langgraph._internal._config import filter_to_user_tags
 from langgraph._internal._constants import NS_SEP
 from langgraph.constants import TAG_HIDDEN, TAG_NOSTREAM
 from langgraph.pregel.protocol import StreamChunk
@@ -143,9 +144,8 @@ class StreamMessagesHandler(BaseCallbackHandler, _StreamingCallbackHandler):
            ]
            if not self.subgraphs and len(ns) > 0 and ns != self.parent_ns:
                return
-            if tags:
-                if filtered_tags := [t for t in tags if not t.startswith("seq:step")]:
-                    metadata["tags"] = filtered_tags
+            if (filtered_tags := filter_to_user_tags(tags)) is not None:
+                metadata["tags"] = filtered_tags
            self.metadata[run_id] = (ns, metadata)

    def on_llm_new_token(
@@ -0,0 +1,374 @@
+# libs/langgraph/langgraph/pregel/_remote_run_stream.py
+from __future__ import annotations
+
+import logging
+import sys
+from collections.abc import AsyncIterator, Iterator, Mapping
+from types import TracebackType
+from typing import Any, cast
+
+from langchain_core.runnables import RunnableConfig
+from langgraph_sdk._async.stream import AsyncThreadStream
+from langgraph_sdk._sync.stream import SyncThreadStream
+from langgraph_sdk.client import LangGraphClient, SyncLangGraphClient
+from langgraph_sdk.stream.decoders import DataDecoder
+
+from langgraph.types import Command
+
+logger = logging.getLogger(__name__)
+
+
+def _translate_command_input(input: Any) -> Any:
+    """Translate a local `Command` into the v3 wire `input`, else passthrough.
+
+    The v3 server decides start-vs-resume from thread state (an interrupted
+    run or pending interrupts) and, on resume, wraps the whole `input` as
+    `{"resume": input}` itself. So a resume `Command` must surface its raw
+    `resume` value as the wire `input` (not the serialized dataclass, which
+    the server would double-wrap). The v3 `run.start` path has no `goto` /
+    `update` channel, so those are rejected.
+
+    `langgraph_sdk` is upstream of `langgraph`, so this `Command`-aware
+    marshalling lives here on the adapter (langgraph) side of the boundary.
+    """
+    if isinstance(input, Command):
+        if input.goto or input.update:
+            raise NotImplementedError(
+                "RemoteGraph v3 streaming supports `Command(resume=...)` only; "
+                "`goto` / `update` are not supported by the v3 `run.start` path."
+            )
+        return input.resume
+    return input
+
+
+class _ChannelProjection:
+    """Decoded projection for a wire channel the SDK doesn't type natively.
+
+    Subscribes to `channel` and decodes each event's `params["data"]` through the
+    SDK's `DataDecoder` — the same decoder the SDK's own plain-payload projections
+    (`values` / `updates` / `checkpoints` / `tasks`) use, which yields the item
+    shape that local's `UpdatesTransformer` / `CheckpointsTransformer` /
+    `TasksTransformer` / `CustomTransformer` push, so iterating this matches the
+    corresponding local projection. Iterate with `for` against a sync stream and
+    `async for` against an async stream (matching the underlying SDK). Opening
+    the subscription requires the stream to be entered (`with` / `async with`).
+    """
+
+    def __init__(self, sdk: AsyncThreadStream | SyncThreadStream, channel: str) -> None:
+        self._sdk = sdk
+        self._channel = channel
+
+    def __iter__(self) -> Iterator[Any]:
+        # Sync lane: the sync adapter's SDK returns a sync iterator here.
+        decoder = DataDecoder(self._channel)
+        events = cast(Iterator[Any], self._sdk.subscribe([self._channel]))
+        for event in events:
+            yield from decoder.feed(event)
+
+    def __aiter__(self) -> AsyncIterator[Any]:
+        return self._aiter()
+
+    async def _aiter(self) -> AsyncIterator[Any]:
+        # Async lane: the async adapter's SDK returns an async iterator here.
+        decoder = DataDecoder(self._channel)
+        events = cast(AsyncIterator[Any], self._sdk.subscribe([self._channel]))
+        async for event in events:
+            for item in decoder.feed(event):
+                yield item
+
+
+class _ProjectionRegistry(Mapping[str, Any]):
+    """Read-only name -> projection registry mirroring local `GraphRunStream.extensions`.
+
+    Resolution follows the langchain-protocol wire channels, and every entry
+    yields the same decoded item shape local does (`params.data`):
+
+    - `values` / `messages` / `tool_calls` / `subgraphs` resolve to the SDK's
+      decoded typed projections. `tool_calls` is the `tools` channel — tool
+      *execution* events, distinct from the tool-call *inputs* inside `messages`.
+    - `updates` / `checkpoints` / `tasks` / `custom` have no typed SDK
+      projection, so they resolve to a `_ChannelProjection` that subscribes to
+      the channel and yields `params.data` — matching the local transformer
+      output for those channels.
+    - any other name is a specific custom-extension channel
+      (`thread.extensions[name]`, i.e. `custom:<name>`).
+
+    `lifecycle` is intentionally absent: local derives a status payload from it
+    rather than yielding `params.data`, and the SDK consumes it as control-plane
+    (driving `output` / `interrupted`), so its shape can't be matched — it
+    remains reachable via the raw `events` iterator. `debug` is absent too: it
+    is not a v3 wire channel.
+    """
+
+    # Channels the SDK decodes into typed projections.
+    _TYPED = ("values", "messages", "tool_calls", "subgraphs")
+    # Wire channels with no typed SDK projection — decoded here to match local.
+    _DECODED = ("updates", "checkpoints", "tasks", "custom")
+    _NATIVE = _TYPED + _DECODED
+
+    def __init__(self, sdk: AsyncThreadStream | SyncThreadStream) -> None:
+        self._sdk = sdk
+
+    def __getitem__(self, name: str) -> Any:
+        if name in self._TYPED:
+            return getattr(self._sdk, name)
+        if name in self._DECODED:
+            return _ChannelProjection(self._sdk, name)
+        return self._sdk.extensions[name]
+
+    def __iter__(self) -> Iterator[str]:
+        return iter(self._NATIVE)
+
+    def __len__(self) -> int:
+        return len(self._NATIVE)
+
+
+class _RemoteGraphRunStream:
+    """Sync adapter: SyncThreadStream -> GraphRunStream surface."""
+
+    def __init__(
+        self,
+        *,
+        sync_client: SyncLangGraphClient,
+        sdk_thread: SyncThreadStream,
+        input: Any,
+        config: RunnableConfig | None,
+        metadata: dict[str, Any] | None,
+    ) -> None:
+        self._client = sync_client
+        self._sdk = sdk_thread
+        self._start_kwargs: dict[str, Any] = {
+            "input": _translate_command_input(input),
+            "config": config,
+            "metadata": metadata,
+        }
+        self._run_id: str | None = None
+        self._closed = False
+        self._events_iter: Iterator[Any] | None = None
+
+    def __enter__(self) -> _RemoteGraphRunStream:
+        if self._closed:
+            raise RuntimeError("_RemoteGraphRunStream already closed")
+        self._sdk.__enter__()
+        try:
+            result = self._sdk.run.start(**self._start_kwargs)
+        except BaseException:
+            self._sdk.__exit__(*sys.exc_info())
+            raise
+        self._run_id = result["run_id"]
+        return self
+
+    def __exit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc: BaseException | None,
+        tb: TracebackType | None,
+    ) -> None:
+        if self._closed:
+            return
+        self._closed = True
+        self._sdk.__exit__(exc_type, exc, tb)
+
+    @property
+    def output(self) -> Any:
+        return self._sdk.output
+
+    @property
+    def interrupted(self) -> bool:
+        """Whether the remote run is currently paused at an interrupt.
+
+        Reads the SDK's current value without blocking. This differs from
+        local `GraphRunStream.interrupted`, which drives the run to terminal
+        before returning the flag. Sync callers needing a wait-for-interrupt
+        pattern should switch to the async API and drain a projection.
+        """
+        return self._sdk.interrupted
+
+    @property
+    def interrupts(self) -> list[Any]:
+        """Current outstanding interrupt payloads (non-blocking snapshot)."""
+        return list(self._sdk.interrupts)
+
+    @property
+    def values(self) -> Any:
+        """Live state-snapshot projection (mirrors local `run.values`)."""
+        return self._sdk.values
+
+    @property
+    def messages(self) -> Any:
+        """Live message-stream projection (mirrors local `run.messages`)."""
+        return self._sdk.messages
+
+    @property
+    def subgraphs(self) -> Any:
+        """Subgraph-handle projection (mirrors local `run.subgraphs`)."""
+        return self._sdk.subgraphs
+
+    @property
+    def tool_calls(self) -> Any:
+        """Tool-execution projection (the `tools` channel).
+
+        These are tool *execution* events (started / output / finished),
+        distinct from the tool-call *inputs* carried inside `messages`.
+        """
+        return self._sdk.tool_calls
+
+    @property
+    def extensions(self) -> Mapping[str, Any]:
+        """Name -> projection registry (mirrors local `run.extensions`)."""
+        return _ProjectionRegistry(self._sdk)
+
+    def abort(self) -> None:
+        if self._closed:
+            return
+        self._closed = True
+        if self._run_id is not None:
+            try:
+                self._client.runs.cancel(self._sdk.thread_id, self._run_id, wait=False)
+            except Exception:
+                logger.debug("abort: runs.cancel failed", exc_info=True)
+        try:
+            self._sdk.close()
+        except Exception:
+            logger.debug("abort: sdk.close failed", exc_info=True)
+
+    def __iter__(self) -> Iterator[Any]:
+        if self._events_iter is None:
+            self._events_iter = iter(self._sdk.events)
+        return self._events_iter
+
+    def interleave(self, *names: str) -> Iterator[tuple[str, Any]]:
+        yield from self._sdk.interleave_projections(list(names))
+
+
+class _AsyncRemoteGraphRunStream:
+    """Async adapter: AsyncThreadStream -> AsyncGraphRunStream surface."""
+
+    def __init__(
+        self,
+        *,
+        client: LangGraphClient,
+        sdk_thread: AsyncThreadStream,
+        input: Any,
+        config: RunnableConfig | None,
+        metadata: dict[str, Any] | None,
+    ) -> None:
+        self._client = client
+        self._sdk = sdk_thread
+        self._start_kwargs: dict[str, Any] = {
+            "input": _translate_command_input(input),
+            "config": config,
+            "metadata": metadata,
+        }
+        self._run_id: str | None = None
+        self._closed = False
+        self._events_aiter: AsyncIterator[Any] | None = None
+
+    async def __aenter__(self) -> _AsyncRemoteGraphRunStream:
+        if self._closed:
+            raise RuntimeError("_AsyncRemoteGraphRunStream already closed")
+        await self._sdk.__aenter__()
+        try:
+            result = await self._sdk.run.start(**self._start_kwargs)
+        except BaseException:
+            await self._sdk.__aexit__(*sys.exc_info())
+            raise
+        self._run_id = result["run_id"]
+        return self
+
+    async def __aexit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc: BaseException | None,
+        tb: TracebackType | None,
+    ) -> None:
+        if self._closed:
+            return
+        self._closed = True
+        await self._sdk.__aexit__(exc_type, exc, tb)
+
+    async def output(self) -> Any:
+        """Drive the remote run to completion and return the final state.
+
+        Awaits the SDK's terminal-state awaitable, matching local
+        `AsyncGraphRunStream.output()` (a method, not a property, so
+        `run.output` without `await` fails at type-check time rather than
+        silently yielding a coroutine).
+        """
+        return await self._sdk.output
+
+    async def interrupted(self) -> bool:
+        """Whether the remote run is currently paused at an interrupt.
+
+        Reads the SDK's current value without blocking. This differs from
+        local `AsyncGraphRunStream.interrupted()`, which drives the run to
+        terminal before returning the flag. Callers that need a
+        wait-for-interrupt pattern should drain a projection (e.g.,
+        `async for snap in stream._sdk.values`) until the SDK's paused
+        sentinel fires, then call this method.
+        """
+        return self._sdk.interrupted
+
+    async def interrupts(self) -> list[Any]:
+        """Current outstanding interrupt payloads.
+
+        Non-blocking; reads the SDK's current snapshot. See `interrupted`
+        for the divergence from local v3 semantics.
+        """
+        return list(self._sdk.interrupts)
+
+    @property
+    def values(self) -> Any:
+        """Live state-snapshot projection (mirrors local `run.values`)."""
+        return self._sdk.values
+
+    @property
+    def messages(self) -> Any:
+        """Live message-stream projection (mirrors local `run.messages`)."""
+        return self._sdk.messages
+
+    @property
+    def subgraphs(self) -> Any:
+        """Subgraph-handle projection (mirrors local `run.subgraphs`)."""
+        return self._sdk.subgraphs
+
+    @property
+    def tool_calls(self) -> Any:
+        """Tool-execution projection (the `tools` channel).
+
+        These are tool *execution* events (started / output / finished),
+        distinct from the tool-call *inputs* carried inside `messages`.
+        """
+        return self._sdk.tool_calls
+
+    @property
+    def extensions(self) -> Mapping[str, Any]:
+        """Name -> projection registry (mirrors local `run.extensions`)."""
+        return _ProjectionRegistry(self._sdk)
+
+    async def abort(self) -> None:
+        if self._closed:
+            return
+        self._closed = True
+        if self._run_id is not None:
+            try:
+                await self._client.runs.cancel(
+                    self._sdk.thread_id, self._run_id, wait=False
+                )
+            except Exception:
+                logger.debug("abort: runs.cancel failed", exc_info=True)
+        try:
+            await self._sdk.close()
+        except Exception:
+            logger.debug("abort: sdk.close failed", exc_info=True)
+
+    def __aiter__(self) -> AsyncIterator[Any]:
+        if self._events_aiter is None:
+            self._events_aiter = self._sdk.events.__aiter__()
+        return self._events_aiter
+
+    # Note: deliberately no `interleave()` on the async adapter. Local
+    # `AsyncGraphRunStream` doesn't have one either (async callers compose
+    # with `asyncio.gather` / `asyncio.as_completed`). The sync adapter
+    # provides `interleave()` because sync callers have no comparable
+    # primitive for iterating multiple iterators concurrently.
@@ -37,13 +37,23 @@ from langgraph._internal._constants import (
 )
 from langgraph._internal._runnable import create_task_in_config_context
 from langgraph._internal._timeout import sync_timeout_unsupported
-from langgraph.errors import GraphBubbleUp, NodeTimeoutError, ParentCommand
+from langgraph.errors import (
+    GraphBubbleUp,
+    NodeCancelledError,
+    NodeTimeoutError,
+    ParentCommand,
+)
 from langgraph.pregel.protocol import StreamProtocol
 from langgraph.runtime import ExecutionInfo, Runtime
 from langgraph.types import Command, PregelExecutableTask, RetryPolicy, TimeoutPolicy

 logger = logging.getLogger(__name__)
 SUPPORTS_EXC_NOTES = sys.version_info >= (3, 11)
+# `asyncio.Task.cancelling()` was added in Python 3.11. It reports the number of
+# pending cancel requests on the task: ``0`` means no external code asked us to
+# cancel — so a ``CancelledError`` observed here was raised by the task body
+# itself (the user's node) rather than by pregel cancelling sibling tasks.
+SUPPORTS_TASK_CANCELLING = sys.version_info >= (3, 11)


 def _timeout_secs(value: float | timedelta) -> float:
@@ -302,6 +312,28 @@ class _IdleProgressCallbackHandler(BaseCallbackHandler):
    on_custom_event = _touch


+def _is_user_raised_cancelled() -> bool:
+    """Return True if the in-flight ``CancelledError`` came from the task body.
+
+    Pregel cancels sibling tasks via ``task.cancel()`` when a peer fails, which
+    increments ``asyncio.Task.cancelling()`` on the target before the cancel
+    actually fires. A user node that calls ``raise asyncio.CancelledError()``
+    from inside its own body raises while ``cancelling() == 0``, which is the
+    signal we use to convert the exception into a regular
+    :class:`NodeCancelledError`.
+
+    Returns ``False`` when we can't tell (``cancelling()`` unavailable, or no
+    current task — neither should happen in practice from ``arun_with_retry``)
+    so framework-initiated cancellation continues to propagate unchanged.
+    """
+    if not SUPPORTS_TASK_CANCELLING:
+        return False
+    current = asyncio.current_task()
+    if current is None:
+        return False
+    return current.cancelling() == 0
+
+
 def _drain_cancelled(task: asyncio.Task[Any]) -> None:
    # Mark the abandoned task's exception as retrieved so asyncio doesn't log it.
    with suppress(asyncio.CancelledError):
@@ -600,6 +632,12 @@ def run_with_retry(
        except GraphBubbleUp:
            # if interrupted, end
            raise
+        except asyncio.CancelledError as exc:
+            # A sync node has no asyncio context, so any ``CancelledError`` that
+            # reaches here was raised by the node body itself. Surface it as a
+            # regular exception so the pregel runner panics the run instead of
+            # treating the task as a silent tear-down (LSD-1507).
+            raise NodeCancelledError(task.name) from exc
        except Exception as exc:
            if SUPPORTS_EXC_NOTES:
                exc.add_note(f"During task with name '{task.name}' and id '{task.id}'")
@@ -736,6 +774,24 @@ async def arun_with_retry(
            # if interrupted, end
            _finish_timed_attempt(config, attempt_ctx)
            raise
+        except asyncio.CancelledError as exc:
+            # ``CancelledError`` reaches us in two very different shapes:
+            #   1. Pregel cancelled this task because a sibling failed
+            #      (``asyncio.Task.cancelling() >= 1``). The framework already
+            #      knows the run is failing and we must let cancellation
+            #      propagate so the watchdog/cleanup code in the runner sees a
+            #      cancelled future.
+            #   2. The node body itself raised ``asyncio.CancelledError`` (
+            #      ``cancelling() == 0``). The runner would otherwise treat
+            #      this as silent tear-down and the run would report
+            #      ``success`` even though the node failed (LSD-1507). Convert
+            #      it into :class:`NodeCancelledError` so it follows the same
+            #      path as any other node failure.
+            if _is_user_raised_cancelled():
+                _finish_timed_attempt(config, attempt_ctx, exc)
+                raise NodeCancelledError(task.name) from exc
+            _finish_timed_attempt(config, attempt_ctx, exc)
+            raise
        except Exception as exc:
            _finish_timed_attempt(config, attempt_ctx, exc)
            if SUPPORTS_EXC_NOTES:
@@ -6,9 +6,13 @@ from typing import Any
 from uuid import UUID

 from langchain_core.runnables import RunnableConfig
-from langgraph.checkpoint.base import CheckpointMetadata, PendingWrite
+from langgraph.checkpoint.base import (
+    EXCLUDED_METADATA_KEYS,
+    CheckpointMetadata,
+    PendingWrite,
+)

-from langgraph._internal._config import patch_checkpoint_map
+from langgraph._internal._config import filter_to_user_tags, patch_checkpoint_map
 from langgraph._internal._constants import (
    CONF,
    CONFIG_KEY_CHECKPOINT_NS,
@@ -40,12 +44,31 @@ def map_debug_tasks(tasks: Iterable[PregelExecutableTask]) -> Iterator[TaskPaylo
        if task.config is not None and TAG_HIDDEN in task.config.get("tags", []):
            continue

-        yield {
+        payload: TaskPayload = {
            "id": task.id,
            "name": task.name,
            "input": task.input,
            "triggers": task.triggers,
        }
+        # Forward user-meaningful metadata only — drop langgraph's internal
+        # framework keys (langgraph_node/step/triggers/path/checkpoint_ns,
+        # thread_id, ...), which are redundant with the task's own fields and
+        # namespace. Keys like `lc_agent_name`, `ls_integration`, and any
+        # user-supplied metadata ride along. Filtered config tags are folded in
+        # under `tags`, mirroring the messages stream handler. (The comprehension
+        # also yields a fresh dict, so mutating `md` doesn't touch task.config.)
+        if task.config is not None:
+            md = {
+                k: v
+                for k, v in (task.config.get("metadata") or {}).items()
+                if k not in EXCLUDED_METADATA_KEYS
+            }
+            filtered_tags = filter_to_user_tags(task.config.get("tags"))
+            if filtered_tags is not None:
+                md["tags"] = filtered_tags
+            if md:
+                payload["metadata"] = md
+        yield payload


 def is_multiple_channel_write(value: Any) -> bool:
@@ -108,6 +108,7 @@ from langgraph.callbacks import (
    get_sync_graph_callback_manager_for_config,
 )
 from langgraph.channels.base import BaseChannel
+from langgraph.channels.delta import DeltaChannel
 from langgraph.channels.topic import Topic
 from langgraph.config import get_config
 from langgraph.constants import END
@@ -1996,11 +1997,33 @@ class Pregel(
                    ),
                )
            # save task writes
+            has_delta_writes = any(
+                isinstance(channels.get(c), DeltaChannel)
+                for task in run_tasks
+                for c, _ in task.writes
+            )
+            should_put_writes = saved is not None or has_delta_writes
+
+            if saved is None and has_delta_writes:
+                # If there is no previous checkpoint, we need to create a stub checkpoint
+                # so the first delta writes has a parent to anchor under.
+                # This is the model of DeltaChannel.
+                stub = empty_checkpoint()
+                checkpoint_config = checkpointer.put(
+                    patch_configurable(
+                        checkpoint_config, {CONFIG_KEY_CHECKPOINT_ID: None}
+                    ),
+                    stub,
+                    {"source": "update", "step": -1, "parents": {}},
+                    {},
+                )
+
            for task_id, task in zip(run_task_ids, run_tasks):
                # channel writes are saved to current checkpoint
                channel_writes = [w for w in task.writes if w[0] != PUSH]
-                if saved and channel_writes:
+                if should_put_writes and channel_writes:
                    checkpointer.put_writes(checkpoint_config, channel_writes, task_id)
+
            # apply to checkpoint and save
            apply_writes(
                checkpoint,
@@ -2441,10 +2464,31 @@ class Pregel(
                    ),
                )
            # save task writes
+            has_delta_writes = any(
+                isinstance(channels.get(c), DeltaChannel)
+                for task in run_tasks
+                for c, _ in task.writes
+            )
+            should_put_writes = saved is not None or has_delta_writes
+
+            if saved is None and has_delta_writes:
+                # If there is no previous checkpoint, we need to create a stub checkpoint
+                # so the first delta writes has a parent to anchor under.
+                # This is the model of DeltaChannel.
+                stub = empty_checkpoint()
+                checkpoint_config = await checkpointer.aput(
+                    patch_configurable(
+                        checkpoint_config, {CONFIG_KEY_CHECKPOINT_ID: None}
+                    ),
+                    stub,
+                    {"source": "update", "step": -1, "parents": {}},
+                    {},
+                )
+
            for task_id, task in zip(run_task_ids, run_tasks):
                # channel writes are saved to current checkpoint
                channel_writes = [w for w in task.writes if w[0] != PUSH]
-                if saved and channel_writes:
+                if should_put_writes and channel_writes:
                    await checkpointer.aput_writes(
                        checkpoint_config, channel_writes, task_id
                    )
@@ -2835,7 +2879,9 @@ class Pregel(
                config[CONF][CONFIG_KEY_DURABILITY] = durability_

            # build server_info from metadata + parent runtime
-            parent_runtime = config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
+            parent_runtime = _coerce_parent_runtime(
+                config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
+            )
            server_info = _build_server_info(config, parent_runtime)

            runtime = Runtime(
@@ -3276,7 +3322,9 @@ class Pregel(
                config[CONF][CONFIG_KEY_DURABILITY] = durability_

            # build server_info from metadata + parent runtime
-            parent_runtime = config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
+            parent_runtime = _coerce_parent_runtime(
+                config[CONF].get(CONFIG_KEY_RUNTIME, DEFAULT_RUNTIME)
+            )
            server_info = _build_server_info(config, parent_runtime)

            runtime = Runtime(
@@ -4253,6 +4301,23 @@ def _resolve_parent_ns(
    return tuple(ns.split(NS_SEP))


+def _coerce_parent_runtime(value: Any) -> Runtime[Any]:
+    """Normalize the value stored under `CONFIG_KEY_RUNTIME` into a `Runtime`.
+
+    During a graph run this is always a `Runtime` the framework created and
+    published for child tasks to inherit. Layers outside the run (for example a
+    server's graph-factory path) may instead seed an object that only carries
+    `context`/`store`. Adopt its `context` so context set at the graph level
+    plumbs through (`merge` lets the run's own `context` take precedence when
+    one is provided). `store` is resolved separately (passed to the graph
+    directly), so it is not read off here. `merge` then combines this with the
+    run's own runtime, including the framework's `control`.
+    """
+    if isinstance(value, Runtime):
+        return value
+    return Runtime(context=getattr(value, "context", None))
+
+
 def _build_server_info(
    config: RunnableConfig, parent_runtime: Runtime[Any]
 ) -> ServerInfo | None:
@@ -55,6 +55,10 @@ from langgraph._internal._constants import (
    NS_SEP,
 )
 from langgraph.errors import GraphInterrupt, ParentCommand
+from langgraph.pregel._remote_run_stream import (
+    _AsyncRemoteGraphRunStream,
+    _RemoteGraphRunStream,
+)
 from langgraph.pregel.protocol import PregelProtocol, StreamProtocol
 from langgraph.types import (
    All,
@@ -80,6 +84,8 @@ _CONF_DROPLIST = frozenset(
    ),
 )

+_V3_SUPPORTED_KWARGS = frozenset({"metadata", "headers"})
+

 def _sanitize_config_value(v: Any) -> Any:
    """Recursively sanitize a config value to ensure it contains only primitives."""
@@ -186,6 +192,34 @@ class RemoteGraph(PregelProtocol):
            )
        return self.sync_client

+    def _reject_v3_unsupported(
+        self,
+        *,
+        control: Any,
+        transformers: Any,
+        interrupt_before: Any,
+        interrupt_after: Any,
+        extra_kwargs: dict[str, Any],
+    ) -> None:
+        """Raise NotImplementedError for kwargs unsupported by the v3 streaming path."""
+        for name, value in (
+            ("control", control),
+            ("transformers", transformers),
+            ("interrupt_before", interrupt_before),
+            ("interrupt_after", interrupt_after),
+        ):
+            if value:
+                raise NotImplementedError(
+                    f"RemoteGraph.stream_events(version='v3') does not support `{name}=`."
+                )
+        unknown = set(extra_kwargs) - _V3_SUPPORTED_KWARGS
+        if unknown:
+            raise NotImplementedError(
+                f"RemoteGraph.stream_events(version='v3') does not support "
+                f"the following kwargs: {sorted(unknown)!r}. "
+                f"Supported: {sorted(_V3_SUPPORTED_KWARGS)!r}."
+            )
+
    def copy(self, update: dict[str, Any]) -> Self:
        attrs = {**self.__dict__, **update}
        return self.__class__(attrs.pop("assistant_id"), **attrs)
@@ -996,21 +1030,104 @@ class RemoteGraph(PregelProtocol):
            else:
                yield chunk

+    def stream_events(
+        self,
+        input: Any,
+        config: RunnableConfig | None = None,
+        *,
+        version: Literal["v1", "v2", "v3"] = "v2",
+        interrupt_before: All | Sequence[str] | None = None,
+        interrupt_after: All | Sequence[str] | None = None,
+        control: Any = None,
+        transformers: Sequence[Any] | None = None,
+        headers: dict[str, str] | None = None,
+        **kwargs: Any,
+    ) -> Any:
+        """Stream events from this remote graph.
+
+        For `version="v3"`, returns a `_RemoteGraphRunStream` whose surface
+        matches the local `GraphRunStream`. For other versions, delegates to
+        `Runnable.stream_events`.
+        """
+        if version != "v3":
+            return super().stream_events(input, config, version=version, **kwargs)
+        self._reject_v3_unsupported(
+            control=control,
+            transformers=transformers,
+            interrupt_before=interrupt_before,
+            interrupt_after=interrupt_after,
+            extra_kwargs=kwargs,
+        )
+        sync_client = self._validate_sync_client()
+        sanitized = self._sanitize_config(merge_configs(self.config, config))
+        thread_id = sanitized.get("configurable", {}).pop("thread_id", None)
+        merged_headers = (
+            _merge_tracing_headers(headers) if self.distributed_tracing else headers
+        )
+        sdk_thread = sync_client.threads.stream(
+            thread_id=thread_id,
+            assistant_id=self.assistant_id,
+            headers=merged_headers,
+        )
+        return _RemoteGraphRunStream(
+            sync_client=sync_client,
+            sdk_thread=sdk_thread,
+            input=input,
+            config=sanitized,
+            metadata=kwargs.get("metadata"),
+        )
+
    async def astream_events(
        self,
        input: Any,
        config: RunnableConfig | None = None,
        *,
-        version: Literal["v1", "v2"],
-        include_names: Sequence[All] | None = None,
-        include_types: Sequence[All] | None = None,
-        include_tags: Sequence[All] | None = None,
-        exclude_names: Sequence[All] | None = None,
-        exclude_types: Sequence[All] | None = None,
-        exclude_tags: Sequence[All] | None = None,
+        version: Literal["v1", "v2", "v3"] = "v2",
+        interrupt_before: All | Sequence[str] | None = None,
+        interrupt_after: All | Sequence[str] | None = None,
+        control: Any = None,
+        transformers: Sequence[Any] | None = None,
+        headers: dict[str, str] | None = None,
        **kwargs: Any,
-    ) -> AsyncIterator[dict[str, Any]]:
-        raise NotImplementedError
+    ) -> Any:
+        """Async-stream events from this remote graph.
+
+        For `version="v3"`, awaits to an `_AsyncRemoteGraphRunStream`, matching
+        the local `Pregel.astream_events(version="v3")` awaitable contract:
+        `async with await rg.astream_events(..., version="v3") as run`. For
+        `version="v1"`/`"v2"`, raises NotImplementedError (use `astream`).
+        """
+        if version != "v3":
+            raise NotImplementedError(
+                f"RemoteGraph.astream_events(version={version!r}) is not "
+                "implemented; use astream() for v1/v2 streaming or "
+                "version='v3'."
+            )
+        self._reject_v3_unsupported(
+            control=control,
+            transformers=transformers,
+            interrupt_before=interrupt_before,
+            interrupt_after=interrupt_after,
+            extra_kwargs=kwargs,
+        )
+        client = self._validate_client()
+        sanitized = self._sanitize_config(merge_configs(self.config, config))
+        thread_id = sanitized.get("configurable", {}).pop("thread_id", None)
+        merged_headers = (
+            _merge_tracing_headers(headers) if self.distributed_tracing else headers
+        )
+        sdk_thread = client.threads.stream(
+            thread_id=thread_id,
+            assistant_id=self.assistant_id,
+            headers=merged_headers,
+        )
+        return _AsyncRemoteGraphRunStream(
+            client=client,
+            sdk_thread=sdk_thread,
+            input=input,
+            config=sanitized,
+            metadata=kwargs.get("metadata"),
+        )

    @overload
    def invoke(
@@ -35,7 +35,7 @@ class ProtocolEvent(TypedDict):
    """

    type: Literal["event"]
-    eventId: NotRequired[str]
+    event_id: NotRequired[str]  # snake_case to match the langchain-protocol wire field
    seq: NotRequired[int]
    method: str  # StreamMode value: "values", "messages", "custom", etc.
    params: _ProtocolEventParams
@@ -9,7 +9,7 @@ from langchain_core.language_models.chat_model_stream import (
    ChatModelStream,
 )
 from langchain_core.messages import AIMessageChunk, BaseMessage, ToolMessage
-from langchain_protocol.protocol import MessagesData
+from langchain_protocol.protocol import LifecycleCause, MessagesData
 from typing_extensions import NotRequired, TypedDict

 from langgraph.errors import GraphDrained, GraphInterrupt
@@ -366,6 +366,7 @@ class LifecyclePayload(TypedDict, total=False):
    namespace: list[str]
    graph_name: NotRequired[str]
    trigger_call_id: NotRequired[str]
+    cause: NotRequired[LifecycleCause]
    error: NotRequired[str]


@@ -406,6 +407,23 @@ class _TasksLifecycleBase(StreamTransformer):
        # Maps tracked namespace -> task_id of the parent task whose
        # `TaskResultPayload` will close it.
        self._open: dict[tuple[str, ...], str] = {}
+        # lc_agent_name observed at each namespace (first task event wins).
+        # Not read by the base discriminator (which only checks whether the
+        # current task carries an lc_agent_name); maintained as extension state
+        # for subclasses that project named subagents — e.g. a `run.subagents`
+        # transformer reads this to filter to nested runs that have a name.
+        self._lc_by_ns: dict[tuple[str, ...], str | None] = {}
+        # Pregel task_id -> triggering LLM tool_call_id, harvested from a task
+        # whose `input` is a `tool_call_with_context` dict (current shape) or a
+        # list of tool-call dicts (legacy shape). The child subgraph's segment
+        # `node:<task_id>` shares this task_id, so a subagent recovers the tool
+        # call that spawned it (cross-payload).
+        self._pending_tool_calls: dict[str, str] = {}
+        # `cause` for the current `_on_started` dispatch, set immediately before
+        # the call and read by overrides that surface it. Keeping `cause` off the
+        # `_on_started` signature means overrides predating it (e.g. deepagents'
+        # `SubagentTransformer`) don't break.
+        self._pending_cause: LifecycleCause | None = None

    # --- Template-method hooks (subclass overrides) ---

@@ -419,7 +437,10 @@ class _TasksLifecycleBase(StreamTransformer):
        graph_name: str | None,
        trigger_call_id: str | None,
    ) -> None:
-        """Fired once per discovered namespace (first observed task event)."""
+        """Fired once per discovered namespace (first observed task event).
+
+        The triggering `cause` (if any) is available as `self._pending_cause`.
+        """
        raise NotImplementedError

    def _on_terminal(
@@ -443,18 +464,84 @@ class _TasksLifecycleBase(StreamTransformer):
        if "result" in data:
            self._handle_task_result(ns, data)
        else:
-            self._handle_task_start(ns)
+            self._record_identity(ns, data)
+            self._record_pending_tool_calls(data)
+            self._handle_task_start(ns, data)
        # Tasks events are folded into the synthesized projections;
        # suppress from the main event log so iterators don't double-see
        # the same information in two shapes.
        return False

-    def _handle_task_start(self, ns: tuple[str, ...]) -> None:
+    def _record_identity(self, ns: tuple[str, ...], data: dict[str, Any]) -> None:
+        """Record this namespace's `lc_agent_name` (first task event wins).
+
+        Runs for every task-start event, including `ns == self.scope` and
+        tracked children. Pregel emits parent-namespace tasks before
+        child-namespace tasks, so under that ordering the parent's identity is
+        recorded by the time a child event is evaluated in `_handle_task_start`.
+        """
+        if ns in self._lc_by_ns:
+            return
+        metadata = data.get("metadata") or {}
+        self._lc_by_ns[ns] = metadata.get("lc_agent_name")
+
+    def _record_pending_tool_calls(self, data: dict[str, Any]) -> None:
+        """Harvest a task's triggering tool_call_id keyed by its task id.
+
+        A tool-dispatch task seeds `task_id -> tool_call_id`; the spawned
+        subgraph's namespace segment `node:<task_id>` shares that id, letting
+        a subagent recover the tool call that caused it across payloads. Two
+        input shapes are handled: the current Pregel push model schedules each
+        tool call as its own task whose `input` is a `tool_call_with_context`
+        dict, while a legacy / batched model passes a list of tool-call dicts.
+        """
+        task_id = data.get("id")
+        if not isinstance(task_id, str):
+            return
+        payload = data.get("input")
+        tool_call_id: str | None = None
+        # Current langgraph schedules each tool call as its own push task
+        # whose input is a `tool_call_with_context` dict.
+        if isinstance(payload, dict) and isinstance(payload.get("tool_call"), dict):
+            candidate = payload["tool_call"].get("id")
+            if isinstance(candidate, str):
+                tool_call_id = candidate
+        # Legacy / batched shape: input is a list of tool-call dicts.
+        elif isinstance(payload, list):
+            for tc in payload:
+                if isinstance(tc, dict) and isinstance(tc.get("id"), str):
+                    tool_call_id = tc["id"]  # first wins
+                    break
+        if tool_call_id is not None:
+            self._pending_tool_calls[task_id] = tool_call_id
+
+    def _handle_task_start(self, ns: tuple[str, ...], data: dict[str, Any]) -> None:
        if not self._should_track(ns) or ns in self._seen:
            return
        self._seen.add(ns)
-        graph_name, trigger_call_id = _parse_ns_segment(ns[-1])
-        self._on_started(ns, graph_name or None, trigger_call_id)
+        parsed_name, trigger_call_id = _parse_ns_segment(ns[-1])
+        metadata = data.get("metadata") or {}
+        child_lc = metadata.get("lc_agent_name")
+        # A subagent boundary is any nested run carrying an lc_agent_name (set
+        # by create_agent). Unnamed runs (lc_agent_name None) are excluded.
+        #
+        # A same-named nested agent — e.g. a subagent that invokes itself — is
+        # surfaced because it re-asserts its own lc_agent_name. The trade-off:
+        # a non-agent subgraph invoked inside a tool inherits the parent's
+        # lc_agent_name and will also surface (named after the parent). A caller
+        # that needs to exclude such a graph can null lc_agent_name in the
+        # config it invokes that graph with.
+        is_subagent = child_lc is not None
+        graph_name = child_lc if is_subagent else (parsed_name or None)
+        cause: LifecycleCause | None = None
+        if is_subagent and trigger_call_id is not None:
+            tool_call_id = self._pending_tool_calls.get(trigger_call_id)
+            if tool_call_id:
+                cause = {"type": "toolCall", "tool_call_id": str(tool_call_id)}
+        # Deliver `cause` via instance state, not the call signature, so
+        # `_on_started` stays backward-compatible with overrides predating it.
+        self._pending_cause = cause
+        self._on_started(ns, graph_name, trigger_call_id)
        if trigger_call_id is not None:
            self._open[ns] = trigger_call_id

@@ -563,6 +650,9 @@ class LifecycleTransformer(_TasksLifecycleBase):
        if graph_name:
            payload["graph_name"] = graph_name
        payload["trigger_call_id"] = trigger_call_id
+        cause = self._pending_cause
+        if cause is not None:
+            payload["cause"] = cause
        self._channel.push(payload)

    def _on_terminal(
@@ -633,6 +723,9 @@ class SubgraphTransformer(_TasksLifecycleBase):
        except RuntimeError:
            return
        handle_cls = AsyncSubgraphRunStream if child_mux.is_async else SubgraphRunStream
+        # The triggering `cause` (on `self._pending_cause`) is a wire/lifecycle
+        # concern carried on `LifecyclePayload`; the in-process subgraph
+        # navigation handle does not expose it.
        handle = handle_cls(
            mux=child_mux,
            path=ns,
@@ -737,7 +830,12 @@ class SubgraphTransformer(_TasksLifecycleBase):
                for child_ns, status, error in self._pop_terminal_transitions(ns, data):
                    await self._aon_terminal(child_ns, status, error)
            else:
-                self._handle_task_start(ns)
+                # Mirror the sync `process` bookkeeping so the async lane
+                # observes parent identity / tool calls before discriminating
+                # a subagent boundary.
+                self._record_identity(ns, data)
+                self._record_pending_tool_calls(data)
+                self._handle_task_start(ns, data)
            keep = False
        else:
            keep = True
@@ -32,7 +32,7 @@ from langgraph.warnings import LangGraphDeprecatedSinceV10, LangGraphDeprecatedS

 # Local TypeVars for generic stream TypedDicts.
 # We use separate TypeVars here (rather than importing from langgraph.typing)
-# because the typing module TypeVars have defaults that cause mypy issues
+# because the typing module TypeVars have defaults that cause type checker issues
 # when used in standalone type aliases.
 StateT = TypeVar("StateT")
 OutputT = TypeVar("OutputT")
@@ -150,6 +150,16 @@ class TaskPayload(TypedDict):
    """Input data passed to the task."""
    triggers: list[str]
    """List of triggers that caused this task to be executed (e.g. channel writes)."""
+    metadata: NotRequired[dict[str, Any]]
+    """Framework-resolved metadata associated with the task.
+
+    Generic dict carrier following the messages-stream pattern. Populated by
+    `map_debug_tasks` from `task.config["metadata"]` when non-empty, so the
+    same keys `stream_mode="messages"` consumers see (e.g. `lc_agent_name`,
+    `langgraph_node`, `langgraph_step`) are available to stream transformers.
+
+    Consumers should ignore unrecognized keys.
+    """


 class TaskResultPayload(TypedDict):
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph"
-version = "1.2.2"
+version = "1.2.5"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"
@@ -24,9 +24,9 @@ classifiers = [
    'Programming Language :: Python :: 3.13',
 ]
 dependencies = [
-    "langchain-core>=1.4.0,<2",
+    "langchain-core>=1.4.7,<2",
    "langgraph-checkpoint>=4.1.0,<5.0.0",
-    "langgraph-sdk>=0.3.0,<0.4.0",
+    "langgraph-sdk>=0.4.2,<0.5.0",
    "langgraph-prebuilt>=1.1.0,<1.2.0",
    "xxhash>=3.5.0",
    "pydantic>=2.7.4",
@@ -69,8 +69,8 @@ test = [
    "redis",
 ]
 lint = [
-    "mypy",
    "ruff",
+    "ty",
    "types-requests",
 ]
 dev = [
@@ -99,15 +99,24 @@ target-version = "py310"
 [tool.ruff.lint.flake8-tidy-imports.banned-api]
 "typing.TypedDict".msg = "Use typing_extensions.TypedDict instead."

-[tool.mypy]
-# https://mypy.readthedocs.io/en/stable/config_file.html
-disallow_untyped_defs = "True"
-explicit_package_bases = "True"
-warn_no_return = "False"
-warn_unused_ignores = "True"
-warn_redundant_casts = "True"
-allow_redefinition = "True"
-disable_error_code = "typeddict-item, return-value, override, has-type"
+[tool.ty.rules]
+call-non-callable = "ignore"
+deprecated = "ignore"
+invalid-argument-type = "ignore"
+invalid-assignment = "ignore"
+invalid-key = "ignore"
+invalid-method-override = "ignore"
+invalid-paramspec = "ignore"
+invalid-return-type = "ignore"
+invalid-type-form = "ignore"
+invalid-yield = "ignore"
+missing-typed-dict-key = "ignore"
+no-matching-overload = "ignore"
+not-iterable = "ignore"
+unused-type-ignore-comment = "ignore"
+unresolved-attribute = "ignore"
+unsupported-base = "ignore"
+unsupported-operator = "ignore"

 [tool.coverage.run]
 omit = ["tests/*"]
@@ -1,7 +1,8 @@
 import pytest
-from langchain_core.callbacks import AsyncCallbackManager
+from langchain_core.callbacks import AsyncCallbackManager, BaseCallbackHandler

 from langgraph._internal._config import get_async_callback_manager_for_config
+from langgraph.graph import StateGraph

 pytestmark = pytest.mark.anyio

@@ -17,3 +18,99 @@ def test_new_async_manager_merges_tags_with_config() -> None:
    config = {"callbacks": None, "tags": ["a"]}
    manager = get_async_callback_manager_for_config(config, tags=["b"])
    assert manager.inheritable_tags == ["a", "b"]
+
+
+class _TrackingCallback(BaseCallbackHandler):
+    def __init__(self) -> None:
+        self.called = False
+
+    def on_chain_start(self, *args, **kwargs) -> None:  # noqa: ANN002, ANN003
+        self.called = True
+
+
+async def test_with_config_callbacks_preserved_in_astream_events() -> None:
+    """A callback bound via .with_config(...) must survive when
+    astream_events injects its own internal callback handler.
+
+    Pre-fix: ensure_config overwrites the callbacks key, dropping the
+    bound handler. Post-fix: the handler list is merged.
+    """
+    builder = StateGraph(dict)
+    builder.add_node("node", lambda state: state)
+    builder.add_edge("__start__", "node")
+    cb = _TrackingCallback()
+    graph = builder.compile().with_config({"callbacks": [cb]})
+    async for _ in graph.astream_events({}, version="v2"):
+        pass
+    assert cb.called, "user-bound callback was dropped by ensure_config overwrite"
+
+
+async def test_with_config_configurable_preserved_on_invoke() -> None:
+    """A configurable key bound via .with_config(...) must survive when
+    invoke-time config supplies a different configurable key.
+
+    Pre-fix: ensure_config overwrites the entire configurable dict.
+    Post-fix: the two dicts are shallow-merged per key.
+    """
+    builder = StateGraph(dict)
+    captured: dict = {}
+
+    def node(state, config):  # noqa: ANN001
+        captured.update(config.get("configurable") or {})
+        return state
+
+    builder.add_node("node", node)
+    builder.add_edge("__start__", "node")
+    graph = builder.compile().with_config({"configurable": {"ls_agent_type": "root"}})
+    await graph.ainvoke({}, {"configurable": {"thread_id": "T1"}})
+    assert captured.get("ls_agent_type") == "root", (
+        "bound configurable key was dropped by ensure_config overwrite"
+    )
+    assert captured.get("thread_id") == "T1", "invoke-time key not present"
+
+
+async def test_with_config_metadata_preserved_on_invoke() -> None:
+    """A metadata key bound via .with_config(...) must survive when
+    invoke-time config supplies a different metadata key.
+
+    Pre-fix: ensure_config overwrites the entire metadata dict.
+    Post-fix: the two dicts are shallow-merged per key.
+    """
+    builder = StateGraph(dict)
+    captured: dict = {}
+
+    def node(state, config):  # noqa: ANN001
+        captured.update(config.get("metadata") or {})
+        return state
+
+    builder.add_node("node", node)
+    builder.add_edge("__start__", "node")
+    graph = builder.compile().with_config({"metadata": {"user_id": "U1"}})
+    await graph.ainvoke({}, {"metadata": {"correlation_id": "C1"}})
+    assert captured.get("user_id") == "U1", (
+        "bound metadata key was dropped by ensure_config overwrite"
+    )
+    assert captured.get("correlation_id") == "C1", "invoke-time key not present"
+
+
+async def test_with_config_tags_preserved_on_invoke() -> None:
+    """Tags bound via .with_config(...) must survive when invoke-time
+    config supplies its own tags.
+
+    Pre-fix: ensure_config overwrites the entire tags list.
+    Post-fix: tags are concatenated (matching merge_configs behavior;
+    no deduplication, no sorting).
+    """
+    builder = StateGraph(dict)
+    captured: list = []
+
+    def node(state, config):  # noqa: ANN001
+        captured.extend(config.get("tags") or [])
+        return state
+
+    builder.add_node("node", node)
+    builder.add_edge("__start__", "node")
+    graph = builder.compile().with_config({"tags": ["bound"]})
+    await graph.ainvoke({}, {"tags": ["invoke"]})
+    assert "bound" in captured, "bound tag was dropped by ensure_config overwrite"
+    assert "invoke" in captured, "invoke-time tag not present"
@@ -0,0 +1,294 @@
+"""Tests for `update_state` / `aupdate_state` against `DeltaChannel`.
+
+Originally a regression suite for deepagents#3774 — `update_state` on a *fresh*
+thread silently dropped the first write to a `DeltaChannel`-backed channel
+because channel writes were only persisted when a previous checkpoint existed.
+Fixed by lazily persisting an empty stub checkpoint on a fresh thread so the
+first write has a parent to anchor under (mirrors the exit-mode lazy-stub
+pattern in `_loop._put_exit_delta_writes`).
+
+Coverage:
+
+* fresh-thread regression: single `update_state` writes a message and reads back
+* non-fresh thread: `update_state` after `invoke`, after another `update_state`,
+  and `bulk_update_state` with multiple per-superstep updates
+* update-by-id end-to-end via `update_state` (DeltaChannel reducer semantics)
+* state-history chain shape on a fresh thread (lazy stub + update checkpoint
+  with correct parent linking)
+"""
+
+from typing import Annotated, Any
+
+import pytest
+from langchain_core.messages import HumanMessage
+from langgraph.checkpoint.memory import InMemorySaver
+from typing_extensions import TypedDict
+
+from langgraph.channels.delta import DeltaChannel
+from langgraph.graph import START, StateGraph
+from langgraph.graph.message import _messages_delta_reducer
+
+pytestmark = pytest.mark.anyio
+
+
+def _build_graph(checkpointer: InMemorySaver, *, two_nodes: bool = False) -> Any:
+    """Compile a minimal DeltaChannel-backed `messages` graph.
+
+    `two_nodes=True` adds a second writer node so `bulk_update_state` can route
+    distinct updates to different `as_node` values within a single superstep.
+    """
+    channel = DeltaChannel(_messages_delta_reducer)
+    State = TypedDict("State", {"messages": Annotated[list, channel]})  # type: ignore[call-overload]  # noqa: UP013
+
+    def model(state: dict) -> dict:
+        return {}
+
+    def assistant(state: dict) -> dict:
+        return {}
+
+    builder = StateGraph(State)
+    builder.add_node("model", model)
+    builder.add_edge(START, "model")
+    if two_nodes:
+        builder.add_node("assistant", assistant)
+        builder.add_edge("model", "assistant")
+        builder.set_finish_point("assistant")
+    else:
+        builder.set_finish_point("model")
+    return builder.compile(checkpointer=checkpointer)
+
+
+# ---------------------------------------------------------------------------
+# Fresh-thread regression (deepagents#3774)
+# ---------------------------------------------------------------------------
+
+
+def test_update_state_fresh_thread_delta_channel() -> None:
+    saver = InMemorySaver()
+    graph = _build_graph(saver)
+    config = {"configurable": {"thread_id": "fresh-sync"}}
+    message = HumanMessage(content="hello", id="m1")
+
+    graph.update_state(config, {"messages": [message]}, as_node="model")
+
+    state = graph.get_state(config)
+    assert [m.content for m in state.values["messages"]] == ["hello"]
+
+
+async def test_aupdate_state_fresh_thread_delta_channel() -> None:
+    saver = InMemorySaver()
+    graph = _build_graph(saver)
+    config = {"configurable": {"thread_id": "fresh-async"}}
+    message = HumanMessage(content="hello", id="m1")
+
+    await graph.aupdate_state(config, {"messages": [message]}, as_node="model")
+
+    state = await graph.aget_state(config)
+    assert [m.content for m in state.values["messages"]] == ["hello"]
+
+
+# ---------------------------------------------------------------------------
+# Non-fresh thread: update_state after invoke
+# ---------------------------------------------------------------------------
+
+
+def test_update_state_after_invoke_delta_channel() -> None:
+    """The non-fresh-thread path was already working before the fix; pin it
+    down so the lazy-stub change for fresh threads doesn't regress it."""
+    saver = InMemorySaver()
+    graph = _build_graph(saver)
+    config = {"configurable": {"thread_id": "after-invoke-sync"}}
+
+    graph.invoke({"messages": [HumanMessage(content="seed", id="m1")]}, config)
+    graph.update_state(
+        config,
+        {"messages": [HumanMessage(content="appended", id="m2")]},
+        as_node="model",
+    )
+
+    state = graph.get_state(config)
+    assert [m.content for m in state.values["messages"]] == ["seed", "appended"]
+    assert [m.id for m in state.values["messages"]] == ["m1", "m2"]
+
+
+async def test_aupdate_state_after_invoke_delta_channel() -> None:
+    saver = InMemorySaver()
+    graph = _build_graph(saver)
+    config = {"configurable": {"thread_id": "after-invoke-async"}}
+
+    await graph.ainvoke({"messages": [HumanMessage(content="seed", id="m1")]}, config)
+    await graph.aupdate_state(
+        config,
+        {"messages": [HumanMessage(content="appended", id="m2")]},
+        as_node="model",
+    )
+
+    state = await graph.aget_state(config)
+    assert [m.content for m in state.values["messages"]] == ["seed", "appended"]
+
+
+# ---------------------------------------------------------------------------
+# Non-fresh thread: consecutive update_state calls
+# ---------------------------------------------------------------------------
+
+
+def test_consecutive_update_states_delta_channel() -> None:
+    """First update_state lazily persists a stub; the second sees a real
+    parent (`saved is not None`) and takes the original write path. Both
+    messages must round-trip in chronological order."""
+    saver = InMemorySaver()
+    graph = _build_graph(saver)
+    config = {"configurable": {"thread_id": "consecutive-sync"}}
+
+    graph.update_state(
+        config,
+        {"messages": [HumanMessage(content="first", id="m1")]},
+        as_node="model",
+    )
+    graph.update_state(
+        config,
+        {"messages": [HumanMessage(content="second", id="m2")]},
+        as_node="model",
+    )
+
+    state = graph.get_state(config)
+    assert [m.content for m in state.values["messages"]] == ["first", "second"]
+    assert [m.id for m in state.values["messages"]] == ["m1", "m2"]
+
+
+async def test_aconsecutive_update_states_delta_channel() -> None:
+    saver = InMemorySaver()
+    graph = _build_graph(saver)
+    config = {"configurable": {"thread_id": "consecutive-async"}}
+
+    await graph.aupdate_state(
+        config,
+        {"messages": [HumanMessage(content="first", id="m1")]},
+        as_node="model",
+    )
+    await graph.aupdate_state(
+        config,
+        {"messages": [HumanMessage(content="second", id="m2")]},
+        as_node="model",
+    )
+
+    state = await graph.aget_state(config)
+    assert [m.content for m in state.values["messages"]] == ["first", "second"]
+
+
+# ---------------------------------------------------------------------------
+# Update-by-id semantics through the update_state path
+# ---------------------------------------------------------------------------
+
+
+def test_update_state_replaces_message_by_id_delta_channel() -> None:
+    """`_messages_delta_reducer` dedups by `id` — re-issuing a write with the
+    same id replaces the existing entry rather than appending. Verify this
+    works through the `update_state` path (not just `invoke`)."""
+    saver = InMemorySaver()
+    graph = _build_graph(saver)
+    config = {"configurable": {"thread_id": "update-by-id"}}
+
+    graph.invoke({"messages": [HumanMessage(content="original", id="h1")]}, config)
+    graph.update_state(
+        config,
+        {"messages": [HumanMessage(content="updated", id="h1")]},
+        as_node="model",
+    )
+
+    state = graph.get_state(config)
+    msgs = state.values["messages"]
+    assert len(msgs) == 1
+    assert msgs[0].id == "h1"
+    assert msgs[0].content == "updated"
+
+
+# ---------------------------------------------------------------------------
+# bulk_update_state with multiple updates per superstep
+# ---------------------------------------------------------------------------
+
+
+def test_bulk_update_state_multi_task_per_superstep_delta_channel() -> None:
+    """`bulk_update_state` with N updates in one superstep produces N tasks
+    that each call `put_writes`. Guards the regression where moving
+    `put_writes` outside the per-task loop would persist only the last
+    task's writes.
+
+    Explicit `task_id`s are required to disambiguate writes belonging to
+    different `StateUpdate`s targeting the same node — otherwise both share
+    the deterministic interrupt-derived id and collide in the saver.
+    """
+    from langgraph.types import StateUpdate
+
+    saver = InMemorySaver()
+    graph = _build_graph(saver)
+    config = {"configurable": {"thread_id": "bulk-multi-task"}}
+
+    graph.bulk_update_state(
+        config,
+        [
+            [
+                StateUpdate(
+                    values={"messages": [HumanMessage(content="first", id="m1")]},
+                    as_node="model",
+                    task_id="task-1",
+                ),
+                StateUpdate(
+                    values={"messages": [HumanMessage(content="second", id="m2")]},
+                    as_node="model",
+                    task_id="task-2",
+                ),
+            ]
+        ],
+    )
+
+    state = graph.get_state(config)
+    contents = [m.content for m in state.values["messages"]]
+    ids = [m.id for m in state.values["messages"]]
+    assert sorted(contents) == ["first", "second"], (
+        f"both updates' writes must persist; got {contents}"
+    )
+    assert sorted(ids) == ["m1", "m2"]
+
+
+# ---------------------------------------------------------------------------
+# Public-API observation of the lazy-stub mechanism
+# ---------------------------------------------------------------------------
+
+
+def test_state_history_chain_after_fresh_update_state_delta_channel() -> None:
+    """A fresh-thread `update_state` should produce two checkpoints visible
+    via `get_state_history`: a stub (step=-1, no parent) and the update
+    (step=0, parent=stub). Both attributed `source='update'`."""
+    saver = InMemorySaver()
+    graph = _build_graph(saver)
+    config = {"configurable": {"thread_id": "history-chain"}}
+
+    graph.update_state(
+        config,
+        {"messages": [HumanMessage(content="hello", id="m1")]},
+        as_node="model",
+    )
+
+    # Newest first per `get_state_history` ordering.
+    history = list(graph.get_state_history(config))
+    assert len(history) == 2
+
+    update_snapshot, stub_snapshot = history
+
+    assert update_snapshot.metadata is not None
+    assert update_snapshot.metadata["source"] == "update"
+    assert update_snapshot.metadata["step"] == 0
+    assert [m.content for m in update_snapshot.values["messages"]] == ["hello"]
+
+    assert stub_snapshot.metadata is not None
+    assert stub_snapshot.metadata["source"] == "update"
+    assert stub_snapshot.metadata["step"] == -1
+    assert stub_snapshot.parent_config is None
+
+    # The update checkpoint's parent is the stub.
+    assert update_snapshot.parent_config is not None
+    assert (
+        update_snapshot.parent_config["configurable"]["checkpoint_id"]
+        == stub_snapshot.config["configurable"]["checkpoint_id"]
+    )
@@ -9,6 +9,7 @@ import pytest
 from langchain_core.messages import AIMessage, AnyMessage, ToolCall
 from langchain_core.runnables import RunnableConfig, RunnableMap, RunnablePick
 from langchain_core.tools import tool
+from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.checkpoint.memory import InMemorySaver
 from langgraph.prebuilt.chat_agent_executor import create_react_agent
@@ -1399,6 +1400,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
        (
@@ -1461,6 +1463,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -1513,6 +1516,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -6884,6 +6888,7 @@ def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -6911,6 +6916,7 @@ def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -6947,6 +6953,7 @@ def test_weather_subgraph(
                "ls_provider": "fakemessageslistchatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -11,6 +11,7 @@ from typing import (
 import pytest
 from langchain_core.messages import AnyMessage, ToolCall
 from langchain_core.runnables import RunnableConfig, RunnablePick
+from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.prebuilt.chat_agent_executor import create_react_agent
 from langgraph.prebuilt.tool_node import ToolNode
@@ -1150,6 +1151,7 @@ async def test_prebuilt_tool_chat() -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
        (
@@ -1212,6 +1214,7 @@ async def test_prebuilt_tool_chat() -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -1264,6 +1267,7 @@ async def test_prebuilt_tool_chat() -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -3981,6 +3985,7 @@ async def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -4008,6 +4013,7 @@ async def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -4044,6 +4050,7 @@ async def test_weather_subgraph(
                "ls_provider": "fakemessageslistchatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -23,6 +23,7 @@ from langchain_core.runnables import (
    RunnablePassthrough,
 )
 from langchain_core.runnables.graph import Edge
+from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.cache.base import BaseCache
 from langgraph.checkpoint.base import (
    BaseCheckpointSaver,
@@ -6923,6 +6924,7 @@ def test_tags_stream_mode_messages() -> None:
                "ls_provider": "genericfakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                "tags": ["meow"],
            },
        )
@@ -24,6 +24,7 @@ from langchain_core.language_models import GenericFakeChatModel
 from langchain_core.messages import HumanMessage
 from langchain_core.runnables import RunnableConfig, RunnableLambda, RunnablePassthrough
 from langchain_core.utils.aiter import aclosing
+from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.cache.base import BaseCache
 from langgraph.checkpoint.base import (
    BaseCheckpointSaver,
@@ -7604,6 +7605,7 @@ async def test_tags_stream_mode_messages() -> None:
                "ls_provider": "genericfakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                "tags": ["meow"],
            },
        )
@@ -8761,280 +8763,117 @@ async def test_imp_exception(
        {"my_workflow": "done"},
    ]

-    assert [c async for c in my_workflow.astream_events(1, thread1)] == [
-        {
-            "event": "on_chain_start",
-            "data": {"input": 1},
-            "name": "LangGraph",
-            "tags": [],
-            "run_id": AnyStr(),
-            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
-            "parent_ids": [],
-        },
-        {
-            "event": "on_chain_start",
-            "data": {"input": 1},
-            "name": "my_workflow",
-            "tags": ["graph:step:4"],
-            "run_id": AnyStr(),
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_workflow",
-                "langgraph_triggers": ("__start__",),
-                "langgraph_path": ("__pregel_pull", "my_workflow"),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [AnyStr()],
-        },
-        {
-            "event": "on_chain_start",
-            "data": {"input": {"number": 1}},
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "run_id": AnyStr(),
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "data": {"chunk": 2},
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_end",
-            "data": {"output": 2, "input": {"number": 1}},
-            "run_id": AnyStr(),
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "LangGraph",
-            "tags": [],
-            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
-            "data": {"chunk": {"my_task": 2}},
-            "parent_ids": [],
-        },
-        {
-            "event": "on_chain_start",
-            "data": {"input": {"number": 1}},
-            "name": "task_with_exception",
-            "tags": ["seq:step:1"],
-            "run_id": AnyStr(),
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_start",
-            "data": {"input": {"number": 1}},
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "run_id": AnyStr(),
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "data": {"chunk": 2},
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_end",
-            "data": {"output": 2, "input": {"number": 1}},
-            "run_id": AnyStr(),
-            "name": "my_task",
-            "tags": ["seq:step:1"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_task",
-                "langgraph_triggers": ("__pregel_push",),
-                "langgraph_path": (
-                    "__pregel_push",
-                    ("__pregel_pull", "my_workflow"),
-                    2,
-                    True,
-                ),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [
-                AnyStr(),
-                AnyStr(),
-            ],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "my_workflow",
-            "tags": ["graph:step:4"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_workflow",
-                "langgraph_triggers": ("__start__",),
-                "langgraph_path": ("__pregel_pull", "my_workflow"),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "data": {"chunk": "done"},
-            "parent_ids": [AnyStr()],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "LangGraph",
-            "tags": [],
-            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
-            "data": {"chunk": {"my_task": 2}},
-            "parent_ids": [],
-        },
-        {
-            "event": "on_chain_end",
-            "data": {"output": "done", "input": 1},
-            "run_id": AnyStr(),
-            "name": "my_workflow",
-            "tags": ["graph:step:4"],
-            "metadata": {
-                "thread_id": "1",
-                "ls_integration": "langgraph",
-                "langgraph_step": 4,
-                "langgraph_node": "my_workflow",
-                "langgraph_triggers": ("__start__",),
-                "langgraph_path": ("__pregel_pull", "my_workflow"),
-                "langgraph_checkpoint_ns": AnyStr(),
-            },
-            "parent_ids": [AnyStr()],
-        },
-        {
-            "event": "on_chain_stream",
-            "run_id": AnyStr(),
-            "name": "LangGraph",
-            "tags": [],
-            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
-            "data": {"chunk": {"my_workflow": "done"}},
-            "parent_ids": [],
-        },
-        {
-            "event": "on_chain_end",
-            "data": {"output": "done"},
-            "run_id": AnyStr(),
-            "name": "LangGraph",
-            "tags": [],
-            "metadata": {"thread_id": "1", "ls_integration": "langgraph"},
-            "parent_ids": [],
-        },
+    events = [c async for c in my_workflow.astream_events(1, thread1)]
+    assert [(event["event"], event["name"]) for event in events] == [
+        ("on_chain_start", "LangGraph"),
+        ("on_chain_start", "my_workflow"),
+        ("on_chain_start", "my_task"),
+        ("on_chain_stream", "my_task"),
+        ("on_chain_end", "my_task"),
+        ("on_chain_stream", "LangGraph"),
+        ("on_chain_start", "task_with_exception"),
+        ("on_chain_start", "my_task"),
+        ("on_chain_stream", "my_task"),
+        ("on_chain_end", "my_task"),
+        ("on_chain_stream", "my_workflow"),
+        ("on_chain_stream", "LangGraph"),
+        ("on_chain_end", "my_workflow"),
+        ("on_chain_stream", "LangGraph"),
+        ("on_chain_end", "LangGraph"),
    ]

+    root_events = [event for event in events if event["name"] == "LangGraph"]
+    for event in root_events:
+        assert event["tags"] == []
+        assert event["metadata"]["thread_id"] == "1"
+        assert event["metadata"]["ls_integration"] == "langgraph"
+        assert event["parent_ids"] == []
+
+    workflow_events = [event for event in events if event["name"] == "my_workflow"]
+    for event in workflow_events:
+        assert event["tags"] == ["graph:step:4"]
+        metadata = event["metadata"]
+        assert metadata["thread_id"] == "1"
+        assert metadata["ls_integration"] == "langgraph"
+        assert metadata["langgraph_step"] == 4
+        assert metadata["langgraph_node"] == "my_workflow"
+        assert metadata["langgraph_triggers"] == ("__start__",)
+        assert metadata["langgraph_path"] == ("__pregel_pull", "my_workflow")
+        assert isinstance(metadata["langgraph_checkpoint_ns"], str)
+        assert len(event["parent_ids"]) == 1
+
+    task_events = [event for event in events if event["name"] == "my_task"]
+    assert len(task_events) == 6
+    for event in task_events:
+        assert event["tags"] == ["seq:step:1"]
+        metadata = event["metadata"]
+        assert metadata["thread_id"] == "1"
+        assert metadata["ls_integration"] == "langgraph"
+        assert metadata["langgraph_step"] == 4
+        assert metadata["langgraph_node"] == "my_task"
+        assert metadata["langgraph_triggers"] == ("__pregel_push",)
+        assert metadata["langgraph_path"][:2] == (
+            "__pregel_push",
+            ("__pregel_pull", "my_workflow"),
+        )
+        assert metadata["langgraph_path"][-1] is True
+        assert isinstance(metadata["langgraph_checkpoint_ns"], str)
+        assert len(event["parent_ids"]) == 2
+
+    task_with_exception_event = next(
+        event for event in events if event["name"] == "task_with_exception"
+    )
+    assert task_with_exception_event["event"] == "on_chain_start"
+    assert task_with_exception_event["data"] == {"input": {"number": 1}}
+    assert task_with_exception_event["tags"] == ["seq:step:1"]
+    metadata = task_with_exception_event["metadata"]
+    assert metadata["thread_id"] == "1"
+    assert metadata["ls_integration"] == "langgraph"
+    assert metadata["langgraph_step"] == 4
+    assert metadata["langgraph_node"] == "task_with_exception"
+    assert metadata["langgraph_triggers"] == ("__pregel_push",)
+    assert metadata["langgraph_path"][:2] == (
+        "__pregel_push",
+        ("__pregel_pull", "my_workflow"),
+    )
+    assert metadata["langgraph_path"][-1] is True
+    assert isinstance(metadata["langgraph_checkpoint_ns"], str)
+    assert len(task_with_exception_event["parent_ids"]) == 2
+
+    assert [
+        event["data"]
+        for event in events
+        if event["event"] == "on_chain_stream" and event["name"] == "LangGraph"
+    ] == [
+        {"chunk": {"my_task": 2}},
+        {"chunk": {"my_task": 2}},
+        {"chunk": {"my_workflow": "done"}},
+    ]
+    assert [
+        event["data"]
+        for event in events
+        if event["event"] == "on_chain_stream" and event["name"] == "my_task"
+    ] == [{"chunk": 2}, {"chunk": 2}]
+    assert [
+        event["data"]
+        for event in events
+        if event["event"] == "on_chain_end" and event["name"] == "my_task"
+    ] == [
+        {"output": 2, "input": {"number": 1}},
+        {"output": 2, "input": {"number": 1}},
+    ]
+    assert [
+        event["data"]
+        for event in events
+        if event["event"] == "on_chain_stream" and event["name"] == "my_workflow"
+    ] == [{"chunk": "done"}]
+    assert [
+        event["data"]
+        for event in events
+        if event["event"] == "on_chain_end" and event["name"] == "my_workflow"
+    ] == [{"output": "done", "input": 1}]
+    assert events[-1]["data"] == {"output": "done"}
+

@pytest.mark.parametrize("with_timeout", [False, "inner", "outer", "both"])
@pytest.mark.parametrize("subgraph_persist", [True, False])
@@ -0,0 +1,185 @@
+"""Tests for langgraph.pregel.debug helpers."""
+
+from __future__ import annotations
+
+from langgraph.pregel.debug import map_debug_tasks
+
+
+class _FakeTask:
+    """Minimal stand-in for PregelExecutableTask covering only what map_debug_tasks reads."""
+
+    def __init__(
+        self,
+        *,
+        id: str,
+        name: str,
+        input: object,
+        triggers: list[str],
+        config: dict | None,
+    ) -> None:
+        self.id = id
+        self.name = name
+        self.input = input
+        self.triggers = triggers
+        self.config = config
+
+
+def test_map_debug_tasks_forwards_metadata_when_present() -> None:
+    task = _FakeTask(
+        id="t1",
+        name="tools",
+        input=[],
+        triggers=["x"],
+        config={"metadata": {"lc_agent_name": "weather_agent"}},
+    )
+    payloads = list(map_debug_tasks([task]))
+    assert len(payloads) == 1
+    payload = payloads[0]
+    assert payload["id"] == "t1"
+    assert payload["name"] == "tools"
+    assert payload["metadata"] == {"lc_agent_name": "weather_agent"}
+
+
+def test_map_debug_tasks_omits_metadata_when_empty() -> None:
+    # Empty metadata dict in config: don't include metadata in the payload.
+    task = _FakeTask(
+        id="t1",
+        name="tools",
+        input=[],
+        triggers=["x"],
+        config={"metadata": {}},
+    )
+    payloads = list(map_debug_tasks([task]))
+    assert "metadata" not in payloads[0]
+
+
+def test_map_debug_tasks_omits_metadata_when_absent() -> None:
+    # No metadata key in config: don't include metadata in the payload.
+    task = _FakeTask(
+        id="t1",
+        name="tools",
+        input=[],
+        triggers=["x"],
+        config={},
+    )
+    payloads = list(map_debug_tasks([task]))
+    assert "metadata" not in payloads[0]
+
+
+def test_map_debug_tasks_handles_none_config() -> None:
+    # task.config can be None; should not crash.
+    task = _FakeTask(
+        id="t1",
+        name="tools",
+        input=[],
+        triggers=["x"],
+        config=None,
+    )
+    payloads = list(map_debug_tasks([task]))
+    assert len(payloads) == 1
+    assert "metadata" not in payloads[0]
+
+
+def test_map_debug_tasks_filters_framework_metadata_keys() -> None:
+    """Internal framework keys are dropped from the forwarded metadata; only
+    user-meaningful keys (lc_agent_name, ls_integration, user metadata) ride
+    along. The framework keys (langgraph_*, thread_id, checkpoint_*) are
+    redundant with the task's own fields/namespace.
+    """
+    md = {
+        "lc_agent_name": "weather_agent",
+        "ls_integration": "langchain_create_agent",
+        "my_user_key": "x",
+        "thread_id": "thread-1",
+        "langgraph_step": 1,
+        "langgraph_node": "tools",
+        "langgraph_path": ("__pregel_pull", "tools"),
+        "langgraph_checkpoint_ns": "tools:abc",
+        "checkpoint_ns": "",
+    }
+    task = _FakeTask(
+        id="t1", name="tools", input=[], triggers=["x"], config={"metadata": md}
+    )
+    payload = next(iter(map_debug_tasks([task])))
+    assert payload["metadata"] == {
+        "lc_agent_name": "weather_agent",
+        "ls_integration": "langchain_create_agent",
+        "my_user_key": "x",
+    }
+
+
+def test_map_debug_tasks_omits_metadata_when_only_framework_keys() -> None:
+    """A task whose metadata is entirely framework keys (e.g. a plain
+    StateGraph node) yields no `metadata` key after filtering.
+    """
+    md = {
+        "thread_id": "thread-1",
+        "langgraph_step": 1,
+        "langgraph_node": "worker",
+        "langgraph_checkpoint_ns": "worker:abc",
+        "checkpoint_ns": "",
+    }
+    task = _FakeTask(
+        id="t1", name="worker", input=[], triggers=["x"], config={"metadata": md}
+    )
+    payload = next(iter(map_debug_tasks([task])))
+    assert "metadata" not in payload
+
+
+def test_map_debug_tasks_metadata_is_copied_not_referenced() -> None:
+    """Mutating the source config after emission must not affect the
+    payload — TaskPayload.metadata is a defensive copy.
+    """
+    md = {"lc_agent_name": "a"}
+    task = _FakeTask(
+        id="t1", name="tools", input=[], triggers=["x"], config={"metadata": md}
+    )
+    payload = next(iter(map_debug_tasks([task])))
+    md["lc_agent_name"] = "MUTATED"
+    assert payload["metadata"]["lc_agent_name"] == "a"
+
+
+def test_map_debug_tasks_folds_filtered_tags_into_metadata() -> None:
+    """Config tags are folded into TaskPayload.metadata under `tags`, with
+    langchain's internal `seq:step:*` tags filtered out — mirroring the
+    messages stream handler so both channels surface the same tag set."""
+    task = _FakeTask(
+        id="t1",
+        name="tools",
+        input=[],
+        triggers=["x"],
+        config={
+            "metadata": {"lc_agent_name": "weather_agent"},
+            "tags": ["seq:step:1", "user-tag", "session-123"],
+        },
+    )
+    payload = next(iter(map_debug_tasks([task])))
+    assert payload["metadata"]["lc_agent_name"] == "weather_agent"
+    assert payload["metadata"]["tags"] == ["user-tag", "session-123"]
+
+
+def test_map_debug_tasks_omits_tags_when_only_seq_step() -> None:
+    """If the only tags are internal `seq:step:*` markers, no `tags` key is
+    added (matches the messages handler's `if filtered_tags:` guard)."""
+    task = _FakeTask(
+        id="t1",
+        name="tools",
+        input=[],
+        triggers=["x"],
+        config={"metadata": {"lc_agent_name": "a"}, "tags": ["seq:step:1"]},
+    )
+    payload = next(iter(map_debug_tasks([task])))
+    assert "tags" not in payload["metadata"]
+
+
+def test_map_debug_tasks_adds_tags_even_without_other_metadata() -> None:
+    """Filtered tags surface even when config has no metadata dict."""
+    task = _FakeTask(
+        id="t1",
+        name="tools",
+        input=[],
+        triggers=["x"],
+        config={"tags": ["user-tag"]},
+    )
+    payload = next(iter(map_debug_tasks([task])))
+    assert payload["metadata"] == {"tags": ["user-tag"]}
@@ -0,0 +1,658 @@
+from __future__ import annotations
+
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+
+from langgraph.pregel._remote_run_stream import (
+    _AsyncRemoteGraphRunStream,
+    _ChannelProjection,
+    _ProjectionRegistry,
+    _RemoteGraphRunStream,
+    _translate_command_input,
+)
+from langgraph.pregel.remote import (
+    _V3_SUPPORTED_KWARGS,
+    RemoteGraph,
+)
+from langgraph.types import Command
+
+
+def _make_sync_adapter(*, run_start_returns=None, run_start_raises=None):
+    sync_client = MagicMock()
+    sdk_thread = MagicMock()
+    sdk_thread.thread_id = "thread-abc"
+    sdk_thread.__enter__ = MagicMock(return_value=sdk_thread)
+    sdk_thread.__exit__ = MagicMock(return_value=None)
+    sdk_thread.run = MagicMock()
+    if run_start_raises is not None:
+        sdk_thread.run.start = MagicMock(side_effect=run_start_raises)
+    else:
+        sdk_thread.run.start = MagicMock(
+            return_value=run_start_returns or {"run_id": "run-xyz"}
+        )
+    adapter = _RemoteGraphRunStream(
+        sync_client=sync_client,
+        sdk_thread=sdk_thread,
+        input={"x": 1},
+        config={"configurable": {}},
+        metadata=None,
+    )
+    return adapter, sync_client, sdk_thread
+
+
+def test_enter_calls_sdk_enter_then_run_start_and_captures_run_id():
+    adapter, _, sdk_thread = _make_sync_adapter()
+    with adapter as stream:
+        assert stream is adapter
+        sdk_thread.__enter__.assert_called_once()
+        sdk_thread.run.start.assert_called_once_with(
+            input={"x": 1}, config={"configurable": {}}, metadata=None
+        )
+        assert adapter._run_id == "run-xyz"
+
+
+def test_exit_delegates_to_sdk_exit_with_exc_info():
+    adapter, _, sdk_thread = _make_sync_adapter()
+    with adapter:
+        pass
+    sdk_thread.__exit__.assert_called_once_with(None, None, None)
+
+
+def test_enter_unwinds_sdk_cm_when_run_start_raises():
+    adapter, _, sdk_thread = _make_sync_adapter(
+        run_start_raises=RuntimeError("start boom")
+    )
+    with pytest.raises(RuntimeError, match="start boom"):
+        with adapter:
+            pytest.fail("body should not run")
+    sdk_thread.__enter__.assert_called_once()
+    sdk_thread.__exit__.assert_called_once()
+    exc_info = sdk_thread.__exit__.call_args.args
+    assert exc_info[0] is RuntimeError
+    assert isinstance(exc_info[1], RuntimeError)
+    assert adapter._run_id is None
+
+
+def test_output_interrupted_interrupts_passthrough():
+    adapter, _, sdk_thread = _make_sync_adapter()
+    sdk_thread.output = {"foo": 1}
+    sdk_thread.interrupted = True
+    sdk_thread.interrupts = [{"interrupt_id": "i1", "namespace": [], "value": "v"}]
+    with adapter as stream:
+        assert stream.output == {"foo": 1}
+        assert stream.interrupted is True
+        assert stream.interrupts == [
+            {"interrupt_id": "i1", "namespace": [], "value": "v"}
+        ]
+
+
+def test_sync_projection_attrs_forward_to_sdk():
+    adapter, _, sdk_thread = _make_sync_adapter()
+    sdk_thread.values = object()
+    sdk_thread.messages = object()
+    sdk_thread.tool_calls = object()
+    sdk_thread.subgraphs = object()
+    with adapter as stream:
+        assert stream.values is sdk_thread.values
+        assert stream.messages is sdk_thread.messages
+        assert stream.tool_calls is sdk_thread.tool_calls
+        assert stream.subgraphs is sdk_thread.subgraphs
+        assert set(stream.extensions) == set(_ProjectionRegistry._NATIVE)
+        assert stream.extensions["values"] is sdk_thread.values
+
+
+def test_projection_registry_typed_decoded_and_custom():
+    sdk = MagicMock()
+    sdk.values = object()
+    sdk.messages = object()
+    sdk.tool_calls = object()
+    sdk.subgraphs = object()
+    custom_named = object()
+    sdk.extensions = {"my_custom": custom_named}
+    registry = _ProjectionRegistry(sdk)
+
+    # Typed channels resolve to the SDK's decoded projections.
+    assert registry["values"] is sdk.values
+    assert registry["tool_calls"] is sdk.tool_calls
+    assert registry["subgraphs"] is sdk.subgraphs
+    # Channels without a typed projection resolve to a decoding _ChannelProjection.
+    ckpt = registry["checkpoints"]
+    assert isinstance(ckpt, _ChannelProjection)
+    assert ckpt._channel == "checkpoints"
+    assert isinstance(registry["updates"], _ChannelProjection)
+    # A non-protocol name is a specific custom-extension channel.
+    assert registry["my_custom"] is custom_named
+    # Enumerable set is the typed + decoded channels (no `lifecycle`, no `debug`).
+    assert list(registry) == [
+        "values",
+        "messages",
+        "tool_calls",
+        "subgraphs",
+        "updates",
+        "checkpoints",
+        "tasks",
+        "custom",
+    ]
+    assert len(registry) == 8
+
+
+def test_channel_projection_decodes_params_data():
+    sdk = MagicMock()
+    # Real wire events carry `method`; the SDK `DataDecoder` yields matching
+    # events' `params.data` and skips dataless and off-channel ones.
+    sdk.subscribe = MagicMock(
+        return_value=iter(
+            [
+                {"method": "checkpoints", "params": {"data": {"n": 1}}},
+                {"method": "checkpoints", "params": {}},  # no data -> skipped
+                {"method": "checkpoints", "params": {"data": {"n": 2}}},
+                {"method": "lifecycle", "params": {"data": {"n": 3}}},  # other channel
+            ]
+        )
+    )
+    proj = _ChannelProjection(sdk, "checkpoints")
+    assert list(proj) == [{"n": 1}, {"n": 2}]
+    sdk.subscribe.assert_called_once_with(["checkpoints"])
+
+
+@pytest.mark.anyio
+async def test_channel_projection_decodes_params_data_async():
+    """Async lane mirrors the sync lane: `async for` over the SDK's async
+    subscription, decoded through the same `DataDecoder`."""
+
+    class _FakeAsyncEvents:
+        def __init__(self, items):
+            self._items = list(items)
+
+        def __aiter__(self):
+            return self
+
+        async def __anext__(self):
+            if not self._items:
+                raise StopAsyncIteration
+            return self._items.pop(0)
+
+    sdk = MagicMock()
+    sdk.subscribe = MagicMock(
+        return_value=_FakeAsyncEvents(
+            [
+                {"method": "checkpoints", "params": {"data": {"n": 1}}},
+                {"method": "checkpoints", "params": {}},  # no data -> skipped
+                {"method": "checkpoints", "params": {"data": {"n": 2}}},
+                {"method": "lifecycle", "params": {"data": {"n": 3}}},  # other channel
+            ]
+        )
+    )
+    proj = _ChannelProjection(sdk, "checkpoints")
+    assert [item async for item in proj] == [{"n": 1}, {"n": 2}]
+    sdk.subscribe.assert_called_once_with(["checkpoints"])
+
+
+def test_sync_adapter_translates_command_input():
+    sync_client = MagicMock()
+    sdk_thread = MagicMock()
+    adapter = _RemoteGraphRunStream(
+        sync_client=sync_client,
+        sdk_thread=sdk_thread,
+        input=Command(resume="go"),
+        config=None,
+        metadata=None,
+    )
+    assert adapter._start_kwargs["input"] == "go"
+
+
+def test_iter_caches_first_subscription():
+    adapter, _, sdk_thread = _make_sync_adapter()
+    fake_events = [object(), object(), object()]
+    sdk_thread.events = iter(fake_events)
+    with adapter as stream:
+        first = iter(stream)
+        second = iter(stream)
+        assert first is second
+        assert list(first) == fake_events
+
+
+def test_abort_cancels_run_and_closes_sdk():
+    adapter, sync_client, sdk_thread = _make_sync_adapter()
+    with adapter as stream:
+        stream.abort()
+        sync_client.runs.cancel.assert_called_once_with(
+            "thread-abc", "run-xyz", wait=False
+        )
+        sdk_thread.close.assert_called_once()
+
+
+def test_abort_before_enter_skips_cancel_but_closes_sdk():
+    adapter, sync_client, sdk_thread = _make_sync_adapter()
+    adapter.abort()
+    sync_client.runs.cancel.assert_not_called()
+    sdk_thread.close.assert_called_once()
+
+
+def test_abort_is_idempotent():
+    adapter, sync_client, sdk_thread = _make_sync_adapter()
+    with adapter as stream:
+        stream.abort()
+        stream.abort()
+        assert sync_client.runs.cancel.call_count == 1
+        assert sdk_thread.close.call_count == 1
+
+
+def test_abort_swallows_cancel_failure_and_still_closes():
+    adapter, sync_client, sdk_thread = _make_sync_adapter()
+    sync_client.runs.cancel.side_effect = RuntimeError("cancel boom")
+    with adapter as stream:
+        stream.abort()
+        sdk_thread.close.assert_called_once()
+
+
+def test_sync_interleave_delegates_to_interleave_projections():
+    adapter, _, sdk_thread = _make_sync_adapter()
+    pairs = [("values", {"x": 1}), ("messages", object())]
+    sdk_thread.interleave_projections.return_value = pairs
+    with adapter as stream:
+        result = list(stream.interleave("values", "messages"))
+    assert result == pairs
+    sdk_thread.interleave_projections.assert_called_once_with(["values", "messages"])
+
+
+def test_async_adapter_has_no_interleave():
+    """Async adapter intentionally lacks `interleave` (mirrors local
+    `AsyncGraphRunStream`, which doesn't have one either). Async callers
+    compose with `asyncio.gather` / `asyncio.as_completed`.
+    """
+    assert not hasattr(_AsyncRemoteGraphRunStream, "interleave")
+
+
+def _make_async_adapter(*, run_start_returns=None, run_start_raises=None):
+    client = MagicMock()
+    client.runs.cancel = AsyncMock()
+    sdk_thread = MagicMock()
+    sdk_thread.thread_id = "thread-abc"
+    sdk_thread.__aenter__ = AsyncMock(return_value=sdk_thread)
+    sdk_thread.__aexit__ = AsyncMock(return_value=None)
+    sdk_thread.close = AsyncMock()
+    sdk_thread.run = MagicMock()
+    if run_start_raises is not None:
+        sdk_thread.run.start = AsyncMock(side_effect=run_start_raises)
+    else:
+        sdk_thread.run.start = AsyncMock(
+            return_value=run_start_returns or {"run_id": "run-xyz"}
+        )
+    adapter = _AsyncRemoteGraphRunStream(
+        client=client,
+        sdk_thread=sdk_thread,
+        input={"x": 1},
+        config={"configurable": {}},
+        metadata=None,
+    )
+    return adapter, client, sdk_thread
+
+
+@pytest.mark.anyio
+async def test_aenter_calls_sdk_aenter_then_run_start_and_captures_run_id():
+    adapter, _, sdk_thread = _make_async_adapter()
+    async with adapter as stream:
+        assert stream is adapter
+        sdk_thread.__aenter__.assert_awaited_once()
+        sdk_thread.run.start.assert_awaited_once_with(
+            input={"x": 1}, config={"configurable": {}}, metadata=None
+        )
+        assert adapter._run_id == "run-xyz"
+
+
+@pytest.mark.anyio
+async def test_aexit_delegates_to_sdk_aexit():
+    adapter, _, sdk_thread = _make_async_adapter()
+    async with adapter:
+        pass
+    sdk_thread.__aexit__.assert_awaited_once_with(None, None, None)
+
+
+@pytest.mark.anyio
+async def test_aenter_unwinds_sdk_cm_when_run_start_raises():
+    adapter, _, sdk_thread = _make_async_adapter(
+        run_start_raises=RuntimeError("start boom")
+    )
+    with pytest.raises(RuntimeError, match="start boom"):
+        async with adapter:
+            pytest.fail("body should not run")
+    sdk_thread.__aenter__.assert_awaited_once()
+    sdk_thread.__aexit__.assert_awaited_once()
+    assert adapter._run_id is None
+
+
+@pytest.mark.anyio
+async def test_async_output_interrupted_interrupts_passthrough():
+    adapter, _, sdk_thread = _make_async_adapter()
+
+    async def _fake_output_awaitable():
+        return {"foo": 1}
+
+    sdk_thread.output = _fake_output_awaitable()
+    sdk_thread.interrupted = True
+    sdk_thread.interrupts = [{"interrupt_id": "i1", "namespace": [], "value": "v"}]
+    async with adapter as stream:
+        assert await stream.output() == {"foo": 1}
+        assert await stream.interrupted() is True
+        assert await stream.interrupts() == [
+            {"interrupt_id": "i1", "namespace": [], "value": "v"}
+        ]
+
+
+@pytest.mark.anyio
+async def test_async_projection_attrs_forward_to_sdk():
+    adapter, _, sdk_thread = _make_async_adapter()
+    sdk_thread.values = object()
+    sdk_thread.messages = object()
+    sdk_thread.tool_calls = object()
+    sdk_thread.subgraphs = object()
+    async with adapter as stream:
+        assert stream.values is sdk_thread.values
+        assert stream.messages is sdk_thread.messages
+        assert stream.tool_calls is sdk_thread.tool_calls
+        assert stream.subgraphs is sdk_thread.subgraphs
+        assert set(stream.extensions) == set(_ProjectionRegistry._NATIVE)
+        assert stream.extensions["messages"] is sdk_thread.messages
+
+
+@pytest.mark.anyio
+async def test_aiter_caches_first_subscription():
+    adapter, _, sdk_thread = _make_async_adapter()
+
+    class _FakeAsyncEvents:
+        def __init__(self, items):
+            self._items = list(items)
+
+        def __aiter__(self):
+            return self
+
+        async def __anext__(self):
+            if not self._items:
+                raise StopAsyncIteration
+            return self._items.pop(0)
+
+    sdk_thread.events = _FakeAsyncEvents([object(), object()])
+    async with adapter as stream:
+        first = stream.__aiter__()
+        second = stream.__aiter__()
+        assert first is second
+
+
+@pytest.mark.anyio
+async def test_async_abort_cancels_run_and_closes_sdk():
+    adapter, client, sdk_thread = _make_async_adapter()
+    async with adapter as stream:
+        await stream.abort()
+        client.runs.cancel.assert_awaited_once_with("thread-abc", "run-xyz", wait=False)
+        sdk_thread.close.assert_awaited_once()
+
+
+@pytest.mark.anyio
+async def test_async_abort_before_aenter_skips_cancel():
+    adapter, client, sdk_thread = _make_async_adapter()
+    await adapter.abort()
+    client.runs.cancel.assert_not_awaited()
+    sdk_thread.close.assert_awaited_once()
+
+
+@pytest.mark.anyio
+async def test_async_abort_swallows_cancel_failure():
+    adapter, client, sdk_thread = _make_async_adapter()
+    client.runs.cancel.side_effect = RuntimeError("cancel boom")
+    async with adapter as stream:
+        await stream.abort()
+        sdk_thread.close.assert_awaited_once()
+
+
+def _make_remote_graph() -> RemoteGraph:
+    sync_client = MagicMock()
+    async_client = MagicMock()
+    rg = RemoteGraph(
+        "agent",
+        client=async_client,
+        sync_client=sync_client,
+    )
+    return rg
+
+
+def test_reject_v3_unsupported_passes_when_all_clear():
+    rg = _make_remote_graph()
+    rg._reject_v3_unsupported(
+        control=None,
+        transformers=None,
+        interrupt_before=None,
+        interrupt_after=None,
+        extra_kwargs={},
+    )
+
+
+@pytest.mark.parametrize(
+    "kwarg_name,kwarg_value",
+    [
+        ("control", object()),
+        ("transformers", [object()]),
+        ("interrupt_before", ["node_a"]),
+        ("interrupt_after", ["node_b"]),
+    ],
+)
+def test_reject_v3_unsupported_raises_per_kwarg(kwarg_name, kwarg_value):
+    rg = _make_remote_graph()
+    kwargs = dict(
+        control=None,
+        transformers=None,
+        interrupt_before=None,
+        interrupt_after=None,
+        extra_kwargs={},
+    )
+    kwargs[kwarg_name] = kwarg_value
+    with pytest.raises(NotImplementedError, match=f"`{kwarg_name}=`"):
+        rg._reject_v3_unsupported(**kwargs)
+
+
+def test_reject_v3_unsupported_raises_on_unknown_extra_kwarg():
+    rg = _make_remote_graph()
+    with pytest.raises(NotImplementedError, match="context"):
+        rg._reject_v3_unsupported(
+            control=None,
+            transformers=None,
+            interrupt_before=None,
+            interrupt_after=None,
+            extra_kwargs={"context": {}},
+        )
+
+
+def test_reject_v3_unsupported_allows_metadata_and_headers():
+    rg = _make_remote_graph()
+    rg._reject_v3_unsupported(
+        control=None,
+        transformers=None,
+        interrupt_before=None,
+        interrupt_after=None,
+        extra_kwargs={"metadata": {"a": 1}, "headers": {"X": "y"}},
+    )
+
+
+def test_translate_command_input_surfaces_raw_resume_value():
+    # The v3 server wraps the resume `input` as {"resume": input} itself, so the
+    # wire `input` must be the raw resume value, not the serialized dataclass.
+    assert _translate_command_input(Command(resume="go")) == "go"
+    assert _translate_command_input(Command(resume={"id": "v"})) == {"id": "v"}
+
+
+def test_translate_command_input_rejects_goto_and_update():
+    with pytest.raises(NotImplementedError, match="goto"):
+        _translate_command_input(Command(goto="node_b"))
+    with pytest.raises(NotImplementedError, match="update"):
+        _translate_command_input(Command(update={"a": 1}))
+
+
+def test_translate_command_input_passes_through_non_command():
+    assert _translate_command_input({"a": 1}) == {"a": 1}
+    assert _translate_command_input(None) is None
+
+
+def test_v3_supported_kwargs_known_set():
+    assert _V3_SUPPORTED_KWARGS == frozenset({"metadata", "headers"})
+
+
+def test_stream_events_v3_constructs_sdk_thread_with_sanitized_args():
+    sync_client = MagicMock()
+    sdk_thread = MagicMock()
+    sync_client.threads.stream.return_value = sdk_thread
+    rg = RemoteGraph(
+        "agent",
+        client=MagicMock(),
+        sync_client=sync_client,
+    )
+    result = rg.stream_events(
+        {"input_key": 1},
+        config={"configurable": {"thread_id": "t1", "user": "u"}},
+        version="v3",
+    )
+    assert isinstance(result, _RemoteGraphRunStream)
+    sync_client.threads.stream.assert_called_once()
+    call = sync_client.threads.stream.call_args
+    assert call.kwargs["thread_id"] == "t1"
+    assert call.kwargs["assistant_id"] == "agent"
+    assert call.kwargs["headers"] is None
+
+
+def test_stream_events_v3_passes_none_thread_id_when_absent():
+    sync_client = MagicMock()
+    sync_client.threads.stream.return_value = MagicMock()
+    rg = RemoteGraph("agent", client=MagicMock(), sync_client=sync_client)
+    rg.stream_events({"x": 1}, version="v3")
+    call = sync_client.threads.stream.call_args
+    assert call.kwargs["thread_id"] is None
+
+
+def test_stream_events_v3_rejects_unsupported_kwargs_before_sdk_call():
+    sync_client = MagicMock()
+    rg = RemoteGraph("agent", client=MagicMock(), sync_client=sync_client)
+    with pytest.raises(NotImplementedError, match="control"):
+        rg.stream_events({"x": 1}, version="v3", control=object())
+    sync_client.threads.stream.assert_not_called()
+
+
+def test_stream_events_v3_translates_command_input():
+    sync_client = MagicMock()
+    sync_client.threads.stream.return_value = MagicMock()
+    rg = RemoteGraph("agent", client=MagicMock(), sync_client=sync_client)
+    # Resume Command surfaces its raw resume value as the wire `input`; the v3
+    # server wraps it as {"resume": input} once it detects the interrupt.
+    adapter = rg.stream_events(Command(resume="go"), version="v3")
+    assert adapter._start_kwargs["input"] == "go"
+
+
+def test_stream_events_v3_rejects_goto_update_command():
+    rg = RemoteGraph("agent", client=MagicMock(), sync_client=MagicMock())
+    with pytest.raises(NotImplementedError, match="goto"):
+        rg.stream_events(Command(goto="node_b"), version="v3")
+
+
+def test_stream_events_v3_strips_checkpoint_keys_from_configurable():
+    sync_client = MagicMock()
+    sync_client.threads.stream.return_value = MagicMock()
+    rg = RemoteGraph("agent", client=MagicMock(), sync_client=sync_client)
+    adapter = rg.stream_events(
+        {"x": 1},
+        config={
+            "configurable": {
+                "thread_id": "t1",
+                "checkpoint_id": "c1",
+                "checkpoint_ns": "ns",
+                "user": "u",
+            }
+        },
+        version="v3",
+    )
+    sent_config = adapter._start_kwargs["config"]
+    assert "checkpoint_id" not in sent_config["configurable"]
+    assert "checkpoint_ns" not in sent_config["configurable"]
+    assert sent_config["configurable"]["user"] == "u"
+
+
+def test_stream_events_v3_merges_tracing_headers_when_distributed_tracing(
+    monkeypatch,
+):
+    from langgraph.pregel import remote as remote_mod
+
+    sync_client = MagicMock()
+    sync_client.threads.stream.return_value = MagicMock()
+    rg = RemoteGraph(
+        "agent",
+        client=MagicMock(),
+        sync_client=sync_client,
+        distributed_tracing=True,
+    )
+    captured = {}
+
+    def fake_merge(headers):
+        captured["arg"] = headers
+        return {"x-ls-trace": "1", **(headers or {})}
+
+    monkeypatch.setattr(remote_mod, "_merge_tracing_headers", fake_merge)
+    rg.stream_events({"x": 1}, version="v3", headers={"X-Custom": "y"})
+    assert captured["arg"] == {"X-Custom": "y"}
+    sent_headers = sync_client.threads.stream.call_args.kwargs["headers"]
+    assert sent_headers["x-ls-trace"] == "1"
+    assert sent_headers["X-Custom"] == "y"
+
+
+def test_stream_events_v3_passes_headers_unchanged_without_tracing():
+    sync_client = MagicMock()
+    sync_client.threads.stream.return_value = MagicMock()
+    rg = RemoteGraph(
+        "agent",
+        client=MagicMock(),
+        sync_client=sync_client,
+        distributed_tracing=False,
+    )
+    rg.stream_events({"x": 1}, version="v3", headers={"X-Custom": "y"})
+    sent_headers = sync_client.threads.stream.call_args.kwargs["headers"]
+    assert sent_headers == {"X-Custom": "y"}
+
+
+def test_stream_events_non_v3_delegates_to_super():
+    rg = RemoteGraph("agent", client=MagicMock(), sync_client=MagicMock())
+    sync_client_attr = rg.sync_client
+    try:
+        rg.stream_events({"x": 1}, version="v2")
+    except Exception:
+        pass
+    sync_client_attr.threads.stream.assert_not_called()
+
+
+@pytest.mark.anyio
+async def test_astream_events_v3_constructs_sdk_thread():
+    client = MagicMock()
+    sdk_thread = MagicMock()
+    client.threads.stream.return_value = sdk_thread
+    rg = RemoteGraph("agent", client=client, sync_client=MagicMock())
+    result = await rg.astream_events(
+        {"x": 1},
+        config={"configurable": {"thread_id": "t1"}},
+        version="v3",
+    )
+    assert isinstance(result, _AsyncRemoteGraphRunStream)
+    call = client.threads.stream.call_args
+    assert call.kwargs["thread_id"] == "t1"
+    assert call.kwargs["assistant_id"] == "agent"
+
+
+@pytest.mark.anyio
+async def test_astream_events_v3_rejects_unsupported_kwargs():
+    client = MagicMock()
+    rg = RemoteGraph("agent", client=client, sync_client=MagicMock())
+    with pytest.raises(NotImplementedError, match="transformers"):
+        await rg.astream_events({"x": 1}, version="v3", transformers=[object()])
+    client.threads.stream.assert_not_called()
+
+
+@pytest.mark.anyio
+async def test_astream_events_non_v3_raises_not_implemented():
+    rg = RemoteGraph("agent", client=MagicMock(), sync_client=MagicMock())
+    with pytest.raises(NotImplementedError, match="not implemented"):
+        await rg.astream_events({"x": 1}, version="v2")
@@ -1,4 +1,5 @@
 import asyncio
+import contextlib
 import operator
 import sys
 import threading
@@ -35,7 +36,13 @@ from langgraph._internal._runnable import RunnableCallable
 from langgraph._internal._timeout import coerce_timeout_policy
 from langgraph.channels.ephemeral_value import EphemeralValue
 from langgraph.channels.last_value import LastValue
-from langgraph.errors import GraphInterrupt, NodeError, NodeTimeoutError, ParentCommand
+from langgraph.errors import (
+    GraphInterrupt,
+    NodeCancelledError,
+    NodeError,
+    NodeTimeoutError,
+    ParentCommand,
+)
 from langgraph.func import entrypoint, task
 from langgraph.graph import END, START, StateGraph, add_messages
 from langgraph.pregel import NodeBuilder, Pregel
@@ -63,6 +70,18 @@ NEEDS_CONTEXTVARS = pytest.mark.skipif(
    reason="Python 3.11+ is required for async contextvars support",
 )

+# `asyncio.Task.cancelling()` is Python 3.11+. The LSD-1507 fix in
+# `langgraph/pregel/_retry.py` falls back to a no-op on 3.10 (preserves the
+# existing CancelledError-as-silent-tear-down behaviour) because there is no
+# reliable way to distinguish user-raised from framework-initiated
+# cancellation without that API. Tests for the converted behaviour gate on
+# the same Python version boundary.
+NEEDS_TASK_CANCELLING = pytest.mark.skipif(
+    sys.version_info < (3, 11),
+    reason="LSD-1507 user-cancellation conversion requires Python 3.11+ "
+    "(asyncio.Task.cancelling)",
+)
+

 def test_should_retry_on_single_exception():
    """Test retry with a single exception type."""
@@ -2802,3 +2821,123 @@ def test_error_handler_resumes_after_crash_multiple_nodes():
    assert call_count["handler_b"] == 2  # ran again on resume
    assert "recovered_a:a" in result["results"]
    assert "recovered_b:b" in result["results"]
+
+
+@NEEDS_TASK_CANCELLING
+@pytest.mark.anyio
+async def test_arun_with_retry_user_raised_cancelled_becomes_node_cancelled():
+    class UserCancelsProc:
+        async def ainvoke(self, input, config):
+            raise asyncio.CancelledError("nope")
+
+    task = _make_task(UserCancelsProc(), name="user-cancel")
+
+    with pytest.raises(NodeCancelledError) as excinfo:
+        await arun_with_retry(task, retry_policy=None)
+    assert excinfo.value.node == "user-cancel"
+    # original CancelledError chained for debugging
+    assert isinstance(excinfo.value.__cause__, asyncio.CancelledError)
+
+
+@NEEDS_TASK_CANCELLING
+@pytest.mark.anyio
+async def test_arun_with_retry_user_raised_cancelled_with_timeout_policy():
+    """The timeout path runs the node in a child task; the conversion must
+    still trigger for user-raised ``CancelledError``."""
+
+    class UserCancelsProc:
+        async def ainvoke(self, input, config):
+            raise asyncio.CancelledError
+
+    task = _make_task(
+        UserCancelsProc(), timeout=_idle_timeout(1.0), name="user-cancel-timed"
+    )
+
+    with pytest.raises(NodeCancelledError) as excinfo:
+        await arun_with_retry(task, retry_policy=None)
+    assert excinfo.value.node == "user-cancel-timed"
+
+
+def test_run_with_retry_sync_node_raising_cancelled_becomes_node_cancelled():
+    class SyncUserCancelsProc:
+        def invoke(self, input, config):
+            raise asyncio.CancelledError("sync nope")
+
+    task = _make_task(SyncUserCancelsProc(), timeout=None, name="sync-user-cancel")
+
+    with pytest.raises(NodeCancelledError) as excinfo:
+        run_with_retry(task, retry_policy=None)
+    assert excinfo.value.node == "sync-user-cancel"
+    assert isinstance(excinfo.value.__cause__, asyncio.CancelledError)
+
+
+@NEEDS_TASK_CANCELLING
+@pytest.mark.anyio
+async def test_arun_with_retry_external_cancel_propagates_as_cancelled():
+    """When the asyncio task running ``arun_with_retry`` is cancelled from the
+    outside, the cancellation must still propagate as
+    ``asyncio.CancelledError``. Converting it to ``NodeCancelledError`` would
+    break the runner's ability to cancel sibling tasks during cleanup."""
+
+    started = asyncio.Event()
+    observed: list[BaseException] = []
+
+    class SlowProc:
+        async def ainvoke(self, input, config):
+            started.set()
+            await asyncio.sleep(10.0)
+            return "never"
+
+    task = _make_task(SlowProc(), timeout=None, name="external-cancel")
+
+    async def runner():
+        try:
+            await arun_with_retry(task, retry_policy=None)
+        except BaseException as exc:
+            observed.append(exc)
+            raise
+
+    bg = asyncio.create_task(runner())
+    await started.wait()
+    bg.cancel()
+    # We expect the cancellation to surface to us as well; swallow it here so
+    # the test runner's own task isn't poisoned by the cancel.
+    with contextlib.suppress(asyncio.CancelledError):
+        await bg
+    assert observed, "runner did not observe any exception"
+    # Framework cancellation must remain a CancelledError, not be rewritten as
+    # NodeCancelledError.
+    assert isinstance(observed[0], asyncio.CancelledError)
+    assert not isinstance(observed[0], NodeCancelledError)
+
+
+@NEEDS_TASK_CANCELLING
+@pytest.mark.anyio
+async def test_pregel_user_raised_cancellederror_fails_run():
+    """End-to-end: a two-branch graph where one branch raises
+    ``asyncio.CancelledError`` must fail the run instead of returning
+    a partial-success state. This is the LSD-1507 customer scenario."""
+
+    class _S(TypedDict, total=False):
+        vals: Annotated[list[str], operator.add]
+
+    async def ok(state: _S) -> _S:
+        return {"vals": ["ok"]}
+
+    async def boom(state: _S) -> _S:
+        raise asyncio.CancelledError("user-raised in node body")
+
+    graph = (
+        StateGraph(_S)
+        .add_node("ok", ok)
+        .add_node("boom", boom)
+        .add_edge(START, "ok")
+        .add_edge(START, "boom")
+        .add_edge("ok", END)
+        .add_edge("boom", END)
+        .compile()
+    )
+
+    with pytest.raises(NodeCancelledError) as excinfo:
+        await graph.ainvoke({"vals": []})
+    assert excinfo.value.node == "boom"
@@ -1164,3 +1164,57 @@ def test_execution_info_inherited_by_subgraph() -> None:
    # task_id appears in its own namespace segment
    assert main_info.task_id in main_info.checkpoint_ns
    assert sub_info.task_id in sub_info.checkpoint_ns
+
+
+def test_foreign_object_in_runtime_slot_is_coerced() -> None:
+    """A non-`Runtime` under `CONFIG_KEY_RUNTIME` is adopted, not crashed on,
+    and the `context` it carries is plumbed through.
+
+    Layers outside a run (e.g. a server's graph-factory path, like LangGraph
+    API) seed an object carrying `context`/`store` into the runtime slot. The
+    run must still execute (regression for `AttributeError: '...' object has no
+    attribute 'control'`), and `context` set at that level must reach nodes via
+    `merge` when no per-run `context` is provided. `store` is resolved
+    separately, so it is not read off the foreign object in the coercion.
+    """
+    from langgraph.store.memory import InMemoryStore
+
+    from langgraph._internal._constants import CONFIG_KEY_RUNTIME
+
+    store = InMemoryStore()
+    graph_level_context = {"source": "graph-level"}
+
+    class _ServerLikeRuntime:
+        """Carries context/store but is not a `Runtime` (no control/merge)."""
+
+        def __init__(self) -> None:
+            self.context = graph_level_context
+            self.store = store
+
+    seen: dict[str, Any] = {}
+
+    class State(TypedDict, total=False):
+        text: str
+
+    def echo(state: State, runtime: Runtime) -> State:
+        seen["context"] = runtime.context
+        seen["store"] = runtime.store
+        return {"text": (state.get("text") or "") + " echoed"}
+
+    builder = StateGraph(State)
+    builder.add_node("echo", echo)
+    builder.add_edge(START, "echo")
+    builder.add_edge("echo", END)
+    graph = builder.compile()
+
+    # No per-run `context=`: the graph-level context on the slot must plumb through.
+    result = graph.invoke(
+        {"text": "hi"},
+        {"configurable": {CONFIG_KEY_RUNTIME: _ServerLikeRuntime()}},
+    )
+
+    assert result == {"text": "hi echoed"}
+    # context set at the graph level is plumbed through to the node via merge
+    assert seen["context"] == graph_level_context
+    # store still reaches the node (resolved separately, not via the coercion)
+    assert seen["store"] is store
@@ -1,6 +1,6 @@
 """Tests for v2 streaming format (StreamPart TypedDicts).

-This file is checked by mypy directly — no subprocess workarounds.
+This file is checked by ty directly.
 Type-narrowing is validated via `assert_type` calls in `_check_type_narrowing`.
 """

@@ -25,6 +25,7 @@ from langgraph.stream._mux import StreamMux
 from langgraph.stream.transformers import (
    LifecyclePayload,
    LifecycleTransformer,
+    _TasksLifecycleBase,
 )

 TS = int(time.time() * 1000)
@@ -35,20 +36,25 @@ def _tasks_start(
    *,
    task_id: str,
    name: str,
+    metadata: dict[str, Any] | None = None,
+    input: Any = None,
 ) -> dict[str, Any]:
    """Build a `tasks` ProtocolEvent carrying a TaskPayload (start)."""
+    data: dict[str, Any] = {
+        "id": task_id,
+        "name": name,
+        "input": input,
+        "triggers": [],
+    }
+    if metadata is not None:
+        data["metadata"] = metadata
    return {
        "type": "event",
        "method": "tasks",
        "params": {
            "namespace": namespace,
            "timestamp": TS,
-            "data": {
-                "id": task_id,
-                "name": name,
-                "input": None,
-                "triggers": [],
-            },
+            "data": data,
        },
    }

@@ -404,3 +410,303 @@ def test_stream_events_v3_with_nested_parent_ns_scopes_lifecycle() -> None:
        assert ns[:1] == ("outer:abc",), (
            f"namespace {ns} not within scoped prefix ('outer:abc',)"
        )
+
+
+# ---------------------------------------------------------------------------
+# Parsed-segment fallback (no subagent boundary)
+# ---------------------------------------------------------------------------
+
+
+def test_no_metadata_falls_through_to_existing_behavior() -> None:
+    """Tasks events without metadata produce the same output as before T4."""
+    mux = _build_lifecycle_mux()
+    mux.push(_tasks_start(["agent:abc"], task_id="t1", name="tool"))
+
+    [payload] = _drain_lifecycle(mux)
+    assert payload["graph_name"] == "agent"
+    assert payload["trigger_call_id"] == "abc"
+    assert "cause" not in payload
+
+
+def test_empty_metadata_dict_falls_through() -> None:
+    """An explicit empty metadata dict is treated the same as no metadata."""
+    mux = _build_lifecycle_mux()
+    mux.push(_tasks_start(["agent:abc"], task_id="t1", name="tool", metadata={}))
+
+    [payload] = _drain_lifecycle(mux)
+    assert payload["graph_name"] == "agent"
+    assert "cause" not in payload
+
+
+# ---------------------------------------------------------------------------
+# Subagent discrimination via lc_agent_name transition
+# ---------------------------------------------------------------------------
+#
+# A nested task is a subagent iff its metadata["lc_agent_name"] is present and
+# differs from its PARENT namespace's lc_agent_name. These tests replicate the
+# empirically-verified `create_agent` stream shape synthetically:
+#
+#   - A supervisor created via `create_agent(name="supervisor")` emits its own
+#     node tasks (model, tools) at ns=(), each with
+#     metadata["lc_agent_name"] == "supervisor".
+#   - The parent `tools` task at ns=() carries a `tool_call_with_context`
+#     dict as its `input` (with the LLM tool_call_id at
+#     input["tool_call"]["id"]) and a task `id`. (A legacy / batched shape
+#     passes a list of tool-call dicts instead; both are exercised below.)
+#   - When a tool body invokes an inner `create_agent(name="weather_agent")`,
+#     the inner agent's node tasks stream at ns=("tools:<taskid>",) with
+#     metadata["lc_agent_name"] == "weather_agent", sharing the SAME <taskid>
+#     as the parent `tools` task.
+#   - A plain StateGraph (no name) inherits the parent's lc_agent_name, so its
+#     child lc == parent lc -> NOT a subagent.
+
+
+def test_lifecycle_uses_lc_agent_name_for_subagent() -> None:
+    """A nested run whose lc_agent_name differs from its parent's is a subagent.
+
+    graph_name becomes the child's lc_agent_name; cause is recovered by joining
+    the child segment's task-id to the parent push task's tool call. This uses
+    the production `tool_call_with_context` dict input shape current langgraph
+    emits (tool_call_id at input["tool_call"]["id"]).
+    """
+    mux = _build_lifecycle_mux()
+    # Supervisor's `tools` push task at scope ns: carries its own lc_agent_name
+    # and a `tool_call_with_context` dict as `input`. Each tool call is its own
+    # push task, and the task id seeds the child segment.
+    mux.push(
+        _tasks_start(
+            [],
+            task_id="tools_task_1",
+            name="tools",
+            metadata={"lc_agent_name": "supervisor"},
+            input={
+                "__type": "tool_call_with_context",
+                "tool_call": {
+                    "name": "call_weather",
+                    "args": {"city": "Boston"},
+                    "id": "call_w",
+                    "type": "tool_call",
+                },
+                "state": {},
+            },
+        )
+    )
+    # Inner weather_agent's first node task streams under the parent `tools`
+    # task's namespace segment (shared task id) with its own lc_agent_name.
+    mux.push(
+        _tasks_start(
+            ["tools:tools_task_1"],
+            task_id="inner_model_1",
+            name="model",
+            metadata={"lc_agent_name": "weather_agent"},
+        )
+    )
+
+    payloads = _drain_lifecycle(mux)
+    started = [p for p in payloads if p["event"] == "started"]
+    [subagent] = [p for p in started if p["namespace"] == ["tools:tools_task_1"]]
+    assert subagent["graph_name"] == "weather_agent", (
+        "graph_name should be the child's lc_agent_name, not the parsed segment"
+    )
+    assert subagent["cause"] == {"type": "toolCall", "tool_call_id": "call_w"}, (
+        "cause should recover the triggering tool_call_id from the parent push "
+        "task's tool_call_with_context input via the shared task id"
+    )
+
+
+def test_lifecycle_subagent_cause_from_legacy_list_input() -> None:
+    """cause recovery also handles the legacy / batched list input shape.
+
+    A parent task whose `input` is a list of tool-call dicts (rather than a
+    `tool_call_with_context` dict) still seeds the tool_call_id join.
+    """
+    mux = _build_lifecycle_mux()
+    mux.push(
+        _tasks_start(
+            [],
+            task_id="tools_task_1",
+            name="tools",
+            metadata={"lc_agent_name": "supervisor"},
+            input=[{"name": "call_weather", "args": {"city": "SF"}, "id": "call_w"}],
+        )
+    )
+    mux.push(
+        _tasks_start(
+            ["tools:tools_task_1"],
+            task_id="inner_model_1",
+            name="model",
+            metadata={"lc_agent_name": "weather_agent"},
+        )
+    )
+
+    payloads = _drain_lifecycle(mux)
+    started = [p for p in payloads if p["event"] == "started"]
+    [subagent] = [p for p in started if p["namespace"] == ["tools:tools_task_1"]]
+    assert subagent["graph_name"] == "weather_agent"
+    assert subagent["cause"] == {"type": "toolCall", "tool_call_id": "call_w"}
+
+
+def test_lifecycle_same_name_nested_run_is_surfaced() -> None:
+    """A nested run whose lc_agent_name matches the parent's is still surfaced.
+
+    A subagent that invokes itself re-asserts its own lc_agent_name, so child
+    lc == parent lc. The discriminator surfaces any nested run carrying an
+    lc_agent_name, so the recursive call is reported (named after the agent,
+    with the triggering tool call as cause).
+
+    Trade-off: a non-agent subgraph that merely inherited the parent's
+    lc_agent_name would also surface here. That is accepted; a caller can null
+    lc_agent_name in the config it invokes such a graph with to exclude it.
+    """
+    mux = _build_lifecycle_mux()
+    mux.push(
+        _tasks_start(
+            [],
+            task_id="tools_task_1",
+            name="tools",
+            metadata={"lc_agent_name": "weather_agent"},
+            input={
+                "__type": "tool_call_with_context",
+                "tool_call": {
+                    "name": "recurse",
+                    "args": {},
+                    "id": "call_x",
+                    "type": "tool_call",
+                },
+                "state": {},
+            },
+        )
+    )
+    # The agent invokes itself: the nested run re-asserts the SAME lc_agent_name.
+    mux.push(
+        _tasks_start(
+            ["tools:tools_task_1"],
+            task_id="inner_node_1",
+            name="model",
+            metadata={"lc_agent_name": "weather_agent"},
+        )
+    )
+
+    payloads = _drain_lifecycle(mux)
+    started = [p for p in payloads if p["event"] == "started"]
+    [nested] = [p for p in started if p["namespace"] == ["tools:tools_task_1"]]
+    assert nested["graph_name"] == "weather_agent", (
+        "a same-named nested run (e.g. self-recursion) must still be surfaced"
+    )
+    assert nested["cause"] == {"type": "toolCall", "tool_call_id": "call_x"}
+
+
+def test_lifecycle_unnamed_nested_agent_is_not_subagent() -> None:
+    """A nested run with lc_agent_name None is excluded (not a subagent)."""
+    mux = _build_lifecycle_mux()
+    mux.push(
+        _tasks_start(
+            [],
+            task_id="tools_task_1",
+            name="tools",
+            metadata={"lc_agent_name": "supervisor"},
+            input={
+                "__type": "tool_call_with_context",
+                "tool_call": {
+                    "name": "lookup",
+                    "args": {},
+                    "id": "call_x",
+                    "type": "tool_call",
+                },
+                "state": {},
+            },
+        )
+    )
+    mux.push(
+        _tasks_start(
+            ["plain:tools_task_1"],
+            task_id="inner_node_1",
+            name="inner_node",
+            metadata={"lc_agent_name": None},
+        )
+    )
+
+    payloads = _drain_lifecycle(mux)
+    started = [p for p in payloads if p["event"] == "started"]
+    [nested] = [p for p in started if p["namespace"] == ["plain:tools_task_1"]]
+    assert nested["graph_name"] == "plain"
+    assert "cause" not in nested
+
+
+def test_lifecycle_subagent_terminal_roundtrip() -> None:
+    """A detected subagent closes with `completed` when its parent task results.
+
+    Pushes the subagent's `started` (via the `tool_call_with_context` parent
+    plus the child task event) and then the parent push task's terminal
+    result, asserting the namespace is closed and the `started` payload's
+    projected graph_name / cause survive the roundtrip.
+    """
+    mux = _build_lifecycle_mux()
+    mux.push(
+        _tasks_start(
+            [],
+            task_id="tools_task_1",
+            name="tools",
+            metadata={"lc_agent_name": "supervisor"},
+            input={
+                "__type": "tool_call_with_context",
+                "tool_call": {
+                    "name": "call_weather",
+                    "args": {"city": "Boston"},
+                    "id": "call_w",
+                    "type": "tool_call",
+                },
+                "state": {},
+            },
+        )
+    )
+    mux.push(
+        _tasks_start(
+            ["tools:tools_task_1"],
+            task_id="inner_model_1",
+            name="model",
+            metadata={"lc_agent_name": "weather_agent"},
+        )
+    )
+    # The parent push task (id=tools_task_1, at scope ns) finishes, closing
+    # the subagent subgraph that streamed under `tools:tools_task_1`.
+    mux.push(_tasks_result([], task_id="tools_task_1", name="tools"))
+
+    payloads = _drain_lifecycle(mux)
+    ns = ["tools:tools_task_1"]
+    subagent = [p for p in payloads if p["namespace"] == ns]
+    assert [p["event"] for p in subagent] == ["started", "completed"]
+    started, _completed = subagent
+    assert started["graph_name"] == "weather_agent"
+    assert started["cause"] == {"type": "toolCall", "tool_call_id": "call_w"}
+
+
+def test_on_started_override_without_cause_is_backward_compatible() -> None:
+    """An `_on_started` override with the original 3-arg signature must work.
+
+    `cause` is delivered via `self._pending_cause`, not the call signature, so
+    older/third-party subclasses (e.g. deepagents' `SubagentTransformer`) that
+    override `_on_started(self, ns, graph_name, trigger_call_id)` keep working —
+    no `TypeError: _on_started() got an unexpected keyword argument 'cause'`.
+    """
+    seen: list[tuple] = []
+
+    class _LegacyTransformer(_TasksLifecycleBase):
+        def init(self) -> dict[str, Any]:
+            return {}
+
+        def _should_track(self, ns: tuple[str, ...]) -> bool:
+            return len(ns) == 1  # direct child of the root scope
+
+        # Deliberately omits `cause` — mirrors a pre-`cause` override.
+        def _on_started(self, ns, graph_name, trigger_call_id) -> None:  # type: ignore[override]
+            seen.append((ns, graph_name, trigger_call_id))
+
+        def _on_terminal(self, ns, status, error) -> None:
+            pass
+
+    transformer = _LegacyTransformer(scope=())
+    # Must not raise: the base calls `_on_started` without a `cause` kwarg.
+    transformer.process(_tasks_start(["agent:abc123"], task_id="abc123", name="agent"))
+
+    assert seen == [(("agent:abc123",), "agent", "abc123")]
@@ -15,14 +15,17 @@ from unittest.mock import MagicMock, patch

 import langsmith
 import pytest
+from langchain_core.callbacks import BaseCallbackHandler, CallbackManager
 from langchain_core.runnables import RunnableConfig
 from langchain_core.tracers import LangChainTracer
 from typing_extensions import NotRequired, Required, TypedDict

 from langgraph._internal._config import (
    _is_not_empty,
+    _merge_callbacks,
    ensure_config,
    get_callback_manager_for_config,
+    merge_configs,
 )
 from langgraph._internal._fields import (
    _is_optional_type,
@@ -427,3 +430,281 @@ def test_callback_manager_copies_configurable_ids_to_tracing_metadata() -> None:
        "thread_id": "th-123",
        "user_id": "uid-1",
    }
+
+
+class _TrackingCB(BaseCallbackHandler):
+    """Minimal callback handler used only as a sentinel for merge tests."""
+
+    def __init__(self, tag: str) -> None:
+        self.tag = tag
+
+    def __eq__(self, other: object) -> bool:
+        return isinstance(other, _TrackingCB) and self.tag == other.tag
+
+    def __hash__(self) -> int:
+        return hash(self.tag)
+
+
+def test_merge_callbacks_none_base_list_new() -> None:
+    cb = _TrackingCB("a")
+    merged = _merge_callbacks(None, [cb])
+    assert merged == [cb]
+
+
+def test_merge_callbacks_list_base_list_new() -> None:
+    a, b = _TrackingCB("a"), _TrackingCB("b")
+    merged = _merge_callbacks([a], [b])
+    assert merged == [a, b]
+
+
+def test_merge_callbacks_list_base_manager_new() -> None:
+    a = _TrackingCB("a")
+    mgr = CallbackManager(handlers=[_TrackingCB("b")])
+    merged = _merge_callbacks([a], mgr)
+    assert isinstance(merged, CallbackManager)
+    assert _TrackingCB("a") in merged.handlers
+    assert _TrackingCB("b") in merged.handlers
+
+
+def test_merge_callbacks_manager_base_list_new() -> None:
+    mgr = CallbackManager(handlers=[_TrackingCB("a")])
+    b = _TrackingCB("b")
+    merged = _merge_callbacks(mgr, [b])
+    assert isinstance(merged, CallbackManager)
+    assert _TrackingCB("a") in merged.handlers
+    assert _TrackingCB("b") in merged.handlers
+
+
+def test_merge_callbacks_manager_base_manager_new() -> None:
+    mgr_a = CallbackManager(handlers=[_TrackingCB("a")])
+    mgr_b = CallbackManager(handlers=[_TrackingCB("b")])
+    merged = _merge_callbacks(mgr_a, mgr_b)
+    assert isinstance(merged, CallbackManager)
+    assert _TrackingCB("a") in merged.handlers
+    assert _TrackingCB("b") in merged.handlers
+
+
+def test_merge_callbacks_none_base_none_new() -> None:
+    merged = _merge_callbacks(None, None)
+    assert merged is None
+
+
+def test_ensure_config_merges_configurable_across_configs() -> None:
+    a = {"configurable": {"ls_agent_type": "root"}}
+    b = {"configurable": {"thread_id": "T1"}}
+    merged = ensure_config(a, b)
+    assert merged["configurable"]["ls_agent_type"] == "root"
+    assert merged["configurable"]["thread_id"] == "T1"
+
+
+def test_ensure_config_configurable_later_wins_per_key() -> None:
+    a = {"configurable": {"shared": "from_a", "only_a": "A"}}
+    b = {"configurable": {"shared": "from_b", "only_b": "B"}}
+    merged = ensure_config(a, b)
+    assert merged["configurable"]["shared"] == "from_b"  # later wins per key
+    assert merged["configurable"]["only_a"] == "A"
+    assert merged["configurable"]["only_b"] == "B"
+
+
+def test_ensure_config_merges_metadata_across_configs() -> None:
+    a = {"metadata": {"user_id": "U1"}}
+    b = {"metadata": {"correlation_id": "C1"}}
+    merged = ensure_config(a, b)
+    assert merged["metadata"]["user_id"] == "U1"
+    assert merged["metadata"]["correlation_id"] == "C1"
+
+
+def test_ensure_config_metadata_later_wins_per_key() -> None:
+    a = {"metadata": {"shared": "from_a"}}
+    b = {"metadata": {"shared": "from_b"}}
+    merged = ensure_config(a, b)
+    assert merged["metadata"]["shared"] == "from_b"
+
+
+def test_merge_configs_merges_metadata_lc_versions() -> None:
+    a = {
+        "metadata": {
+            "lc_versions": {"langgraph": "1.2.4"},
+            "lc_agent_name": "agent",
+        }
+    }
+    b = {"metadata": {"lc_versions": {"langchain-core": "1.2.0"}}}
+    merged = merge_configs(a, b)
+    assert merged["metadata"]["lc_versions"] == {
+        "langgraph": "1.2.4",
+        "langchain-core": "1.2.0",
+    }
+    assert merged["metadata"]["lc_agent_name"] == "agent"
+
+
+def test_ensure_config_merges_metadata_lc_versions() -> None:
+    a = {
+        "metadata": {
+            "lc_versions": {"langgraph": "1.2.4"},
+            "lc_agent_name": "agent",
+        }
+    }
+    b = {"metadata": {"lc_versions": {"langchain-core": "1.2.0"}}}
+    merged = ensure_config(a, b)
+    assert merged["metadata"]["lc_versions"] == {
+        "langgraph": "1.2.4",
+        "langchain-core": "1.2.0",
+    }
+    assert merged["metadata"]["lc_agent_name"] == "agent"
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_lc_versions_later_values_win_without_recursive_merge(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a = {
+        "metadata": {
+            "lc_versions": {
+                "langgraph": "1.2.4",
+                "nested": {"only_a": "A", "shared": "from_a"},
+            }
+        }
+    }
+    b = {
+        "metadata": {
+            "lc_versions": {
+                "langchain-core": "1.2.0",
+                "nested": {"only_b": "B", "shared": "from_b"},
+            }
+        }
+    }
+    merged = merge(a, b)
+    assert merged["metadata"]["lc_versions"] == {
+        "langgraph": "1.2.4",
+        "langchain-core": "1.2.0",
+        "nested": {"only_b": "B", "shared": "from_b"},
+    }
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_nested_mappings_other_than_lc_versions_are_replaced(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a = {"metadata": {"versions": {"langgraph": "1.2.4"}, "mode": "bound"}}
+    b = {
+        "metadata": {
+            "versions": {"langchain-core": "1.2.0"},
+            "mode": {"source": "runtime"},
+        }
+    }
+    merged = merge(a, b)
+    assert merged["metadata"]["versions"] == {"langchain-core": "1.2.0"}
+    assert merged["metadata"]["mode"] == {"source": "runtime"}
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_non_mapping_values_later_wins(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a = {"metadata": {"lc_versions": {"langgraph": "1.2.4"}, "mode": "bound"}}
+    b = {"metadata": {"lc_versions": "runtime", "mode": {"source": "runtime"}}}
+    merged = merge(a, b)
+    assert merged["metadata"]["lc_versions"] == "runtime"
+    assert merged["metadata"]["mode"] == {"source": "runtime"}
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_lc_versions_merge_does_not_mutate_inputs(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a_versions = {"langgraph": "1.2.4"}
+    b_versions = {"langchain-core": "1.2.0"}
+    a = {"metadata": {"lc_versions": a_versions}}
+    b = {"metadata": {"lc_versions": b_versions}}
+    merged = merge(a, b)
+    assert a == {"metadata": {"lc_versions": {"langgraph": "1.2.4"}}}
+    assert b == {"metadata": {"lc_versions": {"langchain-core": "1.2.0"}}}
+    assert merged["metadata"]["lc_versions"] is not a_versions
+    assert merged["metadata"]["lc_versions"] is not b_versions
+
+    merged["metadata"]["lc_versions"]["langgraph"] = "changed"
+    assert a_versions == {"langgraph": "1.2.4"}
+    assert b_versions == {"langchain-core": "1.2.0"}
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_single_sided_mapping_values_are_copied(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    base_versions = {"langgraph": "1.2.4"}
+    new_versions = {"langchain-core": "1.2.0"}
+
+    merged_base_only = merge({"metadata": {"lc_versions": base_versions}})
+    merged_new_only = merge(
+        {"metadata": {}},
+        {"metadata": {"lc_versions": new_versions}},
+    )
+
+    assert merged_base_only["metadata"]["lc_versions"] is not base_versions
+    assert merged_new_only["metadata"]["lc_versions"] is not new_versions
+
+    merged_base_only["metadata"]["lc_versions"]["langgraph"] = "changed"
+    merged_new_only["metadata"]["lc_versions"]["langchain-core"] = "changed"
+    assert base_versions == {"langgraph": "1.2.4"}
+    assert new_versions == {"langchain-core": "1.2.0"}
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_empty_incoming_preserves_base_lc_versions(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a = {"metadata": {"lc_versions": {"langgraph": "1.2.4"}}}
+    b = {"metadata": {"lc_versions": {}}}
+    merged = merge(a, b)
+    assert merged["metadata"]["lc_versions"] == {"langgraph": "1.2.4"}
+
+
+@pytest.mark.parametrize("merge", [merge_configs, ensure_config])
+def test_metadata_lc_versions_accumulate_across_more_than_two_configs(
+    merge: Callable[..., RunnableConfig],
+) -> None:
+    a = {"metadata": {"lc_versions": {"langgraph": "1.2.4"}}}
+    b = {"metadata": {"lc_versions": {"langchain-core": "1.2.0"}}}
+    c = {"metadata": {"lc_versions": {"langchain": "1.1.0"}}}
+    merged = merge(a, b, c)
+    assert merged["metadata"]["lc_versions"] == {
+        "langgraph": "1.2.4",
+        "langchain-core": "1.2.0",
+        "langchain": "1.1.0",
+    }
+
+
+def test_ensure_config_merges_tags_across_configs() -> None:
+    a = {"tags": ["alpha"]}
+    b = {"tags": ["beta"]}
+    merged = ensure_config(a, b)
+    assert merged["tags"] == ["alpha", "beta"]
+
+
+def test_ensure_config_tags_concat_preserves_order_and_duplicates() -> None:
+    # Plain concat (matches merge_configs in this file — no dedup, no sort).
+    a = {"tags": ["shared", "alpha"]}
+    b = {"tags": ["shared", "beta"]}
+    merged = ensure_config(a, b)
+    assert merged["tags"] == ["shared", "alpha", "shared", "beta"]
+
+
+def test_ensure_config_merges_callbacks_across_configs() -> None:
+    a_cb = _TrackingCB("a")
+    b_cb = _TrackingCB("b")
+    merged = ensure_config({"callbacks": [a_cb]}, {"callbacks": [b_cb]})
+    assert merged["callbacks"] == [a_cb, b_cb]
+
+
+def test_ensure_config_none_inputs_ignored() -> None:
+    # mixed with None should not raise
+    merged = ensure_config(None, {"tags": ["t"]}, None)
+    assert merged["tags"] == ["t"]
+
+
+def test_ensure_config_empty_inputs() -> None:
+    # everything empty -> defaults
+    merged = ensure_config()
+    assert merged["tags"] == []
+    assert merged["configurable"] == {}
+    assert merged["callbacks"] is None
@@ -36,22 +36,19 @@ test_watch:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
-MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$')
 lint_package: PYTHON_FILES=langgraph
 lint_tests: PYTHON_FILES=tests
-lint_tests: MYPY_CACHE=.mypy_cache_test

 lint lint_diff lint_package lint_tests:
 	uv run ruff check .
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff format $(PYTHON_FILES) --diff
 	[ "$(PYTHON_FILES)" = "" ] || uv run ruff check --select I $(PYTHON_FILES)
-	[ "$(PYTHON_FILES)" = "" ] || mkdir -p $(MYPY_CACHE)
-	[ "$(PYTHON_FILES)" = "" ] || uv run mypy langgraph --cache-dir $(MYPY_CACHE)
+	[ "$(PYTHON_FILES)" = "" ] || uv run ty check langgraph

 type:
-	mkdir -p $(MYPY_CACHE) && uv run mypy langgraph --cache-dir $(MYPY_CACHE)
+	uv run ty check langgraph

 format format_diff:
 	uv run ruff format $(PYTHON_FILES)
@@ -1,16 +1,36 @@
 # LangGraph Prebuilt

-This library defines high-level APIs for creating and executing LangGraph agents and tools.
+[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-prebuilt?label=%20)](https://pypi.org/project/langgraph-prebuilt/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langgraph-prebuilt)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-prebuilt)](https://pypistats.org/packages/langgraph-prebuilt)
+[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)
+
+To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
+[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.
+
+## Quick Install
+
+```bash
+uv add langgraph
+```
+
+## 🤔 What is this?
+
+This library defines high-level APIs for creating and executing LangGraph agents and tools. It includes prebuilt components such as `create_react_agent`, `ToolNode`, validation helpers, and Agent Inbox schemas.
+
+## 📖 Documentation
+
+For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph.prebuilt/). For conceptual guides and tutorials, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).

 > [!IMPORTANT]
-> This library is meant to be bundled with `langgraph`, don't install it directly
+> This library is bundled with `langgraph`; most users should install `langgraph` instead of installing `langgraph-prebuilt` directly.

 ## Agents

-`langgraph-prebuilt` provides an [implementation](https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.chat_agent_executor.create_react_agent) of a tool-calling [ReAct-style](https://langchain-ai.github.io/langgraph/concepts/agentic_concepts/#react-implementation) agent - `create_react_agent`:
+`langgraph-prebuilt` provides an [implementation](https://reference.langchain.com/python/langgraph.prebuilt/chat_agent_executor/create_react_agent) of a tool-calling ReAct-style agent - `create_react_agent`:

 ```bash
-pip install langchain-anthropic
+uv add langchain-anthropic
 ```

 ```python
@@ -39,7 +59,7 @@ app.invoke(

 ### ToolNode

-`langgraph-prebuilt` provides an [implementation](https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.tool_node.ToolNode) of a node that executes tool calls - `ToolNode`:
+`langgraph-prebuilt` provides an [implementation](https://reference.langchain.com/python/langgraph.prebuilt/tool_node/ToolNode) of a node that executes tool calls - `ToolNode`:

 ```python
 from langgraph.prebuilt import ToolNode
@@ -61,7 +81,7 @@ tool_node.invoke({"messages": [ai_message]})

 ### ValidationNode

-`langgraph-prebuilt` provides an [implementation](https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.tool_validator.ValidationNode) of a node that validates tool calls against a pydantic schema - `ValidationNode`:
+`langgraph-prebuilt` provides an [implementation](https://reference.langchain.com/python/langgraph.prebuilt/tool_validator/ValidationNode) of a node that validates tool calls against a pydantic schema - `ValidationNode`:

 ```python
 from pydantic import BaseModel, field_validator
@@ -114,4 +134,14 @@ def my_graph_function():
    if response['type'] == "response":
        # Do something with the response
    ...
-```
+```
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -1237,7 +1237,7 @@ class ToolNode(RunnableCallable):
            isinstance(input, dict) and input.get("__type") == "tool_call_with_context"
        ):
            # Handle ToolCallWithContext from Send API
-            # mypy will not be able to type narrow correctly since the signature
+            # Type checkers cannot narrow correctly since the signature
            # for input contains dict[str, Any]. We'd need to narrow dict[str, Any]
            # before we can apply correct typing.
            input_with_ctx = cast("ToolCallWithContext", input)
@@ -51,7 +51,7 @@ test = [
 lint = [
    "ruff",
    "codespell",
-    "mypy",
+    "ty",
 ]
 dev = [
    {include-group = "test"},
@@ -79,18 +79,21 @@ lint.select = [ "E", "F", "I", "TID251", "UP" ]
 lint.ignore = [ "E501" ]
 target-version = "py310"

+[tool.ty.rules]
+call-non-callable = "ignore"
+deprecated = "ignore"
+invalid-argument-type = "ignore"
+invalid-assignment = "ignore"
+invalid-await = "ignore"
+invalid-return-type = "ignore"
+no-matching-overload = "ignore"
+unused-type-ignore-comment = "ignore"
+unresolved-attribute = "ignore"
+unresolved-import = "ignore"
+unsupported-operator = "ignore"
+
 [tool.pytest-watcher]
 now = true
 delay = 0.1
 runner_args = ["--ff", "-v", "--tb", "short"]
 patterns = ["*.py"]
-
-[tool.mypy]
-# https://mypy.readthedocs.io/en/stable/config_file.html
-disallow_untyped_defs = "True"
-explicit_package_bases = "True"
-warn_no_return = "False"
-warn_unused_ignores = "True"
-warn_redundant_casts = "True"
-allow_redefinition = "True"
-disable_error_code = "typeddict-item, return-value"
@@ -1 +1,11 @@
-This repository has been moved to [langchain-ai/langgraphjs](https://github.com/langchain-ai/langgraphjs/tree/main/libs/sdk).
+# LangGraph JavaScript SDK
+
+Looking for the JS/TS version? Check out [LangGraph.js](https://github.com/langchain-ai/langgraphjs).
+
+## 🤔 What is this?
+
+This package has moved to [langchain-ai/langgraphjs](https://github.com/langchain-ai/langgraphjs/tree/main/libs/sdk).
+
+## 📖 Documentation
+
+For JavaScript and TypeScript documentation, see the [LangGraph.js docs](https://docs.langchain.com/oss/javascript/langgraph/overview).
@@ -9,7 +9,6 @@ test:

 # Define a variable for Python and notebook files.
 PYTHON_FILES=.
-MYPY_CACHE=.mypy_cache
 lint format: PYTHON_FILES=.
 lint_diff format_diff: PYTHON_FILES=$(shell git diff --name-only --relative --diff-filter=d main . | grep -E '\.py$$|\.ipynb$$')

@@ -1,17 +1,30 @@
 # LangGraph Python SDK

-This repository contains the Python SDK for interacting with the LangSmith Deployment REST API.
+[![PyPI - Version](https://img.shields.io/pypi/v/langgraph-sdk?label=%20)](https://pypi.org/project/langgraph-sdk/#history)
+[![PyPI - License](https://img.shields.io/pypi/l/langgraph-sdk)](https://opensource.org/licenses/MIT)
+[![PyPI - Downloads](https://img.shields.io/pepy/dt/langgraph-sdk)](https://pypistats.org/packages/langgraph-sdk)
+[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/langchain_oss.svg?style=social&label=Follow%20%40LangChain)](https://x.com/langchain_oss)

-## Quick Start
+To help you ship LangGraph apps to production faster, check out [LangSmith](https://www.langchain.com/langsmith).
+[LangSmith](https://www.langchain.com/langsmith) is a unified developer platform for building, testing, and monitoring LLM applications.

-To get started with the Python SDK, [install the package](https://pypi.org/project/langgraph-sdk/)
+## Quick Install

 ```bash
-pip install -U langgraph-sdk
+uv add langgraph-sdk
 ```

-You will need a running LangGraph API server. If you're running a server locally using `langgraph-cli`, SDK will automatically point at `http://localhost:8123`, otherwise
-you would need to specify the server URL when creating a client.
+## 🤔 What is this?
+
+This library provides the Python SDK for interacting with the LangGraph API. Use it to connect to a running LangGraph API server, manage assistants and threads, and stream runs from Python applications.
+
+You will need a running LangGraph API server. If you're running a server locally using `langgraph-cli`, the SDK will automatically point at `http://localhost:8123`; otherwise, specify the server URL when creating a client.
+
+## 📖 Documentation
+
+For full documentation, see the [API reference](https://reference.langchain.com/python/langgraph-sdk/). For conceptual guides and tutorials, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview).
+
+## Quick Start

 ```python
 from langgraph_sdk import get_client
@@ -43,9 +56,7 @@ async for chunk in client.runs.stream(thread['thread_id'], agent['assistant_id']

 ## Thread-Centric Streaming (v3)

-`client.threads.stream()` returns a context manager that owns the SSE session for one
-thread. Typed projections — values snapshots, message streams, tool calls, custom
-events — all share the same underlying connection.
+`client.threads.stream()` returns a context manager that owns the SSE session for one thread. Typed projections — values snapshots, message streams, tool calls, custom events — all share the same underlying connection.

 ```python
 from langgraph_sdk import get_client
@@ -73,3 +84,13 @@ async with client.threads.stream(

    final = await thread.output           # terminal state values
 ```
+
+## 📕 Releases & Versioning
+
+See our [Releases](https://docs.langchain.com/oss/python/release-policy) and [Versioning](https://docs.langchain.com/oss/python/versioning) policies.
+
+## 💁 Contributing
+
+As an open-source project in a rapidly developing field, we are extremely open to contributions, whether it be in the form of a new feature, improved infrastructure, or better documentation.
+
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).
@@ -22,6 +22,19 @@ RUN pip install --no-cache-dir \
    "langchain>=1.3.0" \
    "deepagents>=0.6.2"

+# Swap the published langgraph *core* for this monorepo's local copy, so the
+# server executes the langgraph under test rather than the latest release.
+# We keep the rest of the base image (langgraph-api, runtime, Go core server)
+# on `latest` — that still surfaces upstream regressions — but the core the
+# server runs is now the PR's, which is what lets this suite catch core
+# regressions (e.g. ensure_config / runtime changes) before they're published.
+# `--no-deps` keeps the base image's already-compatible
+# checkpoint/prebuilt/sdk; we only replace core. The local source comes from
+# the `langgraph_src` additional build context (see docker-compose.yml).
+COPY --from=langgraph_src pyproject.toml README.md LICENSE /opt/langgraph-src/
+COPY --from=langgraph_src langgraph /opt/langgraph-src/langgraph/
+RUN pip install --no-cache-dir --force-reinstall --no-deps /opt/langgraph-src
+
 # Project graphs + registration config.
 COPY graph/ /app/graph/
 COPY langgraph.json /app/langgraph.json
--- a/Show More
+++ b/Show More