fix(pregel): skip scheduler writes on interrupt

fix(pregel): persist pending writes on interrupt
fix(langgraph): emit valid UUIDs for exit-mode delta task_ids for langgraph-api (#8165 )
2026-09-08 18:57:52 +02:00 · 2026-06-23 14:13:43 -07:00 · 2026-06-23 13:43:04 -07:00 · 2026-06-23 11:56:11 -07:00 · 2026-06-19 10:05:18 +00:00 · 2026-06-19 02:56:16 -07:00
63 changed files with 2851 additions and 1223 deletions
@@ -24,7 +24,7 @@ runs:
  using: composite
  steps:
    - name: Install uv and set the python version
-      uses: astral-sh/setup-uv@v7
+      uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0
      with:
        python-version: ${{ inputs.python-version }}
        enable-cache: ${{ inputs.enable-cache }}
@@ -37,7 +37,7 @@ jobs:
      run:
        working-directory: libs/cli
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - name: Get changed files
        id: changed-files
        if: github.event_name != 'workflow_dispatch'
@@ -31,7 +31,7 @@ jobs:
          - "3.12"
    name: "lint #${{ matrix.python-version }}"
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - name: Get changed files
        id: changed-files
        if: github.event_name != 'workflow_dispatch'
@@ -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
@@ -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 ${{ matrix.python-version }}
        uses: ./.github/actions/uv_setup
        with:
@@ -23,7 +23,7 @@ jobs:
        working-directory: libs/langgraph
    name: "test #${{ 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:
@@ -23,7 +23,7 @@ jobs:
      version: ${{ steps.check-version.outputs.version }}

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

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

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

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

-      - uses: actions/download-artifact@v8
+      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
        with:
          name: test-dist
          path: ${{ inputs.working-directory }}/dist/
@@ -17,7 +17,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - run: SHA=$(git rev-parse HEAD) && echo "SHA=$SHA" >> $GITHUB_ENV
      - name: Set up Python 3.11
        uses: ./.github/actions/uv_setup
@@ -30,7 +30,7 @@ jobs:
      - name: Run benchmarks
        run: OUTPUT=out/benchmark-baseline.json make -s benchmark
      - name: Save outputs
-        uses: actions/cache/save@v5
+        uses: actions/cache/save@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
        with:
          key: ${{ runner.os }}-benchmark-baseline-${{ env.SHA }}
          path: |
@@ -15,7 +15,7 @@ jobs:
      run:
        working-directory: libs/langgraph
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - id: files
        name: Get changed files
        uses: Ana06/get-changed-files@25f79e676e7ea1868813e21465014798211fad8c # v2.3.0
@@ -30,7 +30,7 @@ jobs:
      - name: Install dependencies
        run: uv sync --group test
      - name: Download baseline
-        uses: actions/cache/restore@v5
+        uses: actions/cache/restore@27d5ce7f107fe9357f9df03efb73ab90386fccae # v5.0.5
        with:
          key: ${{ runner.os }}-benchmark-baseline
          restore-keys: |
@@ -57,7 +57,7 @@ jobs:
            echo EOF
          } >> "$GITHUB_OUTPUT"
      - name: Annotation
-        uses: actions/github-script@v9
+        uses: actions/github-script@3a2844b7e9c422d3c10d287c895573f7108da1b3 # v9.0.0
        env:
          CHANGED_FILES: ${{ steps.files.outputs.added_modified_renamed }}
          BENCHMARK_OUTPUT: ${{ steps.benchmark.outputs.OUTPUT }}
@@ -30,7 +30,7 @@ jobs:
      deps: ${{ steps.filter.outputs.deps || 'true' }}
      sdk_py: ${{ steps.filter.outputs.sdk_py || 'true' }}
    steps:
-      - uses: actions/checkout@v6
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
      - uses: dorny/paths-filter@fbd0ab8f3e69293af611ebaee6363fc25e6d187d # v4
        if: github.event_name != 'workflow_dispatch'
        id: filter
@@ -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:
@@ -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
@@ -25,7 +25,7 @@ jobs:
      tag: ${{ steps.check-version.outputs.tag }}

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

-This directory is retained purely for archival purposes and is no longer updated. The examples previously found here have been moved to the newly [consolidated LangChain documentation](https://docs.langchain.com/oss/python/langgraph/overview). Please refer to the LangChain docs for the most up-to-date examples and usage guidelines for LangGraph.
+This directory is retained purely for archival purposes and is no longer updated.
+
+## 🤔 What is this?
+
+The examples previously found here have been moved to the consolidated LangChain documentation. This directory remains available for historical reference, but new examples and usage guidance are published in the docs.
+
+## 📖 Documentation
+
+For up-to-date LangGraph examples, tutorials, and guides, see the [LangGraph Docs](https://docs.langchain.com/oss/python/langgraph/overview). Get started with the [LangGraph Quickstart](https://docs.langchain.com/oss/python/langgraph/quickstart).
@@ -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.
@@ -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())
@@ -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).
@@ -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).
@@ -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).
@@ -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).
@@ -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).
@@ -6,7 +6,7 @@ readme = "README.md"
 requires-python = ">=3.10"
 dependencies = [
  "langchain-openai==1.1.14",
-  "langchain-anthropic==1.0.0a5",
+  "langchain-anthropic==1.4.6",
  "langgraph==1.1.5"
 ]

@@ -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:
@@ -2,15 +2,7 @@
 # yarn lockfile v1


-"@ampproject/remapping@^2.2.0":
-  version "2.3.0"
-  resolved "https://registry.yarnpkg.com/@ampproject/remapping/-/remapping-2.3.0.tgz#ed441b6fa600072520ce18b43d2c8cc8caecc7f4"
-  integrity sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==
-  dependencies:
-    "@jridgewell/gen-mapping" "^0.3.5"
-    "@jridgewell/trace-mapping" "^0.3.24"
-
-"@babel/code-frame@^7.0.0", "@babel/code-frame@^7.24.7":
+"@babel/code-frame@^7.0.0":
  version "7.24.7"
  resolved "https://registry.yarnpkg.com/@babel/code-frame/-/code-frame-7.24.7.tgz#882fd9e09e8ee324e496bd040401c6f046ef4465"
  integrity sha512-BcYH1CVJBO9tvyIZ2jVeXgSIMvGZ2FDRvDdOIVQyuklNKSsx+eppDEBq/g47Ayw+RqNFE+URvOShmf+f/qwAlA==
@@ -18,7 +10,7 @@
    "@babel/highlight" "^7.24.7"
    picocolors "^1.0.0"

-"@babel/code-frame@^7.27.1", "@babel/code-frame@^7.28.6", "@babel/code-frame@^7.29.0":
+"@babel/code-frame@^7.27.1":
  version "7.29.0"
  resolved "https://registry.yarnpkg.com/@babel/code-frame/-/code-frame-7.29.0.tgz#7cd7a59f15b3cc0dcd803038f7792712a7d0b15c"
  integrity sha512-9NhCeYjq9+3uxgdtp20LSiJXJvN0FeCtNGpJxuMFZ1Kv3cWUNb6DOhJwUvcVCzKGR66cw4njwM6hrJLqgOwbcw==
@@ -27,51 +19,34 @@
    js-tokens "^4.0.0"
    picocolors "^1.1.1"

-"@babel/compat-data@^7.25.2":
-  version "7.25.2"
-  resolved "https://registry.yarnpkg.com/@babel/compat-data/-/compat-data-7.25.2.tgz#e41928bd33475305c586f6acbbb7e3ade7a6f7f5"
-  integrity sha512-bYcppcpKBvX4znYaPEeFau03bp89ShqNMLs+rmdptMw+heSZh9+z84d2YG+K7cYLbWwzdjtDoW/uqZmPjulClQ==
-
-"@babel/compat-data@^7.28.6":
-  version "7.29.0"
-  resolved "https://registry.yarnpkg.com/@babel/compat-data/-/compat-data-7.29.0.tgz#00d03e8c0ac24dd9be942c5370990cbe1f17d88d"
-  integrity sha512-T1NCJqT/j9+cn8fvkt7jtwbLBfLC/1y1c7NtCeXFRgzGTsafi68MRv8yzkYSapBnFA6L3U2VSc02ciDzoAJhJg==
-
-"@babel/core@^7.23.9":
-  version "7.25.2"
-  resolved "https://registry.yarnpkg.com/@babel/core/-/core-7.25.2.tgz#ed8eec275118d7613e77a352894cd12ded8eba77"
-  integrity sha512-BBt3opiCOxUr9euZ5/ro/Xv8/V7yJ5bjYMqG/C1YAo8MIKAnumZalCN+msbci3Pigy4lIQfPUpfMM27HMGaYEA==
+"@babel/code-frame@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/code-frame/-/code-frame-7.29.7.tgz#f2fbbfea87c44a21590ec515b778b2c26d8866e7"
+  integrity sha512-Aup7aUOfpbAUg2ROOJN6Iw5f9DMBlzu0mIkm/malLQFN/YQgO48wCj0Kxa3sEHJvPVFg7siR+qRInwXd2qhQKw==
  dependencies:
-    "@ampproject/remapping" "^2.2.0"
-    "@babel/code-frame" "^7.24.7"
-    "@babel/generator" "^7.25.0"
-    "@babel/helper-compilation-targets" "^7.25.2"
-    "@babel/helper-module-transforms" "^7.25.2"
-    "@babel/helpers" "^7.25.0"
-    "@babel/parser" "^7.25.0"
-    "@babel/template" "^7.25.0"
-    "@babel/traverse" "^7.25.2"
-    "@babel/types" "^7.25.2"
-    convert-source-map "^2.0.0"
-    debug "^4.1.0"
-    gensync "^1.0.0-beta.2"
-    json5 "^2.2.3"
-    semver "^6.3.1"
+    "@babel/helper-validator-identifier" "^7.29.7"
+    js-tokens "^4.0.0"
+    picocolors "^1.1.1"

-"@babel/core@^7.27.4":
-  version "7.29.0"
-  resolved "https://registry.yarnpkg.com/@babel/core/-/core-7.29.0.tgz#5286ad785df7f79d656e88ce86e650d16ca5f322"
-  integrity sha512-CGOfOJqWjg2qW/Mb6zNsDm+u5vFQ8DxXfbM09z69p5Z6+mE1ikP2jUXw+j42Pf1XTYED2Rni5f95npYeuwMDQA==
+"@babel/compat-data@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/compat-data/-/compat-data-7.29.7.tgz#6f0237f0f36d2e51c0570a636faed9d2d0efe629"
+  integrity sha512-locTkQyKvwIEgBzVrn8693ebc97F2U8ZHjbXwDXJ5Fn2TCpNwTlKcaKLkdHop5c/icOFE7qt7Q9JC5hnKNa6Gg==
+
+"@babel/core@^7.23.9", "@babel/core@^7.27.4":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/core/-/core-7.29.7.tgz#80c10b17248082968b57a857b91640971f2070f7"
+  integrity sha512-RgHBCvtjbOK2gXSNBNIkNoEc9qoVEtau3hj8gEqKQuL3HZAibKarWFEI3Lfm6EYKkLalOh8eSrj9b+ch9H/VBA==
  dependencies:
-    "@babel/code-frame" "^7.29.0"
-    "@babel/generator" "^7.29.0"
-    "@babel/helper-compilation-targets" "^7.28.6"
-    "@babel/helper-module-transforms" "^7.28.6"
-    "@babel/helpers" "^7.28.6"
-    "@babel/parser" "^7.29.0"
-    "@babel/template" "^7.28.6"
-    "@babel/traverse" "^7.29.0"
-    "@babel/types" "^7.29.0"
+    "@babel/code-frame" "^7.29.7"
+    "@babel/generator" "^7.29.7"
+    "@babel/helper-compilation-targets" "^7.29.7"
+    "@babel/helper-module-transforms" "^7.29.7"
+    "@babel/helpers" "^7.29.7"
+    "@babel/parser" "^7.29.7"
+    "@babel/template" "^7.29.7"
+    "@babel/traverse" "^7.29.7"
+    "@babel/types" "^7.29.7"
    "@jridgewell/remapping" "^2.3.5"
    convert-source-map "^2.0.0"
    debug "^4.1.0"
@@ -79,17 +54,7 @@
    json5 "^2.2.3"
    semver "^6.3.1"

-"@babel/generator@^7.25.0":
-  version "7.25.0"
-  resolved "https://registry.yarnpkg.com/@babel/generator/-/generator-7.25.0.tgz#f858ddfa984350bc3d3b7f125073c9af6988f18e"
-  integrity sha512-3LEEcj3PVW8pW2R1SR1M89g/qrYk/m/mB/tLqn7dn4sbBUQyTqnlod+II2U4dqiGtUmkcnAmkMDralTFZttRiw==
-  dependencies:
-    "@babel/types" "^7.25.0"
-    "@jridgewell/gen-mapping" "^0.3.5"
-    "@jridgewell/trace-mapping" "^0.3.25"
-    jsesc "^2.5.1"
-
-"@babel/generator@^7.27.5", "@babel/generator@^7.29.0":
+"@babel/generator@^7.27.5":
  version "7.29.1"
  resolved "https://registry.yarnpkg.com/@babel/generator/-/generator-7.29.1.tgz#d09876290111abbb00ef962a7b83a5307fba0d50"
  integrity sha512-qsaF+9Qcm2Qv8SRIMMscAvG4O3lJ0F1GuMo5HR/Bp02LopNgnZBC/EkbevHFeGs4ls/oPz9v+Bsmzbkbe+0dUw==
@@ -100,67 +65,49 @@
    "@jridgewell/trace-mapping" "^0.3.28"
    jsesc "^3.0.2"

-"@babel/helper-compilation-targets@^7.25.2":
-  version "7.25.2"
-  resolved "https://registry.yarnpkg.com/@babel/helper-compilation-targets/-/helper-compilation-targets-7.25.2.tgz#e1d9410a90974a3a5a66e84ff55ef62e3c02d06c"
-  integrity sha512-U2U5LsSaZ7TAt3cfaymQ8WHh0pxvdHoEk6HVpaexxixjyEquMh0L0YNJNM6CTGKMXV1iksi0iZkGw4AcFkPaaw==
+"@babel/generator@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/generator/-/generator-7.29.7.tgz#cca0b8827e6bcf3ba176788e7f3b180ad6db2fa3"
+  integrity sha512-DkXD5OJQaAQIdZ1bt3UZdEnHAn9Imd3IVBdX03UFe+ony9Ojw5pzr9YVKGDY1jt+Gcn/FnGkNf8r+Vj5NOJWtQ==
  dependencies:
-    "@babel/compat-data" "^7.25.2"
-    "@babel/helper-validator-option" "^7.24.8"
-    browserslist "^4.23.1"
-    lru-cache "^5.1.1"
-    semver "^6.3.1"
+    "@babel/parser" "^7.29.7"
+    "@babel/types" "^7.29.7"
+    "@jridgewell/gen-mapping" "^0.3.12"
+    "@jridgewell/trace-mapping" "^0.3.28"
+    jsesc "^3.0.2"

-"@babel/helper-compilation-targets@^7.28.6":
-  version "7.28.6"
-  resolved "https://registry.yarnpkg.com/@babel/helper-compilation-targets/-/helper-compilation-targets-7.28.6.tgz#32c4a3f41f12ed1532179b108a4d746e105c2b25"
-  integrity sha512-JYtls3hqi15fcx5GaSNL7SCTJ2MNmjrkHXg4FSpOA/grxK8KwyZ5bubHsCq8FXCkua6xhuaaBit+3b7+VZRfcA==
+"@babel/helper-compilation-targets@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/helper-compilation-targets/-/helper-compilation-targets-7.29.7.tgz#7a1def704302401c47f64fa85589e974ae217042"
+  integrity sha512-wem6WaBj4NaVYVdNhLPPVacES6ZJ+KBBfSkTMD3YZxbP3rm3Di85tJU5ljaUNhaOynt+Aj0xruhYuzQBt8n71g==
  dependencies:
-    "@babel/compat-data" "^7.28.6"
-    "@babel/helper-validator-option" "^7.27.1"
+    "@babel/compat-data" "^7.29.7"
+    "@babel/helper-validator-option" "^7.29.7"
    browserslist "^4.24.0"
    lru-cache "^5.1.1"
    semver "^6.3.1"

-"@babel/helper-globals@^7.28.0":
-  version "7.28.0"
-  resolved "https://registry.yarnpkg.com/@babel/helper-globals/-/helper-globals-7.28.0.tgz#b9430df2aa4e17bc28665eadeae8aa1d985e6674"
-  integrity sha512-+W6cISkXFa1jXsDEdYA8HeevQT/FULhxzR99pxphltZcVaugps53THCeiWA8SguxxpSp3gKPiuYfSWopkLQ4hw==
+"@babel/helper-globals@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/helper-globals/-/helper-globals-7.29.7.tgz#f04a96fbd8473241b1079243f5b3f03a3010ab7b"
+  integrity sha512-3nQVUAtvkKH9zahfWgw96Jc/uFOmjACE1kQz82E2lqWmHBgjzbNlsC22nuQTfahmWeQtTq5nQ/4Nnd2A1wj4zA==

-"@babel/helper-module-imports@^7.24.7":
-  version "7.24.7"
-  resolved "https://registry.yarnpkg.com/@babel/helper-module-imports/-/helper-module-imports-7.24.7.tgz#f2f980392de5b84c3328fc71d38bd81bbb83042b"
-  integrity sha512-8AyH3C+74cgCVVXow/myrynrAGv+nTVg5vKu2nZph9x7RcRwzmh0VFallJuFTZ9mx6u4eSdXZfcOzSqTUm0HCA==
+"@babel/helper-module-imports@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/helper-module-imports/-/helper-module-imports-7.29.7.tgz#ef25048a518e828d7393fac5882ddd73921d7396"
+  integrity sha512-ejHwrQQYcm9xnTivShn2IDOlIzInN34AXskvq9QicvCtEzq1Vzclu/tKF8Jq1Cg8JG2GL6/EmjgsCT7lXepE3g==
  dependencies:
-    "@babel/traverse" "^7.24.7"
-    "@babel/types" "^7.24.7"
+    "@babel/traverse" "^7.29.7"
+    "@babel/types" "^7.29.7"

-"@babel/helper-module-imports@^7.28.6":
-  version "7.28.6"
-  resolved "https://registry.yarnpkg.com/@babel/helper-module-imports/-/helper-module-imports-7.28.6.tgz#60632cbd6ffb70b22823187201116762a03e2d5c"
-  integrity sha512-l5XkZK7r7wa9LucGw9LwZyyCUscb4x37JWTPz7swwFE/0FMQAGpiWUZn8u9DzkSBWEcK25jmvubfpw2dnAMdbw==
+"@babel/helper-module-transforms@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/helper-module-transforms/-/helper-module-transforms-7.29.7.tgz#b062747a5997ba138637201328bbff77960574ae"
+  integrity sha512-UPUVSyXbOh627KiCIGQSgwWzGeBKLkaJ9PJEdrngIwMSzxLR4jS4+f1f1jb7VzBbg8nFLaYotvVPFCTqdrmTAg==
  dependencies:
-    "@babel/traverse" "^7.28.6"
-    "@babel/types" "^7.28.6"
-
-"@babel/helper-module-transforms@^7.25.2":
-  version "7.25.2"
-  resolved "https://registry.yarnpkg.com/@babel/helper-module-transforms/-/helper-module-transforms-7.25.2.tgz#ee713c29768100f2776edf04d4eb23b8d27a66e6"
-  integrity sha512-BjyRAbix6j/wv83ftcVJmBt72QtHI56C7JXZoG2xATiLpmoC7dpd8WnkikExHDVPpi/3qCmO6WY1EaXOluiecQ==
-  dependencies:
-    "@babel/helper-module-imports" "^7.24.7"
-    "@babel/helper-simple-access" "^7.24.7"
-    "@babel/helper-validator-identifier" "^7.24.7"
-    "@babel/traverse" "^7.25.2"
-
-"@babel/helper-module-transforms@^7.28.6":
-  version "7.28.6"
-  resolved "https://registry.yarnpkg.com/@babel/helper-module-transforms/-/helper-module-transforms-7.28.6.tgz#9312d9d9e56edc35aeb6e95c25d4106b50b9eb1e"
-  integrity sha512-67oXFAYr2cDLDVGLXTEABjdBJZ6drElUSI7WKp70NrpyISso3plG9SAGEF6y7zbha/wOzUByWWTJvEDVNIUGcA==
-  dependencies:
-    "@babel/helper-module-imports" "^7.28.6"
-    "@babel/helper-validator-identifier" "^7.28.5"
-    "@babel/traverse" "^7.28.6"
+    "@babel/helper-module-imports" "^7.29.7"
+    "@babel/helper-validator-identifier" "^7.29.7"
+    "@babel/traverse" "^7.29.7"

 "@babel/helper-plugin-utils@^7.0.0", "@babel/helper-plugin-utils@^7.10.4", "@babel/helper-plugin-utils@^7.12.13", "@babel/helper-plugin-utils@^7.14.5", "@babel/helper-plugin-utils@^7.24.7", "@babel/helper-plugin-utils@^7.8.0":
  version "7.24.8"
@@ -172,14 +119,6 @@
  resolved "https://registry.yarnpkg.com/@babel/helper-plugin-utils/-/helper-plugin-utils-7.28.6.tgz#6f13ea251b68c8532e985fd532f28741a8af9ac8"
  integrity sha512-S9gzZ/bz83GRysI7gAD4wPT/AI3uCnY+9xn+Mx/KPs2JwHJIz1W8PZkg2cqyt3RNOBM8ejcXhV6y8Og7ly/Dug==

-"@babel/helper-simple-access@^7.24.7":
-  version "7.24.7"
-  resolved "https://registry.yarnpkg.com/@babel/helper-simple-access/-/helper-simple-access-7.24.7.tgz#bcade8da3aec8ed16b9c4953b74e506b51b5edb3"
-  integrity sha512-zBAIvbCMh5Ts+b86r/CjU+4XGYIs+R1j951gxI3KmmxBMhCg4oQMsv6ZXQ64XOm/cvzfU1FmoCyt6+owc5QMYg==
-  dependencies:
-    "@babel/traverse" "^7.24.7"
-    "@babel/types" "^7.24.7"
-
 "@babel/helper-string-parser@^7.24.8":
  version "7.24.8"
  resolved "https://registry.yarnpkg.com/@babel/helper-string-parser/-/helper-string-parser-7.24.8.tgz#5b3329c9a58803d5df425e5785865881a81ca48d"
@@ -190,6 +129,11 @@
  resolved "https://registry.yarnpkg.com/@babel/helper-string-parser/-/helper-string-parser-7.27.1.tgz#54da796097ab19ce67ed9f88b47bb2ec49367687"
  integrity sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==

+"@babel/helper-string-parser@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/helper-string-parser/-/helper-string-parser-7.29.7.tgz#7f0871d99824d23137d60f86fcf6130fd5a1b51f"
+  integrity sha512-Pb5ijPrZ89GDH8223L4UP8i6QApWxs04RbPQJTeWDV0/keR2E36MeKnyr6LYmUUvqRRI+Iv87SuF1W6ErINzYw==
+
 "@babel/helper-validator-identifier@^7.24.7":
  version "7.24.7"
  resolved "https://registry.yarnpkg.com/@babel/helper-validator-identifier/-/helper-validator-identifier-7.24.7.tgz#75b889cfaf9e35c2aaf42cf0d72c8e91719251db"
@@ -200,31 +144,23 @@
  resolved "https://registry.yarnpkg.com/@babel/helper-validator-identifier/-/helper-validator-identifier-7.28.5.tgz#010b6938fab7cb7df74aa2bbc06aa503b8fe5fb4"
  integrity sha512-qSs4ifwzKJSV39ucNjsvc6WVHs6b7S03sOh2OcHF9UHfVPqWWALUsNUVzhSBiItjRZoLHx7nIarVjqKVusUZ1Q==

-"@babel/helper-validator-option@^7.24.8":
-  version "7.24.8"
-  resolved "https://registry.yarnpkg.com/@babel/helper-validator-option/-/helper-validator-option-7.24.8.tgz#3725cdeea8b480e86d34df15304806a06975e33d"
-  integrity sha512-xb8t9tD1MHLungh/AIoWYN+gVHaB9kwlu8gffXGSt3FFEIT7RjS+xWbc2vUD1UTZdIpKj/ab3rdqJ7ufngyi2Q==
+"@babel/helper-validator-identifier@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/helper-validator-identifier/-/helper-validator-identifier-7.29.7.tgz#bd87084ced0c796ec46bda492de6e83d29e89fc2"
+  integrity sha512-qehxGkRj55h/ff8EMaJ+cYhyaKlHIxqYDn682wQD7RNp9UujOQsHog2uS0r2vzr4pW+sXf90NeeayjcNaX3fFg==

-"@babel/helper-validator-option@^7.27.1":
-  version "7.27.1"
-  resolved "https://registry.yarnpkg.com/@babel/helper-validator-option/-/helper-validator-option-7.27.1.tgz#fa52f5b1e7db1ab049445b421c4471303897702f"
-  integrity sha512-YvjJow9FxbhFFKDSuFnVCe2WxXk1zWc22fFePVNEaWJEu8IrZVlda6N0uHwzZrUM1il7NC9Mlp4MaJYbYd9JSg==
+"@babel/helper-validator-option@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/helper-validator-option/-/helper-validator-option-7.29.7.tgz#cf315be940213b354eb4abcc0bd01ebe3f73bc2a"
+  integrity sha512-N9ZErrD+yW5geCDtBqnOoxmR8+tNKiGuxKlDpuJxfsqpa2dFcexaziGAE/qoHLiDDreVNMupxGmSoNlyvsA3gw==

-"@babel/helpers@^7.25.0":
-  version "7.25.0"
-  resolved "https://registry.yarnpkg.com/@babel/helpers/-/helpers-7.25.0.tgz#e69beb7841cb93a6505531ede34f34e6a073650a"
-  integrity sha512-MjgLZ42aCm0oGjJj8CtSM3DB8NOOf8h2l7DCTePJs29u+v7yO/RBX9nShlKMgFnRks/Q4tBAe7Hxnov9VkGwLw==
+"@babel/helpers@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/helpers/-/helpers-7.29.7.tgz#45abfde7548997e34376c3e69feb475cffb4a607"
+  integrity sha512-1k2lAGRMfHTcwuNYcCNUmaUffmQv8KWMfh2iJUUeRlwlwH4FdNG7mfPI10NPfLHJFThE4Tyr4mv7kTNZOiPuBg==
  dependencies:
-    "@babel/template" "^7.25.0"
-    "@babel/types" "^7.25.0"
-
-"@babel/helpers@^7.28.6":
-  version "7.28.6"
-  resolved "https://registry.yarnpkg.com/@babel/helpers/-/helpers-7.28.6.tgz#fca903a313ae675617936e8998b814c415cbf5d7"
-  integrity sha512-xOBvwq86HHdB7WUDTfKfT/Vuxh7gElQ+Sfti2Cy6yIWNW05P8iUslOVcZ4/sKbE+/jQaukQAdz/gf3724kYdqw==
-  dependencies:
-    "@babel/template" "^7.28.6"
-    "@babel/types" "^7.28.6"
+    "@babel/template" "^7.29.7"
+    "@babel/types" "^7.29.7"

 "@babel/highlight@^7.24.7":
  version "7.24.7"
@@ -236,20 +172,27 @@
    js-tokens "^4.0.0"
    picocolors "^1.0.0"

-"@babel/parser@^7.1.0", "@babel/parser@^7.20.7", "@babel/parser@^7.23.9", "@babel/parser@^7.25.0", "@babel/parser@^7.25.3":
+"@babel/parser@^7.1.0", "@babel/parser@^7.20.7", "@babel/parser@^7.23.9":
  version "7.25.3"
  resolved "https://registry.yarnpkg.com/@babel/parser/-/parser-7.25.3.tgz#91fb126768d944966263f0657ab222a642b82065"
  integrity sha512-iLTJKDbJ4hMvFPgQwwsVoxtHyWpKKPBrxkANrSYewDPaPpT5py5yeVkgPIJ7XYXhndxJpaA3PyALSXQ7u8e/Dw==
  dependencies:
    "@babel/types" "^7.25.2"

-"@babel/parser@^7.28.6", "@babel/parser@^7.29.0":
+"@babel/parser@^7.29.0":
  version "7.29.0"
  resolved "https://registry.yarnpkg.com/@babel/parser/-/parser-7.29.0.tgz#669ef345add7d057e92b7ed15f0bac07611831b6"
  integrity sha512-IyDgFV5GeDUVX4YdF/3CPULtVGSXXMLh1xVIgdCgxApktqnQV0r7/8Nqthg+8YLGaAtdyIlo2qIdZrbCv4+7ww==
  dependencies:
    "@babel/types" "^7.29.0"

+"@babel/parser@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/parser/-/parser-7.29.7.tgz#837b87387cbf5ec5530cb634b3c622f68edb9334"
+  integrity sha512-hnORnjP/1P/zFEndoeX+n+t1RwWRJiJpM/jO7FW32Kn9r5+sJB2JWOdYo4L6k78j15eCwY3Gm/7364B1EMwtNg==
+  dependencies:
+    "@babel/types" "^7.29.7"
+
 "@babel/plugin-syntax-async-generators@^7.8.4":
  version "7.8.4"
  resolved "https://registry.yarnpkg.com/@babel/plugin-syntax-async-generators/-/plugin-syntax-async-generators-7.8.4.tgz#a983fb1aeb2ec3f6ed042a210f640e90e786fe0d"
@@ -369,51 +312,29 @@
  dependencies:
    "@babel/helper-plugin-utils" "^7.28.6"

-"@babel/template@^7.25.0":
-  version "7.25.0"
-  resolved "https://registry.yarnpkg.com/@babel/template/-/template-7.25.0.tgz#e733dc3134b4fede528c15bc95e89cb98c52592a"
-  integrity sha512-aOOgh1/5XzKvg1jvVz7AVrx2piJ2XBi227DHmbY6y+bM9H2FlN+IfecYu4Xl0cNiiVejlsCri89LUsbj8vJD9Q==
+"@babel/template@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/template/-/template-7.29.7.tgz#4d9d4004f645cdd304de958c725162784ecac700"
+  integrity sha512-puq+Gf35oI24FeN11LkoUQFqv9uwNeWpxXZi/Ji3rRIoKAzKnxRaZ+Gkj0vKS9ZCiTESfng1N9LyOyXvo+m+Gg==
  dependencies:
-    "@babel/code-frame" "^7.24.7"
-    "@babel/parser" "^7.25.0"
-    "@babel/types" "^7.25.0"
+    "@babel/code-frame" "^7.29.7"
+    "@babel/parser" "^7.29.7"
+    "@babel/types" "^7.29.7"

-"@babel/template@^7.28.6":
-  version "7.28.6"
-  resolved "https://registry.yarnpkg.com/@babel/template/-/template-7.28.6.tgz#0e7e56ecedb78aeef66ce7972b082fce76a23e57"
-  integrity sha512-YA6Ma2KsCdGb+WC6UpBVFJGXL58MDA6oyONbjyF/+5sBgxY/dwkhLogbMT2GXXyU84/IhRw/2D1Os1B/giz+BQ==
+"@babel/traverse@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/traverse/-/traverse-7.29.7.tgz#c47b07a41b95da0907d026b5dd894d98de7d2f2d"
+  integrity sha512-EhlfNQtZ+NK22w5BM61ciuiq1m58ed33Wr1Xan//ZRTy6hgjnwyCffRYwzsGXdASJSUJ1guZILsErh1eQcl+zw==
  dependencies:
-    "@babel/code-frame" "^7.28.6"
-    "@babel/parser" "^7.28.6"
-    "@babel/types" "^7.28.6"
-
-"@babel/traverse@^7.24.7", "@babel/traverse@^7.25.2":
-  version "7.25.3"
-  resolved "https://registry.yarnpkg.com/@babel/traverse/-/traverse-7.25.3.tgz#f1b901951c83eda2f3e29450ce92743783373490"
-  integrity sha512-HefgyP1x754oGCsKmV5reSmtV7IXj/kpaE1XYY+D9G5PvKKoFfSbiS4M77MdjuwlZKDIKFCffq9rPU+H/s3ZdQ==
-  dependencies:
-    "@babel/code-frame" "^7.24.7"
-    "@babel/generator" "^7.25.0"
-    "@babel/parser" "^7.25.3"
-    "@babel/template" "^7.25.0"
-    "@babel/types" "^7.25.2"
-    debug "^4.3.1"
-    globals "^11.1.0"
-
-"@babel/traverse@^7.28.6", "@babel/traverse@^7.29.0":
-  version "7.29.0"
-  resolved "https://registry.yarnpkg.com/@babel/traverse/-/traverse-7.29.0.tgz#f323d05001440253eead3c9c858adbe00b90310a"
-  integrity sha512-4HPiQr0X7+waHfyXPZpWPfWL/J7dcN1mx9gL6WdQVMbPnF3+ZhSMs8tCxN7oHddJE9fhNE7+lxdnlyemKfJRuA==
-  dependencies:
-    "@babel/code-frame" "^7.29.0"
-    "@babel/generator" "^7.29.0"
-    "@babel/helper-globals" "^7.28.0"
-    "@babel/parser" "^7.29.0"
-    "@babel/template" "^7.28.6"
-    "@babel/types" "^7.29.0"
+    "@babel/code-frame" "^7.29.7"
+    "@babel/generator" "^7.29.7"
+    "@babel/helper-globals" "^7.29.7"
+    "@babel/parser" "^7.29.7"
+    "@babel/template" "^7.29.7"
+    "@babel/types" "^7.29.7"
    debug "^4.3.1"

-"@babel/types@^7.0.0", "@babel/types@^7.20.7", "@babel/types@^7.24.7", "@babel/types@^7.25.0", "@babel/types@^7.25.2":
+"@babel/types@^7.0.0", "@babel/types@^7.20.7", "@babel/types@^7.25.2":
  version "7.25.2"
  resolved "https://registry.yarnpkg.com/@babel/types/-/types-7.25.2.tgz#55fb231f7dc958cd69ea141a4c2997e819646125"
  integrity sha512-YTnYtra7W9e6/oAZEHj0bJehPRUlLH9/fbpT5LfB0NhQXyALCRkRs3zH9v07IYhkgpqX6Z78FnuccZr/l4Fs4Q==
@@ -422,7 +343,7 @@
    "@babel/helper-validator-identifier" "^7.24.7"
    to-fast-properties "^2.0.0"

-"@babel/types@^7.27.3", "@babel/types@^7.28.6", "@babel/types@^7.29.0":
+"@babel/types@^7.27.3", "@babel/types@^7.29.0":
  version "7.29.0"
  resolved "https://registry.yarnpkg.com/@babel/types/-/types-7.29.0.tgz#9f5b1e838c446e72cf3cd4b918152b8c605e37c7"
  integrity sha512-LwdZHpScM4Qz8Xw2iKSzS+cfglZzJGvofQICy7W7v4caru4EaAmyUuO6BGrbyQ2mYV11W0U8j5mBhd14dd3B0A==
@@ -430,6 +351,14 @@
    "@babel/helper-string-parser" "^7.27.1"
    "@babel/helper-validator-identifier" "^7.28.5"

+"@babel/types@^7.29.7":
+  version "7.29.7"
+  resolved "https://registry.yarnpkg.com/@babel/types/-/types-7.29.7.tgz#8005e31d82712ee7adaef6e23c63b71a62770a92"
+  integrity sha512-4zBIxpPzowiZpusoFkyGVwakdRJUyuH5PxQ/PrqghfdFWWasvnCdPfQXHrenDai+gyLARulZjZowCOj6fjT4pA==
+  dependencies:
+    "@babel/helper-string-parser" "^7.29.7"
+    "@babel/helper-validator-identifier" "^7.29.7"
+
 "@bcoe/v8-coverage@^0.2.3":
  version "0.2.3"
  resolved "https://registry.yarnpkg.com/@bcoe/v8-coverage/-/v8-coverage-0.2.3.tgz#75a2e8b51cb758a7553d6804a5932d7aace75c39"
@@ -1614,16 +1543,6 @@ braces@^3.0.3:
  dependencies:
    fill-range "^7.1.1"

-browserslist@^4.23.1:
-  version "4.23.3"
-  resolved "https://registry.yarnpkg.com/browserslist/-/browserslist-4.23.3.tgz#debb029d3c93ebc97ffbc8d9cbb03403e227c800"
-  integrity sha512-btwCFJVjI4YWDNfau8RhZ+B1Q/VLoUITrm3RlP6y1tYGWIOa+InuYiRGXUBXo8nA1qKmHMyLB/iVQg5TT4eFoA==
-  dependencies:
-    caniuse-lite "^1.0.30001646"
-    electron-to-chromium "^1.5.4"
-    node-releases "^2.0.18"
-    update-browserslist-db "^1.1.0"
-
 browserslist@^4.24.0:
  version "4.28.1"
  resolved "https://registry.yarnpkg.com/browserslist/-/browserslist-4.28.1.tgz#7f534594628c53c63101079e27e40de490456a95"
@@ -1706,11 +1625,6 @@ camelcase@^6.3.0:
  resolved "https://registry.yarnpkg.com/camelcase/-/camelcase-6.3.0.tgz#5685b95eb209ac9c0c177467778c9c84df58ba9a"
  integrity sha512-Gmy6FhYlCY7uOElZUSbxo2UCDH8owEk996gkbrpsgGtrJLM3J7jGxl9Ic7Qwwj4ivOE5AWZWRMecDdF7hqGjFA==

-caniuse-lite@^1.0.30001646:
-  version "1.0.30001651"
-  resolved "https://registry.yarnpkg.com/caniuse-lite/-/caniuse-lite-1.0.30001651.tgz#52de59529e8b02b1aedcaaf5c05d9e23c0c28138"
-  integrity sha512-9Cf+Xv1jJNe1xPZLGuUXLNkE1BoDkqRqYyFJ9TDYSqhduqA4hu4oR9HluGoWYQC/aj8WHjsGVV+bwkh0+tegRg==
-
 caniuse-lite@^1.0.30001759:
  version "1.0.30001769"
  resolved "https://registry.yarnpkg.com/caniuse-lite/-/caniuse-lite-1.0.30001769.tgz#1ad91594fad7dc233777c2781879ab5409f7d9c2"
@@ -1947,11 +1861,6 @@ electron-to-chromium@^1.5.263:
  resolved "https://registry.yarnpkg.com/electron-to-chromium/-/electron-to-chromium-1.5.286.tgz#142be1ab5e1cd5044954db0e5898f60a4960384e"
  integrity sha512-9tfDXhJ4RKFNerfjdCcZfufu49vg620741MNs26a9+bhLThdB+plgMeou98CAaHu/WATj2iHOOHTp1hWtABj2A==

-electron-to-chromium@^1.5.4:
-  version "1.5.12"
-  resolved "https://registry.yarnpkg.com/electron-to-chromium/-/electron-to-chromium-1.5.12.tgz#ee31756eaa2e06f2aa606f170b7ad06dd402b4e4"
-  integrity sha512-tIhPkdlEoCL1Y+PToq3zRNehUaKp3wBX/sr7aclAWdIWjvqAe/Im/H0SiCM4c1Q8BLPHCdoJTol+ZblflydehA==
-
 emittery@^0.13.1:
  version "0.13.1"
  resolved "https://registry.yarnpkg.com/emittery/-/emittery-0.13.1.tgz#c04b8c3457490e0847ae51fced3af52d338e3dad"
@@ -2168,7 +2077,7 @@ es-to-primitive@^1.3.0:
    is-date-object "^1.0.5"
    is-symbol "^1.0.4"

-escalade@^3.1.1, escalade@^3.1.2:
+escalade@^3.1.1:
  version "3.1.2"
  resolved "https://registry.yarnpkg.com/escalade/-/escalade-3.1.2.tgz#54076e9ab29ea5bf3d8f1ed62acffbb88272df27"
  integrity sha512-ErCHMCae19vR8vQGe50xIsVomy19rg6gFu3+r3jkEO46suLMWBksvVyoGgQV+jOfl84ZSOSlmv6Gxa89PmTGmA==
@@ -2662,11 +2571,6 @@ glob@^7.1.4:
    once "^1.3.0"
    path-is-absolute "^1.0.0"

-globals@^11.1.0:
-  version "11.12.0"
-  resolved "https://registry.yarnpkg.com/globals/-/globals-11.12.0.tgz#ab8795338868a0babd8525758018c2a7eb95c42e"
-  integrity sha512-WOBp/EEGUiIsJSp7wcv/y6MO+lV9UoncWqxuFfm8eBwzWNgyfBd6Gz+IeKQ9jCmyhoH99g15M3T+QaVHFjizVA==
-
 globals@^14.0.0:
  version "14.0.0"
  resolved "https://registry.yarnpkg.com/globals/-/globals-14.0.0.tgz#898d7413c29babcf6bafe56fcadded858ada724e"
@@ -3646,11 +3550,6 @@ js-yaml@^4.1.1:
  dependencies:
    argparse "^2.0.1"

-jsesc@^2.5.1:
-  version "2.5.2"
-  resolved "https://registry.yarnpkg.com/jsesc/-/jsesc-2.5.2.tgz#80564d2e483dacf6e8ef209650a67df3f0c283a4"
-  integrity sha512-OYu7XEzjkCQ3C5Ps3QIZsQfNpqoJyZZA99wd9aWd05NCtC5pWOkShK2mkL6HXQR6/Cy2lbNdPlZBpuQHXE63gA==
-
 jsesc@^3.0.2:
  version "3.1.0"
  resolved "https://registry.yarnpkg.com/jsesc/-/jsesc-3.1.0.tgz#74d335a234f67ed19907fdadfac7ccf9d409825d"
@@ -3854,11 +3753,6 @@ node-int64@^0.4.0:
  resolved "https://registry.yarnpkg.com/node-int64/-/node-int64-0.4.0.tgz#87a9065cdb355d3182d8f94ce11188b825c68a3b"
  integrity sha512-O5lz91xSOeoXP6DulyHfllpq+Eg00MWitZIbtPfoSEvqIHdl5gfcY6hYzDWnj0qD5tz52PI08u9qUvSVeUBeHw==

-node-releases@^2.0.18:
-  version "2.0.18"
-  resolved "https://registry.yarnpkg.com/node-releases/-/node-releases-2.0.18.tgz#f010e8d35e2fe8d6b2944f03f70213ecedc4ca3f"
-  integrity sha512-d9VeXT4SJ7ZeOqGX6R5EM022wpL+eWPooLI+5UpWn2jCT1aosUQEhQP214x33Wkwx3JQMvIm+tIoVOdodFS40g==
-
 node-releases@^2.0.27:
  version "2.0.27"
  resolved "https://registry.yarnpkg.com/node-releases/-/node-releases-2.0.27.tgz#eedca519205cf20f650f61d56b070db111231e4e"
@@ -4100,7 +3994,7 @@ path-scurry@^1.11.1:
    lru-cache "^10.2.0"
    minipass "^5.0.0 || ^6.0.2 || ^7.0.0"

-picocolors@^1.0.0, picocolors@^1.0.1:
+picocolors@^1.0.0:
  version "1.0.1"
  resolved "https://registry.yarnpkg.com/picocolors/-/picocolors-1.0.1.tgz#a8ad579b571952f0e5d25892de5445bcfe25aaa1"
  integrity sha512-anP1Z8qwhkbmu7MFP5iTt+wQKXgwzf7zTyGlcdzabySa9vd0Xt392U0rVmz9poOaBj0uHJKyyo9/upk0HrEQew==
@@ -4856,14 +4750,6 @@ unrs-resolver@^1.7.11:
    "@unrs/resolver-binding-win32-ia32-msvc" "1.11.1"
    "@unrs/resolver-binding-win32-x64-msvc" "1.11.1"

-update-browserslist-db@^1.1.0:
-  version "1.1.0"
-  resolved "https://registry.yarnpkg.com/update-browserslist-db/-/update-browserslist-db-1.1.0.tgz#7ca61c0d8650766090728046e416a8cde682859e"
-  integrity sha512-EdRAaAyk2cUE1wOf2DkEhzxqOQvFOoRJFNS6NeyJ01Gp2beMRpBAINjM2iDXE3KCuKhwnvHIQCJm6ThL2Z+HzQ==
-  dependencies:
-    escalade "^3.1.2"
-    picocolors "^1.0.1"
-
 update-browserslist-db@^1.2.0:
  version "1.2.3"
  resolved "https://registry.yarnpkg.com/update-browserslist-db/-/update-browserslist-db-1.2.3.tgz#64d76db58713136acbeb4c49114366cc6cc2e80d"
@@ -1280,9 +1280,9 @@ js-tiktoken@^1.0.12:
    base64-js "^1.5.1"

 js-yaml@^4.1.1:
-  version "4.1.1"
-  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.1.1.tgz#854c292467705b699476e1a2decc0c8a3458806b"
-  integrity sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==
+  version "4.2.0"
+  resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.2.0.tgz#2bd9e85682dd91bd469afb809d816043b3d49524"
+  integrity sha512-ePWsvanv0DWuDRsW8dnt+R4jQ31SCRCQ7hhNcPXZPsoBZiemuZNYGf7adZdqX2D86j6rvKp3RpCxVTSb8WQlOw==
  dependencies:
    argparse "^2.0.1"

@@ -1 +1 @@
-__version__ = "0.4.28"
+__version__ = "0.4.30"
@@ -159,7 +159,14 @@ OPT_POSTGRES_URI = click.option(
 OPT_API_VERSION = click.option(
    "--api-version",
    type=str,
-    help="API server version to use for the base image. If unspecified, the latest version will be used.",
+    help=(
+        "API server version to use for the base image. If unspecified, the "
+        "latest stable version will be used. Compatible ranges like "
+        "~=0.11.0.dev5 stay on 0.11.0.dev5 while only newer dev builds exist, "
+        "then resolve to the newest matching rc or stable release, for example "
+        "0.11.0rc1 or 0.11.0. Stable-floating ranges like >~=0.11.0.dev5 "
+        "can also pick up future stable releases, for example 0.12.0."
+    ),
 )

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


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

 import click
+import httpx

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


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


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

    # Prepend API version if provided
    if api_version:
+        api_version = _resolve_compatible_api_version(
+            api_version, base_image, f"{language}{version_distro_tag}"
+        )
        full_tag = f"{api_version}-{language}{version_distro_tag}"
    elif "/langgraph-server" in base_image and version_distro_tag not in base_image:
        return f"{base_image}-{language}{version_distro_tag}"
@@ -23,7 +23,7 @@ dependencies = [
 path = "langgraph_cli/__init__.py"
 [project.optional-dependencies]
 inmem = [
-    "langgraph-api>=0.5.35,<0.12.0a0 ; 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'",
 ]

@@ -320,6 +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] = {}
@@ -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."""

@@ -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 = [
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    { name = "langgraph-sdk", marker = "python_full_version >= '3.11'", specifier = ">=0.1.0" },
    { name = "pathspec", specifier = ">=0.11.0" },
@@ -1143,7 +1145,7 @@ wheels = [

 [[package]]
 name = "langgraph-runtime-inmem"
-version = "0.27.4"
+version = "0.30.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
    { name = "blockbuster", marker = "python_full_version >= '3.11'" },
@@ -1154,9 +1156,9 @@ dependencies = [
    { name = "starlette", marker = "python_full_version >= '3.11'" },
    { name = "structlog", marker = "python_full_version >= '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/15/f7/99ebb2ac0e13cd10b62794de19be5563c1c91dd1e44e11dc1184fda7aae2/langgraph_runtime_inmem-0.27.4.tar.gz", hash = "sha256:ff41a31bf22999ebb11aedde722838aff4a218510d0d8a6c8d14e8f9cc58d00d", size = 115323, upload-time = "2026-04-16T02:00:52.951Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/98/19/5d330e22e3ee2569742d3577b4ddfbb6b8e383f2edd9724b4a4b73735717/langgraph_runtime_inmem-0.30.0.tar.gz", hash = "sha256:31954e1de6cd43c284b425243d4faeae818f68b3daca4dbe4313e651b6f5e11d", size = 129940, upload-time = "2026-06-11T14:22:46.985Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/09/3f/1f07b8b1b077d1c7899f80a4d08ab01967f3aae48c40d5db2f8f62a07e97/langgraph_runtime_inmem-0.27.4-py3-none-any.whl", hash = "sha256:0a60a22e5e2b58983e845c709655d82730e5427e5fb2b94eec52b33424fc4ff8", size = 47543, upload-time = "2026-04-16T02:00:51.495Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/df/cfb15c70fa4dcab9ea48f8fda9f4ed87d1767eea6e4d2901dc704da297ba/langgraph_runtime_inmem-0.30.0-py3-none-any.whl", hash = "sha256:08a36b83b5e32fe6e30cb25062a1e671a42e2a0206e4043cc95f41198dcbbb12", size = 51762, upload-time = "2026-06-11T14:22:46.012Z" },
 ]

 [[package]]
@@ -1730,11 +1732,11 @@ wheels = [

 [[package]]
 name = "pyjwt"
-version = "2.12.1"
+version = "2.13.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/c2/27/a3b6e5bf6ff856d2509292e95c8f57f0df7017cf5394921fc4e4ef40308a/pyjwt-2.12.1.tar.gz", hash = "sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b", size = 102564, upload-time = "2026-03-13T19:27:37.25Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/3b/81/58d0ac84e1ef3a3843791d6954d94c0b33d526c75eeb1efbce9d0a4c4077/pyjwt-2.13.0.tar.gz", hash = "sha256:41571c89ca91598c79e8ef18a2d07367d4810fbbd6f637794879baf1b7703423", size = 107515, upload-time = "2026-05-21T19:54:36.618Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e5/7a/8dd906bd22e79e47397a61742927f6747fe93242ef86645ee9092e610244/pyjwt-2.12.1-py3-none-any.whl", hash = "sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c", size = 29726, upload-time = "2026-03-13T19:27:35.677Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/5e/ecf12fdb62546d64385c158514e9b2b671f7832108ef2ecd2020ce0af2d1/pyjwt-2.13.0-py3-none-any.whl", hash = "sha256:66adcc2aff09b3f1bbd95fc1e1577df8ac8723c978552fd43304c8a290ac5728", size = 31274, upload-time = "2026-05-21T19:54:35.362Z" },
 ]

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

-Get started with the [LangGraph Quickstart](https://docs.langchain.com/oss/python/langgraph/quickstart).
-
-To quickly build agents with LangChain's `create_agent` (built on LangGraph), see the [LangChain Agents documentation](https://docs.langchain.com/oss/python/langchain/agents).
-
-## Core benefits
-
-LangGraph provides low-level supporting infrastructure for *any* long-running, stateful workflow or agent. LangGraph does not abstract prompts or architecture, and provides the following central benefits:
-
- [Durable execution](https://docs.langchain.com/oss/python/langgraph/durable-execution): Build agents that persist through failures and can run for extended periods, automatically resuming from exactly where they left off.
- [Human-in-the-loop](https://docs.langchain.com/oss/python/langgraph/interrupts): Seamlessly incorporate human oversight by inspecting and modifying agent state at any point during execution.
- [Comprehensive memory](https://docs.langchain.com/oss/python/langgraph/memory): Create truly stateful agents with both short-term working memory for ongoing reasoning and long-term persistent memory across sessions.
- [Debugging with LangSmith](http://www.langchain.com/langsmith): Gain deep visibility into complex agent behavior with visualization tools that trace execution paths, capture state transitions, and provide detailed runtime metrics.
- [Production-ready deployment](https://docs.langchain.com/langsmith/app-development): Deploy sophisticated agent systems confidently with scalable infrastructure designed to handle the unique challenges of stateful, long-running workflows.
-
-## LangGraph’s ecosystem
-
-While LangGraph can be used standalone, it also integrates seamlessly with any LangChain product, giving developers a full suite of tools for building agents. To improve your LLM application development, pair LangGraph with:
-
- [LangSmith](http://www.langchain.com/langsmith) — Helpful for agent evals and observability. Debug poor-performing LLM app runs, evaluate agent trajectories, gain visibility in production, and improve performance over time.
- [LangSmith Deployment](https://docs.langchain.com/langsmith/deployments) — Deploy and scale agents effortlessly with a purpose-built deployment platform for long running, stateful workflows. Discover, reuse, configure, and share agents across teams — and iterate quickly with visual prototyping in [LangGraph Studio](https://docs.langchain.com/oss/python/langgraph/studio).
- [LangChain](https://docs.langchain.com/oss/python/langchain/overview) – Provides integrations and composable components to streamline LLM application development.
-
-> [!NOTE]
-> Looking for the JS version of LangGraph? See the [JS repo](https://github.com/langchain-ai/langgraphjs) and the [JS docs](https://docs.langchain.com/oss/javascript/langgraph/overview).
-
-## Additional resources
-
- [Guides](https://docs.langchain.com/oss/python/langgraph/guides): Quick, actionable code snippets for topics such as streaming, adding memory & persistence, and design patterns (e.g. branching, subgraphs, etc.).
- [Reference](https://reference.langchain.com/python/langgraph/): Detailed reference on core classes, methods, how to use the graph and checkpointing APIs, and higher-level prebuilt components.
- [Examples](https://docs.langchain.com/oss/python/langgraph/agentic-rag): Guided examples on getting started with LangGraph.
- [LangChain Forum](https://forum.langchain.com/): Connect with the community and share all of your technical questions, ideas, and feedback.
- [LangChain Academy](https://academy.langchain.com/courses/intro-to-langgraph): Learn the basics of LangGraph in our free, structured course.
- [Case studies](https://www.langchain.com/built-with-langgraph): Hear how industry leaders use LangGraph to ship AI applications at scale.
+For detailed information on how to contribute, see the [Contributing Guide](https://docs.langchain.com/oss/python/contributing/overview).

 ## Acknowledgements

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

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

@@ -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
@@ -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")

@@ -5,11 +5,10 @@ import logging
 import typing
 import warnings
 from collections import defaultdict
-from collections.abc import Awaitable, Callable, Hashable, Mapping, Sequence
+from collections.abc import Awaitable, Callable, Hashable, Sequence
 from dataclasses import dataclass, is_dataclass
 from datetime import timedelta
 from functools import partial
-from importlib import metadata
 from inspect import isclass, isfunction, ismethod, signature
 from types import FunctionType
 from types import NoneType as NoneType
@@ -30,7 +29,6 @@ from langchain_core.runnables import Runnable, RunnableConfig
 from langgraph.cache.base import BaseCache
 from langgraph.checkpoint.base import Checkpoint
 from langgraph.store.base import BaseStore
-from packaging.version import Version
 from pydantic import BaseModel, TypeAdapter
 from typing_extensions import NotRequired, Required, Self, Unpack, is_typeddict

@@ -122,27 +120,6 @@ def _warn_invalid_state_schema(schema: type[Any] | Any) -> None:
    )


-def _check_delta_channel_api_support(channels: Mapping[str, Any]) -> None:
-    """Raise if a `DeltaChannel` graph runs under an API server too old to support it.
-
-    `DeltaChannel` reconstruction needs server-side support added in
-    `langgraph-api>=0.10.0`, so we raise at compile time when an older API
-    server is installed. Skipped when `langgraph-api` is absent (local
-    execution) or the graph has no delta channel.
-    """
-    if not any(isinstance(c, DeltaChannel) for c in channels.values()):
-        return
-    try:
-        api_version = metadata.version("langgraph-api")
-    except metadata.PackageNotFoundError:
-        return
-    if Version(api_version) < Version("0.10.0"):
-        raise RuntimeError(
-            f"`DeltaChannel` requires `langgraph-api>=0.10.0`, but {api_version} "
-            "is installed. Upgrade with `pip install -U langgraph-api`."
-        )
-
-
 def _get_node_name(node: StateNode[Any, ContextT]) -> str:
    try:
        return getattr(node, "__name__", node.__class__.__name__)
@@ -1239,7 +1216,6 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
            CompiledStateGraph: The compiled `StateGraph`.
        """
        checkpointer = ensure_valid_checkpointer(checkpointer)
-        _check_delta_channel_api_support(self.channels)

        serde_allowlist: set[tuple[str, ...]] | None = None
        if _serde.STRICT_MSGPACK_ENABLED:
@@ -1,5 +1,6 @@
 from __future__ import annotations

+import uuid
 from collections.abc import Callable, Mapping
 from datetime import datetime, timezone
 from typing import Any, cast
@@ -34,6 +35,17 @@ def empty_checkpoint() -> Checkpoint:
    )


+def exit_delta_task_id(step: int, task_id: str) -> str:
+    """Synthetic task id for exit-mode DeltaChannel writes.
+
+    Embeds the superstep in the first UUID group so `ORDER BY task_id, idx`
+    preserves chronological order while remaining a valid RFC UUID (required by
+    Postgres `checkpoint_writes.task_id uuid` columns).
+    """
+    parts = str(uuid.UUID(task_id)).split("-")
+    return f"{step:08d}-{parts[1]}-{parts[2]}-{parts[3]}-{parts[4]}"
+
+
 def delta_channels_to_snapshot(
    channels: Mapping[str, BaseChannel],
    counters_since_delta_snapshot: Mapping[str, tuple[int, int]],
@@ -102,6 +102,7 @@ from langgraph.pregel._checkpoint import (
    create_checkpoint,
    delta_channels_to_snapshot,
    empty_checkpoint,
+    exit_delta_task_id,
 )
 from langgraph.pregel._executor import (
    AsyncBackgroundExecutor,
@@ -1272,7 +1273,7 @@ class PregelLoop:
            },
        )
        for (step, tid), entries in grouped.items():
-            synth_tid = f"{step:08d}-{tid}"
+            synth_tid = exit_delta_task_id(step, tid)
            if self.checkpointer_put_writes_accepts_task_path:
                fut = self.submit(
                    self.checkpointer_put_writes,
@@ -32,10 +32,14 @@ from langgraph._internal._constants import (
    CONFIG_KEY_SCRATCHPAD,
    ERROR,
    ERROR_SOURCE_NODE,
+    INPUT,
    INTERRUPT,
    NO_WRITES,
+    NULL_TASK_ID,
+    PUSH,
    RESUME,
    RETURN,
+    TASKS,
 )
 from langgraph._internal._future import chain_future, run_coroutine_threadsafe
 from langgraph._internal._scratchpad import PregelScratchpad
@@ -585,6 +589,12 @@ class PregelRunner:
            if isinstance(exception, GraphInterrupt):
                # save interrupt to checkpointer
                if exception.args[0]:
+                    if pending_writes := _writes_to_persist_on_interrupt(task.writes):
+                        # GraphInterrupt is a controlled suspension point, not a
+                        # task failure. Persist writes emitted before the
+                        # suspension without associating them with task
+                        # completion, so the interrupted task remains resumable.
+                        self.put_writes()(NULL_TASK_ID, pending_writes)  # type: ignore[misc]
                    writes = [(INTERRUPT, exception.args[0])]
                    if resumes := [w for w in task.writes if w[0] == RESUME]:
                        writes.extend(resumes)
@@ -939,3 +949,24 @@ async def _acall_impl(
            destination.set_exception(RuntimeError("Task not scheduled"))
    except Exception as exc:
        destination.set_exception(exc)
+
+
+def _writes_to_persist_on_interrupt(
+    writes: Iterable[tuple[str, Any]],
+) -> list[tuple[str, Any]]:
+    return [
+        write
+        for write in writes
+        if write[0]
+        not in (
+            ERROR,
+            ERROR_SOURCE_NODE,
+            INPUT,
+            INTERRUPT,
+            NO_WRITES,
+            PUSH,
+            RESUME,
+            RETURN,
+            TASKS,
+        )
+    ]
@@ -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:
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "langgraph"
-version = "1.2.4"
+version = "1.2.6"
 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",
@@ -1,95 +0,0 @@
-"""Compile-time check that `DeltaChannel` graphs run under a supported API server.
-
-`DeltaChannel` reconstruction relies on server-side support added in
-`langgraph-api>=0.10.0`. When running under an older API server, delta channels
-fail at runtime, so `StateGraph.compile` raises with an upgrade hint. The check
-is skipped when `langgraph-api` is not installed (local execution).
-"""
-
-from __future__ import annotations
-
-import warnings
-from typing import Annotated
-
-import pytest
-from typing_extensions import TypedDict
-
-from langgraph.channels.delta import DeltaChannel
-from langgraph.constants import START
-from langgraph.graph import StateGraph
-from langgraph.graph import state as state_module
-from langgraph.graph.message import _messages_delta_reducer
-
-
-class _DeltaState(TypedDict):
-    messages: Annotated[
-        list, DeltaChannel(_messages_delta_reducer, snapshot_frequency=50)
-    ]
-
-
-class _PlainState(TypedDict):
-    values: Annotated[list, lambda a, b: (a or []) + (b or [])]
-
-
-def _delta_graph() -> StateGraph:
-    return (
-        StateGraph(_DeltaState)
-        .add_node("n", lambda s: {"messages": []})
-        .add_edge(START, "n")
-    )
-
-
-@pytest.fixture
-def api_version(monkeypatch: pytest.MonkeyPatch):
-    """Override the reported `langgraph-api` package version (or simulate absence)."""
-
-    def _set(version: str | None) -> None:
-        def fake_version(name: str) -> str:
-            if name == "langgraph-api":
-                if version is None:
-                    raise state_module.metadata.PackageNotFoundError(name)
-                return version
-            return state_module.metadata.version(name)
-
-        monkeypatch.setattr(state_module.metadata, "version", fake_version)
-
-    return _set
-
-
-def test_delta_graph_raises_for_old_api(api_version) -> None:
-    api_version("0.9.9")
-    with pytest.raises(RuntimeError, match="requires `langgraph-api>=0.10.0`"):
-        _delta_graph().compile()
-
-
-def test_delta_graph_raises_for_api_release_candidate(api_version) -> None:
-    api_version("0.10.0rc1")
-    with pytest.raises(RuntimeError, match="requires `langgraph-api>=0.10.0`"):
-        _delta_graph().compile()
-
-
-def test_delta_graph_ok_for_min_api(api_version) -> None:
-    api_version("0.10.0")
-    _delta_graph().compile()
-
-
-def test_delta_graph_ok_for_newer_api(api_version) -> None:
-    api_version("0.11.2")
-    _delta_graph().compile()
-
-
-def test_delta_graph_ok_when_api_not_installed(api_version) -> None:
-    api_version(None)
-    _delta_graph().compile()
-
-
-def test_non_delta_graph_never_raises(api_version) -> None:
-    api_version("0.1.0")
-    graph = (
-        StateGraph(_PlainState)
-        .add_node("n", lambda s: {"values": []})
-        .add_edge(START, "n")
-    )
-    with warnings.catch_warnings():
-        warnings.simplefilter("error")
-        graph.compile()
@@ -6,6 +6,7 @@ channel), lazy stub creation when no parent exists, and proper read-path
 reconstruction via ancestor walks.
 """

+import uuid
 from typing import Annotated, Any

 import pytest
@@ -17,10 +18,28 @@ 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
+from langgraph.pregel._checkpoint import exit_delta_task_id

 pytestmark = pytest.mark.anyio


+def test_exit_delta_task_id_is_valid_uuid_and_ordered() -> None:
+    """Exit-mode synthetic task ids must parse as UUID and sort by superstep."""
+    tid = "4f7226e4-0270-bf16-1ef8-fb321bef9f3d"
+    id1 = exit_delta_task_id(1, tid)
+    id7 = exit_delta_task_id(7, tid)
+
+    uuid.UUID(id1)
+    uuid.UUID(id7)
+    assert id1 < id7
+    assert id1.split("-")[0] == "00000001"
+    assert id7.split("-")[0] == "00000007"
+    assert id1.endswith("-0270-bf16-1ef8-fb321bef9f3d")
+
+    with pytest.raises(ValueError):
+        uuid.UUID(f"00000001-{tid}")
+
+
 def _build_graph(
    checkpointer: InMemorySaver,
    *,
@@ -9,6 +9,7 @@ import pytest
 from langchain_core.messages import AIMessage, AnyMessage, ToolCall
 from langchain_core.runnables import RunnableConfig, RunnableMap, RunnablePick
 from langchain_core.tools import tool
+from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.checkpoint.memory import InMemorySaver
 from langgraph.prebuilt.chat_agent_executor import create_react_agent
@@ -1399,6 +1400,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
        (
@@ -1461,6 +1463,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -1513,6 +1516,7 @@ def test_prebuilt_tool_chat(snapshot: SnapshotAssertion) -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -6884,6 +6888,7 @@ def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -6911,6 +6916,7 @@ def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -6947,6 +6953,7 @@ def test_weather_subgraph(
                "ls_provider": "fakemessageslistchatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -11,6 +11,7 @@ from typing import (
 import pytest
 from langchain_core.messages import AnyMessage, ToolCall
 from langchain_core.runnables import RunnableConfig, RunnablePick
+from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from langgraph.prebuilt.chat_agent_executor import create_react_agent
 from langgraph.prebuilt.tool_node import ToolNode
@@ -1150,6 +1151,7 @@ async def test_prebuilt_tool_chat() -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
        (
@@ -1212,6 +1214,7 @@ async def test_prebuilt_tool_chat() -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -1264,6 +1267,7 @@ async def test_prebuilt_tool_chat() -> None:
                "ls_provider": "fakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -3981,6 +3985,7 @@ async def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -4008,6 +4013,7 @@ async def test_weather_subgraph(
                    "ls_provider": "fakemessageslistchatmodel",
                    "ls_model_type": "chat",
                    "ls_integration": "langchain_chat_model",
+                    "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                },
            ),
        ),
@@ -4044,6 +4050,7 @@ async def test_weather_subgraph(
                "ls_provider": "fakemessageslistchatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
            },
        ),
    ]
@@ -23,6 +23,7 @@ from langchain_core.runnables import (
    RunnablePassthrough,
 )
 from langchain_core.runnables.graph import Edge
+from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.cache.base import BaseCache
 from langgraph.checkpoint.base import (
    BaseCheckpointSaver,
@@ -39,15 +40,25 @@ from pytest_mock import MockerFixture
 from syrupy import SnapshotAssertion
 from typing_extensions import NotRequired, TypedDict

-from langgraph._internal._constants import CONFIG_KEY_NODE_FINISHED, ERROR, PULL
+from langgraph._internal._constants import (
+    CONFIG_KEY_NODE_FINISHED,
+    CONFIG_KEY_SEND,
+    ERROR,
+    PULL,
+)
 from langgraph.channels.binop import BinaryOperatorAggregate
 from langgraph.channels.delta import DeltaChannel
 from langgraph.channels.ephemeral_value import EphemeralValue
 from langgraph.channels.last_value import LastValue
 from langgraph.channels.topic import Topic
 from langgraph.channels.untracked_value import UntrackedValue
-from langgraph.config import get_stream_writer
-from langgraph.errors import GraphRecursionError, InvalidUpdateError, ParentCommand
+from langgraph.config import get_config, get_stream_writer
+from langgraph.errors import (
+    GraphInterrupt,
+    GraphRecursionError,
+    InvalidUpdateError,
+    ParentCommand,
+)
 from langgraph.func import entrypoint, task
 from langgraph.graph import END, START, StateGraph
 from langgraph.graph.message import MessagesState, _messages_delta_reducer, add_messages
@@ -4819,6 +4830,111 @@ def test_parent_command(
    )


+def test_pending_send_write_persists_on_interrupt(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    class State(TypedDict):
+        quickjs_checkpoint: dict
+        result: str
+
+    def node(state: State) -> dict[str, Any]:
+        send = get_config()["configurable"][CONFIG_KEY_SEND]
+        send([("quickjs_checkpoint", {"snapshot": "abc"})])
+        value = interrupt("trip")
+        return {"result": value}
+
+    builder = StateGraph(State)
+    builder.add_node("node", node)
+    builder.add_edge(START, "node")
+    builder.add_edge("node", END)
+    graph = builder.compile(checkpointer=sync_checkpointer)
+    config = {"configurable": {"thread_id": "1"}}
+
+    first = graph.invoke({"quickjs_checkpoint": {}, "result": ""}, config)
+    assert "__interrupt__" in first
+
+    snapshot = graph.get_state(config)
+    assert snapshot.values["quickjs_checkpoint"] == {"snapshot": "abc"}
+    assert snapshot.next == ("node",)
+    assert snapshot.tasks[0].interrupts
+
+    second = graph.invoke(Command(resume="ok"), config)
+    assert second["quickjs_checkpoint"] == {"snapshot": "abc"}
+    assert second["result"] == "ok"
+    assert graph.get_state(config).values["quickjs_checkpoint"] == {"snapshot": "abc"}
+
+
+def test_pending_send_write_persists_on_tool_subgraph_interrupt(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    from langchain_core.tools import tool
+
+    class SubgraphState(TypedDict):
+        value: str
+
+    def subgraph_node(state: SubgraphState) -> dict[str, Any]:
+        value = interrupt("subgraph trip")
+        return {"value": value}
+
+    subgraph_builder = StateGraph(SubgraphState)
+    subgraph_builder.add_node("subgraph_node", subgraph_node)
+    subgraph_builder.add_edge(START, "subgraph_node")
+    subgraph = subgraph_builder.compile(checkpointer=True)
+
+    class ParentState(TypedDict):
+        messages: Annotated[list[AnyMessage], add_messages]
+        quickjs_checkpoint: dict
+
+    @tool
+    def task_tool() -> str:
+        """Run the interrupting subgraph task."""
+        send = get_config()["configurable"][CONFIG_KEY_SEND]
+        try:
+            response = subgraph.invoke({"value": ""})
+        except GraphInterrupt:
+            send([("quickjs_checkpoint", {"snapshot": "tool"})])
+            raise
+        return response["value"]
+
+    def call_tool(state: ParentState) -> dict[str, Any]:
+        return {
+            "messages": AIMessage(
+                content="",
+                tool_calls=[
+                    {
+                        "name": "task_tool",
+                        "args": {},
+                        "id": "tool_call_1",
+                    }
+                ],
+            )
+        }
+
+    builder = StateGraph(ParentState)
+    builder.add_node("agent", call_tool)
+    builder.add_node("tools", ToolNode([task_tool]))
+    builder.add_edge(START, "agent")
+    builder.add_edge("agent", "tools")
+    builder.add_edge("tools", END)
+    graph = builder.compile(checkpointer=sync_checkpointer)
+    config = {"configurable": {"thread_id": "1"}}
+
+    first = graph.invoke(
+        {"messages": [HumanMessage(content="start")], "quickjs_checkpoint": {}}, config
+    )
+    assert "__interrupt__" in first
+
+    snapshot = graph.get_state(config)
+    assert snapshot.values["quickjs_checkpoint"] == {"snapshot": "tool"}
+    assert snapshot.next == ("tools",)
+    assert snapshot.tasks[0].interrupts
+
+    second = graph.invoke(Command(resume="ok"), config)
+    assert second["quickjs_checkpoint"] == {"snapshot": "tool"}
+    assert second["messages"][-1].content == "ok"
+    assert graph.get_state(config).values["quickjs_checkpoint"] == {"snapshot": "tool"}
+
+
 def test_interrupt_subgraph(sync_checkpointer: BaseCheckpointSaver):
    class State(TypedDict):
        baz: str
@@ -6923,6 +7039,7 @@ def test_tags_stream_mode_messages() -> None:
                "ls_provider": "genericfakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                "tags": ["meow"],
            },
        )
@@ -24,6 +24,7 @@ from langchain_core.language_models import GenericFakeChatModel
 from langchain_core.messages import HumanMessage
 from langchain_core.runnables import RunnableConfig, RunnableLambda, RunnablePassthrough
 from langchain_core.utils.aiter import aclosing
+from langchain_core.version import VERSION as LANGCHAIN_CORE_VERSION
 from langgraph.cache.base import BaseCache
 from langgraph.checkpoint.base import (
    BaseCheckpointSaver,
@@ -7604,6 +7605,7 @@ async def test_tags_stream_mode_messages() -> None:
                "ls_provider": "genericfakechatmodel",
                "ls_model_type": "chat",
                "ls_integration": "langchain_chat_model",
+                "lc_versions": {"langchain-core": LANGCHAIN_CORE_VERSION},
                "tags": ["meow"],
            },
        )
@@ -8761,280 +8763,117 @@ async def test_imp_exception(
        {"my_workflow": "done"},
    ]

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

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

@pytest.mark.parametrize("with_timeout", [False, "inner", "outer", "both"])
@pytest.mark.parametrize("subgraph_persist", [True, False])
@@ -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"
@@ -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
@@ -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
@@ -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"]}
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    { name = "tomli", marker = "python_full_version <= '3.11'" },
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+[[package]]
+name = "croniter"
+version = "6.2.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "python-dateutil", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
+]
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+wheels = [
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+
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 ]

 [[package]]
@@ -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).
@@ -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" },
 ]
-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 = [
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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]]
@@ -285,7 +285,7 @@ wheels = [

 [[package]]
 name = "langgraph"
-version = "1.2.4"
+version = "1.2.6"
 source = { editable = "../langgraph" }
 dependencies = [
    { name = "langchain-core" },
@@ -298,7 +298,7 @@ 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 = "." },
    { name = "langgraph-sdk", editable = "../sdk-py" },
@@ -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).
@@ -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).
@@ -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" },
 ]
-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 = [
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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 = "1.2.6"
 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 = "." },