don't include local packages while exporting uv.lock

Contingent on this PR merging:
https://github.com/langchain-ai/docs/pull/679

.github/workflows/_integration_test.yml

@@ -94,3 +94,17 @@ jobs:
           cp ../.env.example .env
           if [ -n "${{ secrets.LANGSMITH_API_KEY }}" ]; then echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env; fi
           timeout 60 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-h
+          LANGGRAPH_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langgraph'); print(v);")
+          if [ "$LANGGRAPH_VERSION" != "1.0.0a2" ]; then
+            exit 1
+          fi
+          LANGCHAIN_OPENAI_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langchain-openai'); print(v);")
+          if [ "$LANGCHAIN_OPENAI_VERSION" != "0.3.0" ]; then
+            exit 1
+          fi
+
+      - name: Build and test prerelease reqs fail service
+        if: steps.changed-files.outputs.all
+        working-directory: libs/cli/examples/graph_prerelease_reqs_fail
+        run: |
+          langgraph build -t langgraph-test-i || [ $? -eq 1 ]

docs/README.md

@@ -1,24 +1,126 @@
-# Setup
+# LangGraph Documentation
 
-To setup requirements for building docs you can run:
+For more information on contributing to our documentation, see the [Contributing Guide](../CONTRIBUTING.md).
 
-```bash
-uv sync --group test
+## Structure
+
+The primary documentation is located in the `docs/` directory. This directory contains both the source files for the main documentation as well as the API reference doc build process.
+
+### Main Documentation
+
+Main documentation files are located in `docs/docs/` and are written in Markdown format. The site uses [**MkDocs**](https://www.mkdocs.org/) with the [Material theme](https://squidfunk.github.io/mkdocs-material/) and includes:
+
+- **Concepts**: Core LangGraph concepts and explanations
+- **Tutorials**: Step-by-step learning guides
+- **How-tos**: Task-focused guides for specific use cases
+- **Examples**: Real-world applications and use cases
+- **Jupyter Notebooks**: Interactive tutorials that are automatically converted to markdown
+
+### API Reference
+
+API reference documentation is defined in `docs/docs/reference/`. Each `.md` file outlines the "template" that each page is built from. Reference content is automatically generated from docstrings in the codebase using the **mkdocstrings** plugin. Once generated, the content is plugged into the corresponding markdown file where it is referenced by using manual directives to specify which classes and/or functions are documented:
+
+```markdown
+::: langgraph.graph.state.StateGraph
+    options:
+      show_if_no_docstring: true
+      show_root_heading: true
+      show_root_full_path: false
+      members:
+        - add_node
+        - add_edge
+        - add_conditional_edges
+        - add_sequence
+        - compile
 ```
 
-## Serving documentation locally
+## Build Process
 
-To run the documentation server locally you can run:
+Docs are built following these steps:
+
+1. **Content Processing:**
+   - `_scripts/notebook_hooks.py` - Main processing pipeline that:
+     - Converts how-tos/tutorial Jupyter notebooks to markdown using `notebook_convert.py`
+     - Adds automatic API reference links to code blocks using `generate_api_reference_links.py`
+     - Handles conditional rendering for Python/JS versions
+     - Processes highlight comments and custom syntax
+
+2. **API Reference Generation:**
+   - **mkdocstrings** plugin extracts docstrings from Python source code
+   - Manual `::: module.Class` directives in reference pages (`/docs/docs/*`) specify what to document
+   - Cross-references are automatically generated between docs and API
+
+3. **Site Generation:**
+   - **MkDocs** processes all markdown files and generates static HTML
+   - Custom hooks handle redirects and inject additional functionality
+
+4. **Deployment:**
+   - Site is deployed with Vercel
+   - `make build-docs` generates production build (also usable for local testing)
+   - Automatic redirects handle URL changes between versions
+
+### Local Development
+
+For local development, use the Makefile targets:
 
 ```bash
+# Serve docs locally with hot reloading
 make serve-docs
+
+# Clean build for production testing
+make build-docs
+
+# Serve with clean build
+make serve-clean-docs
 ```
 
-This will start the documentation server on [http://127.0.0.1:8000/langgraph/](http://127.0.0.1:8000/langgraph/).
+The `serve-docs` command:
+
+- Watches source files for changes
+- Includes dirty builds for faster iteration
+- Serves on [http://127.0.0.1:8000/langgraph/](http://127.0.0.1:8000/langgraph/)
+
+## Standards
+
+**Docstring Format:**
+The API reference uses **Google-style docstrings** with Markdown markup. The `mkdocstrings` plugin processes these to generate documentation.
+
+**Required format:**
+
+```python
+def example_function(param1: str, param2: int = 5) -> bool:
+    """Brief description of the function.
+
+    Longer description can go here. Use Markdown syntax for
+    rich formatting like **bold** and *italic*.
+
+    Args:
+        param1: Description of the first parameter.
+        param2: Description of the second parameter with default value.
+
+    Returns:
+        Description of the return value.
+
+    Raises:
+        ValueError: When param1 is empty.
+        TypeError: When param2 is not an integer.
+
+    !!! warning
+        This function is experimental and may change.
+
+    !!! version-added "Added in version 0.2.0"
+    """
+```
+
+**Special Markers:**
+
+- **MkDocs admonitions**: `!!! warning`, `!!! note`, `!!! version-added`
+- **Code blocks**: Standard markdown ``` syntax
+- **Cross-references**: Automatic linking via `generate_api_reference_links.py`
 
 ## Execute notebooks
 
-If you would like to automatically execute all of the notebooks, to mimic the "Run notebooks" GHA, you can run:
+If you would like to automatically execute all of the notebooks, to mimic the "Run notebooks" GitHub action, you can run:
 
 ```bash
 python _scripts/prepare_notebooks_for_ci.py
@@ -33,8 +135,9 @@ python _scripts/prepare_notebooks_for_ci.py --comment-install-cells
 ```
 
 `prepare_notebooks_for_ci.py` script will add VCR cassette context manager for each cell in the notebook, so that:
-* when the notebook is run for the first time, cells with network requests will be recorded to a VCR cassette file
-* when the notebook is run subsequently, the cells with network requests will be replayed from the cassettes
+
+- when the notebook is run for the first time, cells with network requests will be recorded to a VCR cassette file
+- when the notebook is run subsequently, the cells with network requests will be replayed from the cassettes
 
 ## Adding new notebooks
 

docs/_scripts/generate_api_reference_links.py

@@ -1,3 +1,5 @@
+"""Generate API reference links for imports in Python code blocks within markdown files."""
+
 import ast
 import importlib
 import logging
@@ -70,8 +72,18 @@ MANUAL_API_REFERENCES_LANGGRAPH = [
     ([], "langgraph.checkpoint.postgres.aio", "AsyncPostgresSaver", "checkpoints"),
     ([], "langgraph.checkpoint.postgres", "PostgresSaver", "checkpoints"),
     # other prebuilts
-    (["langgraph_supervisor"], "langgraph_supervisor.supervisor", "create_supervisor", "supervisor"),
-    (["langgraph_supervisor"], "langgraph_supervisor.handoff", "create_handoff_tool", "supervisor"),
+    (
+        ["langgraph_supervisor"],
+        "langgraph_supervisor.supervisor",
+        "create_supervisor",
+        "supervisor",
+    ),
+    (
+        ["langgraph_supervisor"],
+        "langgraph_supervisor.handoff",
+        "create_handoff_tool",
+        "supervisor",
+    ),
     ([], "langgraph_supervisor.handoff", "create_forward_message_tool", "supervisor"),
     (["langgraph_swarm"], "langgraph_swarm.swarm", "create_swarm", "swarm"),
     (["langgraph_swarm"], "langgraph_swarm.swarm", "add_active_agent_router", "swarm"),

docs/_scripts/notebook_convert.py

@@ -1,3 +1,5 @@
+"""Convert Jupyter notebooks to markdown with custom processing."""
+
 import ast
 import os
 import re

docs/_scripts/notebook_hooks.py

@@ -144,9 +144,9 @@ REDIRECT_MAP = {
     "concepts/langgraph_cli.md": "https://docs.langchain.com/langgraph-platform/langgraph-cli",
     "concepts/langgraph_studio.md": "https://docs.langchain.com/langgraph-platform/langgraph-studio",
     "cloud/how-tos/studio/quick_start.md": "https://docs.langchain.com/langgraph-platform/quick-start-studio",
-    "cloud/how-tos/invoke_studio.md": "https://docs.langchain.com/langgraph-platform/invoke-studio",
-    "cloud/how-tos/studio/manage_assistants.md": "https://docs.langchain.com/langgraph-platform/manage-assistants-studio",
-    "cloud/how-tos/threads_studio.md": "https://docs.langchain.com/langgraph-platform/threads-studio",
+    "cloud/how-tos/invoke_studio.md": "https://docs.langchain.com/langgraph-platform/use-studio#run-application",
+    "cloud/how-tos/studio/manage_assistants.md": "https://docs.langchain.com/langgraph-platform/use-studio#manage-assistants",
+    "cloud/how-tos/threads_studio.md": "https://docs.langchain.com/langgraph-platform/use-studio#manage-threads",
     "cloud/how-tos/iterate_graph_studio.md": "https://docs.langchain.com/langgraph-platform/iterate-graph-studio",
     "cloud/how-tos/studio/run_evals.md": "https://docs.langchain.com/langgraph-platform/run-evals-studio",
     "cloud/how-tos/clone_traces_studio.md": "https://docs.langchain.com/langgraph-platform/clone-traces-studio",

docs/pyproject.toml

@@ -7,14 +7,14 @@ name = "langgraph-docs"
 version = "0.0.1"
 description = "LangGraph docs"
 authors = []
-requires-python = "~=3.11"
+requires-python = ">=3.11.0,<4.0.0"
 readme = "README.md"
 license = "MIT"
 dependencies = [
     "aiohappyeyeballs==2.4.3",
-    "hub>=3.0.1,<4",
-    "xxhash>=3.5.0,<4",
-    "black>=25.1.0,<26",
+    "hub>=3.0.1,<4.0.0",
+    "xxhash>=3.5.0,<4.0.0",
+    "black>=25.1.0,<26.0.0",
 ]
 
 [dependency-groups]

docs/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.11, <4"
 resolution-markers = [
     "python_full_version >= '3.13' and platform_python_implementation != 'PyPy'",
@@ -2337,7 +2337,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "0.6.2"
+version = "0.6.7"
 source = { editable = "../libs/langgraph" }
 dependencies = [
     { name = "langchain-core" },
@@ -2380,6 +2380,7 @@ dev = [
     { name = "pytest-repeat" },
     { name = "pytest-watcher" },
     { name = "pytest-xdist", extras = ["psutil"] },
+    { name = "redis" },
     { name = "ruff" },
     { name = "syrupy" },
     { name = "types-requests" },
@@ -2413,6 +2414,7 @@ dev = [
     { name = "pytest-asyncio" },
     { name = "pytest-mock" },
     { name = "pytest-watcher" },
+    { name = "redis" },
     { name = "ruff" },
 ]
 
@@ -2643,7 +2645,7 @@ test = [
 
 [[package]]
 name = "langgraph-prebuilt"
-version = "0.6.2"
+version = "0.6.4"
 source = { editable = "../libs/prebuilt" }
 dependencies = [
     { name = "langchain-core" },
@@ -2674,7 +2676,6 @@ dev = [
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.2.0"
 source = { editable = "../libs/sdk-py" }
 dependencies = [
     { name = "httpx" },

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

@@ -450,7 +450,7 @@ class PostgresSaver(BasePostgresSaver):
             {
                 **value["checkpoint"],
                 "channel_values": {
-                    **value["checkpoint"].get("channel_values"),
+                    **(value["checkpoint"].get("channel_values") or {}),
                     **self._load_blobs(value["channel_values"]),
                 },
             },

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

@@ -409,7 +409,7 @@ class AsyncPostgresSaver(BasePostgresSaver):
             {
                 **value["checkpoint"],
                 "channel_values": {
-                    **value["checkpoint"].get("channel_values"),
+                    **(value["checkpoint"].get("channel_values") or {}),
                     **self._load_blobs(value["channel_values"]),
                 },
             },

libs/checkpoint-postgres/tests/test_async.py

@@ -344,3 +344,34 @@ async def test_pending_sends_migration(saver_name: str) -> None:
             TASKS: ["send-1", "send-2", "send-3"]
         }
         assert TASKS in search_results[0].checkpoint["channel_versions"]
+
+
+@pytest.mark.parametrize("saver_name", ["base", "pool", "pipe"])
+async def test_get_checkpoint_no_channel_values(
+    monkeypatch, saver_name: str, test_data
+) -> None:
+    """Backwards compatibility test that verifies a checkpoint with no channel_values key can be retrieved without throwing an error."""
+    async with _saver(saver_name) as saver:
+        config = {
+            "configurable": {
+                "thread_id": "thread-2",
+                "checkpoint_ns": "",
+                "__super_private_key": "super_private_value",
+            },
+            "metadata": {"run_id": "my_run_id"},
+        }
+        chkpnt: Checkpoint = create_checkpoint(empty_checkpoint(), {}, 1)
+        await saver.aput(config, chkpnt, {}, {})
+
+        load_checkpoint_tuple = saver._load_checkpoint_tuple
+
+        def patched_load_checkpoint_tuple(value):
+            value["checkpoint"].pop("channel_values", None)
+            return load_checkpoint_tuple(value)
+
+        monkeypatch.setattr(
+            saver, "_load_checkpoint_tuple", patched_load_checkpoint_tuple
+        )
+
+        checkpoint = await saver.aget_tuple(config)
+        assert checkpoint.checkpoint["channel_values"] == {}

libs/checkpoint-postgres/tests/test_sync.py

@@ -332,3 +332,33 @@ def test_pending_sends_migration(saver_name: str) -> None:
             TASKS: ["send-1", "send-2", "send-3"]
         }
         assert TASKS in search_results[0].checkpoint["channel_versions"]
+
+
+@pytest.mark.parametrize("saver_name", ["base", "pool", "pipe"])
+def test_get_checkpoint_no_channel_values(
+    monkeypatch, saver_name: str, test_data
+) -> None:
+    """Backwards compatibility test that verifies a checkpoint with no channel_values key can be retrieved without throwing an error."""
+    with _saver(saver_name) as saver:
+        config = {
+            "configurable": {
+                "thread_id": "thread-2",
+                "checkpoint_ns": "",
+                "__super_private_key": "super_private_value",
+            },
+        }
+        chkpnt: Checkpoint = create_checkpoint(empty_checkpoint(), {}, 1)
+        saver.put(config, chkpnt, {}, {})
+
+        load_checkpoint_tuple = saver._load_checkpoint_tuple
+
+        def patched_load_checkpoint_tuple(value):
+            value["checkpoint"].pop("channel_values", None)
+            return load_checkpoint_tuple(value)
+
+        monkeypatch.setattr(
+            saver, "_load_checkpoint_tuple", patched_load_checkpoint_tuple
+        )
+
+        checkpoint = saver.get_tuple(config)
+        assert checkpoint.checkpoint["channel_values"] == {}

libs/checkpoint-postgres/uv.lock

@@ -13,7 +13,7 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.10.0"
+version = "4.11.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
@@ -21,9 +21,9 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/b4/636b3b65173d3ce9a38ef5f0522789614e590dab6a8d505340a4efe4c567/anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6", size = 213252, upload-time = "2025-08-04T08:54:26.451Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c6/78/7d432127c41b50bccba979505f272c16cbcadcc33645d5fa3a738110ae75/anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4", size = 219094, upload-time = "2025-09-23T09:19:12.58Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/6f/12/e5e0282d673bb9746bacfb6e2dba8719989d3660cdb2ea79aee9a9651afb/anyio-4.10.0-py3-none-any.whl", hash = "sha256:60e474ac86736bbfd6f210f7a61218939c318f43f9972497381f1c5e930ed3d1", size = 107213, upload-time = "2025-08-04T08:54:24.882Z" },
+    { url = "https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc", size = 109097, upload-time = "2025-09-23T09:19:10.601Z" },
 ]
 
 [[package]]
@@ -323,7 +323,7 @@ dev = [
 
 [[package]]
 name = "langsmith"
-version = "0.4.27"
+version = "0.4.31"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx" },
@@ -334,14 +334,14 @@ dependencies = [
     { name = "requests-toolbelt" },
     { name = "zstandard" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/62/6f/7d88228b7614fa0204e58b8b8c46e6f564659ee07a525c8aeae77a05598a/langsmith-0.4.27.tar.gz", hash = "sha256:6e8bbc425797202952d4e849431e6276e7985b44536ec0582eb96eaf9129c393", size = 956062, upload-time = "2025-09-08T19:01:49.677Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/55/f5/edbdf89a162ee025348b3b2080fb3b88f4a1040a5a186f32d34aca913994/langsmith-0.4.31.tar.gz", hash = "sha256:5fb3729e22bd9a225391936cb9d1080322e6c375bb776514af06b56d6c46ed3e", size = 959698, upload-time = "2025-09-25T04:18:19.55Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/3e/8e/e7a43d907a147e1f87eebdd6737483f9feba52a5d4b20f69d0bd6f2fa22f/langsmith-0.4.31-py3-none-any.whl", hash = "sha256:64f340bdead21defe5f4a6ca330c11073e35444989169f669508edf45a19025f", size = 386347, upload-time = "2025-09-25T04:18:16.69Z" },
 ]
 
 [[package]]
 name = "mypy"
-version = "1.18.1"
+version = "1.18.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "mypy-extensions" },
@@ -349,45 +349,45 @@ dependencies = [
     { name = "tomli", marker = "python_full_version < '3.11'" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/14/a3/931e09fc02d7ba96da65266884da4e4a8806adcdb8a57faaacc6edf1d538/mypy-1.18.1.tar.gz", hash = "sha256:9e988c64ad3ac5987f43f5154f884747faf62141b7f842e87465b45299eea5a9", size = 3448447, upload-time = "2025-09-11T23:00:47.067Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c0/77/8f0d0001ffad290cef2f7f216f96c814866248a0b92a722365ed54648e7e/mypy-1.18.2.tar.gz", hash = "sha256:06a398102a5f203d7477b2923dda3634c36727fa5c237d8f859ef90c42a9924b", size = 3448846, upload-time = "2025-09-19T00:11:10.519Z" }
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 ]

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

@@ -507,7 +507,9 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
             results: List to store results in.
             cur: Database cursor.
         """
-        queries, embedding_requests = self._prepare_batch_search_queries(search_ops)
+        prepared_queries, embedding_requests = self._prepare_batch_search_queries(
+            search_ops
+        )
 
         # Setup dot_product function if it doesn't exist
         if embedding_requests and self.embeddings:
@@ -515,23 +517,60 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
                 [query for _, query in embedding_requests]
             )
 
-            for (idx, _), embedding in zip(embedding_requests, vectors):
-                _params_list: list = queries[idx][1]
-                for i, param in enumerate(_params_list):
-                    if param is _PLACEHOLDER:
-                        _params_list[i] = sqlite_vec.serialize_float32(embedding)
+            for (embed_req_idx, _), embedding in zip(embedding_requests, vectors):
+                # Find the corresponding query in prepared_queries
+                # The embed_req_idx is the original index in search_ops, which should map to prepared_queries
+                if embed_req_idx < len(prepared_queries):
+                    _params_list: list = prepared_queries[embed_req_idx][1]
+                    for i, param in enumerate(_params_list):
+                        if param is _PLACEHOLDER:
+                            _params_list[i] = sqlite_vec.serialize_float32(embedding)
+                else:
+                    logger.warning(
+                        f"Embedding request index {embed_req_idx} out of bounds for prepared_queries."
+                    )
 
-        for (idx, _), (query, params) in zip(search_ops, queries):
+        for (original_op_idx, _), (query, params, needs_refresh) in zip(
+            search_ops, prepared_queries
+        ):
             await cur.execute(query, params)
             rows = await cur.fetchall()
 
-            if "score" in query:
+            if needs_refresh and rows and self.ttl_config:
+                keys_to_refresh = []
+                for row_data in rows:
+                    # Assuming row_data[0] is prefix (text), row_data[1] is key (text)
+                    # These are raw text values directly from the DB.
+                    keys_to_refresh.append((row_data[0], row_data[1]))
+
+                if keys_to_refresh:
+                    updates_by_prefix = defaultdict(list)
+                    for prefix_text, key_text in keys_to_refresh:
+                        updates_by_prefix[prefix_text].append(key_text)
+
+                    for prefix_text, key_list in updates_by_prefix.items():
+                        placeholders = ",".join(["?"] * len(key_list))
+                        update_query = f"""
+                            UPDATE store
+                            SET expires_at = DATETIME(CURRENT_TIMESTAMP, '+' || ttl_minutes || ' minutes')
+                            WHERE prefix = ? AND key IN ({placeholders}) AND ttl_minutes IS NOT NULL
+                        """
+                        update_params = (prefix_text, *key_list)
+                        try:
+                            await cur.execute(update_query, update_params)
+                        except Exception as e:
+                            logger.error(
+                                f"Error during TTL refresh update for search: {e}"
+                            )
+
+            # Process rows into items
+            if "score" in query:  # Vector search query
                 items = [
                     _row_to_search_item(
-                        _decode_ns_text(row[0]),
+                        _decode_ns_text(row[0]),  # prefix
                         {
-                            "key": row[1],
-                            "value": row[2],
+                            "key": row[1],  # key
+                            "value": row[2],  # value
                             "created_at": row[3],
                             "updated_at": row[4],
                             "expires_at": row[5] if len(row) > 5 else None,
@@ -545,10 +584,10 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
             else:  # Regular search query
                 items = [
                     _row_to_search_item(
-                        _decode_ns_text(row[0]),
+                        _decode_ns_text(row[0]),  # prefix
                         {
-                            "key": row[1],
-                            "value": row[2],
+                            "key": row[1],  # key
+                            "value": row[2],  # value
                             "created_at": row[3],
                             "updated_at": row[4],
                             "expires_at": row[5] if len(row) > 5 else None,
@@ -559,7 +598,7 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
                     for row in rows
                 ]
 
-            results[idx] = items
+            results[original_op_idx] = items
 
     async def _batch_list_namespaces_ops(
         self,

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

@@ -371,13 +371,15 @@ class BaseSqliteStore:
     def _prepare_batch_search_queries(
         self, search_ops: Sequence[tuple[int, SearchOp]]
     ) -> tuple[
-        list[tuple[str, list[None | str | list[float]]]],  # queries, params
+        list[
+            tuple[str, list[None | str | list[float]], bool]
+        ],  # queries, params, needs_refresh
         list[tuple[int, str]],  # idx, query_text pairs to embed
     ]:
         """
-        Build per-SearchOp SQL queries (with optional TTL refresh) plus embedding requests.
+        Build per-SearchOp SQL queries (with optional TTL refresh flag) plus embedding requests.
         Returns:
-        - queries: list of (SQL, param_list)
+        - queries: list of (SQL, param_list, needs_ttl_refresh_flag)
         - embedding_requests: list of (original_index_in_search_ops, text_query)
         """
         queries = []
@@ -518,30 +520,18 @@ class BaseSqliteStore:
                 logger.debug(f"Search query: {base_query}")
                 logger.debug(f"Search params: {params}")
 
-            # Handle TTL refresh if requested
-            if (
+            # Determine if TTL refresh is needed
+            needs_ttl_refresh = bool(
                 op.refresh_ttl
                 and self.ttl_config
                 and self.ttl_config.get("refresh_on_read", False)
-            ):
-                final_sql = f"""
-                    WITH search_results AS (
-                        {base_query}
-                    ),
-                    updated AS (
-                        UPDATE store
-                        SET expires_at = DATETIME(CURRENT_TIMESTAMP, '+' || ttl_minutes || ' minutes')
-                        WHERE (prefix, key) IN (SELECT prefix, key FROM search_results)
-                        AND ttl_minutes IS NOT NULL
-                    )
-                    SELECT * FROM search_results
-                """
-                final_params = params[:]  # copy params
-            else:
-                final_sql = base_query
-                final_params = params
+            )
 
-            queries.append((final_sql, final_params))
+            # The base_query is now the final_sql, and we pass the refresh flag
+            final_sql = base_query
+            final_params = params
+
+            queries.append((final_sql, final_params, needs_ttl_refresh))
 
         return queries, embedding_requests
 
@@ -1330,7 +1320,9 @@ class SqliteStore(BaseSqliteStore, BaseStore):
         results: list[Result],
         cur: sqlite3.Cursor,
     ) -> None:
-        queries, embedding_requests = self._prepare_batch_search_queries(search_ops)
+        prepared_queries, embedding_requests = self._prepare_batch_search_queries(
+            search_ops
+        )
 
         # Setup similarity functions if they don't exist
         if embedding_requests and self.embeddings:
@@ -1340,16 +1332,48 @@ class SqliteStore(BaseSqliteStore, BaseStore):
             )
 
             # Replace placeholders with actual embeddings
-            for (idx, _), embedding in zip(embedding_requests, embeddings):
-                _params_list: list = queries[idx][1]
-                for i, param in enumerate(_params_list):
-                    if param is _PLACEHOLDER:
-                        _params_list[i] = sqlite_vec.serialize_float32(embedding)
+            for (embed_req_idx, _), embedding in zip(embedding_requests, embeddings):
+                if embed_req_idx < len(prepared_queries):
+                    _params_list: list = prepared_queries[embed_req_idx][1]
+                    for i, param in enumerate(_params_list):
+                        if param is _PLACEHOLDER:
+                            _params_list[i] = sqlite_vec.serialize_float32(embedding)
+                else:
+                    logger.warning(
+                        f"Embedding request index {embed_req_idx} out of bounds for prepared_queries."
+                    )
 
-        for (idx, _), (query, params) in zip(search_ops, queries):
+        for (original_op_idx, _), (query, params, needs_refresh) in zip(
+            search_ops, prepared_queries
+        ):
             cur.execute(query, params)
             rows = cur.fetchall()
 
+            if needs_refresh and rows and self.ttl_config:
+                keys_to_refresh = []
+                for row_data in rows:
+                    keys_to_refresh.append((row_data[0], row_data[1]))
+
+                if keys_to_refresh:
+                    updates_by_prefix = defaultdict(list)
+                    for prefix_text, key_text in keys_to_refresh:
+                        updates_by_prefix[prefix_text].append(key_text)
+
+                    for prefix_text, key_list in updates_by_prefix.items():
+                        placeholders = ",".join(["?"] * len(key_list))
+                        update_query = f"""
+                            UPDATE store
+                            SET expires_at = DATETIME(CURRENT_TIMESTAMP, '+' || ttl_minutes || ' minutes')
+                            WHERE prefix = ? AND key IN ({placeholders}) AND ttl_minutes IS NOT NULL
+                        """
+                        update_params = (prefix_text, *key_list)
+                        try:
+                            cur.execute(update_query, update_params)
+                        except Exception as e:
+                            logger.error(
+                                f"Error during TTL refresh update for search: {e}"
+                            )
+
             if "score" in query:  # Vector search query
                 items = [
                     _row_to_search_item(
@@ -1384,7 +1408,7 @@ class SqliteStore(BaseSqliteStore, BaseStore):
                     for row in rows
                 ]
 
-            results[idx] = items
+            results[original_op_idx] = items
 
     def _batch_list_namespaces_ops(
         self,

libs/checkpoint-sqlite/tests/test_sqlite.py

@@ -116,7 +116,17 @@ class TestSqliteSaver:
                 search_results_5[1].config["configurable"]["checkpoint_ns"],
             } == {"", "inner"}
 
-            # TODO: test before and limit params
+            # search with before param
+            search_results_6 = list(saver.list(None, before=search_results_5[1].config))
+            assert len(search_results_6) == 1
+            assert search_results_6[0].config["configurable"]["thread_id"] == "thread-1"
+
+            # search with limit param
+            search_results_7 = list(
+                saver.list({"configurable": {"thread_id": "thread-2"}}, limit=1)
+            )
+            assert len(search_results_7) == 1
+            assert search_results_7[0].config["configurable"]["thread_id"] == "thread-2"
 
     def test_search_where(self) -> None:
         # call method / assertions

libs/checkpoint-sqlite/tests/test_ttl.py

@@ -363,3 +363,67 @@ async def test_async_search_with_ttl(temp_db_file: str) -> None:
         # Search after expiration
         results = await store.asearch(("test",), filter={"value": "apple"})
         assert len(results) == 0
+
+
+@pytest.mark.asyncio
+@pytest.mark.flaky(retries=3)
+async def test_async_asearch_refresh_ttl(temp_db_file: str) -> None:
+    """Test TTL refresh on asearch with async API."""
+    ttl_seconds = 4.0  # Increased TTL for less sensitivity to timing
+    ttl_minutes = ttl_seconds / 60.0
+
+    async with AsyncSqliteStore.from_conn_string(
+        temp_db_file, ttl={"default_ttl": ttl_minutes, "refresh_on_read": True}
+    ) as store:
+        await store.setup()
+
+        namespace = ("docs", "user1")
+        # t=0: items put, expire at t=4.0s
+        await store.aput(namespace, "item1", {"text": "content1", "id": 1})
+        await store.aput(namespace, "item2", {"text": "content2", "id": 2})
+
+        # t=3.0s: (after sleep ttl_seconds * 0.75 = 3s)
+        await asyncio.sleep(ttl_seconds * 0.75)
+
+        # Perform asearch with refresh_ttl=True for item1.
+        # item1's TTL should be refreshed. New expiry: t=3.0s + 4.0s = t=7.0s.
+        # item2's TTL is not affected. Expires at t=4.0s.
+        searched_items = await store.asearch(
+            namespace, filter={"id": 1}, refresh_ttl=True
+        )
+        assert len(searched_items) == 1
+        assert searched_items[0].key == "item1"
+
+        # t=5.0s: (after sleep ttl_seconds * 0.5 = 2s more. Total elapsed: 3s + 2s = 5s)
+        await asyncio.sleep(ttl_seconds * 0.5)
+        # At this point:
+        # - item1 (refreshed by asearch) should expire at t=7.0s. Should be ALIVE.
+        # - item2 (original TTL) should have expired at t=4.0s. Should be GONE after sweep.
+
+        await store.sweep_ttl()
+
+        # Check item1 (should exist due to asearch refresh)
+        item1_check1 = await store.aget(namespace, "item1", refresh_ttl=False)
+        assert item1_check1 is not None, (
+            "Item1 should exist after asearch refresh and first sweep"
+        )
+        assert item1_check1.value["text"] == "content1"
+
+        # Check item2 (should be gone)
+        item2_check1 = await store.aget(namespace, "item2", refresh_ttl=False)
+        assert item2_check1 is None, (
+            "Item2 should be gone after its original TTL expired"
+        )
+
+        # t=7.5s: (after sleep ttl_seconds * 0.625 = 2.5s more. Total elapsed: 5s + 2.5s = 7.5s)
+        await asyncio.sleep(ttl_seconds * 0.625)
+        # At this point:
+        # - item1 (refreshed by asearch, expired at t=7.0s) should be GONE after sweep.
+
+        await store.sweep_ttl()
+
+        # Check item1 again (should be gone now)
+        item1_final_check = await store.aget(namespace, "item1", refresh_ttl=False)
+        assert item1_final_check is None, (
+            "Item1 should be gone after its refreshed TTL expired"
+        )

libs/checkpoint-sqlite/uv.lock

@@ -25,7 +25,7 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.10.0"
+version = "4.11.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
@@ -33,9 +33,9 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/b4/636b3b65173d3ce9a38ef5f0522789614e590dab6a8d505340a4efe4c567/anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6", size = 213252, upload-time = "2025-08-04T08:54:26.451Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c6/78/7d432127c41b50bccba979505f272c16cbcadcc33645d5fa3a738110ae75/anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4", size = 219094, upload-time = "2025-09-23T09:19:12.58Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/6f/12/e5e0282d673bb9746bacfb6e2dba8719989d3660cdb2ea79aee9a9651afb/anyio-4.10.0-py3-none-any.whl", hash = "sha256:60e474ac86736bbfd6f210f7a61218939c318f43f9972497381f1c5e930ed3d1", size = 107213, upload-time = "2025-08-04T08:54:24.882Z" },
+    { url = "https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc", size = 109097, upload-time = "2025-09-23T09:19:10.601Z" },
 ]
 
 [[package]]
@@ -331,7 +331,7 @@ dev = [
 
 [[package]]
 name = "langsmith"
-version = "0.4.27"
+version = "0.4.31"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx" },
@@ -342,14 +342,14 @@ dependencies = [
     { name = "requests-toolbelt" },
     { name = "zstandard" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/62/6f/7d88228b7614fa0204e58b8b8c46e6f564659ee07a525c8aeae77a05598a/langsmith-0.4.27.tar.gz", hash = "sha256:6e8bbc425797202952d4e849431e6276e7985b44536ec0582eb96eaf9129c393", size = 956062, upload-time = "2025-09-08T19:01:49.677Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/55/f5/edbdf89a162ee025348b3b2080fb3b88f4a1040a5a186f32d34aca913994/langsmith-0.4.31.tar.gz", hash = "sha256:5fb3729e22bd9a225391936cb9d1080322e6c375bb776514af06b56d6c46ed3e", size = 959698, upload-time = "2025-09-25T04:18:19.55Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2d/26/99bc52e1c47fb4b995aece85a5313349a5e2559e4143ee2345d8bd1446ff/langsmith-0.4.27-py3-none-any.whl", hash = "sha256:23708e6478d1c74ac0e428bbc92df6704993e34305fb62a0c64d2fefc35bd67f", size = 384752, upload-time = "2025-09-08T19:01:47.362Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/8e/e7a43d907a147e1f87eebdd6737483f9feba52a5d4b20f69d0bd6f2fa22f/langsmith-0.4.31-py3-none-any.whl", hash = "sha256:64f340bdead21defe5f4a6ca330c11073e35444989169f669508edf45a19025f", size = 386347, upload-time = "2025-09-25T04:18:16.69Z" },
 ]
 
 [[package]]
 name = "mypy"
-version = "1.18.1"
+version = "1.18.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "mypy-extensions" },
@@ -357,45 +357,45 @@ dependencies = [
     { name = "tomli", marker = "python_full_version < '3.11'" },
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libs/checkpoint/tests/test_store.py

@@ -950,8 +950,8 @@ async def test_embed_with_path(fake_embeddings: CharacterEmbeddings) -> None:
     assert results[0].key != results[1].key
     ascore = results[0].score
     bscore = results[1].score
-    assert ascore == bscore
     assert ascore is not None and bscore is not None
+    assert ascore == pytest.approx(bscore, abs=1e-5)
 
     results = await store.asearch(("test",), query="uuu")
     assert len(results) == 2

libs/checkpoint/uv.lock

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@@ -290,7 +290,7 @@ dev = [
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     { name = "pandas" },
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-    { name = "pandas-stubs", version = "2.3.2.250827", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "pandas-stubs", version = "2.3.2.250926", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
     { name = "pytest-mock" },
@@ -323,7 +323,7 @@ dev = [
 
 [[package]]
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-version = "0.4.27"
+version = "0.4.31"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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+version = "1.18.2"
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+    { url = "https://files.pythonhosted.org/packages/f5/93/8ebc19f0a31c44ea0e7348f9b0d4b326ed413b6575a3c6ff4ed50222abb6/zstandard-0.25.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:89c4b48479a43f820b749df49cd7ba2dbc2b1b78560ecb5ab52985574fd40b27", size = 5362280, upload-time = "2025-09-14T22:18:45.625Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/e9/29cc59d4a9d51b3fd8b477d858d0bd7ab627f700908bf1517f46ddd470ae/zstandard-0.25.0-cp39-cp39-win32.whl", hash = "sha256:1cd5da4d8e8ee0e88be976c294db744773459d51bb32f707a0f166e5ad5c8649", size = 436460, upload-time = "2025-09-14T22:18:49.077Z" },
+    { url = "https://files.pythonhosted.org/packages/41/b5/bc7a92c116e2ef32dc8061c209d71e97ff6df37487d7d39adb51a343ee89/zstandard-0.25.0-cp39-cp39-win_amd64.whl", hash = "sha256:37daddd452c0ffb65da00620afb8e17abd4adaae6ce6310702841760c2c26860", size = 506097, upload-time = "2025-09-14T22:18:47.342Z" },
 ]

libs/cli/examples/graph_prerelease_reqs/agent.py

@@ -1,7 +1,6 @@
 from collections.abc import Sequence
 from typing import Annotated, Literal, TypedDict
 
-from langchain.chat_models import init_chat_model
 from langchain_community.tools.tavily_search import TavilySearchResults
 from langchain_core.messages import BaseMessage
 from langchain_openai import ChatOpenAI
@@ -10,10 +9,8 @@ from langgraph.prebuilt import ToolNode
 
 tools = [TavilySearchResults(max_results=1)]
 
-model_anth = init_chat_model("claude-3-7-sonnet-20250219", model_provider="anthropic")
 model_oai = ChatOpenAI(temperature=0)
 
-model_anth = model_anth.bind_tools(tools)
 model_oai = model_oai.bind_tools(tools)
 
 
@@ -35,10 +32,7 @@ def should_continue(state):
 
 # Define the function that calls the model
 def call_model(state, config):
-    if config["configurable"].get("model", "anthropic") == "anthropic":
-        model = model_anth
-    else:
-        model = model_oai
+    model = model_oai
     messages = state["messages"]
     response = model.invoke(messages)
     # We return a list, because this will get added to the existing list

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

@@ -0,0 +1,9 @@
+[project]
+name = "graph-prerelease-reqs-additional-deps"
+version = "0.1.0"
+description = "Test for prerelease stuff"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+  "langgraph==0.6.0"
+]

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

@@ -0,0 +1,9 @@
+[project]
+name = "graph-prerelease-reqs-zuper-deps"
+version = "0.1.0"
+description = "Test for prerelease stuff"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+  "langchain-openai==0.3.0"
+]

libs/cli/examples/graph_prerelease_reqs/langgraph.json

@@ -1,7 +1,9 @@
 {
     "python_version": "3.12",
     "dependencies": [
-      "."
+      ".",
+      "./deps/additional_deps",
+      "./deps/zuper_deps"
     ],
     "graphs": {
       "agent": "./agent.py:graph"

libs/cli/examples/graph_prerelease_reqs/pyproject.toml

@@ -0,0 +1,14 @@
+[project]
+name = "graph-prerelease-reqs"
+version = "0.1.0"
+description = "Test for prerelease stuff"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+  "langchain-openai==1.0.0a2",
+  "langgraph==1.0.0a2",
+  "langchain_community>=0.3.0",
+]
+
+[tool.uv]
+prerelease = "allow"

libs/cli/examples/graph_prerelease_reqs/requirements.txt

@@ -1,6 +0,0 @@
-requests
-langchain_anthropic
-langchain_openai
-langchain_community
-langchain
-langgraph==1.0.0a2

libs/cli/examples/graph_prerelease_reqs_fail/agent.py

@@ -0,0 +1,89 @@
+from collections.abc import Sequence
+from typing import Annotated, Literal, TypedDict
+
+from langchain_community.tools.tavily_search import TavilySearchResults
+from langchain_core.messages import BaseMessage
+from langchain_openai import ChatOpenAI
+from langgraph.graph import END, StateGraph, add_messages
+from langgraph.prebuilt import ToolNode
+
+tools = [TavilySearchResults(max_results=1)]
+
+model_oai = ChatOpenAI(temperature=0)
+
+model_oai = model_oai.bind_tools(tools)
+
+
+class AgentState(TypedDict):
+    messages: Annotated[Sequence[BaseMessage], add_messages]
+
+
+# Define the function that determines whether to continue or not
+def should_continue(state):
+    messages = state["messages"]
+    last_message = messages[-1]
+    # If there are no tool calls, then we finish
+    if not last_message.tool_calls:
+        return "end"
+    # Otherwise if there is, we continue
+    else:
+        return "continue"
+
+
+# Define the function that calls the model
+def call_model(state, config):
+    model = model_oai
+    messages = state["messages"]
+    response = model.invoke(messages)
+    # We return a list, because this will get added to the existing list
+    return {"messages": [response]}
+
+
+# Define the function to execute tools
+tool_node = ToolNode(tools)
+
+
+class ContextSchema(TypedDict):
+    model: Literal["anthropic", "openai"]
+
+
+# Define a new graph
+workflow = StateGraph(AgentState, context_schema=ContextSchema)
+
+# Define the two nodes we will cycle between
+workflow.add_node("agent", call_model)
+workflow.add_node("action", tool_node)
+
+# Set the entrypoint as `agent`
+# This means that this node is the first one called
+workflow.set_entry_point("agent")
+
+# We now add a conditional edge
+workflow.add_conditional_edges(
+    # First, we define the start node. We use `agent`.
+    # This means these are the edges taken after the `agent` node is called.
+    "agent",
+    # Next, we pass in the function that will determine which node is called next.
+    should_continue,
+    # Finally we pass in a mapping.
+    # The keys are strings, and the values are other nodes.
+    # END is a special node marking that the graph should finish.
+    # What will happen is we will call `should_continue`, and then the output of that
+    # will be matched against the keys in this mapping.
+    # Based on which one it matches, that node will then be called.
+    {
+        # If `tools`, then we call the tool node.
+        "continue": "action",
+        # Otherwise we finish.
+        "end": END,
+    },
+)
+
+# We now add a normal edge from `tools` to `agent`.
+# This means that after `tools` is called, `agent` node is called next.
+workflow.add_edge("action", "agent")
+
+# Finally, we compile it!
+# This compiles it into a LangChain Runnable,
+# meaning you can use it as you would any other runnable
+graph = workflow.compile()

libs/cli/examples/graph_prerelease_reqs_fail/langgraph.json

@@ -0,0 +1,11 @@
+{
+    "python_version": "3.12",
+    "dependencies": [
+      "."
+    ],
+    "graphs": {
+      "agent": "./agent.py:graph"
+    },
+    "env": "../.env"
+  }
+  

libs/cli/examples/graph_prerelease_reqs_fail/pyproject.toml

@@ -0,0 +1,11 @@
+[project]
+name = "graph-prerelease-reqs"
+version = "0.1.0"
+description = "Test for prerelease stuff"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+  "langchain-openai==1.0.0a2",
+  "langgraph==1.0.0a2",
+  "langchain_community>=0.3.0",
+]

libs/cli/langgraph_cli/config.py

@@ -16,8 +16,10 @@ DEFAULT_PYTHON_VERSION = "3.11"
 
 DEFAULT_IMAGE_DISTRO = "debian"
 
+CONSTRAINTS_PATH = "/api/constraints.txt"
 
 Distros = Literal["debian", "wolfi", "bullseye", "bookworm"]
+MiddlewareOrders = Literal["auth_first", "middleware_first"]
 
 
 class TTLConfig(TypedDict, total=False):
@@ -359,6 +361,25 @@ class HttpConfig(TypedDict, total=False):
     agent's behavior or permissions on a request's headers."""
     logging_headers: Optional[ConfigurableHeaderConfig]
     """Optional. Defines which headers are excluded from logging."""
+    middleware_order: Optional[MiddlewareOrders]
+    """Optional. Defines the order in which to apply server customizations.
+
+    Choices:
+      - "auth_first": Authentication hooks (custom or default) are evaluated
+      before custom middleware.
+      - "middleware_first": Custom middleware is evaluated
+      before authentication hooks (custom or default).
+
+    Default is `middleware_first`.
+    """
+    enable_custom_route_auth: bool
+    """Optional. If True, authentication is enabled for custom routes,
+    not just the routes that are protected by default.
+    (Routes protected by default include /assistants, /threads, and /runs).
+
+    Default is False. This flag only affects authentication behavior
+    if `app` is provided and contains custom routes.
+    """
 
 
 class Config(TypedDict, total=False):
@@ -773,6 +794,15 @@ def validate_config_file(config_path: pathlib.Path) -> Config:
     return validated
 
 
+class ReqGenSpec(NamedTuple):
+    host_pkg_path: pathlib.Path
+    container_pkg_path: str
+    container_req_path: str
+    package_type: Literal["pyproject", "setup"]
+    has_uv_lock: bool
+    stage_name: Optional[str]
+
+
 class LocalDeps(NamedTuple):
     """A container for referencing and managing local Python dependencies.
 
@@ -820,6 +850,15 @@ class LocalDeps(NamedTuple):
         additional_contexts: A list of paths to directories that contain local
             dependencies in parent directories. These directories are added to the
             Docker build context to ensure that the Dockerfile can access them.
+
+        pkgs_missing_reqs: A list of packages that need requirements.txt generated.
+            Each entry is a ReqGenSpec containing:
+            - host_pkg_path: Absolute host path of the package directory
+            - container_pkg_path: Target path in the container for metadata/requirements
+            - container_req_path: Full path to requirements.txt inside the container
+            - package_type: "pyproject" or "setup"
+            - has_uv_lock: True if the package includes uv.lock
+            - stage_name: BuildKit context name if outside the build context, else None
     """
 
     pip_reqs: list[tuple[pathlib.Path, str]]
@@ -828,7 +867,9 @@ class LocalDeps(NamedTuple):
     # if . is in dependencies, use it as working_dir
     working_dir: Optional[str] = None
     # if there are local dependencies in parent directories, use additional_contexts
-    additional_contexts: list[pathlib.Path] = None
+    additional_contexts: Optional[list[pathlib.Path]] = None
+    # Packages that need requirements.txt generation
+    pkgs_missing_reqs: Optional[list[ReqGenSpec]] = None
 
 
 def _assemble_local_deps(config_path: pathlib.Path, config: Config) -> LocalDeps:
@@ -864,6 +905,7 @@ def _assemble_local_deps(config_path: pathlib.Path, config: Config) -> LocalDeps
     faux_pkgs = {}
     working_dir: Optional[str] = None
     additional_contexts: list[pathlib.Path] = []
+    pkgs_missing_reqs: list[ReqGenSpec] = []
 
     for local_dep in config["dependencies"]:
         if not local_dep.startswith("."):
@@ -903,6 +945,35 @@ def _assemble_local_deps(config_path: pathlib.Path, config: Config) -> LocalDeps
             # set working_dir
             if local_dep == ".":
                 working_dir = f"/deps/{container_name}"
+            requirement_path = f"/deps/{container_name}/requirements.txt"
+
+            # Track packages needing requirements.txt generation (real packages only)
+            if "requirements.txt" not in files:
+                has_pyproject = "pyproject.toml" in files
+                has_uv_lock = "uv.lock" in files
+
+                if has_pyproject:
+                    pkg_type = "pyproject"
+                    has_lock = has_uv_lock
+                else:  # setup.py only
+                    pkg_type = "setup"
+                    has_lock = False
+
+                container_pkg_path = f"/deps/{container_name}"
+                stage_name = None
+                if config_path.parent not in resolved.parents:
+                    stage_name = container_name
+
+                pkgs_missing_reqs.append(
+                    ReqGenSpec(
+                        host_pkg_path=resolved,
+                        container_pkg_path=container_pkg_path,
+                        container_req_path=requirement_path,
+                        package_type=pkg_type,
+                        has_uv_lock=has_lock,
+                        stage_name=stage_name,
+                    )
+                )
         else:
             # We could not find a pyproject.toml or setup.py, so treat as a faux package
             if any(file == "__init__.py" for file in files):
@@ -934,19 +1005,27 @@ def _assemble_local_deps(config_path: pathlib.Path, config: Config) -> LocalDeps
             faux_pkgs[resolved] = (local_dep, container_path)
             if local_dep == ".":
                 working_dir = container_path
+            requirement_path = f"{container_path}/requirements.txt"
 
-            # If the faux package has a requirements.txt, we'll add
-            # the path to the list of requirements to install.
-            if "requirements.txt" in files:
-                rfile = resolved / "requirements.txt"
-                pip_reqs.append(
-                    (
-                        rfile,
-                        f"{container_path}/requirements.txt",
-                    )
+        # If the package has a requirements.txt, we'll add
+        # the path to the list of requirements to install.
+        if "requirements.txt" in files:
+            rfile = resolved / "requirements.txt"
+            pip_reqs.append(
+                (
+                    rfile,
+                    requirement_path,
                 )
+            )
 
-    return LocalDeps(pip_reqs, real_pkgs, faux_pkgs, working_dir, additional_contexts)
+    return LocalDeps(
+        pip_reqs,
+        real_pkgs,
+        faux_pkgs,
+        working_dir,
+        additional_contexts,
+        pkgs_missing_reqs,
+    )
 
 
 def _update_graph_paths(
@@ -1241,6 +1320,110 @@ def get_build_tools_to_uninstall(config: Config) -> tuple[str]:
         )
 
 
+def _metadata_files(spec: ReqGenSpec) -> list[str]:
+    files = ["pyproject.toml"] if spec.package_type == "pyproject" else ["setup.py"]
+    if spec.package_type == "pyproject" and spec.has_uv_lock:
+        files.append("uv.lock")
+    if spec.package_type == "setup" and (spec.host_pkg_path / "setup.cfg").exists():
+        files.append("setup.cfg")
+    return files
+
+
+def _get_reqs_gen_cmd(spec: ReqGenSpec) -> str:
+    if spec.package_type == "pyproject" and spec.has_uv_lock:
+        return "uv export --no-hashes --no-dev --no-emit-local -o 'requirements.txt'"
+    if spec.package_type == "pyproject":
+        return f"uv pip compile pyproject.toml -o 'requirements.txt' --constraint {CONSTRAINTS_PATH}"
+    return (
+        f"uv pip compile setup.py -o 'requirements.txt' --constraint {CONSTRAINTS_PATH}"
+    )
+
+
+def _generate_requirements_from_metadata(
+    config_path: pathlib.Path,
+    local_deps: LocalDeps,
+    pip_installer: Literal["uv", "pip"],
+) -> str:
+    """Generate requirements.txt from uv.lock, pyproject.toml, or setup.py.
+
+    This function creates Docker layers that:
+    1. Copy packaging metadata files (pyproject.toml, setup.py, uv.lock, etc.)
+    2. Generate requirements.txt using appropriate uv commands:
+       - `uv export` if uv.lock exists (exact locked versions)
+       - `uv pip compile` for pyproject.toml or setup.py (fresh resolution)
+
+    The generated requirements.txt files are then handled by the existing
+    pip_reqs installation logic, maintaining a single code path for all packages.
+
+    Supports:
+    - pyproject.toml with uv.lock → uv export (preserves lock file versions)
+    - pyproject.toml without uv.lock → uv pip compile (resolve dependencies)
+    - setup.py (with optional setup.cfg) → uv pip compile (resolve dependencies)
+
+    Args:
+        config_path: Path to the langgraph.json config file
+        local_deps: LocalDeps object containing package information
+        pip_installer: Either "uv" or "pip"
+
+    Returns:
+        Docker instruction string for requirements.txt generation,
+        or empty string if not applicable (pip installer or no packages to generate)
+    """
+    if pip_installer != "uv" or not local_deps.pkgs_missing_reqs:
+        # if installer is pip, we need pip-tools to generate requirements.txt
+        # this doesn't come automatically with pip, so we need to install it
+        # in base images, but ci uses uv, which is where we need the caching
+        # so limit to uv.
+        return ""
+
+    docker_lines = ["# -- Generate requirements.txt for packages without one --"]
+
+    # Layer 1: Copy packaging metadata files needed for requirements generation
+    docker_lines.append("# Copy packaging metadata files")
+    for spec in sorted(
+        local_deps.pkgs_missing_reqs, key=lambda s: s.container_pkg_path
+    ):
+        for file_name in _metadata_files(spec):
+            if (
+                local_deps.additional_contexts
+                and spec.host_pkg_path in local_deps.additional_contexts
+            ):
+                if not spec.stage_name:
+                    raise RuntimeError(
+                        f"Package {spec.host_pkg_path} in additional_contexts but has no stage_name"
+                    )
+                docker_lines.append(
+                    f"COPY --from={spec.stage_name} {file_name} {spec.container_pkg_path}/{file_name}"
+                )
+            else:
+                file_relpath = (spec.host_pkg_path / file_name).relative_to(
+                    config_path.parent
+                )
+                docker_lines.append(
+                    f"ADD {file_relpath} {spec.container_pkg_path}/{file_name}"
+                )
+
+    # Layer 2: Generate requirements.txt files using appropriate uv commands
+    docker_lines.append("")
+    docker_lines.append("# Generate requirements.txt from packaging metadata")
+    for spec in sorted(
+        local_deps.pkgs_missing_reqs, key=lambda s: s.container_pkg_path
+    ):
+        pkg_name = spec.host_pkg_path.name
+        if spec.package_type == "pyproject" and spec.has_uv_lock:
+            docker_lines.append(f"# Generate from uv.lock for {pkg_name}")
+        elif spec.package_type == "pyproject":
+            docker_lines.append(f"# Compile from pyproject.toml for {pkg_name}")
+        else:
+            docker_lines.append(f"# Compile from setup.py for {pkg_name}")
+        docker_lines.append(
+            f"RUN cd '{spec.container_pkg_path}' && {_get_reqs_gen_cmd(spec)}"
+        )
+
+    docker_lines.append("# -- End of requirements.txt generation --")
+    return os.linesep.join(docker_lines)
+
+
 def python_config_to_docker(
     config_path: pathlib.Path,
     config: Config,
@@ -1256,16 +1439,26 @@ def python_config_to_docker(
         else:
             pip_installer = "pip"
     if pip_installer == "uv":
-        install_cmd = "uv pip install --system --prerelease=allow"
+        install_cmd = "uv pip install --system"
     elif pip_installer == "pip":
         install_cmd = "pip install"
     else:
         raise ValueError(f"Invalid pip_installer: {pip_installer}")
 
     # configure pip
-    pip_install = f"PYTHONDONTWRITEBYTECODE=1 {install_cmd} --no-cache-dir -c /api/constraints.txt"
+    local_reqs_pip_install = (
+        f"PYTHONDONTWRITEBYTECODE=1 {install_cmd} --no-cache-dir -c {CONSTRAINTS_PATH}"
+    )
+    global_reqs_pip_install = (
+        f"PYTHONDONTWRITEBYTECODE=1 {install_cmd} --no-cache-dir -c {CONSTRAINTS_PATH}"
+    )
     if config.get("pip_config_file"):
-        pip_install = f"PIP_CONFIG_FILE=/pipconfig.txt {pip_install}"
+        local_reqs_pip_install = (
+            f"PIP_CONFIG_FILE=/pipconfig.txt {local_reqs_pip_install}"
+        )
+        global_reqs_pip_install = (
+            f"PIP_CONFIG_FILE=/pipconfig.txt {global_reqs_pip_install}"
+        )
     pip_config_file_str = (
         f"ADD {config['pip_config_file']} /pipconfig.txt"
         if config.get("pip_config_file")
@@ -1282,23 +1475,62 @@ def python_config_to_docker(
     # Rewrite HTTP app path, so it points to the correct location in the Docker container
     _update_http_app_path(config_path, config, local_deps)
 
-    pip_pkgs_str = f"RUN {pip_install} {' '.join(pypi_deps)}" if pypi_deps else ""
-    if local_deps.pip_reqs:
-        pip_reqs_str = os.linesep.join(
-            (
-                f"COPY --from=outer-{reqpath.name} requirements.txt {destpath}"
-                if reqpath.parent in local_deps.additional_contexts
-                else f"ADD {reqpath.relative_to(config_path.parent)} {destpath}"
-            )
-            for reqpath, destpath in local_deps.pip_reqs
-        )
-        pip_reqs_str += f"{os.linesep}RUN {pip_install} {' '.join('-r ' + r for _, r in local_deps.pip_reqs)}"
-        pip_reqs_str = f"""# -- Installing local requirements --
-{pip_reqs_str}
-# -- End of local requirements install --"""
+    pip_pkgs_str = (
+        f"RUN {local_reqs_pip_install} {' '.join(pypi_deps)}" if pypi_deps else ""
+    )
 
-    else:
-        pip_reqs_str = ""
+    # Generate requirements.txt layer for packages that need it
+    # This happens BEFORE copying existing requirements.txt files
+    generated_reqs_str = _generate_requirements_from_metadata(
+        config_path, local_deps, pip_installer
+    )
+    # Combine existing requirements.txt with generated ones in a single deterministic layer
+    all_req_paths: list[str] = []
+    copy_lines: list[str] = []
+
+    # Map additional_contexts path -> stage name
+    additional_ctx_stage: dict[pathlib.Path, str] = {}
+    for p in local_deps.additional_contexts or []:
+        if p in local_deps.real_pkgs:
+            additional_ctx_stage[p] = local_deps.real_pkgs[p][1]
+        elif p in local_deps.faux_pkgs:
+            additional_ctx_stage[p] = f"outer-{p.name}"
+        else:
+            raise RuntimeError(
+                f"Package {p} in additional_contexts but not in real_pkgs or faux_pkgs"
+            )
+
+    # Existing reqs
+    for reqpath, destpath in local_deps.pip_reqs or []:
+        if local_deps.additional_contexts and reqpath.parent in additional_ctx_stage:
+            copy_lines.append(
+                f"COPY --from={additional_ctx_stage[reqpath.parent]} requirements.txt {destpath}"
+            )
+        else:
+            copy_lines.append(
+                f"ADD {reqpath.relative_to(config_path.parent)} {destpath}"
+            )
+        all_req_paths.append(destpath)
+
+    # Generated reqs
+    if (
+        pip_installer == "uv"
+    ):  # we are only generate a requirements.txt if installer is uv (for now)
+        for spec in local_deps.pkgs_missing_reqs or []:
+            all_req_paths.append(spec.container_req_path)
+
+    pip_reqs_str = ""
+    if all_req_paths:
+        # Stabilize order
+        all_req_paths = sorted(set(all_req_paths))
+        # Install each requirements.txt sequentially. This mimics the previous sequential solver behavior
+        # which allows to adjust/downgrade packages between installs, so no conflict is raised.
+        pip_reqs_str = f"""# -- Installing from requirements.txt files --
+{os.linesep.join(copy_lines)}
+{os.linesep.join(f"RUN {local_reqs_pip_install} -r '{p}'" for p in all_req_paths)}
+# -- End of requirements.txt install --"""
+
+    # generate lock file if real package and lock file missing
 
     # https://setuptools.pypa.io/en/latest/userguide/datafiles.html#package-data
     # https://til.simonwillison.net/python/pyproject
@@ -1352,6 +1584,7 @@ ADD {relpath} /deps/{name}
                 install_node_str,
                 pip_config_file_str,
                 pip_pkgs_str,
+                generated_reqs_str,
                 pip_reqs_str,
                 local_pkgs_str,
                 faux_pkgs_str,
@@ -1389,7 +1622,7 @@ ADD {relpath} /deps/{name}
             [
                 "# -- Installing JS dependencies --",
                 f"ENV NODE_VERSION={config.get('node_version') or DEFAULT_NODE_VERSION}",
-                f"RUN cd {local_deps.working_dir} && {_get_node_pm_install_cmd(config_path, config)} && tsx /api/langgraph_api/js/build.mts",
+                f"RUN cd '{local_deps.working_dir}' && {_get_node_pm_install_cmd(config_path, config)} && tsx /api/langgraph_api/js/build.mts",
                 "# -- End of JS dependencies install --",
             ]
         )
@@ -1402,7 +1635,13 @@ ADD {relpath} /deps/{name}
         installs,
         "",
         "# -- Installing all local dependencies --",
-        f"RUN {pip_install} -e /deps/*",
+        f"""RUN for dep in /deps/*; do \
+            echo "Installing $dep"; \
+            if [ -d "$dep" ]; then \
+                echo "Installing $dep"; \
+                (cd "$dep" && {global_reqs_pip_install} .); \
+            fi; \
+        done""",
         "# -- End of local dependencies install --",
         os.linesep.join(env_vars),
         "",

libs/cli/schemas/schema.json

@@ -577,6 +577,10 @@
           "type": "boolean",
           "description": "Optional. If True, /threads routes are removed.\n\nDefault is False.\n"
         },
+        "enable_custom_route_auth": {
+          "type": "boolean",
+          "description": "Optional. If True, authentication is enabled for custom routes,\nnot just the routes that are protected by default.\n(Routes protected by default include /assistants, /threads, and /runs).\n\nDefault is False. This flag only affects authentication behavior\nif `app` is provided and contains custom routes.\n"
+        },
         "logging_headers": {
           "anyOf": [
             {
@@ -587,6 +591,20 @@
             }
           ],
           "description": "Optional. Defines which headers are excluded from logging."
+        },
+        "middleware_order": {
+          "anyOf": [
+            {
+              "enum": [
+                "auth_first",
+                "middleware_first"
+              ]
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Optional. Defines the order in which to apply server customizations.\n"
         }
       },
       "required": []

libs/cli/schemas/schema.v0.json

@@ -577,6 +577,10 @@
           "type": "boolean",
           "description": "Optional. If True, /threads routes are removed.\n\nDefault is False.\n"
         },
+        "enable_custom_route_auth": {
+          "type": "boolean",
+          "description": "Optional. If True, authentication is enabled for custom routes,\nnot just the routes that are protected by default.\n(Routes protected by default include /assistants, /threads, and /runs).\n\nDefault is False. This flag only affects authentication behavior\nif `app` is provided and contains custom routes.\n"
+        },
         "logging_headers": {
           "anyOf": [
             {
@@ -587,6 +591,20 @@
             }
           ],
           "description": "Optional. Defines which headers are excluded from logging."
+        },
+        "middleware_order": {
+          "anyOf": [
+            {
+              "enum": [
+                "auth_first",
+                "middleware_first"
+              ]
+            },
+            {
+              "type": "null"
+            }
+          ],
+          "description": "Optional. Defines the order in which to apply server customizations.\n"
         }
       },
       "required": []

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

@@ -15,7 +15,7 @@ from langgraph_cli.docker import DEFAULT_POSTGRES_URI, DockerCapabilities, Versi
 from langgraph_cli.util import clean_empty_lines
 
 FORMATTED_CLEANUP_LINES = _get_pip_cleanup_lines(
-    install_cmd="uv pip install --system --prerelease=allow",
+    install_cmd="uv pip install --system",
     to_uninstall=("pip", "setuptools", "wheel"),
     pip_installer="uv",
 )
@@ -142,6 +142,21 @@ services:
                 - cli_1: {str(pathlib.Path(__file__).parent.parent.parent.parent.absolute())}
             dockerfile_inline: |
                 FROM langchain/langgraph-api:3.11
+                # -- Generate requirements.txt for packages without one --
+                # Copy packaging metadata files
+                ADD pyproject.toml /deps/cli/pyproject.toml
+                COPY --from=cli_1 pyproject.toml /deps/cli_1/pyproject.toml
+                COPY --from=cli_1 uv.lock /deps/cli_1/uv.lock
+                # Generate requirements.txt from packaging metadata
+                # Compile from pyproject.toml for cli
+                RUN cd '/deps/cli' && uv pip compile pyproject.toml -o 'requirements.txt' --constraint /api/constraints.txt
+                # Generate from uv.lock for cli
+                RUN cd '/deps/cli_1' && uv export --no-hashes --no-dev -o 'requirements.txt'
+                # -- End of requirements.txt generation --
+                # -- Installing from requirements.txt files --
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -r '/deps/cli/requirements.txt'
+                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -r '/deps/cli_1/requirements.txt'
+                # -- End of requirements.txt install --
                 # -- Adding local package . --
                 ADD . /deps/cli
                 # -- End of local package . --
@@ -149,7 +164,7 @@ services:
                 COPY --from=cli_1 . /deps/cli_1
                 # -- End of local package ../../.. --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}

libs/cli/tests/unit_tests/test_config.py

@@ -20,7 +20,7 @@ from langgraph_cli.config import (
 from langgraph_cli.util import clean_empty_lines
 
 FORMATTED_CLEANUP_LINES = _get_pip_cleanup_lines(
-    install_cmd="uv pip install --system --prerelease=allow",
+    install_cmd="uv pip install --system",
     to_uninstall=("pip", "setuptools", "wheel"),
     pip_installer="uv",
 )
@@ -420,10 +420,18 @@ def test_config_to_docker_simple():
     )
     expected_docker_stdin = f"""\
 FROM langchain/langgraph-api:3.11
-# -- Installing local requirements --
-COPY --from=outer-requirements.txt requirements.txt /deps/outer-graphs_reqs_a/graphs_reqs_a/requirements.txt
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -r /deps/outer-graphs_reqs_a/graphs_reqs_a/requirements.txt
-# -- End of local requirements install --
+# -- Generate requirements.txt for packages without one --
+# Copy packaging metadata files
+COPY --from=examples pyproject.toml /deps/examples/pyproject.toml
+# Generate requirements.txt from packaging metadata
+# Compile from pyproject.toml for examples
+RUN cd '/deps/examples' && uv pip compile pyproject.toml -o 'requirements.txt' --constraint /api/constraints.txt
+# -- End of requirements.txt generation --
+# -- Installing from requirements.txt files --
+COPY --from=outer-graphs_reqs_a requirements.txt /deps/outer-graphs_reqs_a/graphs_reqs_a/requirements.txt
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -r '/deps/examples/requirements.txt'
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -r '/deps/outer-graphs_reqs_a/graphs_reqs_a/requirements.txt'
+# -- End of requirements.txt install --
 # -- Adding local package ../../examples --
 COPY --from=examples . /deps/examples
 # -- End of local package ../../examples --
@@ -456,7 +464,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency graphs_reqs_a --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGGRAPH_HTTP='{{"app": "/deps/examples/my_app.py:app"}}'
 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
@@ -512,7 +520,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency tests --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}'
 """
@@ -559,7 +567,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}'
 """
@@ -621,7 +629,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency graphs --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-graphs/src/agent.py:graph"}}'
 {FORMATTED_CLEANUP_LINES}\
@@ -653,11 +661,21 @@ dependencies = ["langchain"]"""
     os.remove(pyproject_path)
     expected_docker_stdin = (
         """FROM langchain/langgraph-api:3.11
+# -- Generate requirements.txt for packages without one --
+# Copy packaging metadata files
+ADD pyproject.toml /deps/unit_tests/pyproject.toml
+# Generate requirements.txt from packaging metadata
+# Compile from pyproject.toml for unit_tests
+RUN cd '/deps/unit_tests' && uv pip compile pyproject.toml -o 'requirements.txt' --constraint /api/constraints.txt
+# -- End of requirements.txt generation --
+# -- Installing from requirements.txt files --
+RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt -r '/deps/unit_tests/requirements.txt'
+# -- End of requirements.txt install --
 # -- Adding local package . --
 ADD . /deps/unit_tests
 # -- End of local package . --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{"agent": "/deps/unit_tests/graphs/agent.py:graph"}'
 """
@@ -689,7 +707,7 @@ def test_config_to_docker_end_to_end():
 ARG meow
 ARG foo
 ADD pipconfig.txt /pipconfig.txt
-RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt langchain langchain_openai
+RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt langchain langchain_openai
 # -- Adding non-package dependency graphs --
 ADD ./graphs/ /deps/outer-graphs/src
 RUN set -ex && \\
@@ -705,7 +723,7 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency graphs --
 # -- Installing all local dependencies --
-RUN PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PIP_CONFIG_FILE=/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-graphs/src/agent.py:graph"}}'
 {FORMATTED_CLEANUP_LINES}"""
@@ -811,14 +829,14 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGGRAPH_UI='{{"agent": "./graphs/agent.ui.jsx"}}'
 ENV LANGGRAPH_UI_CONFIG='{{"shared": ["nuqs"]}}'
 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 # -- Installing JS dependencies --
 ENV NODE_VERSION=20
-RUN cd /deps/outer-unit_tests/unit_tests && npm i && tsx /api/langgraph_api/js/build.mts
+RUN cd '/deps/outer-unit_tests/unit_tests' && npm i && tsx /api/langgraph_api/js/build.mts
 # -- End of JS dependencies install --
 {FORMATTED_CLEANUP_LINES}
 WORKDIR /deps/outer-unit_tests/unit_tests"""
@@ -857,12 +875,12 @@ RUN set -ex && \\
     done
 # -- End of non-package dependency unit_tests --
 # -- Installing all local dependencies --
-RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
 # -- End of local dependencies install --
 ENV LANGSERVE_GRAPHS='{{"python": "/deps/outer-unit_tests/unit_tests/multiplatform/python.py:graph", "js": "/deps/outer-unit_tests/unit_tests/multiplatform/js.mts:graph"}}'
 # -- Installing JS dependencies --
 ENV NODE_VERSION=22
-RUN cd /deps/outer-unit_tests/unit_tests && npm i && tsx /api/langgraph_api/js/build.mts
+RUN cd '/deps/outer-unit_tests/unit_tests' && npm i && tsx /api/langgraph_api/js/build.mts
 # -- End of JS dependencies install --
 {FORMATTED_CLEANUP_LINES}
 WORKDIR /deps/outer-unit_tests/unit_tests"""
@@ -887,7 +905,7 @@ def test_config_to_docker_pip_installer():
     docker_auto, _ = config_to_docker(
         PATH_TO_CONFIG, config_auto, "langchain/langgraph-api:0.2.47"
     )
-    assert "uv pip install --system --prerelease=allow" in docker_auto
+    assert "uv pip install --system " in docker_auto
     assert "rm /usr/bin/uv /usr/bin/uvx" in docker_auto
 
     # Test explicit pip setting
@@ -895,7 +913,7 @@ def test_config_to_docker_pip_installer():
     docker_pip, _ = config_to_docker(
         PATH_TO_CONFIG, config_pip, "langchain/langgraph-api:0.2.47"
     )
-    assert "uv pip install --system --prerelease=allow" not in docker_pip
+    assert "uv pip install --system " not in docker_pip
     assert "pip install" in docker_pip
     assert "rm /usr/bin/uv" not in docker_pip
 
@@ -904,7 +922,7 @@ def test_config_to_docker_pip_installer():
     docker_uv, _ = config_to_docker(
         PATH_TO_CONFIG, config_uv, "langchain/langgraph-api:0.2.47"
     )
-    assert "uv pip install --system --prerelease=allow" in docker_uv
+    assert "uv pip install --system " in docker_uv
     assert "rm /usr/bin/uv /usr/bin/uvx" in docker_uv
 
     # Test auto behavior with older image (should use pip)
@@ -914,7 +932,7 @@ def test_config_to_docker_pip_installer():
     docker_auto_old, _ = config_to_docker(
         PATH_TO_CONFIG, config_auto_old, "langchain/langgraph-api:0.2.46"
     )
-    assert "uv pip install --system --prerelease=allow" not in docker_auto_old
+    assert "uv pip install --system " not in docker_auto_old
     assert "pip install" in docker_auto_old
     assert "rm /usr/bin/uv" not in docker_auto_old
 
@@ -923,7 +941,7 @@ def test_config_to_docker_pip_installer():
     docker_default, _ = config_to_docker(
         PATH_TO_CONFIG, config_default, "langchain/langgraph-api:0.2.47"
     )
-    assert "uv pip install --system --prerelease=allow" in docker_default
+    assert "uv pip install --system " in docker_default
 
 
 def test_config_retain_build_tools():
@@ -998,7 +1016,7 @@ def test_config_to_compose_simple_config():
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
@@ -1039,7 +1057,7 @@ def test_config_to_compose_env_vars():
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
@@ -1084,7 +1102,7 @@ def test_config_to_compose_env_file():
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
@@ -1122,7 +1140,7 @@ def test_config_to_compose_watch():
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}
@@ -1169,7 +1187,7 @@ def test_config_to_compose_end_to_end():
                     done
                 # -- End of non-package dependency unit_tests --
                 # -- Installing all local dependencies --
-                RUN PYTHONDONTWRITEBYTECODE=1 uv pip install --system --prerelease=allow --no-cache-dir -c /api/constraints.txt -e /deps/*
+                RUN for dep in /deps/*; do             echo "Installing $dep";             if [ -d "$dep" ]; then                 echo "Installing $dep";                 (cd "$dep" && PYTHONDONTWRITEBYTECODE=1 uv pip install --system --no-cache-dir -c /api/constraints.txt .);             fi;         done
                 # -- End of local dependencies install --
                 ENV LANGSERVE_GRAPHS='{{"agent": "/deps/outer-unit_tests/unit_tests/agent.py:graph"}}'
 {textwrap.indent(textwrap.dedent(FORMATTED_CLEANUP_LINES), "                ")}

libs/cli/tests/unit_tests/test_util.py

@@ -0,0 +1,188 @@
+from unittest.mock import patch
+
+from langgraph_cli.util import clean_empty_lines, warn_non_wolfi_distro
+
+
+def test_clean_empty_lines():
+    """Test clean_empty_lines function."""
+    # Test with empty lines
+    input_str = "line1\n\nline2\n\nline3"
+    result = clean_empty_lines(input_str)
+    assert result == "line1\nline2\nline3"
+
+    # Test with no empty lines
+    input_str = "line1\nline2\nline3"
+    result = clean_empty_lines(input_str)
+    assert result == "line1\nline2\nline3"
+
+    # Test with only empty lines
+    input_str = "\n\n\n"
+    result = clean_empty_lines(input_str)
+    assert result == ""
+
+    # Test empty string
+    input_str = ""
+    result = clean_empty_lines(input_str)
+    assert result == ""
+
+
+def test_warn_non_wolfi_distro_with_debian(capsys):
+    """Test that warning is shown when image_distro is 'debian'."""
+    config = {"image_distro": "debian"}
+
+    warn_non_wolfi_distro(config)
+
+    captured = capsys.readouterr()
+    assert (
+        "⚠️  Security Recommendation: Consider switching to Wolfi Linux for enhanced security."
+        in captured.out
+    )
+    assert (
+        "Wolfi is a security-oriented, minimal Linux distribution designed for containers."
+        in captured.out
+    )
+    assert (
+        'To switch, add \'"image_distro": "wolfi"\' to your langgraph.json config file.'
+        in captured.out
+    )
+
+
+def test_warn_non_wolfi_distro_with_default_debian(capsys):
+    """Test that warning is shown when image_distro is missing (defaults to debian)."""
+    config = {}  # No image_distro key, should default to debian
+
+    warn_non_wolfi_distro(config)
+
+    captured = capsys.readouterr()
+    assert (
+        "⚠️  Security Recommendation: Consider switching to Wolfi Linux for enhanced security."
+        in captured.out
+    )
+    assert (
+        "Wolfi is a security-oriented, minimal Linux distribution designed for containers."
+        in captured.out
+    )
+    assert (
+        'To switch, add \'"image_distro": "wolfi"\' to your langgraph.json config file.'
+        in captured.out
+    )
+
+
+def test_warn_non_wolfi_distro_with_wolfi(capsys):
+    """Test that no warning is shown when image_distro is 'wolfi'."""
+    config = {"image_distro": "wolfi"}
+
+    warn_non_wolfi_distro(config)
+
+    captured = capsys.readouterr()
+    assert captured.out == ""  # No output should be generated
+
+
+def test_warn_non_wolfi_distro_with_other_distro(capsys):
+    """Test that warning is shown when image_distro is something other than 'wolfi'."""
+    config = {"image_distro": "ubuntu"}
+
+    warn_non_wolfi_distro(config)
+
+    captured = capsys.readouterr()
+    assert (
+        "⚠️  Security Recommendation: Consider switching to Wolfi Linux for enhanced security."
+        in captured.out
+    )
+    assert (
+        "Wolfi is a security-oriented, minimal Linux distribution designed for containers."
+        in captured.out
+    )
+    assert (
+        'To switch, add \'"image_distro": "wolfi"\' to your langgraph.json config file.'
+        in captured.out
+    )
+
+
+def test_warn_non_wolfi_distro_output_formatting():
+    """Test that the warning output is properly formatted with colors and empty line."""
+    config = {"image_distro": "debian"}
+
+    with patch("click.secho") as mock_secho:
+        warn_non_wolfi_distro(config)
+
+    # Verify click.secho was called with the correct parameters
+    expected_calls = [
+        (
+            (
+                "⚠️  Security Recommendation: Consider switching to Wolfi Linux for enhanced security.",
+            ),
+            {"fg": "yellow", "bold": True},
+        ),
+        (
+            (
+                "   Wolfi is a security-oriented, minimal Linux distribution designed for containers.",
+            ),
+            {"fg": "yellow"},
+        ),
+        (
+            (
+                '   To switch, add \'"image_distro": "wolfi"\' to your langgraph.json config file.',
+            ),
+            {"fg": "yellow"},
+        ),
+        (
+            ("",),  # Empty line
+            {},
+        ),
+    ]
+
+    assert mock_secho.call_count == 4
+    for i, (expected_args, expected_kwargs) in enumerate(expected_calls):
+        actual_call = mock_secho.call_args_list[i]
+        assert actual_call.args == expected_args
+        assert actual_call.kwargs == expected_kwargs
+
+
+def test_warn_non_wolfi_distro_various_configs(capsys):
+    """Test warn_non_wolfi_distro with various config scenarios."""
+    test_cases = [
+        # (config, should_warn, description)
+        ({"image_distro": "debian"}, True, "explicit debian"),
+        ({"image_distro": "wolfi"}, False, "explicit wolfi"),
+        ({}, True, "missing image_distro (defaults to debian)"),
+        ({"image_distro": "alpine"}, True, "other distro"),
+        ({"image_distro": "ubuntu"}, True, "ubuntu distro"),
+        ({"other_config": "value"}, True, "unrelated config keys"),
+    ]
+
+    for config, should_warn, description in test_cases:
+        # Clear any previous output
+        capsys.readouterr()
+
+        warn_non_wolfi_distro(config)
+
+        captured = capsys.readouterr()
+        if should_warn:
+            assert "⚠️  Security Recommendation" in captured.out, (
+                f"Should warn for {description}"
+            )
+            assert "Wolfi" in captured.out, f"Should mention Wolfi for {description}"
+        else:
+            assert captured.out == "", f"Should not warn for {description}"
+
+
+def test_warn_non_wolfi_distro_return_value():
+    """Test that warn_non_wolfi_distro returns None."""
+    config = {"image_distro": "debian"}
+    result = warn_non_wolfi_distro(config)
+    assert result is None
+
+    config = {"image_distro": "wolfi"}
+    result = warn_non_wolfi_distro(config)
+    assert result is None
+
+
+def test_warn_non_wolfi_distro_does_not_modify_config():
+    """Test that warn_non_wolfi_distro does not modify the input config."""
+    original_config = {"image_distro": "debian", "other_key": "value"}
+    config_copy = original_config.copy()
+
+    warn_non_wolfi_distro(config_copy)
+
+    assert config_copy == original_config  # Config should remain unchanged

libs/cli/uv.lock

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+version = "8.3.0"
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 ]

libs/langgraph/langgraph/config.py

@@ -66,14 +66,17 @@ def get_store() -> BaseStore:
         store = InMemoryStore()
         store.put(("values",), "foo", {"bar": 2})
 
+
         class State(TypedDict):
             foo: int
 
+
         def my_node(state: State):
             my_store = get_store()
             stored_value = my_store.get(("values",), "foo").value["bar"]
             return {"foo": stored_value + 1}
 
+
         graph = (
             StateGraph(State)
             .add_node(my_node)
@@ -85,7 +88,7 @@ def get_store() -> BaseStore:
         ```
 
         ```pycon
-        {'foo': 3}
+        {"foo": 3}
         ```
 
     Example: Using with functional API
@@ -97,16 +100,19 @@ def get_store() -> BaseStore:
         store = InMemoryStore()
         store.put(("values",), "foo", {"bar": 2})
 
+
         @task
         def my_task(value: int):
             my_store = get_store()
             stored_value = my_store.get(("values",), "foo").value["bar"]
             return stored_value + 1
 
+
         @entrypoint(store=store)
         def workflow(value: int):
             return my_task(value).result()
 
+
         workflow.invoke(1)
         ```
 
@@ -134,14 +140,17 @@ def get_stream_writer() -> StreamWriter:
         from langgraph.graph import StateGraph, START
         from langgraph.config import get_stream_writer
 
+
         class State(TypedDict):
             foo: int
 
+
         def my_node(state: State):
             my_stream_writer = get_stream_writer()
             my_stream_writer({"custom_data": "Hello!"})
             return {"foo": state["foo"] + 1}
 
+
         graph = (
             StateGraph(State)
             .add_node(my_node)
@@ -154,7 +163,7 @@ def get_stream_writer() -> StreamWriter:
         ```
 
         ```pycon
-        {'custom_data': 'Hello!'}
+        {"custom_data": "Hello!"}
         ```
 
     Example: Using with functional API
@@ -162,22 +171,25 @@ def get_stream_writer() -> StreamWriter:
         from langgraph.func import entrypoint, task
         from langgraph.config import get_stream_writer
 
+
         @task
         def my_task(value: int):
             my_stream_writer = get_stream_writer()
             my_stream_writer({"custom_data": "Hello!"})
             return value + 1
 
+
         @entrypoint(store=store)
         def workflow(value: int):
             return my_task(value).result()
 
+
         for chunk in workflow.stream(1, stream_mode="custom"):
             print(chunk)
         ```
 
         ```pycon
-        {'custom_data': 'Hello!'}
+        {"custom_data": "Hello!"}
         ```
     """
     runtime = get_config()[CONF][CONFIG_KEY_RUNTIME]

libs/langgraph/langgraph/func/__init__.py

@@ -150,16 +150,19 @@ def task(
         ```python
         from langgraph.func import entrypoint, task
 
+
         @task
         def add_one(a: int) -> int:
             return a + 1
 
+
         @entrypoint()
         def add_one(numbers: list[int]) -> list[int]:
             futures = [add_one(n) for n in numbers]
             results = [f.result() for f in futures]
             return results
 
+
         # Call the entrypoint
         add_one.invoke([1, 2, 3])  # Returns [2, 3, 4]
         ```
@@ -169,15 +172,18 @@ def task(
         import asyncio
         from langgraph.func import entrypoint, task
 
+
         @task
         async def add_one(a: int) -> int:
             return a + 1
 
+
         @entrypoint()
         async def add_one(numbers: list[int]) -> list[int]:
             futures = [add_one(n) for n in numbers]
             return asyncio.gather(*futures)
 
+
         # Call the entrypoint
         await add_one.ainvoke([1, 2, 3])  # Returns [2, 3, 4]
         ```
@@ -342,15 +348,13 @@ class entrypoint(Generic[ContextT]):
 
         from langgraph.func import entrypoint
 
+
         @entrypoint(checkpointer=InMemorySaver())
         def my_workflow(input_data: str, previous: Optional[str] = None) -> str:
             return "world"
 
-        config = {
-            "configurable": {
-                "thread_id": "some_thread"
-            }
-        }
+
+        config = {"configurable": {"thread_id": "some_thread"}}
         my_workflow.invoke("hello", config)
         ```
 
@@ -367,19 +371,21 @@ class entrypoint(Generic[ContextT]):
 
         from langgraph.func import entrypoint
 
+
         @entrypoint(checkpointer=InMemorySaver())
-        def my_workflow(number: int, *, previous: Any = None) -> entrypoint.final[int, int]:
+        def my_workflow(
+            number: int,
+            *,
+            previous: Any = None,
+        ) -> entrypoint.final[int, int]:
             previous = previous or 0
             # This will return the previous value to the caller, saving
             # 2 * number to the checkpoint, which will be used in the next invocation
             # for the `previous` parameter.
             return entrypoint.final(value=previous, save=2 * number)
 
-        config = {
-            "configurable": {
-                "thread_id": "some_thread"
-            }
-        }
+
+        config = {"configurable": {"thread_id": "some_thread"}}
 
         my_workflow.invoke(3, config)  # 0 (previous was None)
         my_workflow.invoke(1, config)  # 6 (previous was 3 * 2 from the previous invocation)
@@ -434,19 +440,21 @@ class entrypoint(Generic[ContextT]):
             from langgraph.checkpoint.memory import InMemorySaver
             from langgraph.func import entrypoint
 
+
             @entrypoint(checkpointer=InMemorySaver())
-            def my_workflow(number: int, *, previous: Any = None) -> entrypoint.final[int, int]:
+            def my_workflow(
+                number: int,
+                *,
+                previous: Any = None,
+            ) -> entrypoint.final[int, int]:
                 previous = previous or 0
                 # This will return the previous value to the caller, saving
                 # 2 * number to the checkpoint, which will be used in the next invocation
                 # for the `previous` parameter.
                 return entrypoint.final(value=previous, save=2 * number)
 
-            config = {
-                "configurable": {
-                    "thread_id": "1"
-                }
-            }
+
+            config = {"configurable": {"thread_id": "1"}}
 
             my_workflow.invoke(3, config)  # 0 (previous was None)
             my_workflow.invoke(1, config)  # 6 (previous was 3 * 2 from the previous invocation)

libs/langgraph/langgraph/graph/message.py

@@ -92,6 +92,7 @@ def add_messages(
     Example:
         ```python title="Basic usage"
         from langchain_core.messages import AIMessage, HumanMessage
+
         msgs1 = [HumanMessage(content="Hello", id="1")]
         msgs2 = [AIMessage(content="Hi there!", id="2")]
         add_messages(msgs1, msgs2)
@@ -110,9 +111,11 @@ def add_messages(
         from typing_extensions import TypedDict
         from langgraph.graph import StateGraph
 
+
         class State(TypedDict):
             messages: Annotated[list, add_messages]
 
+
         builder = StateGraph(State)
         builder.add_node("chatbot", lambda state: {"messages": [("assistant", "Hello")]})
         builder.set_entry_point("chatbot")
@@ -127,30 +130,35 @@ def add_messages(
         from typing_extensions import TypedDict
         from langgraph.graph import StateGraph, add_messages
 
+
         class State(TypedDict):
-            messages: Annotated[list, add_messages(format='langchain-openai')]
+            messages: Annotated[list, add_messages(format="langchain-openai")]
+
 
         def chatbot_node(state: State) -> list:
-            return {"messages": [
-                {
-                    "role": "user",
-                    "content": [
-                        {
-                            "type": "text",
-                            "text": "Here's an image:",
-                            "cache_control": {"type": "ephemeral"},
-                        },
-                        {
-                            "type": "image",
-                            "source": {
-                                "type": "base64",
-                                "media_type": "image/jpeg",
-                                "data": "1234",
+            return {
+                "messages": [
+                    {
+                        "role": "user",
+                        "content": [
+                            {
+                                "type": "text",
+                                "text": "Here's an image:",
+                                "cache_control": {"type": "ephemeral"},
                             },
-                        },
-                    ]
-                },
-            ]}
+                            {
+                                "type": "image",
+                                "source": {
+                                    "type": "base64",
+                                    "media_type": "image/jpeg",
+                                    "data": "1234",
+                                },
+                            },
+                        ],
+                    },
+                ]
+            }
+
 
         builder = StateGraph(State)
         builder.add_node("chatbot", chatbot_node)

libs/langgraph/langgraph/graph/state.py

@@ -141,25 +141,31 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
         from langgraph.graph import StateGraph
         from langgraph.runtime import Runtime
 
+
         def reducer(a: list, b: int | None) -> list:
             if b is not None:
                 return a + [b]
             return a
 
+
         class State(TypedDict):
             x: Annotated[list, reducer]
 
+
         class Context(TypedDict):
             r: float
 
+
         graph = StateGraph(state_schema=State, context_schema=Context)
 
+
         def node(state: State, runtime: Runtime[Context]) -> dict:
             r = runtime.context.get("r", 1.0)
             x = state["x"][-1]
             next_value = x * r * (1 - x)
             return {"x": next_value}
 
+
         graph.add_node("A", node)
         graph.set_entry_point("A")
         graph.set_finish_point("A")
@@ -385,12 +391,15 @@ class StateGraph(Generic[StateT, ContextT, InputT, OutputT]):
             from langchain_core.runnables import RunnableConfig
             from langgraph.graph import START, StateGraph
 
+
             class State(TypedDict):
                 x: int
 
+
             def my_node(state: State, config: RunnableConfig) -> State:
                 return {"x": state["x"] + 1}
 
+
             builder = StateGraph(State)
             builder.add_node(my_node)  # node name will be 'my_node'
             builder.add_edge(START, "my_node")
@@ -1360,10 +1369,14 @@ def _get_channel(
 def _is_field_channel(typ: type[Any]) -> BaseChannel | None:
     if hasattr(typ, "__metadata__"):
         meta = typ.__metadata__
-        if len(meta) >= 1 and isinstance(meta[-1], BaseChannel):
-            return meta[-1]
-        elif len(meta) >= 1 and isclass(meta[-1]) and issubclass(meta[-1], BaseChannel):
-            return meta[-1](typ.__origin__ if hasattr(typ, "__origin__") else typ)
+        # Search through all annotated medata to find channel annotations
+        for item in meta:
+            if isinstance(item, BaseChannel):
+                return item
+            elif isclass(item) and issubclass(item, BaseChannel):
+                # ex, Annotated[int, EphemeralValue, SomeOtherAnnotation]
+                # would return EphemeralValue(int)
+                return item(typ.__origin__ if hasattr(typ, "__origin__") else typ)
     return None
 
 

libs/langgraph/langgraph/graph/ui.py

@@ -188,7 +188,7 @@ def ui_message_reducer(
 
         messages = ui_message_reducer(
             [{"type": "ui", "id": "1", "name": "Chat", "props": {}}],
-            {"type": "remove-ui", "id": "1"}
+            {"type": "remove-ui", "id": "1"},
         )
 
     """

libs/langgraph/langgraph/pregel/_draw.py

@@ -2,7 +2,7 @@ from __future__ import annotations
 
 from collections import defaultdict
 from collections.abc import Mapping, Sequence
-from typing import Any, cast
+from typing import Any, NamedTuple, cast
 
 from langchain_core.runnables.config import RunnableConfig
 from langchain_core.runnables.graph import Graph, Node
@@ -10,6 +10,7 @@ from langgraph.checkpoint.base import BaseCheckpointSaver
 
 from langgraph._internal._constants import CONF, CONFIG_KEY_SEND, INPUT
 from langgraph.channels.base import BaseChannel
+from langgraph.channels.last_value import LastValueAfterFinish
 from langgraph.constants import END, START
 from langgraph.managed.base import ManagedValueSpec
 from langgraph.pregel._algo import (
@@ -25,6 +26,19 @@ from langgraph.pregel._write import ChannelWrite
 from langgraph.types import All, Checkpointer
 
 
+class Edge(NamedTuple):
+    source: str
+    target: str
+    conditional: bool
+    data: str | None
+
+
+class TriggerEdge(NamedTuple):
+    source: str
+    conditional: bool
+    data: str | None
+
+
 def draw_graph(
     config: RunnableConfig,
     *,
@@ -49,7 +63,7 @@ def draw_graph(
         The graph for this Pregel instance.
     """
     # (src, dest, is_conditional, label)
-    edges: set[tuple[str, str, bool, str | None]] = set()
+    edges: set[Edge] = set()
 
     step = -1
     checkpoint = empty_checkpoint()
@@ -63,8 +77,9 @@ def draw_graph(
         checkpoint,
     )
     static_seen: set[Any] = set()
-    sources: dict[str, set[tuple[str, bool, str | None]]] = {}
-    step_sources: dict[str, set[tuple[str, bool, str | None]]] = {}
+    sources: dict[str, set[TriggerEdge]] = {}
+    step_sources: dict[str, set[TriggerEdge]] = {}
+    static_declared_writes: dict[str, set[TriggerEdge]] = defaultdict(set)
     # remove node mappers
     nodes = {
         k: v.copy(update={"mapper": None}) if v.mapper is not None else v
@@ -123,32 +138,36 @@ def draw_graph(
                         # END writes are not written, but become edges directly
                         for t in writes:
                             if t[0] == END:
-                                edges.add((task.name, t[0], True, t[2]))
+                                edges.add(Edge(task.name, t[0], True, t[2]))
                         writes = [t for t in writes if t[0] != END]
                         conditionals.update(
                             {(task.name, t[0], t[1] or None): t[2] for t in writes}
                         )
+                        # record static writes for edge creation
+                        for t in writes:
+                            static_declared_writes[task.name].add(
+                                TriggerEdge(t[0], True, t[2])
+                            )
                         task.config[CONF][CONFIG_KEY_SEND]([t[:2] for t in writes])
         # collect sources
-        step_sources = {
-            task.name: {
-                (
+        step_sources = {}
+        for task in tasks.values():
+            task_edges = {
+                TriggerEdge(
                     w[0],
                     (task.name, w[0], w[1] or None) in conditionals,
                     conditionals.get((task.name, w[0], w[1] or None)),
                 )
                 for w in task.writes
             }
-            for task in tasks.values()
-        }
+            task_edges |= static_declared_writes.get(task.name, set())
+            step_sources[task.name] = task_edges
         sources.update(step_sources)
         # invert triggers
-        trigger_to_sources: dict[str, set[tuple[str, bool, str | None]]] = defaultdict(
-            set
-        )
+        trigger_to_sources: dict[str, set[TriggerEdge]] = defaultdict(set)
         for src, triggers in sources.items():
             for trigger, cond, label in triggers:
-                trigger_to_sources[trigger].add((src, cond, label))
+                trigger_to_sources[trigger].add(TriggerEdge(src, cond, label))
         # apply writes
         updated_channels = apply_writes(
             checkpoint, channels, tasks.values(), get_next_version, trigger_to_nodes
@@ -170,26 +189,39 @@ def draw_graph(
             trigger_to_nodes=trigger_to_nodes,
             updated_channels=updated_channels,
         )
+        # collect deferred nodes
+        deferred_nodes: set[str] = set()
+        edges_to_deferred_nodes: set[Edge] = set()
+        for channel, item in channels.items():
+            if isinstance(item, LastValueAfterFinish):
+                deferred_node = channel.split(":", 2)[-1]
+                deferred_nodes.add(deferred_node)
         # collect edges
         for task in tasks.values():
             added = False
             for trigger in task.triggers:
                 for src, cond, label in sorted(trigger_to_sources[trigger]):
-                    edges.add((src, task.name, cond, label))
+                    # record edge to be reviewed later
+                    if task.name in deferred_nodes:
+                        edges_to_deferred_nodes.add(Edge(src, task.name, cond, label))
+                    edges.add(Edge(src, task.name, cond, label))
                     # if the edge is from this step, skip adding the implicit edges
                     if (trigger, cond, label) in step_sources.get(src, set()):
                         added = True
                     else:
-                        sources[src].discard((trigger, cond, label))
+                        sources[src].discard(TriggerEdge(trigger, cond, label))
             # if no edges from this step, add implicit edges from all previous tasks
             if not added:
                 for src in step_sources:
-                    edges.add((src, task.name, True, None))
+                    edges.add(Edge(src, task.name, True, None))
+
     # assemble the graph
     graph = Graph()
     # add nodes
     for name, node in nodes.items():
         metadata = dict(node.metadata or {})
+        if name in deferred_nodes:
+            metadata["defer"] = True
         if name in interrupt_before_nodes and name in interrupt_after_nodes:
             metadata["__interrupt"] = "before,after"
         elif name in interrupt_before_nodes:

libs/langgraph/langgraph/pregel/_loop.py

@@ -242,7 +242,9 @@ class PregelLoop:
         self.interrupt_before = interrupt_before
         self.manager = manager
         self.is_nested = CONFIG_KEY_TASK_ID in self.config.get(CONF, {})
-        self.skip_done_tasks = CONFIG_KEY_CHECKPOINT_ID not in config[CONF]
+        self.skip_done_tasks = CONFIG_KEY_CHECKPOINT_ID not in config[CONF] or (
+            CONFIG_KEY_RESUMING in self.config[CONF] and self.is_nested
+        )
         self._migrate_checkpoint = migrate_checkpoint
         self.trigger_to_nodes = trigger_to_nodes
         self.retry_policy = retry_policy

libs/langgraph/langgraph/pregel/debug.py

@@ -48,7 +48,7 @@ class CheckpointTask(TypedDict):
     name: str
     error: str | None
     interrupts: list[dict]
-    state: RunnableConfig | None
+    state: StateSnapshot | RunnableConfig | None
 
 
 class CheckpointPayload(TypedDict):

libs/langgraph/langgraph/pregel/main.py

@@ -3,15 +3,24 @@ from __future__ import annotations
 import asyncio
 import concurrent
 import concurrent.futures
+import contextlib
 import queue
 import warnings
 import weakref
 from collections import defaultdict, deque
-from collections.abc import AsyncIterator, Iterator, Mapping, Sequence
+from collections.abc import AsyncIterator, Awaitable, Iterator, Mapping, Sequence
 from dataclasses import is_dataclass
 from functools import partial
 from inspect import isclass
-from typing import Any, Callable, Generic, Optional, Union, cast, get_type_hints
+from typing import (
+    Any,
+    Callable,
+    Generic,
+    Optional,
+    Union,
+    cast,
+    get_type_hints,
+)
 from uuid import UUID, uuid5
 
 from langchain_core.globals import get_debug
@@ -377,7 +386,7 @@ class Pregel(
 
     However, for **advanced** use cases, Pregel can be used directly. If you're
     not sure whether you need to use Pregel directly, then the answer is probably no
-    – you should use the Graph API or Functional API instead. These are higher-level
+    - you should use the Graph API or Functional API instead. These are higher-level
     interfaces that will compile down to Pregel under the hood.
 
     Here are some examples to give you a sense of how it works:
@@ -479,7 +488,7 @@ class Pregel(
         ```
 
         ```pycon
-        {'c': ['foofoo', 'foofoofoofoo']}
+        {"c": ["foofoo", "foofoofoofoo"]}
         ```
 
     Example: Using a BinaryOperatorAggregate channel
@@ -507,6 +516,7 @@ class Pregel(
             else:
                 return update
 
+
         app = Pregel(
             nodes={"node1": node1, "node2": node2},
             channels={
@@ -515,7 +525,7 @@ class Pregel(
                 "c": BinaryOperatorAggregate(str, operator=reducer),
             },
             input_channels=["a"],
-            output_channels=["c"]
+            output_channels=["c"],
         )
 
         app.invoke({"a": "foo"})
@@ -535,7 +545,8 @@ class Pregel(
         from langgraph.pregel import Pregel, NodeBuilder, ChannelWriteEntry
 
         example_node = (
-            NodeBuilder().subscribe_only("value")
+            NodeBuilder()
+            .subscribe_only("value")
             .do(lambda x: x + x if len(x) < 10 else None)
             .write_to(ChannelWriteEntry(channel="value", skip_none=True))
         )
@@ -546,7 +557,7 @@ class Pregel(
                 "value": EphemeralValue(str),
             },
             input_channels=["value"],
-            output_channels=["value"]
+            output_channels=["value"],
         )
 
         app.invoke({"value": "a"})
@@ -2612,6 +2623,7 @@ class Pregel(
                 if subgraphs:
                     loop.config[CONF][CONFIG_KEY_STREAM] = loop.stream
                 # enable concurrent streaming
+                get_waiter: Callable[[], concurrent.futures.Future[None]] | None = None
                 if (
                     self.stream_eager
                     or subgraphs
@@ -2634,8 +2646,6 @@ class Pregel(
                         else:
                             return waiter
 
-                else:
-                    get_waiter = None  # type: ignore[assignment]
                 # Similarly to Bulk Synchronous Parallel / Pregel model
                 # computation proceeds in steps, while there are channel updates.
                 # Channel updates from step N are only visible in step N+1
@@ -2916,45 +2926,77 @@ class Pregel(
                         stream_put, stream_modes
                     )
                 # enable concurrent streaming
+                get_waiter: Callable[[], asyncio.Task[None]] | None = None
+                _cleanup_waiter: Callable[[], Awaitable[None]] | None = None
                 if (
                     self.stream_eager
                     or subgraphs
                     or "messages" in stream_modes
                     or "custom" in stream_modes
                 ):
+                    # Keep a single waiter task alive; ensure cleanup on exit.
+                    waiter: asyncio.Task[None] | None = None
 
                     def get_waiter() -> asyncio.Task[None]:
-                        return aioloop.create_task(stream.wait())
+                        nonlocal waiter
+                        if waiter is None or waiter.done():
+                            waiter = aioloop.create_task(stream.wait())
+
+                            def _clear(t: asyncio.Task[None]) -> None:
+                                nonlocal waiter
+                                if waiter is t:
+                                    waiter = None
+
+                            waiter.add_done_callback(_clear)
+                        return waiter
+
+                    async def _cleanup_waiter() -> None:
+                        """Wake pending waiter and/or cancel+await to avoid pending tasks."""
+                        nonlocal waiter
+                        # Try to wake via semaphore like SyncPregelLoop
+                        with contextlib.suppress(Exception):
+                            if hasattr(stream, "_count"):
+                                stream._count.release()
+                        t = waiter
+                        waiter = None
+                        if t is not None and not t.done():
+                            t.cancel()
+                            with contextlib.suppress(asyncio.CancelledError):
+                                await t
 
-                else:
-                    get_waiter = None  # type: ignore[assignment]
                 # Similarly to Bulk Synchronous Parallel / Pregel model
                 # computation proceeds in steps, while there are channel updates
                 # channel updates from step N are only visible in step N+1
                 # channels are guaranteed to be immutable for the duration of the step,
                 # with channel updates applied only at the transition between steps
-                while loop.tick():
-                    for task in await loop.amatch_cached_writes():
-                        loop.output_writes(task.id, task.writes, cached=True)
-                    async for _ in runner.atick(
-                        [t for t in loop.tasks.values() if not t.writes],
-                        timeout=self.step_timeout,
-                        get_waiter=get_waiter,
-                        schedule_task=loop.aaccept_push,
-                    ):
-                        # emit output
-                        for o in _output(
-                            stream_mode,
-                            print_mode,
-                            subgraphs,
-                            stream.get_nowait,
-                            asyncio.QueueEmpty,
+                try:
+                    while loop.tick():
+                        for task in await loop.amatch_cached_writes():
+                            loop.output_writes(task.id, task.writes, cached=True)
+                        async for _ in runner.atick(
+                            [t for t in loop.tasks.values() if not t.writes],
+                            timeout=self.step_timeout,
+                            get_waiter=get_waiter,
+                            schedule_task=loop.aaccept_push,
                         ):
-                            yield o
-                    loop.after_tick()
-                    # wait for checkpoint
-                    if durability_ == "sync":
-                        await cast(asyncio.Future, loop._put_checkpoint_fut)
+                            # emit output
+                            for o in _output(
+                                stream_mode,
+                                print_mode,
+                                subgraphs,
+                                stream.get_nowait,
+                                asyncio.QueueEmpty,
+                            ):
+                                yield o
+                        loop.after_tick()
+                        # wait for checkpoint
+                        if durability_ == "sync":
+                            await cast(asyncio.Future, loop._put_checkpoint_fut)
+                finally:
+                    # ensure waiter doesn't remain pending on cancel/shutdown
+                    if _cleanup_waiter is not None:
+                        await _cleanup_waiter()
+
             # emit output
             for o in _output(
                 stream_mode,

libs/langgraph/langgraph/pregel/remote.py

@@ -8,6 +8,7 @@ from typing import (
     Literal,
     cast,
 )
+from uuid import UUID
 
 import langsmith as ls
 from langchain_core.runnables import RunnableConfig
@@ -78,7 +79,7 @@ _CONF_DROPLIST = frozenset(
 
 def _sanitize_config_value(v: Any) -> Any:
     """Recursively sanitize a config value to ensure it contains only primitives."""
-    if isinstance(v, (str, int, float, bool)):
+    if isinstance(v, (str, int, float, bool, UUID)):
         return v
     elif isinstance(v, dict):
         sanitized_dict = {}

libs/langgraph/langgraph/types.py

@@ -296,12 +296,10 @@ class Send:
         >>> class OverallState(TypedDict):
         ...     subjects: list[str]
         ...     jokes: Annotated[list[str], operator.add]
-        ...
         >>> from langgraph.types import Send
         >>> from langgraph.graph import END, START
         >>> def continue_to_jokes(state: OverallState):
-        ...     return [Send("generate_joke", {"subject": s}) for s in state['subjects']]
-        ...
+        ...     return [Send("generate_joke", {"subject": s}) for s in state["subjects"]]
         >>> from langgraph.graph import StateGraph
         >>> builder = StateGraph(OverallState)
         >>> builder.add_node("generate_joke", lambda state: {"jokes": [f"Joke about {state['subject']}"]})

libs/langgraph/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph"
-version = "0.6.7"
+version = "0.6.8"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.9"
@@ -74,14 +74,6 @@ target-version = "py39"
 [tool.ruff.lint.per-file-ignores]
 "tests/bench/*" = ["UP006", "UP007"]
 
-[tool.ruff.format]
-quote-style = "double"
-indent-style = "space"
-skip-magic-trailing-comma = false
-line-ending = "auto"
-docstring-code-format = false
-docstring-code-line-length = "dynamic"
-
 [tool.ruff.lint.flake8-tidy-imports.banned-api]
 "typing.TypedDict".msg = "Use typing_extensions.TypedDict instead."
 

libs/langgraph/tests/__snapshots__/test_pregel.ambr

@@ -307,6 +307,99 @@
   
   '''
 # ---
+# name: test_get_graph_nonterminal_last_step_source
+  '''
+  {
+    "edges": [
+      {
+        "source": "__start__",
+        "target": "human"
+      },
+      {
+        "conditional": true,
+        "source": "chatbot",
+        "target": "human"
+      },
+      {
+        "conditional": true,
+        "source": "chatbot",
+        "target": "tools"
+      },
+      {
+        "conditional": true,
+        "source": "human",
+        "target": "__end__"
+      },
+      {
+        "conditional": true,
+        "source": "human",
+        "target": "chatbot"
+      },
+      {
+        "source": "tools",
+        "target": "chatbot"
+      }
+    ],
+    "nodes": [
+      {
+        "data": {
+          "id": [
+            "langgraph",
+            "_internal",
+            "_runnable",
+            "RunnableCallable"
+          ],
+          "name": "__start__"
+        },
+        "id": "__start__",
+        "type": "runnable"
+      },
+      {
+        "data": {
+          "id": [
+            "langgraph",
+            "_internal",
+            "_runnable",
+            "RunnableCallable"
+          ],
+          "name": "chatbot"
+        },
+        "id": "chatbot",
+        "type": "runnable"
+      },
+      {
+        "data": {
+          "id": [
+            "langgraph",
+            "_internal",
+            "_runnable",
+            "RunnableCallable"
+          ],
+          "name": "tools"
+        },
+        "id": "tools",
+        "type": "runnable"
+      },
+      {
+        "data": {
+          "id": [
+            "langgraph",
+            "_internal",
+            "_runnable",
+            "RunnableCallable"
+          ],
+          "name": "human"
+        },
+        "id": "human",
+        "type": "runnable"
+      },
+      {
+        "id": "__end__"
+      }
+    ]
+  }
+  '''
+# ---
 # name: test_get_graph_root_channel
   '''
   {
@@ -795,99 +888,6 @@
   
   '''
 # ---
-# name: test_get_graph_nonterminal_last_step_source
-  '''
-  {
-    "edges": [
-      {
-        "source": "__start__",
-        "target": "human"
-      },
-      {
-        "conditional": true,
-        "source": "chatbot",
-        "target": "human"
-      },
-      {
-        "conditional": true,
-        "source": "chatbot",
-        "target": "tools"
-      },
-      {
-        "conditional": true,
-        "source": "human",
-        "target": "__end__"
-      },
-      {
-        "conditional": true,
-        "source": "human",
-        "target": "chatbot"
-      },
-      {
-        "source": "tools",
-        "target": "chatbot"
-      }
-    ],
-    "nodes": [
-      {
-        "data": {
-          "id": [
-            "langgraph",
-            "_internal",
-            "_runnable",
-            "RunnableCallable"
-          ],
-          "name": "__start__"
-        },
-        "id": "__start__",
-        "type": "runnable"
-      },
-      {
-        "data": {
-          "id": [
-            "langgraph",
-            "_internal",
-            "_runnable",
-            "RunnableCallable"
-          ],
-          "name": "chatbot"
-        },
-        "id": "chatbot",
-        "type": "runnable"
-      },
-      {
-        "data": {
-          "id": [
-            "langgraph",
-            "_internal",
-            "_runnable",
-            "RunnableCallable"
-          ],
-          "name": "tools"
-        },
-        "id": "tools",
-        "type": "runnable"
-      },
-      {
-        "data": {
-          "id": [
-            "langgraph",
-            "_internal",
-            "_runnable",
-            "RunnableCallable"
-          ],
-          "name": "human"
-        },
-        "id": "human",
-        "type": "runnable"
-      },
-      {
-        "id": "__end__"
-      }
-    ]
-  }
-  '''
-# ---
 # name: test_repeat_condition
   '''
   graph TD;

libs/langgraph/tests/test_pregel.py

@@ -3445,6 +3445,73 @@ def test_stream_buffering_single_node(sync_checkpointer: BaseCheckpointSaver) ->
     ]
 
 
+def test_nested_graph_resume_reuses_cached_task_writes(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    # Reproduces issue where a helper @task inside a nested graph re-executes
+    # on resume instead of reusing cached writes. Ensures it runs only once.
+    counter_parent = 0
+    counter_sub = 0
+
+    @task
+    def get_time_parent() -> float:
+        nonlocal counter_parent
+        counter_parent += 1
+        return time.time()
+
+    @task
+    def get_time_subgraph() -> float:
+        nonlocal counter_sub
+        counter_sub += 1
+        return time.time()
+
+    class State(TypedDict):
+        state_counter: int
+
+    # Subgraph that calls a helper task and then interrupts
+    sub = StateGraph(State)
+
+    def human_node(_: State):
+        _ = get_time_subgraph().result()
+        interrupt("what is your name?")
+
+    sub.add_node("human_node", human_node)
+    sub.set_entry_point("human_node")
+    sub.set_finish_point("human_node")
+    subgraph = sub.compile(checkpointer=sync_checkpointer)
+
+    # Parent graph that calls a helper task and interrupts, then enters subgraph
+    parent = StateGraph(State)
+
+    def parent_node(_: State):
+        _ = get_time_parent().result()
+        interrupt("what is your parent name?")
+
+    parent.add_node("parent_node", parent_node)
+    parent.add_node("subgraph", subgraph)
+    parent.add_edge(START, "parent_node")
+    parent.add_edge("parent_node", "subgraph")
+    parent.add_edge("subgraph", END)
+    graph = parent.compile(checkpointer=sync_checkpointer)
+
+    cfg_parent = {"configurable": {"thread_id": str(uuid.uuid4())}}
+
+    # First run – interrupts in parent node
+    for _ in graph.stream({"state_counter": 1}, cfg_parent):
+        pass
+
+    # Resume 1 – proceeds into subgraph, interrupts there
+    for _ in graph.stream(Command(resume="resume-1"), cfg_parent):
+        pass
+
+    # Resume 2 – completes without re-running subgraph helper task
+    for _ in graph.stream(Command(resume="resume-2"), cfg_parent):
+        pass
+
+    assert counter_parent == 1
+    assert counter_sub == 1
+
+
 def test_nested_graph_interrupts_parallel(
     sync_checkpointer: BaseCheckpointSaver, durability: Durability
 ) -> None:

libs/langgraph/tests/test_pregel_async.py

@@ -41,6 +41,7 @@ from syrupy import SnapshotAssertion
 from typing_extensions import NotRequired, TypedDict
 
 from langgraph._internal._constants import CONFIG_KEY_NODE_FINISHED, ERROR, PULL
+from langgraph._internal._queue import AsyncQueue
 from langgraph.channels.binop import BinaryOperatorAggregate
 from langgraph.channels.last_value import LastValue
 from langgraph.channels.topic import Topic
@@ -9156,3 +9157,57 @@ async def test_null_resume_disallowed_with_multiple_interrupts(
         "text_1": "resume for prompt: original text 1",
         "text_2": "resume for prompt: original text 2",
     }
+
+
+async def test_astream_waiter_cleanup_on_cancel(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    """Test that AsyncPregelLoop cleans up waiter tasks after cancellation."""
+
+    recorded_tasks: list[asyncio.Task[None]] = []
+    finished_tasks: list[asyncio.Task[None]] = []
+
+    original_wait = AsyncQueue.wait
+
+    async def tracked_wait(self: AsyncQueue) -> None:
+        task = asyncio.current_task()
+        assert task is not None
+        recorded_tasks.append(task)
+        try:
+            await original_wait(self)
+        finally:
+            finished_tasks.append(task)
+
+    monkeypatch.setattr(AsyncQueue, "wait", tracked_wait)
+
+    class State(TypedDict, total=False):
+        count: int
+
+    async def slow_node(state: State) -> State:
+        await asyncio.sleep(0.05)
+        state = dict(state)
+        state["count"] = state.get("count", 0) + 1
+        await asyncio.sleep(0.1)
+        return state
+
+    builder = StateGraph(State)
+    builder.add_node("slow", slow_node)
+    builder.add_edge(START, "slow")
+    builder.add_edge("slow", END)
+    graph = builder.compile()
+
+    async def consumer() -> None:
+        async for _ in graph.astream({"msg": "hi"}, stream_mode="messages"):
+            await asyncio.sleep(0.01)
+
+    task = asyncio.create_task(consumer())
+    await asyncio.sleep(0.05)
+    task.cancel()
+    with pytest.raises(asyncio.CancelledError):
+        await task
+
+    await asyncio.sleep(0.05)
+
+    assert recorded_tasks, "expected stream.wait() task to be created"
+    assert set(finished_tasks) == set(recorded_tasks)
+    assert all(t.done() for t in recorded_tasks)

libs/langgraph/tests/test_state.py

@@ -2,7 +2,7 @@ import inspect
 import operator
 import warnings
 from dataclasses import dataclass, field
-from typing import Annotated, Any, Optional
+from typing import Annotated, Any, Optional, Union
 from typing import Annotated as Annotated2
 
 import pytest
@@ -11,7 +11,13 @@ from pydantic import BaseModel
 from typing_extensions import NotRequired, Required, TypedDict
 
 from langgraph.channels.binop import BinaryOperatorAggregate
-from langgraph.graph.state import StateGraph, _get_node_name, _warn_invalid_state_schema
+from langgraph.channels.ephemeral_value import EphemeralValue
+from langgraph.graph.state import (
+    StateGraph,
+    _get_node_name,
+    _is_field_channel,
+    _warn_invalid_state_schema,
+)
 
 
 class State(BaseModel):
@@ -335,3 +341,33 @@ def test_private_input_schema_conditional_edge():
     builder.add_edge("__start__", "node_1")
     graph = builder.compile()
     assert graph.invoke({"foo": 0}) == {"foo": 2, "bar": "meow"}
+
+
+def test_is_field_channel() -> None:
+    """Test channel detection across all scenarios."""
+    # Basic detection
+    result = _is_field_channel(Annotated[int, EphemeralValue])
+    assert isinstance(result, EphemeralValue) and result.typ is int
+
+    # Main fix: handles extraneous annotations
+    result = _is_field_channel(Annotated[str, "metadata", EphemeralValue, "more"])
+    assert isinstance(result, EphemeralValue) and result.typ is str
+
+    # Complex types work
+    union_type = Union[int, str]
+    result = _is_field_channel(Annotated[union_type, EphemeralValue])
+    assert isinstance(result, EphemeralValue) and result.typ is union_type
+
+    # Pre-instantiated channels
+    instantiated = EphemeralValue(int)
+    result = _is_field_channel(Annotated[int, instantiated])
+    assert result is instantiated
+
+    # Pre-instantiated channels with multiple annotations
+    instantiated = EphemeralValue(int)
+    result = _is_field_channel(Annotated[int, "metadata", instantiated, "more"])
+    assert result is instantiated
+
+    # No channel cases
+    assert _is_field_channel(int) is None
+    assert _is_field_channel(Annotated[int, "just_metadata"]) is None

libs/prebuilt/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.9"
 
 [[package]]
@@ -25,7 +25,7 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.10.0"
+version = "4.11.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
@@ -33,9 +33,9 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/b4/636b3b65173d3ce9a38ef5f0522789614e590dab6a8d505340a4efe4c567/anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6", size = 213252, upload-time = "2025-08-04T08:54:26.451Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c6/78/7d432127c41b50bccba979505f272c16cbcadcc33645d5fa3a738110ae75/anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4", size = 219094, upload-time = "2025-09-23T09:19:12.58Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/6f/12/e5e0282d673bb9746bacfb6e2dba8719989d3660cdb2ea79aee9a9651afb/anyio-4.10.0-py3-none-any.whl", hash = "sha256:60e474ac86736bbfd6f210f7a61218939c318f43f9972497381f1c5e930ed3d1", size = 107213, upload-time = "2025-08-04T08:54:24.882Z" },
+    { url = "https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc", size = 109097, upload-time = "2025-09-23T09:19:10.601Z" },
 ]
 
 [[package]]
@@ -257,7 +257,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "0.6.7"
+version = "0.6.8"
 source = { editable = "../langgraph" }
 dependencies = [
     { name = "langchain-core" },
@@ -475,7 +475,7 @@ dev = [
 
 [[package]]
 name = "langsmith"
-version = "0.4.27"
+version = "0.4.31"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "httpx" },
@@ -486,14 +486,14 @@ dependencies = [
     { name = "requests-toolbelt" },
     { name = "zstandard" },
 ]
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libs/sdk-py/langgraph_sdk/__init__.py

@@ -1,6 +1,6 @@
 from langgraph_sdk.auth import Auth
 from langgraph_sdk.client import get_client, get_sync_client
 
-__version__ = "0.2.7"
+__version__ = "0.2.9"
 
 __all__ = ["Auth", "get_client", "get_sync_client"]

libs/sdk-py/langgraph_sdk/auth/__init__.py

@@ -728,7 +728,7 @@ def is_studio_user(
     return (
         isinstance(user, types.StudioUser)
         or isinstance(user, dict)
-        and user.get("kind") == "StudioUser"
+        and user.get("kind") == "StudioUser"  # ty: ignore[invalid-argument-type]
     )
 
 

libs/sdk-py/langgraph_sdk/auth/types.py

@@ -58,7 +58,14 @@ Values:
 """
 
 FilterType = typing.Union[
-    dict[str, typing.Union[str, dict[typing.Literal["$eq", "$contains"], str]]],
+    dict[
+        str,
+        typing.Union[
+            str,
+            dict[typing.Literal["$eq", "$contains"], str],
+            dict[typing.Literal["$contains"], list[str]],
+        ],
+    ],
     dict[str, str],
 ]
 """Response type for authorization handlers.
@@ -66,24 +73,33 @@ FilterType = typing.Union[
 Supports exact matches and operators:
     - Exact match shorthand: {"field": "value"}
     - Exact match: {"field": {"$eq": "value"}}
-    - Contains: {"field": {"$contains": "value"}}
+    - Contains (membership): {"field": {"$contains": "value"}}
+    - Contains (subset containment): {"field": {"$contains": ["value1", "value2"]}}
+
+Subset containment is only supported by newer versions of the LangGraph dev server;
+install langgraph-runtime-inmem >= 0.14.1 to use this filter variant.
 
 ???+ example "Examples"
     Simple exact match filter for the resource owner:
     ```python
     filter = {"owner": "user-abcd123"}
     ```
-    
+
     Explicit version of the exact match filter:
     ```python
     filter = {"owner": {"$eq": "user-abcd123"}}
     ```
-    
-    Containment:
+ 
+    Containment (membership of a single element):
     ```python
     filter = {"participants": {"$contains": "user-abcd123"}}
     ```
 
+    Containment (subset containment; all values must be present, but order doesn't matter):
+    ```python
+    filter = {"participants": {"$contains": ["user-abcd123", "user-efgh456"]}}
+    ```
+
     Combining filters (treated as a logical `AND`):
     ```python
     filter = {"owner": "user-abcd123", "participants": {"$contains": "user-efgh456"}}

libs/sdk-py/langgraph_sdk/client.py

@@ -31,6 +31,7 @@ import httpx
 import orjson
 
 import langgraph_sdk
+from langgraph_sdk.errors import _araise_for_status_typed, _raise_for_status_typed
 from langgraph_sdk.schema import (
     All,
     Assistant,
@@ -310,15 +311,7 @@ class HttpClient:
         r = await self.client.get(path, params=params, headers=headers)
         if on_response:
             on_response(r)
-        try:
-            r.raise_for_status()
-        except httpx.HTTPStatusError as e:
-            body = (await r.aread()).decode()
-            if sys.version_info >= (3, 11):
-                e.add_note(body)
-            else:
-                logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-            raise e
+        await _araise_for_status_typed(r)
         return await _adecode_json(r)
 
     async def post(
@@ -343,15 +336,7 @@ class HttpClient:
         )
         if on_response:
             on_response(r)
-        try:
-            r.raise_for_status()
-        except httpx.HTTPStatusError as e:
-            body = (await r.aread()).decode()
-            if sys.version_info >= (3, 11):
-                e.add_note(body)
-            else:
-                logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-            raise e
+        await _araise_for_status_typed(r)
         return await _adecode_json(r)
 
     async def put(
@@ -372,15 +357,7 @@ class HttpClient:
         )
         if on_response:
             on_response(r)
-        try:
-            r.raise_for_status()
-        except httpx.HTTPStatusError as e:
-            body = (await r.aread()).decode()
-            if sys.version_info >= (3, 11):
-                e.add_note(body)
-            else:
-                logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-            raise e
+        await _araise_for_status_typed(r)
         return await _adecode_json(r)
 
     async def patch(
@@ -401,15 +378,7 @@ class HttpClient:
         )
         if on_response:
             on_response(r)
-        try:
-            r.raise_for_status()
-        except httpx.HTTPStatusError as e:
-            body = (await r.aread()).decode()
-            if sys.version_info >= (3, 11):
-                e.add_note(body)
-            else:
-                logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-            raise e
+        await _araise_for_status_typed(r)
         return await _adecode_json(r)
 
     async def delete(
@@ -427,15 +396,55 @@ class HttpClient:
         )
         if on_response:
             on_response(r)
-        try:
-            r.raise_for_status()
-        except httpx.HTTPStatusError as e:
-            body = (await r.aread()).decode()
-            if sys.version_info >= (3, 11):
-                e.add_note(body)
-            else:
-                logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-            raise e
+        await _araise_for_status_typed(r)
+
+    async def request_reconnect(
+        self,
+        path: str,
+        method: str,
+        *,
+        json: dict[str, Any] | None = None,
+        params: QueryParamTypes | None = None,
+        headers: Mapping[str, str] | None = None,
+        on_response: Callable[[httpx.Response], None] | None = None,
+        reconnect_limit: int = 5,
+    ) -> Any:
+        """Send a request that automatically reconnects to Location header."""
+        request_headers, content = await _aencode_json(json)
+        if headers:
+            request_headers.update(headers)
+        async with self.client.stream(
+            method, path, headers=request_headers, content=content, params=params
+        ) as r:
+            if on_response:
+                on_response(r)
+            try:
+                r.raise_for_status()
+            except httpx.HTTPStatusError as e:
+                body = (await r.aread()).decode()
+                if sys.version_info >= (3, 11):
+                    e.add_note(body)
+                else:
+                    logger.error(f"Error from langgraph-api: {body}", exc_info=e)
+                raise e
+            loc = r.headers.get("location")
+            if reconnect_limit <= 0 or not loc:
+                return await _adecode_json(r)
+            try:
+                return await _adecode_json(r)
+            except httpx.HTTPError:
+                warnings.warn(
+                    f"Request failed, attempting reconnect to Location: {loc}",
+                    stacklevel=2,
+                )
+                await r.aclose()
+                return await self.request_reconnect(
+                    loc,
+                    "GET",
+                    headers=request_headers,
+                    # don't pass on_response so it's only called once
+                    reconnect_limit=reconnect_limit - 1,
+                )
 
     async def stream(
         self,
@@ -455,36 +464,86 @@ class HttpClient:
         if headers:
             request_headers.update(headers)
 
-        async with self.client.stream(
-            method, path, headers=request_headers, content=content, params=params
-        ) as res:
-            if on_response:
-                on_response(res)
-            # check status
-            try:
-                res.raise_for_status()
-            except httpx.HTTPStatusError as e:
-                body = (await res.aread()).decode()
-                if sys.version_info >= (3, 11):
-                    e.add_note(body)
+        reconnect_headers = {
+            key: value
+            for key, value in request_headers.items()
+            if key.lower() not in {"content-length", "content-type"}
+        }
+
+        last_event_id: str | None = None
+        reconnect_path: str | None = None
+        reconnect_attempts = 0
+        max_reconnect_attempts = 5
+
+        while True:
+            current_headers = dict(
+                request_headers if reconnect_path is None else reconnect_headers
+            )
+            if last_event_id is not None:
+                current_headers["Last-Event-ID"] = last_event_id
+
+            current_method = method if reconnect_path is None else "GET"
+            current_content = content if reconnect_path is None else None
+            current_params = params if reconnect_path is None else None
+
+            retry = False
+            async with self.client.stream(
+                current_method,
+                reconnect_path or path,
+                headers=current_headers,
+                content=current_content,
+                params=current_params,
+            ) as res:
+                if reconnect_path is None and on_response:
+                    on_response(res)
+                # check status
+                await _araise_for_status_typed(res)
+                # check content type
+                content_type = res.headers.get("content-type", "").partition(";")[0]
+                if "text/event-stream" not in content_type:
+                    raise httpx.TransportError(
+                        "Expected response header Content-Type to contain 'text/event-stream', "
+                        f"got {content_type!r}"
+                    )
+
+                reconnect_location = res.headers.get("location")
+                if reconnect_location:
+                    reconnect_path = reconnect_location
+
+                # parse SSE
+                decoder = SSEDecoder()
+                try:
+                    async for line in aiter_lines_raw(res):
+                        sse = decoder.decode(line=line.rstrip(b"\n"))
+                        if sse is not None:
+                            if decoder.last_event_id is not None:
+                                last_event_id = decoder.last_event_id
+                            if sse.event or sse.data is not None:
+                                yield sse
+                except httpx.HTTPError:
+                    # httpx.TransportError inherits from HTTPError, so transient
+                    # disconnects during streaming land here.
+                    if reconnect_path is None:
+                        raise
+                    retry = True
                 else:
-                    logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-                raise e
-            # check content type
-            content_type = res.headers.get("content-type", "").partition(";")[0]
-            if "text/event-stream" not in content_type:
-                raise httpx.TransportError(
-                    "Expected response header Content-Type to contain 'text/event-stream', "
-                    f"got {content_type!r}"
-                )
-            # parse SSE
-            decoder = SSEDecoder()
-            async for line in aiter_lines_raw(res):
-                sse = decoder.decode(line=line.rstrip(b"\n"))
-                if sse is not None:
-                    yield sse
-            if sse := decoder.decode(b""):
-                yield sse
+                    if sse := decoder.decode(b""):
+                        if decoder.last_event_id is not None:
+                            last_event_id = decoder.last_event_id
+                        if sse.event or sse.data is not None:
+                            # decoder.decode(b"") flushes the in-flight event and may
+                            # return an empty placeholder when there is no pending
+                            # message. Skip these no-op events so the stream doesn't
+                            # emit a trailing blank item after reconnects.
+                            yield sse
+            if retry:
+                reconnect_attempts += 1
+                if reconnect_attempts > max_reconnect_attempts:
+                    raise httpx.TransportError(
+                        "Exceeded maximum SSE reconnection attempts"
+                    )
+                continue
+            break
 
 
 async def _aencode_json(json: Any) -> tuple[dict[str, str], bytes | None]:
@@ -2475,8 +2534,9 @@ class RunsClient:
             if on_run_created and (metadata := _get_run_metadata_from_response(res)):
                 on_run_created(metadata)
 
-        response = await self.http.post(
+        response = await self.http.request_reconnect(
             endpoint,
+            "POST",
             json={k: v for k, v in payload.items() if v is not None},
             params=params,
             headers=headers,
@@ -2621,12 +2681,20 @@ class RunsClient:
         }
         if params:
             query_params.update(params)
-        return await self.http.post(
-            f"/threads/{thread_id}/runs/{run_id}/cancel",
-            json=None,
-            params=query_params,
-            headers=headers,
-        )
+        if wait:
+            return await self.http.request_reconnect(
+                f"/threads/{thread_id}/runs/{run_id}/cancel",
+                "POST",
+                params=query_params,
+                headers=headers,
+            )
+        else:
+            return await self.http.post(
+                f"/threads/{thread_id}/runs/{run_id}/cancel",
+                json=None,
+                params=query_params,
+                headers=headers,
+            )
 
     async def join(
         self,
@@ -2658,8 +2726,11 @@ class RunsClient:
             ```
 
         """  # noqa: E501
-        return await self.http.get(
-            f"/threads/{thread_id}/runs/{run_id}/join", headers=headers, params=params
+        return await self.http.request_reconnect(
+            f"/threads/{thread_id}/runs/{run_id}/join",
+            "GET",
+            headers=headers,
+            params=params,
         )
 
     def join_stream(
@@ -3504,15 +3575,7 @@ class SyncHttpClient:
         r = self.client.get(path, params=params, headers=headers)
         if on_response:
             on_response(r)
-        try:
-            r.raise_for_status()
-        except httpx.HTTPStatusError as e:
-            body = r.read().decode()
-            if sys.version_info >= (3, 11):
-                e.add_note(body)
-            else:
-                logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-            raise e
+        _raise_for_status_typed(r)
         return _decode_json(r)
 
     def post(
@@ -3536,15 +3599,7 @@ class SyncHttpClient:
         )
         if on_response:
             on_response(r)
-        try:
-            r.raise_for_status()
-        except httpx.HTTPStatusError as e:
-            body = r.read().decode()
-            if sys.version_info >= (3, 11):
-                e.add_note(body)
-            else:
-                logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-            raise e
+        _raise_for_status_typed(r)
         return _decode_json(r)
 
     def put(
@@ -3566,15 +3621,7 @@ class SyncHttpClient:
         )
         if on_response:
             on_response(r)
-        try:
-            r.raise_for_status()
-        except httpx.HTTPStatusError as e:
-            body = r.read().decode()
-            if sys.version_info >= (3, 11):
-                e.add_note(body)
-            else:
-                logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-            raise e
+        _raise_for_status_typed(r)
         return _decode_json(r)
 
     def patch(
@@ -3595,15 +3642,7 @@ class SyncHttpClient:
         )
         if on_response:
             on_response(r)
-        try:
-            r.raise_for_status()
-        except httpx.HTTPStatusError as e:
-            body = r.read().decode()
-            if sys.version_info >= (3, 11):
-                e.add_note(body)
-            else:
-                logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-            raise e
+        _raise_for_status_typed(r)
         return _decode_json(r)
 
     def delete(
@@ -3621,15 +3660,55 @@ class SyncHttpClient:
         )
         if on_response:
             on_response(r)
-        try:
-            r.raise_for_status()
-        except httpx.HTTPStatusError as e:
-            body = r.read().decode()
-            if sys.version_info >= (3, 11):
-                e.add_note(body)
-            else:
-                logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-            raise e
+        _raise_for_status_typed(r)
+
+    def request_reconnect(
+        self,
+        path: str,
+        method: str,
+        *,
+        json: dict[str, Any] | None = None,
+        params: QueryParamTypes | None = None,
+        headers: Mapping[str, str] | None = None,
+        on_response: Callable[[httpx.Response], None] | None = None,
+        reconnect_limit: int = 5,
+    ) -> Any:
+        """Send a request that automatically reconnects to Location header."""
+        request_headers, content = _encode_json(json)
+        if headers:
+            request_headers.update(headers)
+        with self.client.stream(
+            method, path, headers=request_headers, content=content, params=params
+        ) as r:
+            if on_response:
+                on_response(r)
+            try:
+                r.raise_for_status()
+            except httpx.HTTPStatusError as e:
+                body = r.read().decode()
+                if sys.version_info >= (3, 11):
+                    e.add_note(body)
+                else:
+                    logger.error(f"Error from langgraph-api: {body}", exc_info=e)
+                raise e
+            loc = r.headers.get("location")
+            if reconnect_limit <= 0 or not loc:
+                return _decode_json(r)
+            try:
+                return _decode_json(r)
+            except httpx.HTTPError:
+                warnings.warn(
+                    f"Request failed, attempting reconnect to Location: {loc}",
+                    stacklevel=2,
+                )
+                r.close()
+                return self.request_reconnect(
+                    loc,
+                    "GET",
+                    headers=request_headers,
+                    # don't pass on_response so it's only called once
+                    reconnect_limit=reconnect_limit - 1,
+                )
 
     def stream(
         self,
@@ -3642,41 +3721,92 @@ class SyncHttpClient:
         on_response: Callable[[httpx.Response], None] | None = None,
     ) -> Iterator[StreamPart]:
         """Stream the results of a request using SSE."""
-        request_headers, content = _encode_json(json)
+        if json is not None:
+            request_headers, content = _encode_json(json)
+        else:
+            request_headers, content = {}, None
         request_headers["Accept"] = "text/event-stream"
         request_headers["Cache-Control"] = "no-store"
         if headers:
             request_headers.update(headers)
-        with self.client.stream(
-            method, path, headers=request_headers, content=content, params=params
-        ) as res:
-            if on_response:
-                on_response(res)
-            # check status
-            try:
-                res.raise_for_status()
-            except httpx.HTTPStatusError as e:
-                body = (res.read()).decode()
-                if sys.version_info >= (3, 11):
-                    e.add_note(body)
+
+        reconnect_headers = {
+            key: value
+            for key, value in request_headers.items()
+            if key.lower() not in {"content-length", "content-type"}
+        }
+
+        last_event_id: str | None = None
+        reconnect_path: str | None = None
+        reconnect_attempts = 0
+        max_reconnect_attempts = 5
+
+        while True:
+            current_headers = dict(
+                request_headers if reconnect_path is None else reconnect_headers
+            )
+            if last_event_id is not None:
+                current_headers["Last-Event-ID"] = last_event_id
+
+            current_method = method if reconnect_path is None else "GET"
+            current_content = content if reconnect_path is None else None
+            current_params = params if reconnect_path is None else None
+
+            retry = False
+            with self.client.stream(
+                current_method,
+                reconnect_path or path,
+                headers=current_headers,
+                content=current_content,
+                params=current_params,
+            ) as res:
+                if reconnect_path is None and on_response:
+                    on_response(res)
+                # check status
+                _raise_for_status_typed(res)
+                # check content type
+                content_type = res.headers.get("content-type", "").partition(";")[0]
+                if "text/event-stream" not in content_type:
+                    raise httpx.TransportError(
+                        "Expected response header Content-Type to contain 'text/event-stream', "
+                        f"got {content_type!r}"
+                    )
+
+                reconnect_location = res.headers.get("location")
+                if reconnect_location:
+                    reconnect_path = reconnect_location
+
+                decoder = SSEDecoder()
+                try:
+                    for line in iter_lines_raw(res):
+                        sse = decoder.decode(line.rstrip(b"\n"))
+                        if sse is not None:
+                            if decoder.last_event_id is not None:
+                                last_event_id = decoder.last_event_id
+                            if sse.event or sse.data is not None:
+                                yield sse
+                except httpx.HTTPError:
+                    # httpx.TransportError inherits from HTTPError, so transient
+                    # disconnects during streaming land here.
+                    if reconnect_path is None:
+                        raise
+                    retry = True
                 else:
-                    logger.error(f"Error from langgraph-api: {body}", exc_info=e)
-                raise e
-            # check content type
-            content_type = res.headers.get("content-type", "").partition(";")[0]
-            if "text/event-stream" not in content_type:
-                raise httpx.TransportError(
-                    "Expected response header Content-Type to contain 'text/event-stream', "
-                    f"got {content_type!r}"
-                )
-            # parse SSE
-            decoder = SSEDecoder()
-            for line in iter_lines_raw(res):
-                sse = decoder.decode(line.rstrip(b"\n"))
-                if sse is not None:
-                    yield sse
-            if sse := decoder.decode(b""):
-                yield sse
+                    if sse := decoder.decode(b""):
+                        if decoder.last_event_id is not None:
+                            last_event_id = decoder.last_event_id
+                        if sse.event or sse.data is not None:
+                            # See async stream implementation for rationale on
+                            # skipping empty flush events.
+                            yield sse
+            if retry:
+                reconnect_attempts += 1
+                if reconnect_attempts > max_reconnect_attempts:
+                    raise httpx.TransportError(
+                        "Exceeded maximum SSE reconnection attempts"
+                    )
+                continue
+            break
 
 
 def _encode_json(json: Any) -> tuple[dict[str, str], bytes]:
@@ -5637,8 +5767,9 @@ class SyncRunsClient:
         endpoint = (
             f"/threads/{thread_id}/runs/wait" if thread_id is not None else "/runs/wait"
         )
-        return self.http.post(
+        return self.http.request_reconnect(
             endpoint,
+            "POST",
             json={k: v for k, v in payload.items() if v is not None},
             params=params,
             headers=headers,
@@ -5761,11 +5892,25 @@ class SyncRunsClient:
             ```
 
         """  # noqa: E501
+        query_params = {
+            "wait": 1 if wait else 0,
+            "action": action,
+        }
+        if params:
+            query_params.update(params)
+        if wait:
+            return self.http.request_reconnect(
+                f"/threads/{thread_id}/runs/{run_id}/cancel",
+                "POST",
+                json=None,
+                params=query_params,
+                headers=headers,
+            )
         return self.http.post(
-            f"/threads/{thread_id}/runs/{run_id}/cancel?wait={1 if wait else 0}&action={action}",
+            f"/threads/{thread_id}/runs/{run_id}/cancel",
             json=None,
+            params=query_params,
             headers=headers,
-            params=params,
         )
 
     def join(
@@ -5798,8 +5943,11 @@ class SyncRunsClient:
             ```
 
         """  # noqa: E501
-        return self.http.get(
-            f"/threads/{thread_id}/runs/{run_id}/join", headers=headers, params=params
+        return self.http.request_reconnect(
+            f"/threads/{thread_id}/runs/{run_id}/join",
+            "GET",
+            headers=headers,
+            params=params,
         )
 
     def join_stream(

libs/sdk-py/langgraph_sdk/errors.py

@@ -0,0 +1,222 @@
+from __future__ import annotations
+
+import logging
+import sys
+from typing import Any, Literal, cast
+
+import httpx
+import orjson
+
+logger = logging.getLogger(__name__)
+
+
+class LangGraphError(Exception):
+    pass
+
+
+class APIError(httpx.HTTPStatusError, LangGraphError):
+    message: str
+    request: httpx.Request
+
+    body: object | None
+    code: str | None
+    param: str | None
+    type: str | None
+
+    def __init__(
+        self, message: str, response: httpx.Response, *, body: object | None
+    ) -> None:
+        httpx.HTTPStatusError.__init__(
+            self, message, request=response.request, response=response
+        )
+        LangGraphError.__init__(self)
+
+        self.request = response.request
+        self.message = message
+        self.body = body
+
+        if isinstance(body, dict):
+            b = cast(dict[str, Any], body)
+            # Best-effort extraction of common fields if present
+            code_val = b.get("code")
+            self.code = code_val if isinstance(code_val, str) else None
+            param_val = b.get("param")
+            self.param = param_val if isinstance(param_val, str) else None
+            t = b.get("type")
+            self.type = t if isinstance(t, str) else None
+        else:
+            self.code = None
+            self.param = None
+            self.type = None
+
+
+class APIResponseValidationError(APIError):
+    response: httpx.Response
+    status_code: int
+
+    def __init__(
+        self,
+        response: httpx.Response,
+        body: object | None,
+        *,
+        message: str | None = None,
+    ) -> None:
+        super().__init__(
+            message or "Data returned by API invalid for expected schema.",
+            response,
+            body=body,
+        )
+        self.response = response
+        self.status_code = response.status_code
+
+
+class APIStatusError(APIError):
+    response: httpx.Response
+    status_code: int
+    request_id: str | None
+
+    def __init__(
+        self, message: str, *, response: httpx.Response, body: object | None
+    ) -> None:
+        super().__init__(message, response, body=body)
+        self.response = response
+        self.status_code = response.status_code
+        self.request_id = response.headers.get("x-request-id")
+
+
+class APIConnectionError(APIError):
+    def __init__(
+        self, *, message: str = "Connection error.", request: httpx.Request
+    ) -> None:
+        super().__init__(message, request, body=None)
+
+
+class APITimeoutError(APIConnectionError):
+    def __init__(self, request: httpx.Request) -> None:
+        super().__init__(message="Request timed out.", request=request)
+
+
+class BadRequestError(APIStatusError):
+    status_code: Literal[400] = 400
+
+
+class AuthenticationError(APIStatusError):
+    status_code: Literal[401] = 401
+
+
+class PermissionDeniedError(APIStatusError):
+    status_code: Literal[403] = 403
+
+
+class NotFoundError(APIStatusError):
+    status_code: Literal[404] = 404
+
+
+class ConflictError(APIStatusError):
+    status_code: Literal[409] = 409
+
+
+class UnprocessableEntityError(APIStatusError):
+    status_code: Literal[422] = 422
+
+
+class RateLimitError(APIStatusError):
+    status_code: Literal[429] = 429
+
+
+class InternalServerError(APIStatusError):
+    pass
+
+
+def _extract_error_message(body: object | None, fallback: str) -> str:
+    if isinstance(body, dict):
+        b = cast(dict[str, Any], body)
+        for key in ("message", "detail", "error"):
+            val = b.get(key)
+            if isinstance(val, str) and val:
+                return val
+        # Sometimes errors are structured like {"error": {"message": "..."}}
+        err = b.get("error")
+        if isinstance(err, dict):
+            e = cast(dict[str, Any], err)
+            for key in ("message", "detail"):
+                val = e.get(key)
+                if isinstance(val, str) and val:
+                    return val
+    return fallback
+
+
+async def _adecode_error_body(r: httpx.Response) -> object | None:
+    try:
+        data = await r.aread()
+    except Exception:
+        return None
+    if not data:
+        return None
+    try:
+        return orjson.loads(data)
+    except Exception:
+        try:
+            return data.decode()
+        except Exception:
+            return None
+
+
+def _decode_error_body(r: httpx.Response) -> object | None:
+    try:
+        data = r.read()
+    except Exception:
+        return None
+    if not data:
+        return None
+    try:
+        return orjson.loads(data)
+    except Exception:
+        try:
+            return data.decode()
+        except Exception:
+            return None
+
+
+def _map_status_error(response: httpx.Response, body: object | None) -> APIStatusError:
+    status = response.status_code
+    reason = response.reason_phrase or "HTTP Error"
+    message = _extract_error_message(body, f"{status} {reason}")
+    if status == 400:
+        return BadRequestError(message, response=response, body=body)
+    if status == 401:
+        return AuthenticationError(message, response=response, body=body)
+    if status == 403:
+        return PermissionDeniedError(message, response=response, body=body)
+    if status == 404:
+        return NotFoundError(message, response=response, body=body)
+    if status == 409:
+        return ConflictError(message, response=response, body=body)
+    if status == 422:
+        return UnprocessableEntityError(message, response=response, body=body)
+    if status == 429:
+        return RateLimitError(message, response=response, body=body)
+    if 500 <= status:
+        return InternalServerError(message, response=response, body=body)
+    return APIStatusError(message, response=response, body=body)
+
+
+async def _araise_for_status_typed(r: httpx.Response) -> None:
+    if r.status_code < 400:
+        return
+    body = await _adecode_error_body(r)
+    err = _map_status_error(r, body)
+    # Log for older Python versions without Exception notes
+    if not (sys.version_info >= (3, 11)):
+        logger.error(f"Error from langgraph-api: {getattr(err, 'message', '')}")
+    raise err
+
+
+def _raise_for_status_typed(r: httpx.Response) -> None:
+    if r.status_code < 400:
+        return
+    body = _decode_error_body(r)
+    err = _map_status_error(r, body)
+    if not (sys.version_info >= (3, 11)):
+        logger.error(f"Error from langgraph-api: {getattr(err, 'message', '')}")
+    raise err

libs/sdk-py/langgraph_sdk/sse.py

@@ -81,6 +81,12 @@ class SSEDecoder:
         self._last_event_id = ""
         self._retry: int | None = None
 
+    @property
+    def last_event_id(self) -> str | None:
+        """Return the last event identifier that was seen."""
+
+        return self._last_event_id or None
+
     def decode(self, line: bytes) -> StreamPart | None:
         # See: https://html.spec.whatwg.org/multipage/server-sent-events.html#event-stream-interpretation  # noqa: E501
 

libs/sdk-py/tests/test_client_stream.py

@@ -1,4 +1,6 @@
-from collections.abc import Iterator
+from __future__ import annotations
+
+from collections.abc import Iterator, Sequence
 from pathlib import Path
 
 import httpx
@@ -12,6 +14,35 @@ with open(Path(__file__).parent / "fixtures" / "response.txt", "rb") as f:
     RESPONSE_PAYLOAD = f.read()
 
 
+class AsyncListByteStream(httpx.AsyncByteStream):
+    def __init__(self, chunks: Sequence[bytes], exc: Exception | None = None) -> None:
+        self._chunks = list(chunks)
+        self._exc = exc
+
+    async def __aiter__(self):  # type: ignore[override]
+        for chunk in self._chunks:
+            yield chunk
+        if self._exc is not None:
+            raise self._exc
+
+    async def aclose(self) -> None:
+        return None
+
+
+class ListByteStream(httpx.ByteStream):
+    def __init__(self, chunks: Sequence[bytes], exc: Exception | None = None) -> None:
+        self._chunks = list(chunks)
+        self._exc = exc
+
+    def __iter__(self):  # type: ignore[override]
+        yield from self._chunks
+        if self._exc is not None:
+            raise self._exc
+
+    def close(self) -> None:
+        return None
+
+
 def iter_lines_raw(payload: list[bytes]) -> Iterator[BytesLike]:
     decoder = BytesLineDecoder()
     for part in payload:
@@ -61,6 +92,142 @@ async def test_http_client_stream_flushes_trailing_event():
     assert parts == [StreamPart(event="foo", data={"bar": 1})]
 
 
+def test_sync_http_client_stream_recovers_after_disconnect():
+    reconnect_path = "/reconnect"
+    first_chunks = [
+        b"id: 1\n",
+        b"event: values\n",
+        b'data: {"step": 1}\n\n',
+    ]
+    second_chunks = [
+        b"id: 2\n",
+        b"event: values\n",
+        b'data: {"step": 2}\n\n',
+        b"event: end\n",
+        b"data: null\n\n",
+    ]
+    call_count = 0
+
+    def handler(request: httpx.Request) -> httpx.Response:
+        nonlocal call_count
+        call_count += 1
+        if call_count == 1:
+            assert request.method == "POST"
+            assert request.url.path == "/stream"
+            assert request.headers["accept"] == "text/event-stream"
+            assert request.headers["cache-control"] == "no-store"
+            assert "last-event-id" not in {
+                k.lower(): v for k, v in request.headers.items()
+            }
+            assert request.read()
+            return httpx.Response(
+                200,
+                headers={
+                    "Content-Type": "text/event-stream",
+                    "Location": reconnect_path,
+                },
+                stream=ListByteStream(
+                    first_chunks,
+                    httpx.RemoteProtocolError("incomplete chunked read"),
+                ),
+            )
+        if call_count == 2:
+            assert request.method == "GET"
+            assert request.url.path == reconnect_path
+            assert request.headers["Last-Event-ID"] == "1"
+            assert request.read() == b""
+            return httpx.Response(
+                200,
+                headers={"Content-Type": "text/event-stream"},
+                stream=ListByteStream(second_chunks),
+            )
+        raise AssertionError("unexpected request")
+
+    transport = httpx.MockTransport(handler)
+    with httpx.Client(transport=transport, base_url="https://example.com") as client:
+        http_client = SyncHttpClient(client)
+        parts = list(http_client.stream("/stream", "POST", json={"payload": "value"}))
+
+    assert call_count == 2
+    assert parts == [
+        StreamPart(event="values", data={"step": 1}),
+        StreamPart(event="values", data={"step": 2}),
+        StreamPart(event="end", data=None),
+    ]
+
+
+@pytest.mark.asyncio
+async def test_http_client_stream_recovers_after_disconnect():
+    reconnect_path = "/reconnect"
+    first_chunks = [
+        b"id: 1\n",
+        b"event: values\n",
+        b'data: {"step": 1}\n\n',
+    ]
+    second_chunks = [
+        b"id: 2\n",
+        b"event: values\n",
+        b'data: {"step": 2}\n\n',
+        b"event: end\n",
+        b"data: null\n\n",
+    ]
+    call_count = 0
+
+    async def handler(request: httpx.Request) -> httpx.Response:
+        nonlocal call_count
+        call_count += 1
+        if call_count == 1:
+            assert request.method == "POST"
+            assert request.url.path == "/stream"
+            assert request.headers["accept"] == "text/event-stream"
+            assert request.headers["cache-control"] == "no-store"
+            assert "last-event-id" not in {
+                k.lower(): v for k, v in request.headers.items()
+            }
+            assert await request.aread()
+            return httpx.Response(
+                200,
+                headers={
+                    "Content-Type": "text/event-stream",
+                    "Location": reconnect_path,
+                },
+                stream=AsyncListByteStream(
+                    first_chunks,
+                    httpx.RemoteProtocolError("incomplete chunked read"),
+                ),
+            )
+        if call_count == 2:
+            assert request.method == "GET"
+            assert request.url.path == reconnect_path
+            assert request.headers["Last-Event-ID"] == "1"
+            assert await request.aread() == b""
+            return httpx.Response(
+                200,
+                headers={"Content-Type": "text/event-stream"},
+                stream=AsyncListByteStream(second_chunks),
+            )
+        raise AssertionError("unexpected request")
+
+    transport = httpx.MockTransport(handler)
+    async with httpx.AsyncClient(
+        transport=transport, base_url="https://example.com"
+    ) as client:
+        http_client = HttpClient(client)
+        parts = [
+            part
+            async for part in http_client.stream(
+                "/stream", "POST", json={"payload": "value"}
+            )
+        ]
+
+    assert call_count == 2
+    assert parts == [
+        StreamPart(event="values", data={"step": 1}),
+        StreamPart(event="values", data={"step": 2}),
+        StreamPart(event="end", data=None),
+    ]
+
+
 def test_sync_http_client_stream_flushes_trailing_event():
     payload = b'event: foo\ndata: {"bar": 1}\n'
 

libs/sdk-py/tests/test_errors.py

@@ -0,0 +1,108 @@
+from __future__ import annotations
+
+from typing import cast
+
+import httpx
+import orjson
+import pytest
+
+from langgraph_sdk.errors import (
+    APIStatusError,
+    AuthenticationError,
+    BadRequestError,
+    ConflictError,
+    InternalServerError,
+    NotFoundError,
+    PermissionDeniedError,
+    RateLimitError,
+    UnprocessableEntityError,
+    _raise_for_status_typed,
+)
+
+
+def make_response(
+    status: int,
+    *,
+    json_body: dict | None = None,
+    text_body: str | None = None,
+    headers: dict[str, str] | None = None,
+) -> httpx.Response:
+    request = httpx.Request("GET", "https://example.com/test")
+    content: bytes | None
+    if json_body is not None:
+        content = orjson.dumps(json_body)
+    elif text_body is not None:
+        content = text_body.encode()
+    else:
+        content = b""
+    return httpx.Response(
+        status, headers=headers or {}, content=content, request=request
+    )
+
+
+@pytest.mark.parametrize(
+    "status,exc_type",
+    [
+        (400, BadRequestError),
+        (401, AuthenticationError),
+        (403, PermissionDeniedError),
+        (404, NotFoundError),
+        (409, ConflictError),
+        (422, UnprocessableEntityError),
+        (429, RateLimitError),
+        (500, InternalServerError),
+        (503, InternalServerError),  # any 5xx
+        (418, APIStatusError),  # unmapped 4xx falls back to base type
+    ],
+)
+def test_raise_for_status_typed_maps_exceptions_and_sets_status_code(
+    status: int, exc_type: type[APIStatusError]
+) -> None:
+    r = make_response(
+        status, json_body={"message": "boom", "code": "abc", "param": "p", "type": "t"}
+    )
+
+    with pytest.raises(exc_type) as ei:
+        _raise_for_status_typed(r)
+
+    err = cast(APIStatusError, ei.value)
+    assert err.status_code == status
+    # response attribute should be present and match
+    assert err.response.status_code == status
+
+
+def test_request_id_is_extracted_when_present() -> None:
+    r = make_response(
+        404, json_body={"detail": "missing"}, headers={"x-request-id": "req-123"}
+    )
+    with pytest.raises(NotFoundError) as ei:
+        _raise_for_status_typed(r)
+    err = cast(APIStatusError, ei.value)
+    # request_id only exists on APIStatusError subclasses
+    assert err.request_id == "req-123"
+
+
+def test_non_json_body_does_not_break_mapping() -> None:
+    r = make_response(429, text_body="Too many requests")
+    with pytest.raises(RateLimitError) as ei:
+        _raise_for_status_typed(r)
+    err = cast(APIStatusError, ei.value)
+    assert err.status_code == 429
+
+
+def test_field_extraction_from_json_body() -> None:
+    r = make_response(
+        400,
+        json_body={
+            "message": "Invalid parameter",
+            "code": "invalid_param",
+            "param": "limit",
+            "type": "invalid_request_error",
+        },
+    )
+    with pytest.raises(BadRequestError) as ei:
+        _raise_for_status_typed(r)
+    err = cast(APIStatusError, ei.value)
+    assert err.code == "invalid_param"
+    assert err.param == "limit"
+    assert err.type == "invalid_request_error"

libs/sdk-py/uv.lock

@@ -4,7 +4,7 @@ requires-python = ">=3.9"
 
 [[package]]
 name = "anyio"
-version = "4.10.0"
+version = "4.11.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
@@ -12,9 +12,9 @@ dependencies = [
     { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
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 ]
 
 [[package]]
@@ -164,7 +164,7 @@ dev = [
 
 [[package]]
 name = "mypy"
-version = "1.18.1"
+version = "1.18.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "mypy-extensions" },
@@ -172,45 +172,45 @@ dependencies = [
     { name = "tomli", marker = "python_full_version < '3.11'" },
     { name = "typing-extensions" },
 ]
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