test json overwrite sentinel replay

Add a standalone recovery tool at `examples/delta-channel-dump/` for
operators rolling back from langgraph >= 1.2 / deepagents 0.6.x to an
older runtime that does not understand `EXT_DELTA_SNAPSHOT` msgpack
blobs. Without this, channels like `messages` can appear empty after
rollback because the old reducer does not decode delta snapshots.

`dump.py` connects directly to Postgres, walks the checkpoint parent
chain (mirroring `aget_delta_channel_history`), decodes msgpack blobs
via `ormsgpack` with a hand-rolled EXT 0–7 hook (no langgraph imports),
and emits JSON with per-channel `seed` + oldest-to-newest `writes`. The
operator reduces and re-applies via `update_state` manually.

## Scope

- Postgres checkpointer only
- Deps: `psycopg[binary]`, `ormsgpack` (not added to repo
`pyproject.toml` — operator installs at runtime)
- No reducer application, no DB writes, no AES/custom encryption support
(fails loudly on encrypted blob types)

## How verified

- E2E against local Postgres: 15 runs of `delta_channel_messages_freq`
(`snapshot_frequency=10`)
- Asserted `delta_kind == "snapshot"`, `len(seed) == 10`, `len(writes)
== 5`, message ids `ai-0`..`ai-14`
- Confirmed portability: fresh venv with only `pip install
"psycopg[binary]" ormsgpack` produced identical output

.github/actions/uv_setup/action.yml

@@ -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 }}

.github/workflows/_integration_test.yml

@@ -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'

.github/workflows/_lint.yml

@@ -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 }}

.github/workflows/_sdk_integration_test.yml

@@ -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

.github/workflows/_test.yml

@@ -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:

.github/workflows/_test_langgraph.yml

@@ -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:

.github/workflows/_test_release.yml

@@ -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/

.github/workflows/baseline.yml

@@ -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: |

.github/workflows/bench.yml

@@ -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 }}

.github/workflows/ci.yml

@@ -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
@@ -112,9 +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
@@ -130,7 +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:

.github/workflows/deploy-redirects.yml

@@ -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

.github/workflows/pr_lint.yml

@@ -41,6 +41,7 @@ jobs:
             docs
             ci
             deps
+            deps-dev
           requireScope: false
           ignoreLabels: |
             ignore-lint-pr-title

.github/workflows/release.yml

@@ -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/

.github/workflows/reopen_on_assignment.yml

@@ -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;

.github/workflows/require_issue_link.yml

@@ -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;

.github/workflows/tag-external-issues.yml

@@ -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: |

.github/workflows/tag-external-prs.yml

@@ -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: |

.github/workflows/uv_lock_ugprade.yml

@@ -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

examples/README.md

@@ -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).

examples/delta-channel-dump/README.md

@@ -0,0 +1,132 @@
+# delta-channel-dump
+
+Recover messages (and other channels) from a Postgres-backed LangGraph thread
+written by **langgraph >= 1.2** (DeltaChannel format) — including **LangGraph
+Server / langgraph-api** deployments on the Postgres runtime, **deepagents
+0.6.x**, or any OSS app using `PostgresSaver` — before rolling back to an older
+runtime such as **deepagents 0.5.x / langgraph < 1.2**.
+
+langgraph-api uses the same `checkpoints` / `checkpoint_blobs` / `checkpoint_writes`
+schema as OSS `checkpoint-postgres`; this script reads those tables directly.
+
+On the older runtime, `add_messages` does not understand the `EXT_DELTA_SNAPSHOT`
+msgpack ext code and silently returns an empty list for affected channels. This
+tool reads the raw checkpoint blobs from Postgres and emits JSON you can inspect
+and re-apply via `update_state` (LangGraph Server SDK) or `graph.update_state`
+(OSS).
+
+## Install
+
+```bash
+pip install "psycopg[binary]" ormsgpack
+```
+
+## Run
+
+```bash
+export DATABASE_URI=postgres://user:pass@host:5432/dbname
+python3 dump.py \
+    --thread-id <uuid> \
+    --channel messages \
+    [--channel files ...] \
+    [--checkpoint-id <uuid>] \
+    [--checkpoint-ns ""] \
+    --output recovery.json
+```
+
+- `--thread-id` (required): thread UUID
+- `--channel` (required, repeatable): channel names to recover
+- `--checkpoint-id` (optional): target checkpoint; defaults to latest
+- `--checkpoint-ns` (optional): namespace; defaults to `""`
+- `--database-uri` (optional): Postgres URI; defaults to `DATABASE_URI` env var
+- `--output` (optional): output file; defaults to stdout
+
+## Output
+
+```json
+{
+  "thread_id": "...",
+  "checkpoint_ns": "",
+  "target_checkpoint_id": "...",
+  "parent_checkpoint_id": "...",
+  "channels": {
+    "messages": {
+      "delta_kind": "snapshot",
+      "seed_checkpoint_id": "...",
+      "seed_version": "...",
+      "seed": [{ "type": "ai", "content": "...", "id": "ai-0" }],
+      "writes": [
+        {
+          "checkpoint_id": "...",
+          "task_id": "...",
+          "idx": 0,
+          "value": [{ "type": "ai", "content": "...", "id": "ai-10" }]
+        }
+      ]
+    }
+  }
+}
+```
+
+`delta_kind` is one of:
+
+- `snapshot` — DeltaChannel snapshot blob (`channel_values[ch] == true`)
+- `legacy_plain` — pre-DeltaChannel inline or blob value
+- `no_seed` — walked to root without finding a populated ancestor
+
+`writes` are ordered oldest-to-newest (the order a reducer would replay them).
+
+## Reducing back to a single list
+
+For deepagents-style messages, combine seed and writes, then deduplicate:
+
+```python
+import json
+
+data = json.load(open("recovery.json"))
+ch = data["channels"]["messages"]
+messages = list(ch["seed"] or [])
+for w in ch["writes"]:
+    messages.extend(w["value"] or [])
+
+# Dedup by id, keep last; drop RemoveMessage tombstones
+by_id = {}
+for m in messages:
+    if isinstance(m, dict) and m.get("type") == "remove":
+        by_id.pop(m.get("id"), None)
+    elif isinstance(m, dict) and m.get("id"):
+        by_id[m["id"]] = m
+    else:
+        by_id[id(m)] = m
+reduced = list(by_id.values())
+```
+
+This approximates `_messages_delta_reducer` semantics; adjust for your graph.
+
+## Re-applying
+
+```python
+from langgraph_sdk import get_client
+
+client = get_client(url="http://localhost:8123")
+await client.threads.update_state(
+    thread_id,
+    values={"messages": reduced},
+)
+```
+
+Review the recovered JSON before calling `update_state`. This tool is
+read-only and intentionally does not mutate the database.
+
+## Scope / non-goals (v1)
+
+- **Postgres only** — OSS `PostgresSaver` or langgraph-api Postgres runtime; not
+  inmem, gRPC core, Mongo, or Redis checkpointer backends
+- **No AES decryption** (`LANGGRAPH_AES_KEY`) or custom encryption
+- **No reducer** — raw seed + writes only
+- **No automatic `update_state`** — operator applies manually
+
+## Copying
+
+`dump.py` is self-contained. Copy it anywhere; only `psycopg[binary]` and
+`ormsgpack` are required at runtime. No langgraph imports.

examples/delta-channel-dump/dump.py

@@ -0,0 +1,469 @@
+#!/usr/bin/env python3
+"""Recover delta-channel state from a Postgres-backed LangGraph thread.
+
+Works with OSS ``PostgresSaver`` and LangGraph Server / langgraph-api on the
+Postgres runtime (same checkpoint schema). Use after rolling back from
+langgraph >= 1.2 / deepagents 0.6.x to an older runtime that does not
+understand ``EXT_DELTA_SNAPSHOT`` msgpack blobs. The script walks the checkpoint
+parent chain, decodes msgpack blobs, and emits a JSON dump of per-channel
+``seed`` plus oldest-to-newest ``writes``. Apply the recovered values manually
+via ``client.threads.update_state(...)`` (Server) or ``graph.update_state``
+(OSS).
+
+Install::
+
+    pip install "psycopg[binary]" ormsgpack
+
+Run::
+
+    export DATABASE_URI=postgres://...
+    python3 dump.py --thread-id <uuid> --channel messages --output recovery.json
+
+Scope (v1): Postgres only; no AES/custom encryption; no reducer application.
+"""
+
+from __future__ import annotations
+
+import argparse
+import base64
+import json
+import os
+import sys
+import uuid
+from typing import Any
+
+import ormsgpack
+import psycopg
+
+# LangGraph msgpack EXT type codes (langgraph/checkpoint/serde/jsonplus.py).
+EXT_CONSTRUCTOR_SINGLE_ARG = 0
+EXT_CONSTRUCTOR_POS_ARGS = 1
+EXT_CONSTRUCTOR_KW_ARGS = 2
+EXT_METHOD_SINGLE_ARG = 3
+EXT_PYDANTIC_V1 = 4
+EXT_PYDANTIC_V2 = 5
+EXT_NUMPY_ARRAY = 6
+EXT_DELTA_SNAPSHOT = 7
+
+_MSGPACK_OPTION = ormsgpack.OPT_NON_STR_KEYS
+
+
+def ext_hook(code: int, data: bytes) -> Any:
+    """Decode LangGraph msgpack EXT payloads to JSON-friendly Python values."""
+    if code == EXT_DELTA_SNAPSHOT:
+        inner = ormsgpack.unpackb(data, ext_hook=ext_hook, option=_MSGPACK_OPTION)
+        return {"__delta_snapshot__": inner}
+    if code == EXT_CONSTRUCTOR_SINGLE_ARG:
+        try:
+            tup = ormsgpack.unpackb(data, ext_hook=ext_hook, option=_MSGPACK_OPTION)
+            if tup[0] == "uuid" and tup[1] == "UUID":
+                hex_ = tup[2]
+                return (
+                    f"{hex_[:8]}-{hex_[8:12]}-{hex_[12:16]}-"
+                    f"{hex_[16:20]}-{hex_[20:]}"
+                )
+            return tup[2]
+        except Exception:
+            return None
+    if code == EXT_CONSTRUCTOR_POS_ARGS:
+        try:
+            tup = ormsgpack.unpackb(data, ext_hook=ext_hook, option=_MSGPACK_OPTION)
+            if tup[0] == "langgraph.types" and tup[1] == "Send":
+                args = tup[2]
+                if len(args) == 2:
+                    return {"__send__": {"node": args[0], "arg": args[1]}}
+                return {
+                    "__send__": {
+                        "node": args[0],
+                        "arg": args[1],
+                        "timeout": args[2],
+                    }
+                }
+            return tup[2]
+        except Exception:
+            return None
+    if code in (EXT_CONSTRUCTOR_KW_ARGS, EXT_METHOD_SINGLE_ARG):
+        try:
+            tup = ormsgpack.unpackb(data, ext_hook=ext_hook, option=_MSGPACK_OPTION)
+            return tup[2]
+        except Exception:
+            return None
+    if code in (EXT_PYDANTIC_V1, EXT_PYDANTIC_V2):
+        try:
+            tup = ormsgpack.unpackb(data, ext_hook=ext_hook, option=_MSGPACK_OPTION)
+            return tup[2]
+        except Exception:
+            return None
+    if code == EXT_NUMPY_ARRAY:
+        try:
+            dtype_str, shape, order, buf = ormsgpack.unpackb(
+                data, ext_hook=ext_hook, option=_MSGPACK_OPTION
+            )
+            return {
+                "__numpy_array__": {
+                    "dtype": dtype_str,
+                    "shape": shape,
+                    "order": order,
+                    "data_b64": base64.b64encode(buf).decode("ascii"),
+                }
+            }
+        except Exception:
+            return None
+    return None
+
+
+def decode_blob(blob_type: str, blob_bytes: bytes | None) -> Any:
+    if blob_type in ("empty", "null") or blob_bytes is None:
+        return None
+    if blob_type == "msgpack":
+        return ormsgpack.unpackb(
+            blob_bytes, ext_hook=ext_hook, option=_MSGPACK_OPTION
+        )
+    if blob_type in ("bytes", "bytearray"):
+        return base64.b64encode(blob_bytes).decode("ascii")
+    raise RuntimeError(
+        f"Unknown blob type {blob_type!r}. "
+        "AES/custom-encrypted deployments are out of scope for v1."
+    )
+
+
+def delta_unwrap(value: Any) -> Any:
+    if isinstance(value, dict) and "__delta_snapshot__" in value:
+        return value["__delta_snapshot__"]
+    return value
+
+
+def json_default(obj: Any) -> Any:
+    if isinstance(obj, (bytes, bytearray)):
+        return base64.b64encode(bytes(obj)).decode("ascii")
+    if isinstance(obj, uuid.UUID):
+        return str(obj)
+    raise TypeError(f"Object of type {type(obj).__name__} is not JSON serializable")
+
+
+def resolve_target_checkpoint_id(
+    conn: psycopg.Connection[Any],
+    thread_id: str,
+    checkpoint_ns: str,
+    checkpoint_id: str | None,
+) -> str:
+    if checkpoint_id is not None:
+        return checkpoint_id
+    row = conn.execute(
+        """
+        SELECT checkpoint_id::text
+        FROM checkpoints
+        WHERE thread_id = %s AND checkpoint_ns = %s
+        ORDER BY checkpoint_id DESC
+        LIMIT 1
+        """,
+        (thread_id, checkpoint_ns),
+    ).fetchone()
+    if row is None:
+        raise SystemExit(
+            f"No checkpoints found for thread_id={thread_id!r} "
+            f"checkpoint_ns={checkpoint_ns!r}"
+        )
+    return row[0]
+
+
+def _load_checkpoint(
+    conn: psycopg.Connection[Any],
+    thread_id: str,
+    checkpoint_ns: str,
+    checkpoint_id: str,
+) -> tuple[dict[str, Any], str | None] | None:
+    row = conn.execute(
+        """
+        SELECT checkpoint, parent_checkpoint_id::text
+        FROM checkpoints
+        WHERE thread_id = %s AND checkpoint_ns = %s AND checkpoint_id = %s
+        """,
+        (thread_id, checkpoint_ns, checkpoint_id),
+    ).fetchone()
+    if row is None:
+        return None
+    return row[0], row[1]
+
+
+def _load_seed(
+    conn: psycopg.Connection[Any],
+    *,
+    thread_id: str,
+    checkpoint_ns: str,
+    channel: str,
+    checkpoint_id: str,
+    channel_values: dict[str, Any],
+    channel_versions: dict[str, str],
+) -> dict[str, Any]:
+    cv = channel_values[channel]
+    version = channel_versions.get(channel)
+    if cv is True:
+        blob_row = conn.execute(
+            """
+            SELECT type, blob
+            FROM checkpoint_blobs
+            WHERE thread_id = %s AND checkpoint_ns = %s
+              AND channel = %s AND version = %s
+            """,
+            (thread_id, checkpoint_ns, channel, version),
+        ).fetchone()
+        seed_value = None
+        if blob_row is not None and blob_row[0] != "empty":
+            seed_value = delta_unwrap(decode_blob(blob_row[0], blob_row[1]))
+        return {
+            "delta_kind": "snapshot",
+            "seed_checkpoint_id": checkpoint_id,
+            "seed_version": version,
+            "seed": seed_value,
+        }
+    if isinstance(cv, (int, float, str, bool)) or cv is None:
+        return {
+            "delta_kind": "legacy_plain",
+            "seed_checkpoint_id": checkpoint_id,
+            "seed_version": version,
+            "seed": cv,
+        }
+    blob_row = conn.execute(
+        """
+        SELECT type, blob
+        FROM checkpoint_blobs
+        WHERE thread_id = %s AND checkpoint_ns = %s
+          AND channel = %s AND version = %s
+        """,
+        (thread_id, checkpoint_ns, channel, version),
+    ).fetchone()
+    seed_value = cv if blob_row is None else decode_blob(blob_row[0], blob_row[1])
+    return {
+        "delta_kind": "legacy_plain",
+        "seed_checkpoint_id": checkpoint_id,
+        "seed_version": version,
+        "seed": seed_value,
+    }
+
+
+def _load_writes_for_checkpoint(
+    conn: psycopg.Connection[Any],
+    *,
+    thread_id: str,
+    checkpoint_ns: str,
+    checkpoint_id: str,
+    channel: str,
+) -> list[dict[str, Any]]:
+    """Load writes for one checkpoint, newest-first by ``(task_id, idx)``.
+
+    ``walk_channel`` reverses the accumulated flat list before returning;
+    DESC here yields oldest-first within each checkpoint in the final output,
+    matching ``PostgresSaver._build_delta_channels_writes_history``.
+    """
+    rows = conn.execute(
+        """
+        SELECT task_id::text, idx, type, blob
+        FROM checkpoint_writes
+        WHERE thread_id = %s AND checkpoint_ns = %s
+          AND checkpoint_id = %s AND channel = %s
+        ORDER BY task_id DESC, idx DESC
+        """,
+        (thread_id, checkpoint_ns, checkpoint_id, channel),
+    ).fetchall()
+    return [
+        {
+            "checkpoint_id": checkpoint_id,
+            "task_id": task_id,
+            "idx": idx,
+            "value": decode_blob(blob_type, blob_bytes),
+        }
+        for task_id, idx, blob_type, blob_bytes in rows
+    ]
+
+
+def walk_channel(
+    conn: psycopg.Connection[Any],
+    *,
+    thread_id: str,
+    checkpoint_ns: str,
+    start_checkpoint_id: str | None,
+    channel: str,
+) -> dict[str, Any]:
+    """Walk one channel's parent chain from target.parent backward to seed."""
+    chain_writes_newest_first: list[dict[str, Any]] = []
+    cur = start_checkpoint_id
+    while cur is not None:
+        loaded = _load_checkpoint(conn, thread_id, checkpoint_ns, cur)
+        if loaded is None:
+            break
+        checkpoint_json, parent_id = loaded
+        channel_values = checkpoint_json.get("channel_values") or {}
+        channel_versions = checkpoint_json.get("channel_versions") or {}
+
+        chain_writes_newest_first.extend(
+            _load_writes_for_checkpoint(
+                conn,
+                thread_id=thread_id,
+                checkpoint_ns=checkpoint_ns,
+                checkpoint_id=cur,
+                channel=channel,
+            )
+        )
+
+        if channel in channel_values:
+            seed = _load_seed(
+                conn,
+                thread_id=thread_id,
+                checkpoint_ns=checkpoint_ns,
+                channel=channel,
+                checkpoint_id=cur,
+                channel_values=channel_values,
+                channel_versions=channel_versions,
+            )
+            seed["writes"] = list(reversed(chain_writes_newest_first))
+            return seed
+
+        cur = parent_id
+
+    return {
+        "delta_kind": "no_seed",
+        "seed_checkpoint_id": None,
+        "seed_version": None,
+        "seed": None,
+        "writes": list(reversed(chain_writes_newest_first)),
+    }
+
+
+def walk_parent_chain(
+    conn: psycopg.Connection[Any],
+    *,
+    thread_id: str,
+    checkpoint_ns: str,
+    target_checkpoint_id: str,
+    channels: list[str],
+) -> tuple[str | None, dict[str, dict[str, Any]]]:
+    """Walk parent chain and return per-channel seed + writes (oldest-first)."""
+    parent_row = conn.execute(
+        """
+        SELECT parent_checkpoint_id::text
+        FROM checkpoints
+        WHERE thread_id = %s AND checkpoint_ns = %s AND checkpoint_id = %s
+        """,
+        (thread_id, checkpoint_ns, target_checkpoint_id),
+    ).fetchone()
+    if parent_row is None:
+        raise SystemExit(
+            f"Checkpoint {target_checkpoint_id!r} not found for thread {thread_id!r}"
+        )
+    parent_checkpoint_id = parent_row[0]
+
+    result = {
+        ch: walk_channel(
+            conn,
+            thread_id=thread_id,
+            checkpoint_ns=checkpoint_ns,
+            start_checkpoint_id=parent_checkpoint_id,
+            channel=ch,
+        )
+        for ch in channels
+    }
+    return parent_checkpoint_id, result
+
+
+def build_output(
+    *,
+    thread_id: str,
+    checkpoint_ns: str,
+    target_checkpoint_id: str,
+    parent_checkpoint_id: str | None,
+    channels: dict[str, dict[str, Any]],
+) -> dict[str, Any]:
+    return {
+        "thread_id": thread_id,
+        "checkpoint_ns": checkpoint_ns,
+        "target_checkpoint_id": target_checkpoint_id,
+        "parent_checkpoint_id": parent_checkpoint_id,
+        "channels": channels,
+    }
+
+
+def parse_args(argv: list[str] | None = None) -> argparse.Namespace:
+    parser = argparse.ArgumentParser(
+        description=(
+            "Recover delta-channel seed + writes from Postgres checkpoint data."
+        ),
+    )
+    parser.add_argument("--thread-id", required=True, help="Thread UUID")
+    parser.add_argument(
+        "--channel",
+        action="append",
+        required=True,
+        dest="channels",
+        help="Channel name (repeatable)",
+    )
+    parser.add_argument(
+        "--checkpoint-id",
+        default=None,
+        help="Target checkpoint UUID (default: latest for thread)",
+    )
+    parser.add_argument(
+        "--checkpoint-ns",
+        default="",
+        help='Checkpoint namespace (default: "")',
+    )
+    parser.add_argument(
+        "--database-uri",
+        default=os.environ.get("DATABASE_URI"),
+        help="Postgres URI (default: DATABASE_URI env var)",
+    )
+    parser.add_argument(
+        "--output",
+        default="-",
+        help="Output JSON file path (default: stdout)",
+    )
+    return parser.parse_args(argv)
+
+
+def main(argv: list[str] | None = None) -> int:
+    args = parse_args(argv)
+    if not args.database_uri:
+        print(
+            "error: --database-uri or DATABASE_URI is required",
+            file=sys.stderr,
+        )
+        return 2
+
+    thread_id = str(uuid.UUID(args.thread_id))
+    channels = list(dict.fromkeys(args.channels))
+
+    with psycopg.connect(args.database_uri) as conn:
+        target_checkpoint_id = resolve_target_checkpoint_id(
+            conn,
+            thread_id,
+            args.checkpoint_ns,
+            args.checkpoint_id,
+        )
+        parent_checkpoint_id, channel_data = walk_parent_chain(
+            conn,
+            thread_id=thread_id,
+            checkpoint_ns=args.checkpoint_ns,
+            target_checkpoint_id=target_checkpoint_id,
+            channels=channels,
+        )
+
+    output = build_output(
+        thread_id=thread_id,
+        checkpoint_ns=args.checkpoint_ns,
+        target_checkpoint_id=target_checkpoint_id,
+        parent_checkpoint_id=parent_checkpoint_id,
+        channels=channel_data,
+    )
+    payload = json.dumps(output, indent=2, default=json_default)
+
+    if args.output == "-":
+        print(payload)
+    else:
+        with open(args.output, "w", encoding="utf-8") as f:
+            f.write(payload)
+            f.write("\n")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

libs/checkpoint-conformance/README.md

@@ -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).

libs/checkpoint-conformance/uv.lock

@@ -296,7 +296,6 @@ requires-dist = [
 dev = [
     { name = "codespell" },
     { name = "dataclasses-json" },
-    { name = "mypy" },
     { name = "numpy" },
     { name = "pandas" },
     { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -307,11 +306,12 @@ dev = [
     { name = "pytest-watcher" },
     { name = "redis" },
     { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
     { name = "codespell" },
-    { name = "mypy" },
     { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
     { name = "dataclasses-json" },
@@ -896,27 +896,27 @@ wheels = [
 
 [[package]]
 name = "ty"
-version = "0.0.42"
+version = "0.0.43"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d8/91/5b5ec4ed8721c18be8d9611778d7c07723cd755676f03b41bf0ea0caa5d3/ty-0.0.42.tar.gz", hash = "sha256:70f5553ac678fc63558d4d77b08a18a68a228f44be2a2fe1afc3f5988db662e7", size = 5769116, upload-time = "2026-06-01T19:40:32.869Z" }
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 ]
 
 [[package]]

libs/checkpoint-postgres/Makefile

@@ -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)

libs/checkpoint-postgres/README.md

@@ -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).

libs/checkpoint-postgres/pyproject.toml

@@ -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

libs/checkpoint-postgres/uv.lock

@@ -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 = [
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     { name = "pytest-mock" },
     { name = "pytest-watcher" },
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+    { name = "ty" },
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     { name = "pytest-watcher" },
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 [[package]]
 name = "typing-extensions"
 version = "4.15.0"

libs/checkpoint-sqlite/Makefile

@@ -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)

libs/checkpoint-sqlite/README.md

@@ -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).

libs/checkpoint-sqlite/pyproject.toml

@@ -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"

libs/checkpoint-sqlite/tests/test_async_store.py

@@ -1,4 +1,3 @@
-# mypy: disable-error-code="union-attr,arg-type,index,operator"
 import asyncio
 import os
 import tempfile

libs/checkpoint-sqlite/tests/test_store.py

@@ -1,4 +1,3 @@
-# mypy: disable-error-code="union-attr,arg-type,index,operator"
 import os
 import re
 import tempfile

libs/checkpoint-sqlite/uv.lock

@@ -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" },
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libs/checkpoint/Makefile

@@ -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)

libs/checkpoint/README.md

@@ -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).

libs/checkpoint/pyproject.toml

@@ -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"

libs/checkpoint/tests/test_store.py

@@ -1,4 +1,3 @@
-# mypy: disable-error-code="operator"
 import asyncio
 import json
 from collections.abc import Iterable

libs/checkpoint/uv.lock

@@ -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" },
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 ]
 
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 ]
 
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+]
+
 [[package]]
 name = "types-pytz"
 version = "2025.2.0.20251108"

libs/cli/Makefile

@@ -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)

libs/cli/README.md

@@ -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).

libs/cli/js-examples/README.md

@@ -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:

libs/cli/js-examples/package.json

@@ -40,6 +40,6 @@
     "jest": "^30.4.2",
     "prettier": "^3.8.3",
     "ts-jest": "^29.4.11",
-    "typescript": "^5.9.3"
+    "typescript": "^6.0.3"
   }
 }

libs/cli/js-examples/yarn.lock

@@ -4794,10 +4794,10 @@ 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==
 
 uglify-js@^3.1.4:
   version "3.19.3"

libs/cli/js-monorepo-example/apps/agent/package.json

@@ -13,6 +13,6 @@
     "@langchain/langgraph": "^1.3.3"
   },
   "devDependencies": {
-    "typescript": "^5.9.3"
+    "typescript": "^6.0.3"
   }
 }

libs/cli/js-monorepo-example/libs/shared/package.json

@@ -9,6 +9,6 @@
     "clean": "rm -rf dist"
   },
   "devDependencies": {
-    "typescript": "^5.9.3"
+    "typescript": "^6.0.3"
   }
 }

libs/cli/js-monorepo-example/package.json

@@ -18,7 +18,7 @@
   },
   "devDependencies": {
     "turbo": "^2.9.16",
-    "typescript": "^5.9.3",
+    "typescript": "^6.0.3",
     "@tsconfig/recommended": "^1.0.13",
     "@eslint/eslintrc": "^3.3.5",
     "@eslint/js": "^10.0.1",

libs/cli/js-monorepo-example/tsconfig.json

@@ -3,7 +3,7 @@
   "compilerOptions": {
     "target": "ES2022",
     "module": "ESNext",
-    "moduleResolution": "node",
+    "moduleResolution": "bundler",
     "allowSyntheticDefaultImports": true,
     "esModuleInterop": true,
     "skipLibCheck": true,

libs/cli/js-monorepo-example/yarn.lock

@@ -1866,10 +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"

libs/cli/langgraph_cli/__init__.py

@@ -1 +1 @@
-__version__ = "0.4.27"
+__version__ = "0.4.30"

libs/cli/langgraph_cli/cli.py

@@ -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,
     )
 
 

libs/cli/langgraph_cli/config.py

@@ -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}"

libs/cli/pyproject.toml

@@ -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"

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

@@ -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"

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

@@ -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.")
 

libs/cli/tests/unit_tests/test_archive.py

@@ -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)

libs/cli/tests/unit_tests/test_config.py

@@ -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."""
 

libs/cli/uv-examples/monorepo/uv.lock

@@ -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]]

libs/cli/uv-examples/simple/uv.lock

@@ -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]]

libs/cli/uv.lock

@@ -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"
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+
 [[package]]
 name = "xxhash"
 version = "3.6.0"

libs/langgraph/Makefile

@@ -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)

libs/langgraph/README.md

@@ -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
 

libs/langgraph/langgraph/_internal/_config.py

@@ -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
 
@@ -20,6 +20,7 @@ from langchain_core.runnables.config import (
 from langgraph.checkpoint.base import CheckpointMetadata
 
 from langgraph._internal._constants import (
+    _CHECKPOINT_COORDINATE_KEYS,
     CONF,
     CONFIG_KEY_CHECKPOINT_ID,
     CONFIG_KEY_CHECKPOINT_MAP,
@@ -79,6 +80,42 @@ 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).
 
@@ -126,10 +163,10 @@ 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
@@ -306,6 +343,28 @@ def ensure_config(*configs: RunnableConfig | None) -> RunnableConfig:
                 if _is_not_empty(v)
             },
         )
+    # An explicit config that supplies its own checkpoint coordinate (a
+    # thread_id, or any checkpoint_ns/checkpoint_id/checkpoint_map) is addressing
+    # its own checkpoint lineage, so drop the inherited ambient configurable
+    # rather than merging over it: a child graph invoked inside a parent node
+    # would otherwise write its checkpoints under the parent's namespace and
+    # never find them again. An explicit thread_id resets even when it equals the
+    # ambient one, since a child reusing the parent's thread id still addresses
+    # its own root namespace, not the parent task's. Configs that only refine
+    # other keys keep the ambient and shallow-merge over it below.
+    if empty.get(CONF):
+        for config in configs:
+            if config is None:
+                continue
+            explicit_configurable = config.get(CONF)
+            if not explicit_configurable:
+                continue
+            if any(
+                _is_not_empty(explicit_configurable.get(k))
+                for k in _CHECKPOINT_COORDINATE_KEYS
+            ):
+                empty[CONF] = {}
+                break
     for config in configs:
         if config is None:
             continue
@@ -327,14 +386,11 @@ def ensure_config(*configs: RunnableConfig | None) -> RunnableConfig:
                         empty.get("callbacks"), cast(Callbacks, v)
                     )
                 elif k == "metadata":
-                    # Shallow-merge metadata dicts across configs so values
-                    # bound via with_config(...) (e.g. user_id) are preserved
-                    # when later configs supply other metadata keys.
-                    existing = empty.get("metadata")
-                    empty["metadata"] = (
-                        {**cast(dict, existing), **cast(dict, v)}
-                        if existing
-                        else cast(dict, v).copy()
+                    # 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

libs/langgraph/langgraph/_internal/_constants.py

@@ -95,6 +95,15 @@ NULL_TASK_ID = sys.intern("00000000-0000-0000-0000-000000000000")
 OVERWRITE = sys.intern("__overwrite__")
 # dict key for the overwrite value, used as `{'__overwrite__': value}`
 
+# Checkpoint coordinate keys: when any of these appear in an explicit
+# configurable, the caller is addressing its own checkpoint lineage.
+_CHECKPOINT_COORDINATE_KEYS = (
+    CONFIG_KEY_THREAD_ID,
+    CONFIG_KEY_CHECKPOINT_NS,
+    CONFIG_KEY_CHECKPOINT_ID,
+    CONFIG_KEY_CHECKPOINT_MAP,
+)
+
 # redefined to avoid circular import with langgraph.constants
 _TAG_HIDDEN = sys.intern("langsmith:hidden")
 

libs/langgraph/langgraph/graph/state.py

@@ -98,15 +98,6 @@ _CHANNEL_BRANCH_TO = "branch:to:{}"
 _DEFAULT_ERROR_HANDLER_NODE = "__default_error_handler__"
 
 
-class _CachePolicyUnset:
-    """Sentinel: `cache_policy` was omitted on `add_node` (inherit defaults)."""
-
-    __slots__ = ()
-
-
-_CACHE_POLICY_UNSET = _CachePolicyUnset()
-
-
 @dataclass(slots=True)
 class _NodeDefaults:
     """Default node policies applied to every node at compile time."""
@@ -272,7 +263,6 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         self.context_schema = context_schema
 
         self._node_defaults: _NodeDefaults = _NodeDefaults()
-        self._cache_policy_opt_out: set[str] = set()
 
         self._add_schema(self.state_schema)
         self._add_schema(self.input_schema, allow_managed=False)
@@ -302,8 +292,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 their own via `add_node(..., retry_policy=...)`. Also applies
                 to error-handler nodes.
             cache_policy: Default cache policy for nodes that don't specify
-                their own via `add_node(..., cache_policy=...)`. Per-node
-                `cache_policy=None` opts out of this default. Does **not**
+                their own via `add_node(..., cache_policy=...)`. Does **not**
                 apply to error-handler nodes.
             error_handler: Default error handler invoked when any regular node
                 raises and does not have its own `error_handler` set via
@@ -679,7 +668,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         metadata: dict[str, Any] | None = None,
         input_schema: type[NodeInputT] | None = None,
         retry_policy: RetryPolicy | Sequence[RetryPolicy] | None = None,
-        cache_policy: CachePolicy | None | _CachePolicyUnset = _CACHE_POLICY_UNSET,
+        cache_policy: CachePolicy | None = None,
         error_handler: StateNode[Any, ContextT] | None = None,
         destinations: dict[str, str] | tuple[str, ...] | None = None,
         timeout: float | timedelta | TimeoutPolicy | None = None,
@@ -700,10 +689,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
             retry_policy: The retry policy for the node.
 
                 If a sequence is provided, the first matching policy will be applied.
-            cache_policy: The cache policy for the node. Pass `None` explicitly to
-                disable caching for this node, including when graph defaults from
-                `set_node_defaults` would otherwise enable it. Omit the argument to
-                inherit graph defaults.
+            cache_policy: The cache policy for the node.
             error_handler: Optional node-level error handler callable for this node.
             destinations: Destinations that indicate where a node can route to.
 
@@ -779,15 +765,6 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 input_schema = cast(type[NodeInputT] | None, input_)
         timeout = coerce_timeout_policy(timeout)
 
-        explicit_cache_opt_out = False
-        if isinstance(cache_policy, _CachePolicyUnset):
-            resolved_cache_policy: CachePolicy | None = None
-        elif isinstance(cache_policy, CachePolicy):
-            resolved_cache_policy = cache_policy
-        else:
-            explicit_cache_opt_out = True
-            resolved_cache_policy = None
-
         if not isinstance(node, str):
             action = node
             if isinstance(action, Runnable):
@@ -812,10 +789,6 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 )
         if action is None:
             raise RuntimeError
-        if explicit_cache_opt_out:
-            self._cache_policy_opt_out.add(node)
-        else:
-            self._cache_policy_opt_out.discard(node)
         if node in self.nodes:
             raise ValueError(f"Node `{node}` already present.")
         if node == END or node == START:
@@ -902,7 +875,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 metadata,
                 input_schema=input_schema,
                 retry_policy=retry_policy,
-                cache_policy=resolved_cache_policy,
+                cache_policy=cache_policy,
                 error_handler_node=handler_node_name,
                 ends=ends,
                 defer=defer,
@@ -914,7 +887,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 metadata,
                 input_schema=inferred_input_schema,
                 retry_policy=retry_policy,
-                cache_policy=resolved_cache_policy,
+                cache_policy=cache_policy,
                 error_handler_node=handler_node_name,
                 ends=ends,
                 defer=defer,
@@ -926,7 +899,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 metadata,
                 input_schema=self.state_schema,
                 retry_policy=retry_policy,
-                cache_policy=resolved_cache_policy,
+                cache_policy=cache_policy,
                 error_handler_node=handler_node_name,
                 ends=ends,
                 defer=defer,
@@ -1324,7 +1297,7 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
             )
 
         # Apply builder defaults to node specs. Per-node values always win.
-        for node_name, spec in self.nodes.items():
+        for spec in self.nodes.values():
             # error_handler: regular nodes only — handlers must never
             # catch themselves or other handlers.
             if (
@@ -1344,7 +1317,6 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
                 not spec.is_error_handler
                 and defaults.cache_policy is not None
                 and spec.cache_policy is None
-                and node_name not in self._cache_policy_opt_out
             ):
                 spec.cache_policy = defaults.cache_policy
             # timeout: all nodes — a stuck handler should be cancelled the

libs/langgraph/langgraph/pregel/main.py

@@ -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
                     )

libs/langgraph/langgraph/stream/run_stream.py

@@ -132,13 +132,23 @@ class GraphRunStream:
     def abort(self) -> None:
         """Stop the run early.
 
-        Closes the mux and marks the stream exhausted. The graph
-        iterator is dropped; any in-flight nodes see the closure on
-        their next yield point. Idempotent.
+        Closes the underlying graph iterator (propagating `GeneratorExit`
+        so in-flight nodes and subgraphs are cancelled), closes the mux,
+        and marks the stream exhausted. Idempotent.
         """
         if self._exhausted:
             return
         self._exhausted = True
+        graph_iter = self._graph_iter
+        self._graph_iter = None
+        if (
+            graph_iter is not None
+            and (close := getattr(graph_iter, "close", None)) is not None
+        ):
+            try:
+                close()
+            except Exception:
+                pass
         try:
             self._mux.close()
         except Exception:
@@ -348,6 +358,8 @@ class AsyncGraphRunStream:
         self._scope_list: list[str] = list(mux.scope)
         self._pump_cond = asyncio.Condition()
         self._pumping = False
+        self._anext_task: asyncio.Future[Any] | None = None
+        self._aborting = False
         for key in mux.native_keys:
             setattr(self, key, mux.extensions[key])
         if wire_pump:
@@ -407,7 +419,25 @@ class AsyncGraphRunStream:
 
         try:
             try:
-                part = await self._graph_aiter.__anext__()
+                # Run the pull as a child task so `abort()` can cancel it
+                # mid-flight. Cancelling propagates `CancelledError` into the
+                # graph generator frame -> Pregel loop -> nested subgraph
+                # nodes, which a bare `aclose()` cannot do while the generator
+                # is running ("asynchronous generator is already running").
+                self._anext_task = asyncio.ensure_future(self._graph_aiter.__anext__())
+                try:
+                    part = await self._anext_task
+                except asyncio.CancelledError:
+                    if self._aborting:
+                        # Abort-initiated cancel: stop gracefully.
+                        self._exhausted = True
+                        return False
+                    # Genuine external cancel of this task: also stop the
+                    # in-flight pull, then propagate.
+                    self._anext_task.cancel()
+                    raise
+                finally:
+                    self._anext_task = None
                 event = convert_to_protocol_event(part)
                 self._observe_event(event)
                 await self._mux.apush(event)
@@ -428,15 +458,40 @@ class AsyncGraphRunStream:
     async def abort(self) -> None:
         """Stop the run early.
 
-        Marks the stream exhausted, wakes any pump-waiters, and closes
-        the mux. Any `apush` blocked on backpressure wakes and returns
-        without appending. Idempotent.
+        Marks the stream exhausted and wakes any pump-waiters. Cancels an
+        in-flight pull if one is running, then closes the underlying graph
+        iterator, so running nodes and nested subgraphs are cancelled
+        whether or not a pump is mid-pull. Closes the mux; any `apush`
+        blocked on backpressure wakes and returns without appending.
+        Idempotent.
         """
         async with self._pump_cond:
             if self._exhausted:
                 return
             self._exhausted = True
+            self._aborting = True
+            graph_aiter = self._graph_aiter
+            self._graph_aiter = None
+            anext_task = self._anext_task
             self._pump_cond.notify_all()
+        # If a pump is mid-pull, cancel it so the cancellation propagates
+        # into running nodes and nested subgraphs. Once it settles the
+        # generator is no longer running, so the `aclose()` below is a safe
+        # final cleanup (and handles the no-in-flight-pull case directly).
+        if anext_task is not None and not anext_task.done():
+            anext_task.cancel()
+            try:
+                await anext_task
+            except (asyncio.CancelledError, Exception):
+                pass
+        if (
+            graph_aiter is not None
+            and (aclose := getattr(graph_aiter, "aclose", None)) is not None
+        ):
+            try:
+                await aclose()
+            except Exception:
+                pass
         try:
             await self._mux.aclose()
         except Exception:

libs/langgraph/langgraph/types.py

@@ -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")

libs/langgraph/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph"
-version = "1.2.4"
+version = "1.2.5"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"
@@ -24,7 +24,7 @@ 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>=0.4.2,<0.5.0",
     "langgraph-prebuilt>=1.1.0,<1.2.0",
@@ -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/*"]

libs/langgraph/tests/test_channels.py

@@ -8,6 +8,7 @@ from langgraph.checkpoint.memory import InMemorySaver
 from langgraph.checkpoint.serde.types import _DeltaSnapshot
 from typing_extensions import NotRequired, TypedDict
 
+from langgraph._internal._constants import OVERWRITE
 from langgraph._internal._typing import MISSING
 from langgraph.channels.binop import BinaryOperatorAggregate
 from langgraph.channels.delta import DeltaChannel
@@ -397,6 +398,49 @@ def test_delta_channel_inmemory_saver_assembles_writes() -> None:
     assert len(state.values["messages"]) == 4  # 2 human + 2 AI
 
 
+def test_delta_channel_api_json_overwrite_sentinel_snapshots_and_replays() -> None:
+    def reducer(state: list[str], writes: Sequence[list[str]]) -> list[str]:
+        result = list(state)
+        for write in writes:
+            result.extend(write)
+        return result
+
+    class State(TypedDict):
+        items: Annotated[
+            list[str], DeltaChannel(reducer, list, snapshot_frequency=1000)
+        ]
+
+    calls = 0
+
+    def node(state: State) -> dict:
+        nonlocal calls
+        calls += 1
+        if calls == 1:
+            return {"items": {OVERWRITE: ["reset"]}}
+        return {"items": ["after"]}
+
+    builder = StateGraph(State)
+    builder.add_node("node", node)
+    builder.add_edge(START, "node")
+
+    saver = InMemorySaver()
+    graph = builder.compile(checkpointer=saver)
+    config = {"configurable": {"thread_id": "overwrite-json-sentinel"}}
+
+    updates = list(graph.stream({"items": ["before"]}, config, stream_mode=["updates"]))
+    assert updates == [("updates", {"node": {"items": {OVERWRITE: ["reset"]}}})]
+    assert graph.get_state(config).values == {"items": ["reset"]}
+
+    first_saved = saver.get_tuple(config)
+    assert first_saved is not None
+    snapshot = first_saved.checkpoint["channel_values"].get("items")
+    assert isinstance(snapshot, _DeltaSnapshot)
+    assert snapshot.value == ["reset"]
+
+    assert graph.invoke({"items": []}, config) == {"items": ["reset", "after"]}
+    assert graph.get_state(config).values == {"items": ["reset", "after"]}
+
+
 # ---------------------------------------------------------------------------
 # DeltaChannel — dict reducer
 # ---------------------------------------------------------------------------

libs/langgraph/tests/test_delta_channel_update_state.py

@@ -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"]
+    )

libs/langgraph/tests/test_large_cases.py

@@ -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},
             },
         ),
     ]

libs/langgraph/tests/test_large_cases_async.py

@@ -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},
             },
         ),
     ]

libs/langgraph/tests/test_pregel.py

@@ -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"],
             },
         )

libs/langgraph/tests/test_pregel_async.py

@@ -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])

libs/langgraph/tests/test_pregel_stream_events_v3.py

@@ -607,6 +607,164 @@ class TestStreamV2Async:
             _ = await anext(aiter(run.values))
         assert run._exhausted is True
 
+    async def test_abort_cancels_running_subgraph(self) -> None:
+        class CountState(TypedDict):
+            count: int
+
+        runs: list[int] = []
+
+        async def sub_node(state: CountState) -> dict:
+            runs.append(state["count"] + 1)
+            await asyncio.sleep(0.05)
+            return {"count": state["count"] + 1}
+
+        sub_graph = (
+            StateGraph(CountState)
+            .add_node("sub_node", sub_node)
+            .set_entry_point("sub_node")
+            .add_conditional_edges(
+                "sub_node",
+                lambda s: END if s["count"] >= 10 else "sub_node",
+            )
+            .compile()
+        )
+
+        async def main_node(state: CountState) -> None:
+            await sub_graph.ainvoke({"count": 0})
+
+        main_graph = (
+            StateGraph(CountState)
+            .add_node("main_node", main_node)
+            .set_entry_point("main_node")
+            .compile()
+        )
+
+        run = await main_graph.astream_events({"count": 0}, version="v3")
+        async for e in run:
+            if (
+                e["method"] == "values"
+                and e["params"]["namespace"]
+                and e["params"]["data"]["count"] >= 2
+            ):
+                break
+        await run.abort()
+        runs_at_abort = len(runs)
+        # Give the (now-cancelled) subgraph a chance to keep looping.
+        await asyncio.sleep(0.3)
+        assert len(runs) == runs_at_abort
+        assert len(runs) < 10
+
+    async def test_abort_cancels_deeply_nested_subgraph(self) -> None:
+        class CountState(TypedDict):
+            count: int
+
+        runs: list[int] = []
+
+        async def deep_node(state: CountState) -> dict:
+            runs.append(state["count"] + 1)
+            await asyncio.sleep(0.05)
+            return {"count": state["count"] + 1}
+
+        # Deepest graph loops until count >= 10.
+        graph = (
+            StateGraph(CountState)
+            .add_node("deep_node", deep_node)
+            .set_entry_point("deep_node")
+            .add_conditional_edges(
+                "deep_node",
+                lambda s: END if s["count"] >= 10 else "deep_node",
+            )
+            .compile()
+        )
+
+        # Wrap it three times: graph -> subgraph -> subgraph -> subgraph.
+        for _ in range(3):
+
+            async def caller(state: CountState, _child: Any = graph) -> dict:
+                return await _child.ainvoke({"count": 0})
+
+            graph = (
+                StateGraph(CountState)
+                .add_node("caller", caller)
+                .set_entry_point("caller")
+                .compile()
+            )
+
+        run = await graph.astream_events({"count": 0}, version="v3")
+        async for e in run:
+            if (
+                e["method"] == "values"
+                and e["params"]["namespace"]
+                and e["params"]["data"]["count"] >= 2
+            ):
+                break
+        await run.abort()
+        runs_at_abort = len(runs)
+        # Give the (now-cancelled) nested subgraph a chance to keep looping.
+        await asyncio.sleep(0.3)
+        assert len(runs) == runs_at_abort
+        assert len(runs) < 10
+
+    async def test_abort_cancels_subgraph_during_inflight_pump(self) -> None:
+        class CountState(TypedDict):
+            count: int
+
+        started = asyncio.Event()
+        cancelled = asyncio.Event()
+
+        async def sub_node(state: CountState) -> dict:
+            started.set()
+            try:
+                # Long-running node: still in flight when abort fires.
+                await asyncio.sleep(5)
+            except asyncio.CancelledError:
+                cancelled.set()
+                raise
+            return {"count": state["count"] + 1}
+
+        sub_graph = (
+            StateGraph(CountState)
+            .add_node("sub_node", sub_node)
+            .set_entry_point("sub_node")
+            .compile()
+        )
+
+        async def main_node(state: CountState) -> None:
+            await sub_graph.ainvoke({"count": 0})
+
+        main_graph = (
+            StateGraph(CountState)
+            .add_node("main_node", main_node)
+            .set_entry_point("main_node")
+            .compile()
+        )
+
+        run = await main_graph.astream_events({"count": 0}, version="v3")
+
+        # A consumer task drives the pump. Once the subgraph node is
+        # running, no further event is produced, so the consumer parks
+        # inside _apump_next awaiting graph_aiter.__anext__() — the
+        # generator is "running" and a plain aclose() would raise.
+        async def consume() -> None:
+            async for _e in run:
+                pass
+
+        consumer = asyncio.create_task(consume())
+        try:
+            await asyncio.wait_for(started.wait(), timeout=2.0)
+            # Let the consumer drain and park in __anext__.
+            await asyncio.sleep(0.05)
+            # Abort from a different task while the consumer is in __anext__.
+            await run.abort()
+            # The in-flight subgraph node must observe cancellation.
+            await asyncio.wait_for(cancelled.wait(), timeout=2.0)
+        finally:
+            consumer.cancel()
+            try:
+                await consumer
+            except asyncio.CancelledError:
+                pass
+
     async def test_extensions_has_native_keys(self) -> None:
         run = await _build_simple_graph().astream_events(
             {"value": "x", "items": []}, version="v3"

libs/langgraph/tests/test_retry.py

@@ -58,7 +58,6 @@ from langgraph.pregel._retry import (
 from langgraph.pregel.protocol import StreamProtocol
 from langgraph.runtime import DEFAULT_RUNTIME, ExecutionInfo, Runtime
 from langgraph.types import (
-    CachePolicy,
     Command,
     PregelExecutableTask,
     RetryPolicy,
@@ -2571,92 +2570,6 @@ def test_set_node_defaults_retry_policy_per_node_wins():
     assert attempts == 2
 
 
-def test_set_node_defaults_cache_policy_applies_to_nodes_without_own() -> None:
-    from langgraph.cache.memory import InMemoryCache
-
-    class State(TypedDict):
-        foo: str
-
-    calls = 0
-
-    def cached_node(state: State) -> State:
-        nonlocal calls
-        calls += 1
-        return {"foo": "ok"}
-
-    graph = (
-        StateGraph(State)
-        .set_node_defaults(cache_policy=CachePolicy(ttl=60))
-        .add_node("cached", cached_node)
-        .add_edge(START, "cached")
-        .compile(cache=InMemoryCache())
-    )
-
-    assert graph.nodes["cached"].cache_policy == CachePolicy(ttl=60)
-
-    graph.invoke({"foo": ""})
-    graph.invoke({"foo": ""})
-    assert calls == 1
-
-
-def test_set_node_defaults_cache_policy_per_node_wins() -> None:
-    from langgraph.cache.memory import InMemoryCache
-
-    class State(TypedDict):
-        foo: str
-
-    graph = (
-        StateGraph(State)
-        .set_node_defaults(cache_policy=CachePolicy(ttl=60))
-        .add_node("a", lambda state: {"foo": "a"}, cache_policy=CachePolicy(ttl=5))
-        .add_node("b", lambda state: {"foo": "b"})
-        .add_edge(START, "a")
-        .add_edge("a", "b")
-        .compile(cache=InMemoryCache())
-    )
-
-    assert graph.nodes["a"].cache_policy == CachePolicy(ttl=5)
-    assert graph.nodes["b"].cache_policy == CachePolicy(ttl=60)
-
-
-def test_set_node_defaults_cache_policy_explicit_none_opts_out() -> None:
-    from langgraph.cache.memory import InMemoryCache
-
-    class State(TypedDict):
-        foo: str
-
-    cached_calls = 0
-    uncached_calls = 0
-
-    def cached_node(state: State) -> State:
-        nonlocal cached_calls
-        cached_calls += 1
-        return {"foo": "cached"}
-
-    def uncached_node(state: State) -> State:
-        nonlocal uncached_calls
-        uncached_calls += 1
-        return {"foo": "uncached"}
-
-    graph = (
-        StateGraph(State)
-        .set_node_defaults(cache_policy=CachePolicy())
-        .add_node("cached", cached_node)
-        .add_node("uncached", uncached_node, cache_policy=None)
-        .add_edge(START, "cached")
-        .add_edge("cached", "uncached")
-        .compile(cache=InMemoryCache())
-    )
-
-    assert graph.nodes["cached"].cache_policy == CachePolicy()
-    assert graph.nodes["uncached"].cache_policy is None
-
-    graph.invoke({"foo": ""})
-    graph.invoke({"foo": ""})
-    assert cached_calls == 1
-    assert uncached_calls == 2
-
-
 @pytest.mark.anyio
 async def test_set_node_defaults_timeout():
     class State(TypedDict):

libs/langgraph/tests/test_stream_events_v3.py

@@ -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`.
 """
 

libs/langgraph/tests/test_subgraph_persistence.py

@@ -639,3 +639,49 @@ def test_stateful_namespace_isolation(
         "broccoli round 2",
         "Veggie: broccoli round 2",
     ]
+
+
+def test_child_with_own_thread_id_keeps_namespace(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """A child graph invoked from inside a parent node with its own thread_id
+    must store and read its checkpoint under its own namespace, not inherit the
+    parent task's checkpoint_ns.
+    """
+
+    class ChildState(TypedDict):
+        count: int
+
+    def child_node(state: ChildState) -> dict:
+        return {"count": (state.get("count") or 0) + 1}
+
+    child = (
+        StateGraph(ChildState)
+        .add_node("n", child_node)
+        .add_edge(START, "n")
+        .compile(checkpointer=sync_checkpointer)
+    )
+
+    child_thread = str(uuid4())
+    child_config = {"configurable": {"thread_id": child_thread}}
+
+    def parent_node(state: ParentState) -> dict:
+        child.invoke({}, config=child_config)
+        return {"result": "ok"}
+
+    parent = (
+        StateGraph(ParentState)
+        .add_node("p", parent_node)
+        .add_edge(START, "p")
+        .compile(checkpointer=sync_checkpointer)
+    )
+    parent_config = {"configurable": {"thread_id": str(uuid4())}}
+
+    parent.invoke({"result": ""}, config=parent_config)
+    state1 = child.get_state(child_config)
+    assert state1.values.get("count") == 1
+    assert state1.config["configurable"]["checkpoint_ns"] == ""
+
+    parent.invoke({"result": ""}, config=parent_config)
+    state2 = child.get_state(child_config)
+    assert state2.values.get("count") == 2

libs/langgraph/tests/test_subgraph_persistence_async.py

@@ -660,3 +660,50 @@ async def test_stateful_namespace_isolation_async(
         "broccoli round 2",
         "Veggie: broccoli round 2",
     ]
+
+
+@NEEDS_CONTEXTVARS
+async def test_child_with_own_thread_id_keeps_namespace_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """A child graph invoked from inside a parent node with its own thread_id
+    must store and read its checkpoint under its own namespace, not inherit the
+    parent task's checkpoint_ns.
+    """
+
+    class ChildState(TypedDict):
+        count: int
+
+    def child_node(state: ChildState) -> dict:
+        return {"count": (state.get("count") or 0) + 1}
+
+    child = (
+        StateGraph(ChildState)
+        .add_node("n", child_node)
+        .add_edge(START, "n")
+        .compile(checkpointer=async_checkpointer)
+    )
+
+    child_thread = str(uuid4())
+    child_config = {"configurable": {"thread_id": child_thread}}
+
+    async def parent_node(state: ParentState) -> dict:
+        await child.ainvoke({}, config=child_config)
+        return {"result": "ok"}
+
+    parent = (
+        StateGraph(ParentState)
+        .add_node("p", parent_node)
+        .add_edge(START, "p")
+        .compile(checkpointer=async_checkpointer)
+    )
+    parent_config = {"configurable": {"thread_id": str(uuid4())}}
+
+    await parent.ainvoke({"result": ""}, config=parent_config)
+    state1 = await child.aget_state(child_config)
+    assert state1.values.get("count") == 1
+    assert state1.config["configurable"]["checkpoint_ns"] == ""
+
+    await parent.ainvoke({"result": ""}, config=parent_config)
+    state2 = await child.aget_state(child_config)
+    assert state2.values.get("count") == 2

libs/langgraph/tests/test_utils.py

@@ -25,6 +25,7 @@ from langgraph._internal._config import (
     _merge_callbacks,
     ensure_config,
     get_callback_manager_for_config,
+    merge_configs,
 )
 from langgraph._internal._fields import (
     _is_optional_type,
@@ -505,6 +506,95 @@ def test_ensure_config_configurable_later_wins_per_key() -> None:
     assert merged["configurable"]["only_b"] == "B"
 
 
+def test_ensure_config_explicit_configurable_replaces_ambient() -> None:
+    # An explicit checkpoint coordinate (here a new thread_id) starts a fresh
+    # lineage and drops the ambient run context (e.g. a parent task's
+    # checkpoint_ns), so a child graph does not inherit it.
+    from langchain_core.runnables.config import var_child_runnable_config
+
+    token = var_child_runnable_config.set(
+        {"configurable": {"checkpoint_ns": "p:parent-task", "checkpoint_id": "cid"}}
+    )
+    try:
+        merged = ensure_config({"configurable": {"thread_id": "child"}})
+    finally:
+        var_child_runnable_config.reset(token)
+    assert merged["configurable"]["thread_id"] == "child"
+    assert "checkpoint_ns" not in merged["configurable"]
+    assert "checkpoint_id" not in merged["configurable"]
+
+
+def test_ensure_config_ambient_inherited_when_no_explicit_configurable() -> None:
+    # With no explicit configurable, the ambient run context is inherited
+    # unchanged (stateless subgraph / interrupt-resume pattern).
+    from langchain_core.runnables.config import var_child_runnable_config
+
+    token = var_child_runnable_config.set(
+        {"configurable": {"checkpoint_ns": "p:parent-task"}}
+    )
+    try:
+        merged = ensure_config({"tags": ["t"]})
+    finally:
+        var_child_runnable_config.reset(token)
+    assert merged["configurable"]["checkpoint_ns"] == "p:parent-task"
+
+
+def test_ensure_config_explicit_configurables_still_merge_over_ambient() -> None:
+    # A new thread_id drops the ambient, but explicit configs still shallow-merge
+    # among themselves, so a with_config(...) value (ls_agent_type) survives
+    # alongside an invoke-time thread_id.
+    from langchain_core.runnables.config import var_child_runnable_config
+
+    token = var_child_runnable_config.set(
+        {"configurable": {"checkpoint_ns": "p:parent-task"}}
+    )
+    try:
+        merged = ensure_config(
+            {"configurable": {"ls_agent_type": "root"}},
+            {"configurable": {"thread_id": "child"}},
+        )
+    finally:
+        var_child_runnable_config.reset(token)
+    assert merged["configurable"]["ls_agent_type"] == "root"
+    assert merged["configurable"]["thread_id"] == "child"
+    assert "checkpoint_ns" not in merged["configurable"]
+
+
+def test_ensure_config_non_coordinate_config_keeps_ambient_checkpoint_ns() -> None:
+    # A nested subagent is invoked with a non-coordinate configurable key
+    # (ls_agent_type) and no thread_id; it must keep the inherited checkpoint_ns
+    # so it stays a discoverable child of the parent run (deepagents `task` tool).
+    from langchain_core.runnables.config import var_child_runnable_config
+
+    token = var_child_runnable_config.set(
+        {"configurable": {"thread_id": "parent", "checkpoint_ns": "p:parent-task"}}
+    )
+    try:
+        merged = ensure_config({"configurable": {"ls_agent_type": "subagent"}})
+    finally:
+        var_child_runnable_config.reset(token)
+    assert merged["configurable"]["ls_agent_type"] == "subagent"
+    assert merged["configurable"]["checkpoint_ns"] == "p:parent-task"
+    assert merged["configurable"]["thread_id"] == "parent"
+
+
+def test_ensure_config_same_thread_id_still_clears_ambient() -> None:
+    # A child that reuses the parent's thread_id is still addressing its own root
+    # namespace on that thread, so the parent task's checkpoint_ns must not leak
+    # in; otherwise the child writes state that get_state cannot read back.
+    from langchain_core.runnables.config import var_child_runnable_config
+
+    token = var_child_runnable_config.set(
+        {"configurable": {"thread_id": "shared", "checkpoint_ns": "p:parent-task"}}
+    )
+    try:
+        merged = ensure_config({"configurable": {"thread_id": "shared"}})
+    finally:
+        var_child_runnable_config.reset(token)
+    assert merged["configurable"]["thread_id"] == "shared"
+    assert "checkpoint_ns" not in merged["configurable"]
+
+
 def test_ensure_config_merges_metadata_across_configs() -> None:
     a = {"metadata": {"user_id": "U1"}}
     b = {"metadata": {"correlation_id": "C1"}}
@@ -520,6 +610,159 @@ def test_ensure_config_metadata_later_wins_per_key() -> None:
     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"]}

libs/langgraph/uv.lock

@@ -1350,7 +1350,7 @@ wheels = [
 
 [[package]]
 name = "langchain-core"
-version = "1.4.0"
+version = "1.4.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jsonpatch" },
@@ -1363,9 +1363,9 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "uuid-utils" },
 ]
-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" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/2b/fffaff399d20a56d40b9562fa19701e91abd72d8c9d9bc8c2673077b56b6/langchain_core-1.4.7.tar.gz", hash = "sha256:7a825d77de0a3f39adbd9d09612a75e85527e14a52c1601089bcc062972d9f2b", size = 952522, upload-time = "2026-06-12T19:23:57.588Z" }
 wheels = [
-    { 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" },
+    { url = "https://files.pythonhosted.org/packages/de/3e/dcdffa60078ae7b3a00ebb4cbbf1a204a14c3609983c604886523a7d4418/langchain_core-1.4.7-py3-none-any.whl", hash = "sha256:bcadd51951140ecdcba98311dbd931ba5de02a5ba8a2288dad5069c1eea2a13d", size = 554941, upload-time = "2026-06-12T19:23:55.826Z" },
 ]
 
 [[package]]
@@ -1382,7 +1382,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "1.2.4"
+version = "1.2.5"
 source = { editable = "." }
 dependencies = [
     { name = "langchain-core" },
@@ -1404,7 +1404,6 @@ dev = [
     { name = "langgraph-cli", extra = ["inmem"], marker = "python_full_version < '3.14'" },
     { name = "langgraph-prebuilt" },
     { name = "langgraph-sdk" },
-    { name = "mypy" },
     { name = "psycopg", extra = ["binary"] },
     { name = "py-spy" },
     { name = "pycryptodome" },
@@ -1419,12 +1418,13 @@ dev = [
     { name = "redis" },
     { name = "ruff" },
     { name = "syrupy" },
+    { name = "ty" },
     { name = "types-requests" },
     { name = "uvloop" },
 ]
 lint = [
-    { name = "mypy" },
     { name = "ruff" },
+    { name = "ty" },
     { name = "types-requests" },
 ]
 test = [
@@ -1454,7 +1454,7 @@ test = [
 
 [package.metadata]
 requires-dist = [
-    { name = "langchain-core", specifier = ">=1.4.0,<2" },
+    { name = "langchain-core", specifier = ">=1.4.7,<2" },
     { name = "langgraph-checkpoint", editable = "../checkpoint" },
     { name = "langgraph-prebuilt", editable = "../prebuilt" },
     { name = "langgraph-sdk", editable = "../sdk-py" },
@@ -1474,7 +1474,6 @@ dev = [
     { name = "langgraph-cli", extras = ["inmem"], marker = "python_full_version < '3.14'", editable = "../cli" },
     { name = "langgraph-prebuilt", editable = "../prebuilt" },
     { name = "langgraph-sdk", editable = "../sdk-py" },
-    { name = "mypy" },
     { name = "psycopg", extras = ["binary"] },
     { name = "py-spy" },
     { name = "pycryptodome" },
@@ -1489,12 +1488,13 @@ dev = [
     { name = "redis" },
     { name = "ruff" },
     { name = "syrupy" },
+    { name = "ty" },
     { name = "types-requests" },
     { name = "uvloop", specifier = "==0.22.1" },
 ]
 lint = [
-    { name = "mypy" },
     { name = "ruff" },
+    { name = "ty" },
     { name = "types-requests" },
 ]
 test = [
@@ -1580,7 +1580,6 @@ requires-dist = [
 dev = [
     { name = "codespell" },
     { name = "dataclasses-json" },
-    { name = "mypy" },
     { name = "numpy" },
     { name = "pandas" },
     { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -1591,11 +1590,12 @@ dev = [
     { name = "pytest-watcher" },
     { name = "redis" },
     { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
     { name = "codespell" },
-    { name = "mypy" },
     { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
     { name = "dataclasses-json" },
@@ -1633,18 +1633,18 @@ 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" },
@@ -1677,18 +1677,18 @@ 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" },
@@ -1721,7 +1721,7 @@ inmem = [
 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" },
@@ -1735,17 +1735,17 @@ 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" },
@@ -1778,7 +1778,6 @@ dev = [
     { name = "langgraph-checkpoint", editable = "../checkpoint" },
     { name = "langgraph-checkpoint-postgres", editable = "../checkpoint-postgres" },
     { name = "langgraph-checkpoint-sqlite", editable = "../checkpoint-sqlite" },
-    { name = "mypy" },
     { name = "psycopg-binary" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
@@ -1786,11 +1785,12 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
     { name = "syrupy" },
+    { name = "ty" },
 ]
 lint = [
     { name = "codespell" },
-    { name = "mypy" },
     { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
     { name = "langchain-core" },
@@ -1847,7 +1847,6 @@ requires-dist = [
 dev = [
     { name = "codespell" },
     { name = "langgraph", editable = "." },
-    { name = "mypy", specifier = "==1.20.2" },
     { name = "pydantic", specifier = ">=2.12.4" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
@@ -1855,14 +1854,13 @@ dev = [
     { name = "pytest-watch" },
     { name = "ruff", specifier = "==0.15.12" },
     { name = "starlette" },
-    { name = "ty", specifier = "==0.0.33" },
+    { name = "ty" },
 ]
 lint = [
     { name = "codespell" },
-    { name = "mypy", specifier = "==1.20.2" },
     { name = "ruff", specifier = "==0.15.12" },
     { name = "starlette" },
-    { name = "ty", specifier = "==0.0.33" },
+    { name = "ty" },
 ]
 test = [
     { name = "pytest" },
@@ -1907,91 +1905,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/82/3d/14ce75ef66813643812f3093ab17e46d3a206942ce7376d31ec2d36229e7/lark-1.3.1-py3-none-any.whl", hash = "sha256:c629b661023a014c37da873b4ff58a817398d12635d3bbb2c5a03be7fe5d1e12", size = 113151, upload-time = "2025-10-27T18:25:54.882Z" },
 ]
 
-[[package]]
-name = "librt"
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libs/prebuilt/Makefile

@@ -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)

libs/prebuilt/README.md

@@ -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).

libs/prebuilt/langgraph/prebuilt/tool_node.py

@@ -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)

libs/prebuilt/pyproject.toml

@@ -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"

libs/prebuilt/uv.lock

@@ -253,7 +253,7 @@ wheels = [
 
 [[package]]
 name = "langchain-core"
-version = "1.4.0"
+version = "1.4.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jsonpatch" },
@@ -266,9 +266,9 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "uuid-utils" },
 ]
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 version = "3.11.9"
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 ]
 
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-
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 name = "pluggy"
 version = "1.6.0"
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 ]
 
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 version = "4.15.0"

libs/sdk-js/README.md

@@ -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).

libs/sdk-py/Makefile

@@ -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$$|\.ipynb$$')
 

libs/sdk-py/README.md

@@ -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).

libs/sdk-py/pyproject.toml

@@ -38,8 +38,7 @@ test = [
 lint = [
     "ruff==0.15.12",
     "codespell",
-    "mypy==1.20.2",
-    "ty==0.0.33",
+    "ty",
     "starlette",
 ]
 dev = [

libs/sdk-py/tests/test_client_stream.py

@@ -214,7 +214,7 @@ def test_sync_http_client_stream_recovers_after_disconnect():
     assert parts == [
         StreamPart(event="values", data={"step": 1}, id="1"),
         StreamPart(event="values", data={"step": 2}, id="2"),
-        StreamPart(event="end", data=None, id="2"),
+        StreamPart(event="end", data=None, id="2"),  # ty: ignore[invalid-argument-type]
     ]
 
 
@@ -286,7 +286,7 @@ async def test_http_client_stream_recovers_after_disconnect():
     assert parts == [
         StreamPart(event="values", data={"step": 1}, id="1"),
         StreamPart(event="values", data={"step": 2}, id="2"),
-        StreamPart(event="end", data=None, id="2"),
+        StreamPart(event="end", data=None, id="2"),  # ty: ignore[invalid-argument-type]
     ]
 
 
@@ -444,7 +444,7 @@ def test_sync_stream_v2_client_side_conversion() -> None:
 
 
 def _check_v2_type_narrowing(part: StreamPartV2) -> None:
-    """Compile-time type narrowing checks — validates mypy narrows the union."""
+    """Compile-time type narrowing checks."""
     if part["type"] == "values":
         assert_type(part, ValuesStreamPart)
         assert_type(part["data"], dict[str, Any])

libs/sdk-py/uv.lock

@@ -266,7 +266,7 @@ wheels = [
 
 [[package]]
 name = "langchain-core"
-version = "1.4.0"
+version = "1.4.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jsonpatch" },
@@ -279,9 +279,9 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "uuid-utils" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/ee/2b/fffaff399d20a56d40b9562fa19701e91abd72d8c9d9bc8c2673077b56b6/langchain_core-1.4.7.tar.gz", hash = "sha256:7a825d77de0a3f39adbd9d09612a75e85527e14a52c1601089bcc062972d9f2b", size = 952522, upload-time = "2026-06-12T19:23:57.588Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/de/3e/dcdffa60078ae7b3a00ebb4cbbf1a204a14c3609983c604886523a7d4418/langchain_core-1.4.7-py3-none-any.whl", hash = "sha256:bcadd51951140ecdcba98311dbd931ba5de02a5ba8a2288dad5069c1eea2a13d", size = 554941, upload-time = "2026-06-12T19:23:55.826Z" },
 ]
 
 [[package]]
@@ -298,7 +298,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "1.2.4"
+version = "1.2.5"
 source = { editable = "../langgraph" }
 dependencies = [
     { name = "langchain-core" },
@@ -311,7 +311,7 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "langchain-core", specifier = ">=1.4.0,<2" },
+    { name = "langchain-core", specifier = ">=1.4.7,<2" },
     { name = "langgraph-checkpoint", editable = "../checkpoint" },
     { name = "langgraph-prebuilt", editable = "../prebuilt" },
     { name = "langgraph-sdk", editable = "." },
@@ -331,7 +331,6 @@ dev = [
     { name = "langgraph-cli", extras = ["inmem"], marker = "python_full_version < '3.14'", editable = "../cli" },
     { name = "langgraph-prebuilt", editable = "../prebuilt" },
     { name = "langgraph-sdk", editable = "." },
-    { name = "mypy" },
     { name = "psycopg", extras = ["binary"] },
     { name = "py-spy" },
     { name = "pycryptodome" },
@@ -346,12 +345,13 @@ dev = [
     { name = "redis" },
     { name = "ruff" },
     { name = "syrupy" },
+    { name = "ty" },
     { name = "types-requests" },
     { name = "uvloop", specifier = "==0.22.1" },
 ]
 lint = [
-    { name = "mypy" },
     { name = "ruff" },
+    { name = "ty" },
     { name = "types-requests" },
 ]
 test = [
@@ -399,7 +399,6 @@ requires-dist = [
 dev = [
     { name = "codespell" },
     { name = "dataclasses-json" },
-    { name = "mypy" },
     { name = "numpy" },
     { name = "pandas" },
     { name = "pandas-stubs", specifier = ">=2.2.2.240807" },
@@ -410,11 +409,12 @@ dev = [
     { name = "pytest-watcher" },
     { name = "redis" },
     { name = "ruff" },
+    { name = "ty" },
 ]
 lint = [
     { name = "codespell" },
-    { name = "mypy" },
     { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
     { name = "dataclasses-json" },
@@ -451,7 +451,6 @@ dev = [
     { name = "langgraph-checkpoint", editable = "../checkpoint" },
     { name = "langgraph-checkpoint-postgres", editable = "../checkpoint-postgres" },
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-    { name = "mypy" },
     { name = "psycopg-binary" },
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@@ -459,11 +458,12 @@ dev = [
     { name = "pytest-watcher" },
     { name = "ruff" },
     { name = "syrupy" },
+    { name = "ty" },
 ]
 lint = [
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-    { name = "mypy" },
     { name = "ruff" },
+    { name = "ty" },
 ]
 test = [
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@@ -494,7 +494,6 @@ dependencies = [
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     { name = "langgraph" },
-    { name = "mypy" },
     { name = "pydantic" },
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@@ -506,7 +505,6 @@ dev = [
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 lint = [
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-    { name = "mypy" },
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@@ -531,7 +529,6 @@ requires-dist = [
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@@ -539,14 +536,13 @@ dev = [
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     { name = "ruff", specifier = "==0.15.12" },
     { name = "starlette" },
-    { name = "ty", specifier = "==0.0.33" },
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     { name = "ruff", specifier = "==0.15.12" },
     { name = "starlette" },
-    { name = "ty", specifier = "==0.0.33" },
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