release(langgraph): 1.2.21

## Summary

- remove the `--debugger-port` and `--debugger-base-url` options from
`langgraph up`
- stop generating a `langgraph-debugger` Compose service that pulls
`langchain/langgraph-debugger`
- remove obsolete debugger telemetry and update CLI Compose tests
- continue linking to hosted LangGraph Studio after local startup
- keep the CLI integration runner aligned with the updated Compose
helper signature

## Context

The `langgraph-debugger` image build and publication path was
intentionally removed but the CLI retained an optional pull of that
discontinued image. This removes the stale downstream dependency so the
orphaned image repositories can be retired instead of rebuilt.

## Test plan

- `make format` in `libs/cli`
- `make lint` in `libs/cli`
- focused Compose and `prepare_args_and_stdin` tests in `libs/cli` (21
passed)
- integration runner arguments validated against the
`prepare_args_and_stdin` signature

Made by [Open
SWE](https://openswe.vercel.app/agents/01a97680-6014-bba5-1bc3-6378f886a120)

---------

Co-authored-by: langsmith-fleet[bot] <langsmith-fleet[bot]@users.noreply.github.com>
Co-authored-by: open-swe[bot] <open-swe@users.noreply.github.com>

.github/scripts/run_langgraph_cli_test.py

@@ -32,8 +32,6 @@ def test(config: pathlib.Path, port: int, tag: str, verbose: bool):
             docker_compose=None,
             port=port,
             watch=False,
-            debugger_port=None,
-            debugger_base_url=f"http://127.0.0.1:{port}",
             postgres_uri=None,
             api_version=None,
             image=tag,
@@ -173,5 +171,5 @@ if __name__ == "__main__":
     except BaseException:
         logger.exception("Test failed")
         raise
-    
+
     logger.info("Test execution finished")

.github/workflows/_integration_test.yml

@@ -115,21 +115,16 @@ jobs:
           echo "LANGSMITH_API_KEY=${{ secrets.LANGSMITH_API_KEY }}" >> .env
           timeout --kill-after=30 300 python ../../../../.github/scripts/run_langgraph_cli_test.py -t langgraph-test-h
           echo "Finished starting up langgraph-test-h"
-          LANGGRAPH_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langgraph'); print(v);")
-          if [ "$LANGGRAPH_VERSION" != "1.2.6" ]; then
-            echo "LANGGRAPH_VERSION != 1.2.6; $LANGGRAPH_VERSION"
-            exit 1
-          fi
-          LANGCHAIN_OPENAI_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langchain-openai'); print(v);")
-          if [ "$LANGCHAIN_OPENAI_VERSION" != "1.1.14" ]; then
-            echo "LANGCHAIN_OPENAI_VERSION != 1.1.14; $LANGCHAIN_OPENAI_VERSION"
-            exit 1
-          fi
-          LANGCHAIN_ANTHROPIC_VERSION=$(docker run --rm --entrypoint "" langgraph-test-h python -c "import sys; from importlib.metadata import version; v = version('langchain-anthropic'); print(v);")
-          if [ "$LANGCHAIN_ANTHROPIC_VERSION" != "1.4.6" ]; then
-            echo "LANGCHAIN_ANTHROPIC_VERSION != 1.4.6; $LANGCHAIN_ANTHROPIC_VERSION"
-            exit 1
-          fi
+          pins=$(grep -oE '"[a-z0-9-]+==[^"]+"' pyproject.toml | tr -d '"')
+          [ -n "$pins" ] || { echo "no == pins found in pyproject.toml"; exit 1; }
+          for pin in $pins; do
+            pkg=${pin%%==*}
+            installed=$(docker run --rm --entrypoint "" langgraph-test-h python -c "from importlib.metadata import version; print(version('$pkg'))")
+            if [ "$installed" != "${pin#*==}" ]; then
+              echo "$pkg $installed != pinned ${pin#*==}"
+              exit 1
+            fi
+          done
 
       - name: Build and test prerelease reqs fail service
         if: ${{ (steps.changed-files.outputs.all || github.event_name == 'workflow_dispatch') &&matrix.example.name == 'A' }}

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

@@ -4,7 +4,7 @@ import json
 import random
 import sqlite3
 import threading
-from collections.abc import AsyncIterator, Iterator, Mapping, Sequence
+from collections.abc import AsyncIterator, Generator, Iterator, Mapping, Sequence
 from contextlib import closing, contextmanager
 from typing import Any, cast
 
@@ -101,7 +101,7 @@ class SqliteSaver(BaseCheckpointSaver[str]):
 
     @classmethod
     @contextmanager
-    def from_conn_string(cls, conn_string: str) -> Iterator[SqliteSaver]:
+    def from_conn_string(cls, conn_string: str) -> Generator[SqliteSaver, None, None]:
         """Create a new SqliteSaver instance from a connection string.
 
         Args:
@@ -185,7 +185,7 @@ class SqliteSaver(BaseCheckpointSaver[str]):
         self.is_setup = True
 
     @contextmanager
-    def cursor(self, transaction: bool = True) -> Iterator[sqlite3.Cursor]:
+    def cursor(self, transaction: bool = True) -> Generator[sqlite3.Cursor, None, None]:
         """Get a cursor for the SQLite database.
 
         This method returns a cursor for the SQLite database. It is used internally

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

@@ -4,7 +4,14 @@ import asyncio
 import json
 import random
 import threading
-from collections.abc import AsyncIterator, Callable, Iterator, Mapping, Sequence
+from collections.abc import (
+    AsyncGenerator,
+    AsyncIterator,
+    Callable,
+    Iterator,
+    Mapping,
+    Sequence,
+)
 from contextlib import asynccontextmanager
 from typing import Any, TypeVar, cast
 
@@ -137,7 +144,7 @@ class AsyncSqliteSaver(BaseCheckpointSaver[str]):
     @asynccontextmanager
     async def from_conn_string(
         cls, conn_string: str
-    ) -> AsyncIterator[AsyncSqliteSaver]:
+    ) -> AsyncGenerator[AsyncSqliteSaver, None]:
         """Create a new AsyncSqliteSaver instance from a connection string.
 
         Args:

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

@@ -3,7 +3,7 @@ from __future__ import annotations
 import asyncio
 import logging
 from collections import defaultdict
-from collections.abc import AsyncIterator, Callable, Iterable, Sequence
+from collections.abc import AsyncGenerator, Callable, Iterable, Sequence
 from contextlib import asynccontextmanager
 from types import TracebackType
 from typing import Any, cast
@@ -128,7 +128,7 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
         *,
         index: SqliteIndexConfig | None = None,
         ttl: TTLConfig | None = None,
-    ) -> AsyncIterator[AsyncSqliteStore]:
+    ) -> AsyncGenerator[AsyncSqliteStore, None]:
         """Create a new AsyncSqliteStore instance from a connection string.
 
         Args:
@@ -223,7 +223,7 @@ class AsyncSqliteStore(AsyncBatchedBaseStore, BaseSqliteStore):
     @asynccontextmanager
     async def _cursor(
         self, *, transaction: bool = True
-    ) -> AsyncIterator[aiosqlite.Cursor]:
+    ) -> AsyncGenerator[aiosqlite.Cursor, None]:
         """Get a cursor for the SQLite database.
 
         Args:

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

@@ -7,7 +7,7 @@ import re
 import sqlite3
 import threading
 from collections import defaultdict
-from collections.abc import Callable, Iterable, Iterator, Mapping, Sequence
+from collections.abc import Callable, Generator, Iterable, Mapping, Sequence
 from contextlib import contextmanager
 from typing import Any, Literal, NamedTuple, cast
 
@@ -1017,7 +1017,7 @@ class SqliteStore(BaseSqliteStore, BaseStore):
         *,
         index: SqliteIndexConfig | None = None,
         ttl: TTLConfig | None = None,
-    ) -> Iterator[SqliteStore]:
+    ) -> Generator[SqliteStore, None, None]:
         """Create a new SqliteStore instance from a connection string.
 
         Args:
@@ -1039,7 +1039,9 @@ class SqliteStore(BaseSqliteStore, BaseStore):
             conn.close()
 
     @contextmanager
-    def _cursor(self, *, transaction: bool = True) -> Iterator[sqlite3.Cursor]:
+    def _cursor(
+        self, *, transaction: bool = True
+    ) -> Generator[sqlite3.Cursor, None, None]:
         """Create a database cursor as a context manager.
 
         Args:

libs/checkpoint-sqlite/tests/test_async_store.py

@@ -2,7 +2,7 @@ import asyncio
 import os
 import tempfile
 import uuid
-from collections.abc import AsyncIterator, Generator, Iterable
+from collections.abc import AsyncGenerator, AsyncIterator, Generator, Iterable
 from contextlib import asynccontextmanager
 from typing import cast
 
@@ -53,7 +53,7 @@ async def create_vector_store(
     fake_embeddings: CharacterEmbeddings,
     conn_string: str = ":memory:",
     text_fields: list[str] | None = None,
-) -> AsyncIterator[AsyncSqliteStore]:
+) -> AsyncGenerator[AsyncSqliteStore, None]:
     """Create an AsyncSqliteStore with vector search capabilities."""
     index_config: SqliteIndexConfig = {
         "dims": fake_embeddings.dims,

libs/checkpoint-sqlite/tests/test_delta_channel_migration.py

@@ -29,7 +29,7 @@ pytest.importorskip("langgraph.channels.delta", reason="langgraph core not insta
 pytest.importorskip("langgraph.channels.binop", reason="langgraph core not installed")
 pytest.importorskip("langgraph.graph", reason="langgraph core not installed")
 
-from langgraph.channels.binop import BinaryOperatorAggregate  # type: ignore[import-untyped]  # noqa: I001
+from langgraph.channels.binop import BinaryOperatorAggregate  # type: ignore[import-untyped]
 from langgraph.channels.delta import DeltaChannel  # type: ignore[import-untyped]
 from langgraph.graph import END, START, StateGraph  # type: ignore[import-untyped]
 from typing_extensions import TypedDict

libs/checkpoint-sqlite/tests/test_get_delta_channel_history.py

@@ -32,7 +32,7 @@ from langchain_core.runnables import RunnableConfig
 pytest.importorskip("langgraph.channels.delta", reason="langgraph core not installed")
 pytest.importorskip("langgraph.graph", reason="langgraph core not installed")
 
-from langgraph.channels.delta import DeltaChannel  # type: ignore[import-untyped]  # noqa: I001
+from langgraph.channels.delta import DeltaChannel  # type: ignore[import-untyped]
 from langgraph.checkpoint.serde.types import _DeltaSnapshot
 from langgraph.graph import END, START, StateGraph  # type: ignore[import-untyped]
 from typing_extensions import TypedDict

libs/checkpoint-sqlite/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 5
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.15'",
@@ -751,7 +751,7 @@ wheels = [
 
 [[package]]
 name = "pytest"
-version = "9.1.1"
+version = "9.2.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "sys_platform == 'win32'" },
@@ -762,35 +762,35 @@ dependencies = [
     { name = "pygments" },
     { name = "tomli", marker = "python_full_version < '3.11'" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/79/42/bb4641652e58dedeac2ec51abc1f8cae4fee4ec63899a0999016229a0f2a/pytest-9.2.0.tar.gz", hash = "sha256:97c4f3b1f3c7414aa36465e09b8220f1d03627993bd51b1282e193753c80557b", size = 1797555, upload-time = "2026-10-27T21:30:20.728Z" }
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+version = "1.4.1"
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 ]
 
 [[package]]

libs/cli/README.md

@@ -86,6 +86,71 @@ langgraph dockerfile SAVE_PATH [OPTIONS]
   -c, --config FILE       Config file path
 ```
 
+### `langgraph deploy metrics`
+
+Fetch deployment monitoring time series as JSON through the LangSmith control plane.
+Use `langgraph deploy list` to find the deployment ID. Authentication uses the same
+API key and workspace configuration as the other deployment commands.
+
+```bash
+langgraph deploy metrics DEPLOYMENT_ID \
+  --start-time 2026-10-28T00:00:00Z \
+  --end-time 2026-10-28T01:00:00Z \
+  --metrics cpu_usage,memory_usage,worker_count
+```
+
+`--metrics` accepts a comma-separated list of these names (also listed in
+`langgraph deploy metrics --help`):
+
+- Resource usage: `memory_usage`, `cpu_usage`, `disk_usage`
+- Counts: `restart_count`, `replica_count`, `worker_count`, `lg_run_count`
+- HTTP traffic: `responses_per_second`, `error_responses_per_second`, `p95_latency`
+- Queue: `run_queue_wait_time`
+
+These are exact metric names, not free-text search terms. Availability depends on
+the deployment and platform; a supported metric may have no data. Use
+`lg_run_count` for deployment runs, not the UI schema's placeholder `run_count`.
+
+Omit `--metrics` to fetch all available metrics. Time bounds default to the last
+15 minutes, and the backend picks the resolution from the time
+range. This command never prompts; for an organization-scoped key, set
+`LANGSMITH_TENANT_ID` to the workspace ID.
+
+Default output is compact JSON grouped by section title, chart title, and series
+name. Each series contains its real `project_metric` as `metric`, inferred `unit`
+(`percent`, `count`, or `null`), `latest`, `min`, `max`, `avg`, and
+`points: [[iso_timestamp, value], ...]`. Values are rounded to three decimals;
+statistics use unrounded finite values and ignore missing samples. `latest` is
+the latest non-missing value. Missing samples remain `null` gaps, and series with
+no values have null statistics. Empty sections are marked `{"_empty":true}`.
+
+The top level includes `deployment_id`, `start_time`, `end_time`, and
+`step_seconds`. Bounds always describe the requested window, not the observed
+point bounds. The CLI resolves omitted bounds once: end defaults to now (UTC),
+and start defaults to 15 minutes before the resolved end. With only `--end-time`,
+start is 15 minutes before that value; with only `--start-time`, end is now. Both
+values are sent explicitly to the backend and output, even when there are no points. `step_seconds` is the most common gap between consecutive
+timestamps within series, with ties broken by the smallest gap. Whole seconds
+are integers; fractional seconds are preserved. It is `null` only when every
+series has fewer than two timestamps. UI metadata and repeated series IDs are
+omitted. The host-backend response itself is unchanged.
+
+```bash
+langgraph deploy metrics DEPLOYMENT_ID --summary
+langgraph deploy metrics DEPLOYMENT_ID --raw
+```
+
+`--summary` returns the same shape without `points`. `--raw` returns the original
+UI chart schema without reshaping or rounding. These flags are mutually exclusive.
+Neither mode returns traces.
+
+Size comparison using the realistic synthetic unit-test fixture (compact JSON
+serialization for all modes; not a live deployment benchmark):
+
+| Before: raw UI schema | After: default | After: summary |
+| --- | --- | --- |
+| 4,302 bytes | 1,226 bytes (72% smaller) | 806 bytes (81% smaller) |
+
 ## Configuration
 
 The CLI uses a `langgraph.json` configuration file with these key settings:

libs/cli/langgraph_cli/__init__.py

@@ -1 +1 @@
-__version__ = "0.4.40"
+__version__ = "0.4.42"

libs/cli/langgraph_cli/analytics.py

@@ -48,9 +48,6 @@ def get_anonymized_params(
     if kwargs.get("docker_compose"):
         params["docker_compose"] = True
 
-    if kwargs.get("debugger_port"):
-        params["debugger_port"] = True
-
     if kwargs.get("postgres_uri"):
         params["postgres_uri"] = True
 

libs/cli/langgraph_cli/cli.py

@@ -5,6 +5,7 @@ import pathlib
 import shutil
 import sys
 from collections.abc import Sequence
+from urllib.parse import SplitResult, urlencode, urlsplit, urlunsplit
 
 import click
 import click.exceptions
@@ -140,17 +141,6 @@ OPT_VERBOSE = click.option(
     help="Show more output from the server logs",
 )
 OPT_WATCH = click.option("--watch", is_flag=True, help="Restart on file changes")
-OPT_DEBUGGER_PORT = click.option(
-    "--debugger-port",
-    type=int,
-    help="Pull the debugger image locally and serve the UI on specified port",
-)
-OPT_DEBUGGER_BASE_URL = click.option(
-    "--debugger-base-url",
-    type=str,
-    help="URL used by the debugger to access LangGraph API. Defaults to http://127.0.0.1:[PORT]",
-)
-
 OPT_POSTGRES_URI = click.option(
     "--postgres-uri",
     help="Postgres URI to use for the database. Defaults to launching a local database",
@@ -242,18 +232,94 @@ cli.add_command(deploy)
 # ---------------------------------------------------------------------------
 
 
+def _validated_http_url(value: str, option_name: str) -> SplitResult:
+    try:
+        parsed = urlsplit(value)
+        hostname = parsed.hostname
+        _ = parsed.port
+    except ValueError as exc:
+        raise click.UsageError(
+            f"{option_name} must be a valid HTTP(S) URL without credentials."
+        ) from exc
+
+    if (
+        value != value.strip()
+        or parsed.scheme not in {"http", "https"}
+        or not parsed.netloc
+        or not hostname
+        or parsed.username is not None
+        or parsed.password is not None
+    ):
+        raise click.UsageError(
+            f"{option_name} must be a valid HTTP(S) URL without credentials."
+        )
+    return parsed
+
+
+def _studio_link(
+    *,
+    port: int,
+    studio_url: str | None,
+    api_url: str | None,
+    debugger_base_url: str | None,
+) -> str:
+    if debugger_base_url is not None:
+        if api_url is not None and api_url != debugger_base_url:
+            raise click.UsageError(
+                "--api-url and --debugger-base-url cannot specify different URLs."
+            )
+        click.echo(
+            "Warning: --debugger-base-url is deprecated; use --api-url instead.",
+            err=True,
+        )
+        api_url = debugger_base_url
+
+    studio_url = "https://smith.langchain.com" if studio_url is None else studio_url
+    api_url = f"http://127.0.0.1:{port}" if api_url is None else api_url
+    studio_parts = _validated_http_url(studio_url, "--studio-url")
+    _validated_http_url(api_url, "--api-url")
+    if studio_parts.query or studio_parts.fragment:
+        raise click.UsageError(
+            "--studio-url must not include a query string or fragment."
+        )
+
+    studio_path = f"{studio_parts.path.rstrip('/')}/studio/"
+    return urlunsplit(
+        studio_parts._replace(
+            path=studio_path,
+            query=urlencode({"baseUrl": api_url}),
+        )
+    )
+
+
 @OPT_RECREATE
 @OPT_PULL
 @OPT_PORT
 @OPT_DOCKER_COMPOSE
 @OPT_CONFIG
 @OPT_VERBOSE
-@OPT_DEBUGGER_PORT
-@OPT_DEBUGGER_BASE_URL
 @OPT_WATCH
 @OPT_POSTGRES_URI
 @OPT_API_VERSION
 @OPT_ENGINE_RUNTIME_MODE
+@click.option(
+    "--studio-url",
+    type=str,
+    default=None,
+    help="URL of the LangGraph Studio instance. Defaults to https://smith.langchain.com",
+)
+@click.option(
+    "--api-url",
+    type=str,
+    default=None,
+    help="URL that LangGraph Studio uses to access the API. Defaults to http://127.0.0.1:[PORT]",
+)
+@click.option(
+    "--debugger-base-url",
+    type=str,
+    default=None,
+    hidden=True,
+)
 @click.option(
     "--image",
     type=str,
@@ -284,14 +350,21 @@ def up(
     watch: bool,
     wait: bool,
     verbose: bool,
-    debugger_port: int | None,
-    debugger_base_url: str | None,
     postgres_uri: str | None,
     api_version: str | None,
     engine_runtime_mode: str,
+    studio_url: str | None,
+    api_url: str | None,
+    debugger_base_url: str | None,
     image: str | None,
     base_image: str | None,
 ):
+    studio_link = _studio_link(
+        port=port,
+        studio_url=studio_url,
+        api_url=api_url,
+        debugger_base_url=debugger_base_url,
+    )
     click.secho("Starting LangGraph API server...", fg="green")
     click.secho(
         """For local dev, requires env var LANGSMITH_API_KEY with access to LangSmith Deployment.
@@ -308,8 +381,6 @@ For production use, requires a license key in env var LANGGRAPH_CLOUD_LICENSE_KE
             pull=pull,
             watch=watch,
             verbose=verbose,
-            debugger_port=debugger_port,
-            debugger_base_url=debugger_base_url,
             postgres_uri=postgres_uri,
             api_version=api_version,
             engine_runtime_mode=engine_runtime_mode,
@@ -337,20 +408,12 @@ For production use, requires a license key in env var LANGGRAPH_CLOUD_LICENSE_KE
             if "unpacking to docker.io" in line:
                 set("Starting...")
             elif "Application startup complete" in line:
-                debugger_origin = (
-                    f"http://localhost:{debugger_port}"
-                    if debugger_port
-                    else "https://smith.langchain.com"
-                )
-                debugger_base_url_query = (
-                    debugger_base_url or f"http://127.0.0.1:{port}"
-                )
                 set("")
                 sys.stdout.write(
                     f"""Ready!
 - API: http://localhost:{port}
 - Docs: http://localhost:{port}/docs
-- LangGraph Studio: {debugger_origin}/studio/?baseUrl={debugger_base_url_query}
+- LangGraph Studio: {studio_link}
 """
                 )
                 sys.stdout.flush()
@@ -936,8 +999,6 @@ def prepare_args_and_stdin(
     docker_compose: pathlib.Path | None,
     port: int,
     watch: bool,
-    debugger_port: int | None = None,
-    debugger_base_url: str | None = None,
     postgres_uri: str | None = None,
     api_version: str | None = None,
     engine_runtime_mode: str = "combined_queue_worker",
@@ -951,8 +1012,6 @@ def prepare_args_and_stdin(
     stdin = langgraph_cli.docker.compose(
         capabilities,
         port=port,
-        debugger_port=debugger_port,
-        debugger_base_url=debugger_base_url,
         postgres_uri=postgres_uri,
         image=image,
         base_image=base_image,
@@ -990,8 +1049,6 @@ def prepare(
     pull: bool,
     watch: bool,
     verbose: bool,
-    debugger_port: int | None = None,
-    debugger_base_url: str | None = None,
     postgres_uri: str | None = None,
     api_version: str | None = None,
     engine_runtime_mode: str = "combined_queue_worker",
@@ -1033,8 +1090,6 @@ def prepare(
         docker_compose=docker_compose,
         port=port,
         watch=watch,
-        debugger_port=debugger_port,
-        debugger_base_url=debugger_base_url or f"http://127.0.0.1:{port}",
         postgres_uri=postgres_uri,
         api_version=api_version,
         engine_runtime_mode=engine_runtime_mode,

libs/cli/langgraph_cli/deploy.py

@@ -11,8 +11,9 @@ import time
 from collections.abc import Callable, Mapping, Sequence
 from contextlib import contextmanager
 from dataclasses import asdict, dataclass, field
-from datetime import datetime, timezone
+from datetime import datetime, timedelta, timezone
 from typing import Generic, Protocol, TypeVar
+from uuid import UUID
 
 import click
 import click.exceptions
@@ -23,6 +24,7 @@ from langgraph_cli.analytics import log_command
 from langgraph_cli.config import Config
 from langgraph_cli.constants import DEFAULT_CONFIG
 from langgraph_cli.dependency_tracking import find_tracked_packages
+from langgraph_cli.deployment_metrics import compact_deployment_metrics
 from langgraph_cli.docker import build_docker_image, can_build_locally
 from langgraph_cli.exec import CommandRunner, Runner, subp_exec
 from langgraph_cli.host_backend import (
@@ -2634,6 +2636,81 @@ def deploy_list(
 # ---------------------------------------------------------------------------
 
 
+@OPT_HOST_API_KEY
+@OPT_HOST_URL
+@click.argument("deployment_id", type=click.UUID)
+@click.option(
+    "--start-time",
+    help="ISO8601 start time. Defaults to 15 minutes before --end-time.",
+)
+@click.option("--end-time", help="ISO8601 end time. Defaults to now.")
+@click.option(
+    "--metrics",
+    help=(
+        "Comma-separated metric names. Defaults to all metrics. Supported names: "
+        "memory_usage, cpu_usage, disk_usage, restart_count, replica_count, "
+        "worker_count, lg_run_count, responses_per_second, "
+        "error_responses_per_second, p95_latency, run_queue_wait_time. "
+        "Availability depends on the deployment and platform."
+    ),
+)
+@click.option(
+    "--summary", is_flag=True, help="Omit points and print per-series statistics only."
+)
+@click.option(
+    "--raw", is_flag=True, help="Print the original host-backend chart schema."
+)
+@deploy.command(
+    "metrics", help="[Beta] Fetch deployment monitoring time series as compact JSON."
+)
+def deploy_metrics(
+    api_key: str | None,
+    host_url: str | None,
+    deployment_id: UUID,
+    start_time: str | None,
+    end_time: str | None,
+    metrics: str | None,
+    summary: bool,
+    raw: bool,
+) -> None:
+    if summary and raw:
+        raise click.UsageError("--summary and --raw are mutually exclusive.")
+    end_time = end_time or datetime.now(timezone.utc).isoformat()
+    if start_time is None:
+        try:
+            end = datetime.fromisoformat(end_time.replace("Z", "+00:00"))
+        except ValueError as exc:
+            raise click.BadParameter(
+                "Expected an ISO8601 timestamp.", param_hint="--end-time"
+            ) from exc
+        end = end.replace(tzinfo=end.tzinfo or timezone.utc).astimezone(timezone.utc)
+        start_time = (end - timedelta(minutes=15)).isoformat()
+    params = {
+        key: value
+        for key, value in {
+            "start_time": start_time,
+            "end_time": end_time,
+            "metrics": metrics,
+        }.items()
+        if value is not None
+    }
+    client = _create_host_backend_client(host_url, api_key, no_input=True)
+    result = _call_host_backend_with_optional_tenant(
+        client,
+        lambda c: c.get_deployment_metrics(str(deployment_id), params),
+        no_input=True,
+    )
+    if not raw:
+        result = compact_deployment_metrics(
+            result,
+            str(deployment_id),
+            start_time=start_time,
+            end_time=end_time,
+            summary=summary,
+        )
+    click.echo(json_mod.dumps(result, separators=(",", ":")))
+
+
 @deploy.group(
     "listeners",
     cls=NestedHelpGroup,

libs/cli/langgraph_cli/deployment_metrics.py

@@ -0,0 +1,95 @@
+"""Compact deployment chart responses for command-line consumers."""
+
+import math
+from collections import Counter, defaultdict
+from datetime import datetime, timezone
+from statistics import fmean
+from typing import Any
+
+
+def _timestamp(value: str) -> datetime:
+    timestamp = datetime.fromisoformat(value.replace("Z", "+00:00"))
+    return timestamp.replace(tzinfo=timestamp.tzinfo or timezone.utc).astimezone(
+        timezone.utc
+    )
+
+
+def _iso(value: datetime) -> str:
+    return value.isoformat().replace("+00:00", "Z")
+
+
+def _unit(title: str, metric: str | None) -> str | None:
+    if "%" in title:
+        return "percent"
+    if metric in {
+        "restart_count",
+        "replica_count",
+        "worker_count",
+        "lg_run_count",
+        "run_count",
+    }:
+        return "count"
+    return None
+
+
+def compact_deployment_metrics(
+    response: dict[str, Any],
+    deployment_id: str,
+    *,
+    start_time: str,
+    end_time: str,
+    summary: bool = False,
+) -> dict[str, Any]:
+    """Reshape UI charts without mutating the response; step is in seconds."""
+    sections = {}
+    spacings: Counter[float] = Counter()
+    source_sections = list(response.get("sub_sections") or [])
+    if response.get("charts"):
+        source_sections.insert(0, response)
+    for section in source_sections:
+        charts = {}
+        for chart in section.get("charts") or []:
+            by_series = defaultdict(list)
+            for point in chart.get("data") or []:
+                timestamp = _timestamp(point["timestamp"])
+                value = point.get("value")
+                if value is not None and not math.isfinite(value):
+                    value = None
+                by_series[point["series_id"]].append((timestamp, value))
+            series_output = {}
+            for series in chart.get("series") or []:
+                points = sorted(by_series[series["id"]], key=lambda point: point[0])
+                times = sorted({timestamp for timestamp, _ in points})
+                spacings.update(
+                    (b - a).total_seconds()
+                    for a, b in zip(times, times[1:], strict=False)
+                )
+                values = [value for _, value in points if value is not None]
+                metric = series.get("project_metric")
+                stats = {
+                    "metric": metric,
+                    "unit": _unit(chart["title"], metric),
+                    "latest": round(values[-1], 3) if values else None,
+                    "min": round(min(values), 3) if values else None,
+                    "max": round(max(values), 3) if values else None,
+                    "avg": round(fmean(values), 3) if values else None,
+                }
+                if not summary:
+                    stats["points"] = [
+                        [
+                            _iso(timestamp),
+                            round(value, 3) if value is not None else None,
+                        ]
+                        for timestamp, value in points
+                    ]
+                series_output[series["name"]] = stats
+            charts[chart["title"]] = series_output or {"_empty": True}
+        sections[section["title"]] = charts or {"_empty": True}
+    step = min(spacings, key=lambda gap: (-spacings[gap], gap)) if spacings else None
+    return {
+        "deployment_id": deployment_id,
+        "start_time": start_time,
+        "end_time": end_time,
+        "step_seconds": int(step) if step is not None and step.is_integer() else step,
+        "sections": sections or {"_empty": True},
+    }

libs/cli/langgraph_cli/docker.py

@@ -142,29 +142,6 @@ def check_capabilities(runner) -> DockerCapabilities:
     )
 
 
-def debugger_compose(*, port: int | None = None, base_url: str | None = None) -> dict:
-    if port is None:
-        return ""
-
-    config = {
-        "langgraph-debugger": {
-            "image": "langchain/langgraph-debugger",
-            "restart": "on-failure",
-            "depends_on": {
-                "langgraph-postgres": {"condition": "service_healthy"},
-            },
-            "ports": [f'"{port}:3968"'],
-        }
-    }
-
-    if base_url:
-        config["langgraph-debugger"]["environment"] = {
-            "VITE_STUDIO_LOCAL_GRAPH_URL": base_url
-        }
-
-    return config
-
-
 # Function to convert dictionary to YAML
 def dict_to_yaml(d: dict, *, indent: int = 0) -> str:
     """Convert a dictionary to a YAML string."""
@@ -191,8 +168,6 @@ def compose_as_dict(
     capabilities: DockerCapabilities,
     *,
     port: int,
-    debugger_port: int | None = None,
-    debugger_base_url: str | None = None,
     # postgres://user:password@host:port/database?option=value
     postgres_uri: str | None = None,
     # If you are running against an already-built image, you can pass it here
@@ -253,12 +228,6 @@ def compose_as_dict(
         else:
             services["langgraph-postgres"]["healthcheck"]["interval"] = "5s"
 
-    # Add optional debugger service if debugger_port is specified
-    if debugger_port:
-        services["langgraph-debugger"] = debugger_compose(
-            port=debugger_port, base_url=debugger_base_url
-        )["langgraph-debugger"]
-
     # Add langgraph-api service
     api_environment = {
         "REDIS_URI": "redis://langgraph-redis:6379",
@@ -289,7 +258,7 @@ def compose_as_dict(
             "test": "python /api/healthcheck.py",
             "interval": "60s",
             "start_interval": "1s",
-            "start_period": "10s",
+            "start_period": "60s",
         }
 
     # Final compose dictionary with volumes included if needed
@@ -305,8 +274,6 @@ def compose(
     capabilities: DockerCapabilities,
     *,
     port: int,
-    debugger_port: int | None = None,
-    debugger_base_url: str | None = None,
     # postgres://user:password@host:port/database?option=value
     postgres_uri: str | None = None,
     image: str | None = None,
@@ -318,8 +285,6 @@ def compose(
     compose_content = compose_as_dict(
         capabilities,
         port=port,
-        debugger_port=debugger_port,
-        debugger_base_url=debugger_base_url,
         postgres_uri=postgres_uri,
         image=image,
         base_image=base_image,

libs/cli/langgraph_cli/host_backend.py

@@ -362,6 +362,13 @@ class HostBackendClient:
             f"/v2/deployments/{deployment_id}/revisions/{revision_id}",
         )
 
+    def get_deployment_metrics(
+        self, deployment_id: str, params: dict[str, Any]
+    ) -> dict[str, Any]:
+        return self._request(
+            "GET", f"/v2/deployments/{deployment_id}/metrics", params=params
+        )
+
     def get_build_logs(
         self, project_id: str, revision_id: str, payload: dict[str, Any]
     ) -> Any:

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

@@ -10,10 +10,11 @@ from pathlib import Path
 from unittest.mock import MagicMock
 
 import click
+import pytest
 from click.testing import CliRunner
 
 import langgraph_cli.deploy as deploy_module
-from langgraph_cli.cli import cli, prepare_args_and_stdin
+from langgraph_cli.cli import _studio_link, cli, prepare_args_and_stdin
 from langgraph_cli.config import Config, _get_pip_cleanup_lines, validate_config
 from langgraph_cli.docker import DEFAULT_POSTGRES_URI, DockerCapabilities, Version
 from langgraph_cli.host_backend import HostBackendError
@@ -59,8 +60,6 @@ def test_prepare_args_and_stdin() -> None:
         Config(dependencies=[".", "../../.."], graphs={"agent": "agent.py:graph"})
     )
     port = 8000
-    debugger_port = 8001
-    debugger_graph_url = f"http://127.0.0.1:{port}"
 
     actual_args, actual_stdin = prepare_args_and_stdin(
         capabilities=DEFAULT_DOCKER_CAPABILITIES,
@@ -68,8 +67,6 @@ def test_prepare_args_and_stdin() -> None:
         config=config,
         docker_compose=pathlib.Path("custom-docker-compose.yml"),
         port=port,
-        debugger_port=debugger_port,
-        debugger_base_url=debugger_graph_url,
         watch=True,
     )
 
@@ -113,16 +110,6 @@ services:
             retries: 5
             interval: 60s
             start_interval: 1s
-    langgraph-debugger:
-        image: langchain/langgraph-debugger
-        restart: on-failure
-        depends_on:
-            langgraph-postgres:
-                condition: service_healthy
-        ports:
-            - "{debugger_port}:3968"
-        environment:
-            VITE_STUDIO_LOCAL_GRAPH_URL: {debugger_graph_url}
     langgraph-api:
         ports:
             - "8000:8000"
@@ -138,7 +125,7 @@ services:
             test: python /api/healthcheck.py
             interval: 60s
             start_interval: 1s
-            start_period: 10s
+            start_period: 60s
         
         pull_policy: build
         build:
@@ -181,8 +168,6 @@ def test_prepare_args_and_stdin_with_image() -> None:
         Config(dependencies=[".", "../../.."], graphs={"agent": "agent.py:graph"})
     )
     port = 8000
-    debugger_port = 8001
-    debugger_graph_url = f"http://127.0.0.1:{port}"
 
     actual_args, actual_stdin = prepare_args_and_stdin(
         capabilities=DEFAULT_DOCKER_CAPABILITIES,
@@ -190,8 +175,6 @@ def test_prepare_args_and_stdin_with_image() -> None:
         config=config,
         docker_compose=pathlib.Path("custom-docker-compose.yml"),
         port=port,
-        debugger_port=debugger_port,
-        debugger_base_url=debugger_graph_url,
         watch=True,
         image="my-cool-image",
     )
@@ -236,16 +219,6 @@ services:
             retries: 5
             interval: 60s
             start_interval: 1s
-    langgraph-debugger:
-        image: langchain/langgraph-debugger
-        restart: on-failure
-        depends_on:
-            langgraph-postgres:
-                condition: service_healthy
-        ports:
-            - "{debugger_port}:3968"
-        environment:
-            VITE_STUDIO_LOCAL_GRAPH_URL: {debugger_graph_url}
     langgraph-api:
         ports:
             - "8000:8000"
@@ -262,7 +235,7 @@ services:
             test: python /api/healthcheck.py
             interval: 60s
             start_interval: 1s
-            start_period: 10s
+            start_period: 60s
         
         
         develop:
@@ -292,6 +265,82 @@ def test_version_option() -> None:
     )
 
 
+def test_up_help_shows_hosted_studio_options() -> None:
+    result = CliRunner().invoke(cli, ["up", "--help"])
+
+    assert result.exit_code == 0, result.output
+    assert "--studio-url" in result.output
+    assert "--api-url" in result.output
+    assert "--debugger-port" not in result.output
+    assert "--debugger-base-url" not in result.output
+
+
+def test_studio_link_defaults_to_hosted_studio() -> None:
+    assert _studio_link(
+        port=8123,
+        studio_url=None,
+        api_url=None,
+        debugger_base_url=None,
+    ) == ("https://smith.langchain.com/studio/?baseUrl=http%3A%2F%2F127.0.0.1%3A8123")
+
+
+def test_studio_link_supports_self_hosted_and_remote_urls() -> None:
+    assert _studio_link(
+        port=8123,
+        studio_url="https://langsmith.example.com/prefix/",
+        api_url="https://api.example.com/graph?tenant=a&region=eu",
+        debugger_base_url=None,
+    ) == (
+        "https://langsmith.example.com/prefix/studio/"
+        "?baseUrl=https%3A%2F%2Fapi.example.com%2Fgraph%3Ftenant%3Da%26region%3Deu"
+    )
+
+
+def test_studio_link_supports_deprecated_debugger_base_url(capsys) -> None:
+    assert _studio_link(
+        port=8123,
+        studio_url=None,
+        api_url=None,
+        debugger_base_url="https://api.example.com",
+    ).endswith("?baseUrl=https%3A%2F%2Fapi.example.com")
+    assert "--debugger-base-url is deprecated; use --api-url" in capsys.readouterr().err
+
+
+@pytest.mark.parametrize(
+    ("studio_url", "api_url"),
+    [
+        ("javascript:alert(1)", None),
+        ("https://user:password@example.com", None),
+        ("https://smith.langchain.com?workspace=test", None),
+        (None, "file:///tmp/langgraph.sock"),
+        (None, "https://user:password@example.com"),
+    ],
+)
+def test_studio_link_rejects_unsafe_urls(
+    studio_url: str | None, api_url: str | None
+) -> None:
+    with pytest.raises(click.UsageError):
+        _studio_link(
+            port=8123,
+            studio_url=studio_url,
+            api_url=api_url,
+            debugger_base_url=None,
+        )
+
+
+def test_studio_link_rejects_conflicting_api_url_aliases() -> None:
+    with pytest.raises(
+        click.UsageError,
+        match="cannot specify different URLs",
+    ):
+        _studio_link(
+            port=8123,
+            studio_url=None,
+            api_url="https://api.example.com",
+            debugger_base_url="https://other.example.com",
+        )
+
+
 def test_top_level_help_shows_deploy_subcommands() -> None:
     runner = CliRunner()
 

libs/cli/tests/unit_tests/cli/test_deploy_monitoring.py

@@ -0,0 +1,166 @@
+import json
+from datetime import datetime, timezone
+
+import httpx
+import pytest
+from click.testing import CliRunner
+
+import langgraph_cli.deploy as deploy_module
+from langgraph_cli.cli import cli
+from langgraph_cli.deployment_metrics import compact_deployment_metrics
+from langgraph_cli.host_backend import HostBackendClient
+
+DEPLOYMENT_ID = "019a0000-0000-7000-8000-000000000001"
+
+
+def invoke(monkeypatch, args, handler, input=None):
+    client = HostBackendClient(
+        "https://api.example.com",
+        "key",
+        tenant_id="workspace-id",
+        transport=httpx.MockTransport(handler),
+    )
+    monkeypatch.setattr(deploy_module, "HostBackendClient", lambda *a, **kw: client)
+    return CliRunner().invoke(
+        cli,
+        ["deploy", *args, "--api-key", "key"],
+        input=input,
+    )
+
+
+@pytest.mark.parametrize(
+    "bounds", [[], ["start_time"], ["end_time"], ["start_time", "end_time"]]
+)
+@pytest.mark.parametrize("mode", [None, "--summary", "--raw"])
+def test_metrics(monkeypatch, bounds, mode, deployment_metrics_response):
+    charts = deployment_metrics_response
+
+    class FrozenDatetime(datetime):
+        @classmethod
+        def now(cls, tz=None):
+            return cls(2026, 10, 28, 23, 2, 33, tzinfo=timezone.utc)
+
+    monkeypatch.setattr(deploy_module, "datetime", FrozenDatetime)
+    explicit = {
+        "start_time": "2026-10-27T22:32:33Z",
+        "end_time": "2026-10-28T21:32:33Z",
+    }
+    options = {key: explicit[key] for key in bounds}
+    if bounds:
+        options["metrics"] = "cpu_usage,memory_usage"
+    params = {
+        "start_time": (
+            "2026-10-28T21:17:33+00:00"
+            if "end_time" in bounds
+            else "2026-10-28T22:47:33+00:00"
+        ),
+        "end_time": "2026-10-28T23:02:33+00:00",
+        **options,
+    }
+
+    def handler(request):
+        assert request.method == "GET"
+        assert request.url.path == f"/v2/deployments/{DEPLOYMENT_ID}/metrics"
+        assert dict(request.url.params) == params
+        assert request.headers["x-tenant-id"] == "workspace-id"
+        assert request.headers["x-api-key"] == "key"
+        return httpx.Response(200, json=charts)
+
+    args = ["metrics", DEPLOYMENT_ID]
+    for key, value in options.items():
+        args.extend([f"--{key.replace('_', '-')}", value])
+    if mode:
+        args.append(mode)
+    result = invoke(monkeypatch, args, handler)
+    assert result.exit_code == 0, result.output
+    expected = (
+        charts
+        if mode == "--raw"
+        else compact_deployment_metrics(
+            charts,
+            DEPLOYMENT_ID,
+            start_time=params.get("start_time"),
+            end_time=params.get("end_time"),
+            summary=mode == "--summary",
+        )
+    )
+    assert json.loads(result.output) == expected
+    if mode != "--raw":
+        assert expected["start_time"] == params["start_time"]
+        assert expected["end_time"] == params["end_time"]
+    assert result.output.strip() == json.dumps(expected, separators=(",", ":"))
+
+
+@pytest.mark.parametrize(
+    "args",
+    [
+        ["metrics", DEPLOYMENT_ID, "--step-seconds", "60"],
+        ["metrics", "invalid-id"],
+        ["metrics", DEPLOYMENT_ID, "--summary", "--raw"],
+    ],
+)
+def test_invalid_options_do_not_send_requests(monkeypatch, args):
+    def handler(request):
+        pytest.fail("Invalid options must not send a request")
+
+    result = invoke(monkeypatch, args, handler)
+    assert result.exit_code == 2, result.output
+
+
+def test_end_only_with_timezone_offset(monkeypatch):
+    def handler(request):
+        assert request.url.params["end_time"] == "2026-10-28T01:05:00+02:00"
+        assert request.url.params["start_time"] == "2026-10-27T22:50:00+00:00"
+        return httpx.Response(200, json={"charts": [], "sub_sections": []})
+
+    result = invoke(
+        monkeypatch,
+        ["metrics", DEPLOYMENT_ID, "--end-time", "2026-10-28T01:05:00+02:00"],
+        handler,
+    )
+    assert result.exit_code == 0, result.output
+    output = json.loads(result.output)
+    assert output["start_time"] == "2026-10-27T22:50:00+00:00"
+    assert output["end_time"] == "2026-10-28T01:05:00+02:00"
+
+
+def test_invalid_end_only_does_not_send_request(monkeypatch):
+    def handler(request):
+        pytest.fail("Invalid end time must not send a request")
+
+    result = invoke(
+        monkeypatch, ["metrics", DEPLOYMENT_ID, "--end-time", "not-a-date"], handler
+    )
+    assert result.exit_code == 2, result.output
+    assert "--end-time" in result.output
+    assert "ISO8601" in result.output
+
+
+def test_metrics_help_lists_supported_filters():
+    result = CliRunner().invoke(cli, ["deploy", "metrics", "--help"])
+    assert result.exit_code == 0, result.output
+    for metric in (
+        "memory_usage",
+        "cpu_usage",
+        "disk_usage",
+        "restart_count",
+        "replica_count",
+        "worker_count",
+        "lg_run_count",
+        "responses_per_second",
+        "error_responses_per_second",
+        "p95_latency",
+        "run_queue_wait_time",
+    ):
+        assert metric in result.output
+
+
+@pytest.mark.parametrize("status", [403, 422, 429])
+def test_backend_errors(monkeypatch, status):
+    def handler(request):
+        return httpx.Response(status, json={"detail": "Operation rejected"})
+
+    args = ["metrics", DEPLOYMENT_ID]
+    result = invoke(monkeypatch, args, handler)
+    assert result.exit_code == 1
+    assert "Operation rejected" in result.output

libs/cli/tests/unit_tests/conftest.py

@@ -1,9 +1,16 @@
+import json
 import os
+from pathlib import Path
 from unittest.mock import patch
 
 import pytest
 
 
+@pytest.fixture
+def deployment_metrics_response():
+    return json.loads(Path(__file__).with_name("deployment_metrics.json").read_text())
+
+
 @pytest.fixture(autouse=True)
 def disable_analytics_env() -> None:
     """Disable analytics for unit tests LANGGRAPH_CLI_NO_ANALYTICS."""

libs/cli/tests/unit_tests/deployment_metrics.json

@@ -0,0 +1,215 @@
+{
+  "id": "019a0000-0000-7000-8000-000000000001-metrics",
+  "title": "Metrics for deployment",
+  "charts": [],
+  "sub_sections": [
+    {
+      "id": "019a0000-0000-7000-8000-000000000001-queue",
+      "title": "Queue",
+      "description": "Queue metrics",
+      "index": 0,
+      "charts": [
+        {
+          "id": "019a0000-0000-7000-8000-000000000001-Memory Usage %",
+          "title": "Memory Usage %",
+          "description": "Resource usage over time",
+          "index": 0,
+          "chart_type": "line",
+          "series": [
+            {
+              "id": "019a0000-0000-7000-8000-000000000001-Avg Memory Usage %",
+              "name": "Avg Memory Usage %",
+              "metric": "run_count",
+              "project_metric": "memory_usage",
+              "metadata": null,
+              "filters": null,
+              "feedback_key": null,
+              "workspace_id": null,
+              "metric_definition": null,
+              "group_by_definitions": null,
+              "filter_definition": null,
+              "group_by": null
+            },
+            {
+              "id": "019a0000-0000-7000-8000-000000000001-Max Memory Usage %",
+              "name": "Max Memory Usage %",
+              "metric": "run_count",
+              "project_metric": "memory_usage",
+              "metadata": null,
+              "filters": null,
+              "feedback_key": null,
+              "workspace_id": null,
+              "metric_definition": null,
+              "group_by_definitions": null,
+              "filter_definition": null,
+              "group_by": null
+            }
+          ],
+          "data": [
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-Max Memory Usage %",
+              "timestamp": "2026-10-28T00:02:00+00:00",
+              "value": 50.33333,
+              "group": null
+            },
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-Max Memory Usage %",
+              "timestamp": "2026-10-28T00:01:00+00:00",
+              "value": 40.22222,
+              "group": null
+            },
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-Max Memory Usage %",
+              "timestamp": "2026-10-28T00:00:00+00:00",
+              "value": 30.11111,
+              "group": null
+            },
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-Avg Memory Usage %",
+              "timestamp": "2026-10-28T00:02:00+00:00",
+              "value": null,
+              "group": null
+            },
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-Avg Memory Usage %",
+              "timestamp": "2026-10-28T00:01:00+00:00",
+              "value": 20.23456,
+              "group": null
+            },
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-Avg Memory Usage %",
+              "timestamp": "2026-10-28T00:00:00+00:00",
+              "value": 10.12345,
+              "group": null
+            }
+          ]
+        },
+        {
+          "id": "019a0000-0000-7000-8000-000000000001-Restarts",
+          "title": "Restarts",
+          "description": "Resource usage over time",
+          "index": 0,
+          "chart_type": "line",
+          "series": [
+            {
+              "id": "019a0000-0000-7000-8000-000000000001-Restarts",
+              "name": "Restarts",
+              "metric": "run_count",
+              "project_metric": "restart_count",
+              "metadata": null,
+              "filters": null,
+              "feedback_key": null,
+              "workspace_id": null,
+              "metric_definition": null,
+              "group_by_definitions": null,
+              "filter_definition": null,
+              "group_by": null
+            }
+          ],
+          "data": [
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-Restarts",
+              "timestamp": "2026-10-28T00:02:00+00:00",
+              "value": 2,
+              "group": null
+            },
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-Restarts",
+              "timestamp": "2026-10-28T00:01:00+00:00",
+              "value": 1,
+              "group": null
+            },
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-Restarts",
+              "timestamp": "2026-10-28T00:00:00+00:00",
+              "value": 0,
+              "group": null
+            }
+          ]
+        },
+        {
+          "id": "019a0000-0000-7000-8000-000000000001-Queue wait time",
+          "title": "Queue wait time",
+          "description": "Resource usage over time",
+          "index": 0,
+          "chart_type": "line",
+          "series": [
+            {
+              "id": "019a0000-0000-7000-8000-000000000001-Queue wait time",
+              "name": "Queue wait time",
+              "metric": "run_count",
+              "project_metric": "run_queue_wait_time",
+              "metadata": null,
+              "filters": null,
+              "feedback_key": null,
+              "workspace_id": null,
+              "metric_definition": null,
+              "group_by_definitions": null,
+              "filter_definition": null,
+              "group_by": null
+            }
+          ],
+          "data": []
+        }
+      ]
+    },
+    {
+      "id": "019a0000-0000-7000-8000-000000000001-api",
+      "title": "API",
+      "description": "API metrics",
+      "index": 1,
+      "charts": [
+        {
+          "id": "019a0000-0000-7000-8000-000000000001-Latency",
+          "title": "Latency",
+          "description": "Resource usage over time",
+          "index": 0,
+          "chart_type": "line",
+          "series": [
+            {
+              "id": "019a0000-0000-7000-8000-000000000001-P95 Latency",
+              "name": "P95 Latency",
+              "metric": "run_count",
+              "project_metric": "p95_latency",
+              "metadata": null,
+              "filters": null,
+              "feedback_key": null,
+              "workspace_id": null,
+              "metric_definition": null,
+              "group_by_definitions": null,
+              "filter_definition": null,
+              "group_by": null
+            }
+          ],
+          "data": [
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-P95 Latency",
+              "timestamp": "2026-10-28T00:02:00+00:00",
+              "value": 0.34567,
+              "group": null
+            },
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-P95 Latency",
+              "timestamp": "2026-10-28T00:01:00+00:00",
+              "value": 0.23456,
+              "group": null
+            },
+            {
+              "series_id": "019a0000-0000-7000-8000-000000000001-P95 Latency",
+              "timestamp": "2026-10-28T00:00:00+00:00",
+              "value": 0.12345,
+              "group": null
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "id": "019a0000-0000-7000-8000-000000000001-pg",
+      "title": "Postgres",
+      "description": "Postgres metrics",
+      "index": 2,
+      "charts": []
+    }
+  ]
+}

libs/cli/tests/unit_tests/test_deployment_metrics.py

@@ -0,0 +1,139 @@
+from copy import deepcopy
+
+import pytest
+
+from langgraph_cli.deployment_metrics import compact_deployment_metrics
+
+
+def reshape(response, deployment_id, **kwargs):
+    return compact_deployment_metrics(
+        response,
+        deployment_id,
+        start_time=kwargs.pop("start_time", "2026-10-28T00:00:00Z"),
+        end_time=kwargs.pop("end_time", "2026-10-28T01:00:00Z"),
+        **kwargs,
+    )
+
+
+def test_compact_metrics(deployment_metrics_response):
+    original = deepcopy(deployment_metrics_response)
+    result = reshape(deployment_metrics_response, "deployment-id")
+    assert deployment_metrics_response == original
+    assert result["deployment_id"] == "deployment-id"
+    assert result["start_time"] == "2026-10-28T00:00:00Z"
+    assert result["end_time"] == "2026-10-28T01:00:00Z"
+    assert result["step_seconds"] == 60
+    assert result["sections"]["Postgres"] == {"_empty": True}
+    queue = result["sections"]["Queue"]
+    memory = queue["Memory Usage %"]
+    assert memory["Avg Memory Usage %"] == {
+        "metric": "memory_usage",
+        "unit": "percent",
+        "latest": 20.235,
+        "min": 10.123,
+        "max": 20.235,
+        "avg": 15.179,
+        "points": [
+            ["2026-10-28T00:00:00Z", 10.123],
+            ["2026-10-28T00:01:00Z", 20.235],
+            ["2026-10-28T00:02:00Z", None],
+        ],
+    }
+    assert memory["Max Memory Usage %"]["max"] == 50.333
+    assert queue["Restarts"]["Restarts"]["unit"] == "count"
+    assert queue["Queue wait time"]["Queue wait time"] == {
+        "metric": "run_queue_wait_time",
+        "unit": None,
+        "latest": None,
+        "min": None,
+        "max": None,
+        "avg": None,
+        "points": [],
+    }
+    assert result["sections"]["API"]["Latency"]["P95 Latency"]["unit"] is None
+
+
+def test_summary_and_requested_bounds(deployment_metrics_response):
+    result = reshape(
+        deployment_metrics_response,
+        "id",
+        start_time="2026-10-27T23:00:00Z",
+        end_time="2026-10-28T01:00:00Z",
+        summary=True,
+    )
+    assert result["start_time"] == "2026-10-27T23:00:00Z"
+    assert result["end_time"] == "2026-10-28T01:00:00Z"
+    for section in result["sections"].values():
+        if section == {"_empty": True}:
+            continue
+        for chart in section.values():
+            for series in chart.values():
+                assert set(series) == {"metric", "unit", "latest", "min", "max", "avg"}
+
+
+@pytest.mark.parametrize("values", [[], [None], [float("nan"), float("inf")]])
+def test_empty_and_nonfinite_values(deployment_metrics_response, values):
+    chart = deployment_metrics_response["sub_sections"][0]["charts"][0]
+    chart["series"] = chart["series"][:1]
+    chart["data"] = [
+        {
+            "series_id": chart["series"][0]["id"],
+            "timestamp": f"2026-10-28T00:0{i}:00Z",
+            "value": value,
+        }
+        for i, value in enumerate(values)
+    ]
+    result = reshape(deployment_metrics_response, "id")
+    series = result["sections"]["Queue"]["Memory Usage %"]["Avg Memory Usage %"]
+    assert all(series[key] is None for key in ["latest", "min", "max", "avg"])
+    assert all(point[1] is None for point in series["points"])
+
+
+def test_tied_spacing_and_top_level_charts(deployment_metrics_response):
+    response = deployment_metrics_response
+    chart = response["sub_sections"][1]["charts"][0]
+    chart["data"][0]["timestamp"] = "2026-10-28T00:02:30Z"
+    response["charts"] = [chart]
+    response["sub_sections"] = []
+    result = reshape(response, "id")
+    assert result["step_seconds"] == 60
+    assert "Latency" in result["sections"][response["title"]]
+
+
+def test_missing_point_preserves_common_spacing(deployment_metrics_response):
+    chart = deployment_metrics_response["sub_sections"][0]["charts"][0]
+    series_id = chart["series"][0]["id"]
+    chart["data"] = [
+        point
+        for point in chart["data"]
+        if not (point["series_id"] == series_id and "00:01:00" in point["timestamp"])
+    ]
+    result = reshape(deployment_metrics_response, "id")
+    assert result["step_seconds"] == 60
+    assert type(result["step_seconds"]) is int
+
+
+def test_only_single_point_and_empty_series(deployment_metrics_response):
+    for section in deployment_metrics_response["sub_sections"]:
+        for chart in section["charts"]:
+            chart["data"] = chart["data"][:1]
+    assert reshape(deployment_metrics_response, "id")["step_seconds"] is None
+
+
+def test_fractional_spacing(deployment_metrics_response):
+    chart = deployment_metrics_response["sub_sections"][1]["charts"][0]
+    chart["data"][0]["timestamp"] = "2026-10-28T00:00:01Z"
+    chart["data"][1]["timestamp"] = "2026-10-28T00:00:00.500Z"
+    deployment_metrics_response["sub_sections"] = []
+    deployment_metrics_response["charts"] = [chart]
+    assert reshape(deployment_metrics_response, "id")["step_seconds"] == 0.5
+
+
+def test_no_data():
+    assert reshape({"charts": [], "sub_sections": []}, "id") == {
+        "deployment_id": "id",
+        "start_time": "2026-10-28T00:00:00Z",
+        "end_time": "2026-10-28T01:00:00Z",
+        "step_seconds": None,
+        "sections": {"_empty": True},
+    }

libs/cli/tests/unit_tests/test_docker.py

@@ -16,7 +16,7 @@ DEFAULT_DOCKER_CAPABILITIES = DockerCapabilities(
 )
 
 
-def test_compose_with_no_debugger_and_custom_db():
+def test_compose_with_custom_db():
     port = 8123
     custom_postgres_uri = "custom_postgres_uri"
     actual_compose_str = compose(
@@ -42,7 +42,7 @@ def test_compose_with_no_debugger_and_custom_db():
     assert clean_empty_lines(actual_compose_str) == expected_compose_str
 
 
-def test_compose_with_no_debugger_and_custom_db_with_healthcheck():
+def test_compose_with_custom_db_and_healthcheck():
     port = 8123
     custom_postgres_uri = "custom_postgres_uri"
     actual_compose_str = compose(
@@ -71,39 +71,11 @@ def test_compose_with_no_debugger_and_custom_db_with_healthcheck():
             test: python /api/healthcheck.py
             interval: 60s
             start_interval: 1s
-            start_period: 10s"""
+            start_period: 60s"""
     assert clean_empty_lines(actual_compose_str) == expected_compose_str
 
 
-def test_compose_with_debugger_and_custom_db():
-    port = 8123
-    custom_postgres_uri = "custom_postgres_uri"
-    actual_compose_str = compose(
-        DEFAULT_DOCKER_CAPABILITIES,
-        port=port,
-        postgres_uri=custom_postgres_uri,
-    )
-    expected_compose_str = f"""services:
-    langgraph-redis:
-        image: redis:6
-        healthcheck:
-            test: redis-cli ping
-            interval: 5s
-            timeout: 1s
-            retries: 5
-    langgraph-api:
-        ports:
-            - "{port}:8000"
-        depends_on:
-            langgraph-redis:
-                condition: service_healthy
-        environment:
-            REDIS_URI: redis://langgraph-redis:6379
-            POSTGRES_URI: {custom_postgres_uri}"""
-    assert clean_empty_lines(actual_compose_str) == expected_compose_str
-
-
-def test_compose_with_debugger_and_default_db():
+def test_compose_with_default_db():
     port = 8123
     actual_compose_str = compose(DEFAULT_DOCKER_CAPABILITIES, port=port)
     expected_compose_str = f"""volumes:
@@ -302,72 +274,6 @@ def test_compose_with_api_version_and_custom_postgres():
     assert clean_empty_lines(actual_compose_str) == expected_compose_str
 
 
-def test_compose_with_api_version_and_debugger():
-    """Test compose function with api_version and debugger port."""
-    port = 8123
-    debugger_port = 8001
-    api_version = "0.2.74"
-
-    actual_compose_str = compose(
-        DEFAULT_DOCKER_CAPABILITIES,
-        port=port,
-        api_version=api_version,
-        debugger_port=debugger_port,
-    )
-
-    expected_compose_str = f"""volumes:
-    langgraph-data:
-        driver: local
-services:
-    langgraph-redis:
-        image: redis:6
-        healthcheck:
-            test: redis-cli ping
-            interval: 5s
-            timeout: 1s
-            retries: 5
-    langgraph-postgres:
-        image: pgvector/pgvector:pg16
-        ports:
-            - "5433:5432"
-        environment:
-            POSTGRES_DB: postgres
-            POSTGRES_USER: postgres
-            POSTGRES_PASSWORD: postgres
-        command:
-            - postgres
-            - -c
-            - shared_preload_libraries=vector
-        volumes:
-            - langgraph-data:/var/lib/postgresql/data
-        healthcheck:
-            test: pg_isready -U postgres
-            start_period: 10s
-            timeout: 1s
-            retries: 5
-            interval: 5s
-    langgraph-debugger:
-        image: langchain/langgraph-debugger
-        restart: on-failure
-        depends_on:
-            langgraph-postgres:
-                condition: service_healthy
-        ports:
-            - "{debugger_port}:3968"
-    langgraph-api:
-        ports:
-            - "{port}:8000"
-        depends_on:
-            langgraph-redis:
-                condition: service_healthy
-            langgraph-postgres:
-                condition: service_healthy
-        environment:
-            REDIS_URI: redis://langgraph-redis:6379
-            POSTGRES_URI: {DEFAULT_POSTGRES_URI}"""
-    assert clean_empty_lines(actual_compose_str) == expected_compose_str
-
-
 def test_compose_distributed_mode_with_custom_db():
     """Test compose with engine_runtime_mode='distributed' adds N_JOBS_PER_WORKER=0."""
     port = 8123

libs/cli/uv.lock

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+resolution-markers = [
+    "python_full_version < '3.11'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/4c/58/6fd434bec86eff7c38a3168454cb132b762b2bea9b3ac094101a2f7bc32a/filelock-4.1.0.tar.gz", hash = "sha256:ad7f724afef953e731b1cc39bcd3a09166d72ed7fcdf29e6e88b1c3235c6715d", size = 561277, upload-time = "2026-10-09T19:57:20.34Z" }
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+    { url = "https://files.pythonhosted.org/packages/ee/86/032133892a5de43b5a98200b01aadcad68cc255e274a762f08b8a76d2912/filelock-4.1.0-py3-none-any.whl", hash = "sha256:2ce9818e3e2d8f284c1a964414447ef148d42a5fd5e2a477a7118e574b293ec1", size = 133003, upload-time = "2026-10-09T19:57:18.716Z" },
+]
+
+[[package]]
+name = "filelock"
+version = "4.2.9"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.15'",
+    "python_full_version >= '3.12' and python_full_version < '3.15' and sys_platform == 'emscripten'",
+    "python_full_version == '3.11.*' or (python_full_version >= '3.12' and python_full_version < '3.15' and sys_platform != 'emscripten')",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a3/1d/d730c664fcb4f1d264a722722a3134cf0881854f73c1fd58abf87572f232/filelock-4.2.9.tar.gz", hash = "sha256:96530b7c538d4ea08493ab067247aab7948c54d8cd622cce711c97cccc5d9896", size = 663116, upload-time = "2026-11-04T18:37:10.014Z" }
+wheels = [
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 [[package]]
@@ -533,139 +550,139 @@ wheels = [
 
 [[package]]
 name = "grpcio"
-version = "1.80.0"
+version = "1.81.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 ]
 
 [[package]]
@@ -2444,7 +2552,8 @@ version = "21.14.13"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "distlib" },
-    { name = "filelock" },
+    { name = "filelock", version = "4.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "filelock", version = "4.2.9", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "packaging" },
     { name = "platformdirs" },
     { name = "python-discovery" },

libs/langgraph/langgraph/_internal/_constants.py

@@ -74,6 +74,8 @@ CONFIG_KEY_RUNTIME = sys.intern("__pregel_runtime")
 # holds a `Runtime` instance with context, store, stream writer, etc.
 CONFIG_KEY_RESUME_MAP = sys.intern("__pregel_resume_map")
 # holds a mapping of task ns -> resume value for resuming tasks
+CONFIG_KEY_STRICT_RESUME = sys.intern("__pregel_strict_resume")
+# when True, the root graph refuses a resume that can't be matched to its pending interrupts
 CONFIG_KEY_STREAM_MESSAGES_V2 = sys.intern("__pregel_stream_messages_v2")
 # when True, attach StreamMessagesHandlerV2 so content-block (v2) events
 # flow through stream_mode="messages"; set by StreamingHandler only.
@@ -134,6 +136,7 @@ RESERVED = {
     CONFIG_KEY_CHECKPOINT_NS,
     CONFIG_KEY_TIMED_ATTEMPT_OBSERVER,
     CONFIG_KEY_RESUME_MAP,
+    CONFIG_KEY_STRICT_RESUME,
     CONFIG_KEY_STREAM_MESSAGES_V2,
     # other constants
     PUSH,

libs/langgraph/langgraph/errors.py

@@ -28,6 +28,7 @@ __all__ = (
     "ParentCommand",
     "EmptyInputError",
     "TaskNotFound",
+    "UnknownInterruptError",
     "is_invalid_resume",
 )
 
@@ -146,6 +147,46 @@ class TaskNotFound(Exception):
     pass
 
 
+class UnknownInterruptError(Exception):
+    """Raised in strict resume mode when a resume doesn't match the pending interrupts.
+
+    `reason` says how it doesn't match:
+
+    - `"not_pending"`: the resume names interrupts that aren't pending, listed in
+      `interrupt_ids`.
+    - `"empty_map"`: the resume is an empty map.
+    - `"ambiguous"`: the resume is a single value while several interrupts are
+      pending.
+
+    `pending_ids` lists the interrupts still waiting for an answer. The error is
+    raised before anything is written, so they can still be answered.
+
+    A single value with no interrupt pending is accepted, because it resumes a
+    graph paused at a static breakpoint (`interrupt_before` or `interrupt_after`).
+
+    Each `interrupt()` call in a task has its own id, so an answer retried after
+    the task asked its next question is refused instead of answering that
+    question.
+    """
+
+    reason: Literal["not_pending", "empty_map", "ambiguous"]
+    interrupt_ids: tuple[str, ...]
+    pending_ids: tuple[str, ...]
+
+    def __init__(
+        self,
+        message: str,
+        *,
+        reason: Literal["not_pending", "empty_map", "ambiguous"],
+        interrupt_ids: Sequence[str] = (),
+        pending_ids: Sequence[str] = (),
+    ) -> None:
+        super().__init__(message)
+        self.reason = reason
+        self.interrupt_ids = tuple(interrupt_ids)
+        self.pending_ids = tuple(pending_ids)
+
+
 @dataclass(frozen=True, slots=True)
 class NodeError:
     """Failure context passed to a node-level error handler.

libs/langgraph/langgraph/pregel/_algo.py

@@ -85,6 +85,7 @@ from langgraph.types import (
     RetryPolicy,
     Send,
     TimeoutPolicy,
+    _interrupt_id,
 )
 
 GetNextVersion = Callable[[V | None, None], V]
@@ -626,7 +627,7 @@ def prepare_single_task(
                 config[CONF].get(CONFIG_KEY_SCRATCHPAD),
                 pending_writes,
                 task_id,
-                xxh3_128_hexdigest(task_checkpoint_ns.encode()),
+                task_checkpoint_ns,
                 config[CONF].get(CONFIG_KEY_RESUME_MAP),
                 step,
                 stop,
@@ -873,7 +874,7 @@ def prepare_push_task_functional(
             configurable.get(CONFIG_KEY_SCRATCHPAD),
             pending_writes,
             task_id,
-            xxh3_128_hexdigest(task_checkpoint_ns.encode()),
+            task_checkpoint_ns,
             configurable.get(CONFIG_KEY_RESUME_MAP),
             step,
             stop,
@@ -1035,7 +1036,7 @@ def prepare_push_task_send(
             config[CONF].get(CONFIG_KEY_SCRATCHPAD),
             pending_writes,
             task_id,
-            xxh3_128_hexdigest(task_checkpoint_ns.encode()),
+            task_checkpoint_ns,
             config[CONF].get(CONFIG_KEY_RESUME_MAP),
             step,
             stop,
@@ -1184,7 +1185,7 @@ def prepare_node_error_handler_task(
         config[CONF].get(CONFIG_KEY_SCRATCHPAD),
         pending_writes,
         task_id,
-        xxh3_128_hexdigest(task_checkpoint_ns.encode()),
+        task_checkpoint_ns,
         config[CONF].get(CONFIG_KEY_RESUME_MAP),
         step,
         stop,
@@ -1280,7 +1281,7 @@ def _scratchpad(
     parent_scratchpad: PregelScratchpad | None,
     pending_writes: list[PendingWrite],
     task_id: str,
-    namespace_hash: str,
+    task_checkpoint_ns: str,
     resume_map: dict[str, Any] | None,
     step: int,
     stop: int,
@@ -1307,10 +1308,15 @@ def _scratchpad(
             task_resume_write = []
         del w
 
-        # find namespace and task-specific resume value
-        if resume_map and namespace_hash in resume_map:
-            mapped_resume_write = resume_map[namespace_hash]
-            task_resume_write.append(mapped_resume_write)
+        # find the resume value for the task's next interrupt
+        if resume_map:
+            next_id = _interrupt_id(task_checkpoint_ns, len(task_resume_write))
+            first_id = _interrupt_id(task_checkpoint_ns, 0)
+            if next_id in resume_map:
+                task_resume_write.append(resume_map[next_id])
+            # Older versions gave all of a task's interrupts the first id.
+            elif first_id in resume_map:
+                task_resume_write.append(resume_map[first_id])
 
     else:
         null_resume_write = None

libs/langgraph/langgraph/pregel/_loop.py

@@ -48,6 +48,7 @@ from langgraph._internal._constants import (
     CONFIG_KEY_RUNTIME,
     CONFIG_KEY_SCRATCHPAD,
     CONFIG_KEY_STREAM,
+    CONFIG_KEY_STRICT_RESUME,
     CONFIG_KEY_TASK_ID,
     CONFIG_KEY_THREAD_ID,
     ERROR,
@@ -77,6 +78,7 @@ from langgraph.constants import TAG_HIDDEN
 from langgraph.errors import (
     EmptyInputError,
     GraphInterrupt,
+    UnknownInterruptError,
 )
 from langgraph.managed.base import (
     ManagedValueMapping,
@@ -1024,17 +1026,45 @@ class PregelLoop:
                         "Cannot use Command(resume=...) without checkpointer"
                     )
 
+                strict = (
+                    self.config[CONF].get(CONFIG_KEY_STRICT_RESUME, False)
+                    # Nested calls inherit the parent's configurable.
+                    and not self.is_nested
+                    # A finished task can rerun and interrupt again on replay, while
+                    # its earlier output still makes its interrupt look answered.
+                    and not self._addressed_checkpoint_superseded
+                )
                 if resume_is_map := (
                     isinstance(resume, dict)
                     and all(is_xxh3_128_hexdigest(k) for k in resume)
                 ):
+                    if strict:
+                        pending = self._pending_interrupts()
+                        if not resume:
+                            raise UnknownInterruptError(
+                                "The resume map names no interrupt",
+                                reason="empty_map",
+                                pending_ids=sorted(pending),
+                            )
+                        if unknown := sorted(resume.keys() - pending):
+                            raise UnknownInterruptError(
+                                f"Unknown or already-consumed interrupt: {unknown[0]}",
+                                reason="not_pending",
+                                interrupt_ids=unknown,
+                                pending_ids=sorted(pending),
+                            )
                     self.config[CONF][CONFIG_KEY_RESUME_MAP] = resume
                 else:
-                    if len(self._pending_interrupts()) > 1:
-                        raise RuntimeError(
+                    if len(pending := self._pending_interrupts()) > 1:
+                        message = (
                             "When there are multiple pending interrupts, you must specify the interrupt id when resuming. "
-                            "Docs: https://docs.langchain.com/oss/python/langgraph/add-human-in-the-loop#resume-multiple-interrupts-with-one-invocation."
+                            "Docs: https://docs.langchain.com/oss/python/langgraph/interrupts#handling-multiple-interrupts."
                         )
+                        if strict:
+                            raise UnknownInterruptError(
+                                message, reason="ambiguous", pending_ids=sorted(pending)
+                            )
+                        raise RuntimeError(message)
 
             writes: defaultdict[str, list[tuple[str, Any]]] = defaultdict(list)
             # group writes by task ID

libs/langgraph/langgraph/pregel/_retry.py

@@ -28,6 +28,7 @@ from langgraph._internal._constants import (
     CONFIG_KEY_CHECKPOINT_NS,
     CONFIG_KEY_RESUMING,
     CONFIG_KEY_RUNTIME,
+    CONFIG_KEY_SCRATCHPAD,
     CONFIG_KEY_SEND,
     CONFIG_KEY_STREAM,
     CONFIG_KEY_TASK_ID,
@@ -44,6 +45,7 @@ from langgraph.errors import (
     NodeTimeoutError,
     ParentCommand,
 )
+from langgraph.pregel._algo import LazyAtomicCounter
 from langgraph.pregel.protocol import StreamProtocol
 from langgraph.runtime import ExecutionInfo, Runtime
 from langgraph.types import Command, PregelExecutableTask, RetryPolicy, TimeoutPolicy
@@ -571,6 +573,23 @@ def _checkpoint_ns_for_parent_command(ns: str) -> str:
     return NS_SEP.join(parts)
 
 
+def _reset_interrupt_counter(config: RunnableConfig) -> RunnableConfig:
+    # A retry reruns the node from its first line, so its interrupt() calls count
+    # from the first again to reuse the answers its task already has, rather than
+    # asking again under an id the next resume can't match.
+    scratchpad = config[CONF].get(CONFIG_KEY_SCRATCHPAD)
+    if scratchpad is None:
+        return config
+    return patch_configurable(
+        config,
+        {
+            CONFIG_KEY_SCRATCHPAD: replace(
+                scratchpad, interrupt_counter=LazyAtomicCounter()
+            )
+        },
+    )
+
+
 def run_with_retry(
     task: PregelExecutableTask,
     retry_policy: Sequence[RetryPolicy] | None,
@@ -681,6 +700,7 @@ def run_with_retry(
             )
             # signal subgraphs to resume (if available)
             config = patch_configurable(config, {CONFIG_KEY_RESUMING: True})
+            config = _reset_interrupt_counter(config)
 
 
 async def arun_with_retry(
@@ -829,6 +849,7 @@ async def arun_with_retry(
             )
             # signal subgraphs to resume (if available)
             config = patch_configurable(config, {CONFIG_KEY_RESUMING: True})
+            config = _reset_interrupt_counter(config)
 
 
 def _return_value(task: PregelExecutableTask) -> Any:

libs/langgraph/langgraph/pregel/main.py

@@ -884,11 +884,23 @@ class Pregel(
         )
 
     def _subgraph_for_namespace(
-        self, config: RunnableConfig, checkpointer: BaseCheckpointSaver
+        self,
+        config: RunnableConfig,
+        checkpointer: BaseCheckpointSaver,
+        *,
+        for_update: bool = False,
     ) -> tuple[PregelProtocol, RunnableConfig] | None:
         """The subgraph a state method's namespaced config addresses, and the
         config to call it with, lending it `checkpointer`. `None` when the
-        config is for this graph."""
+        config is for this graph, or names no subgraph this graph declares or
+        detects (such as one a tool invokes), so a read uses this graph's
+        channels.
+
+        Raises:
+            ValueError: If `for_update` and the namespace names no such
+                subgraph: this graph's nodes and channels would write the wrong
+                state into it.
+        """
         checkpoint_ns = config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "")
         if not checkpoint_ns or CONFIG_KEY_CHECKPOINTER in config[CONF]:
             return None
@@ -897,7 +909,9 @@ class Pregel(
             return pregel, patch_configurable(
                 config, {CONFIG_KEY_CHECKPOINTER: checkpointer}
             )
-        raise ValueError(f"Subgraph {recast} not found")
+        if for_update:
+            raise ValueError(f"Subgraph {recast} not found")
+        return None
 
     def _apply_checkpointer_allowlist(
         self, checkpointer: BaseCheckpointSaver | None
@@ -1143,7 +1157,9 @@ class Pregel(
         """Get the subgraphs of the graph.
 
         Args:
-            namespace: The namespace to filter the subgraphs by.
+            namespace: Yield only the subgraph at this exact namespace, such
+                as `parent|child` (without task IDs). A nested namespace needs
+                `recurse=True`.
             recurse: Whether to recurse into the subgraphs.
                 If `False`, only the immediate subgraphs will be returned.
 
@@ -1151,9 +1167,9 @@ class Pregel(
             An iterator of the `(namespace, subgraph)` pairs.
         """
         for name, node in self.nodes.items():
-            # filter by prefix
+            # filter by the namespace's first segment, matched whole
             if namespace is not None:
-                if not namespace.startswith(name):
+                if namespace != name and not namespace.startswith(name + NS_SEP):
                     continue
 
             # find the subgraph, if any
@@ -1167,12 +1183,13 @@ class Pregel(
                 if namespace is None:
                     yield name, graph
                 if recurse and isinstance(graph, Pregel):
-                    if namespace is not None:
-                        namespace = namespace[len(name) + 1 :]
+                    child_namespace = (
+                        None if namespace is None else namespace[len(name) + 1 :]
+                    )
                     yield from (
                         (f"{name}{NS_SEP}{n}", s)
                         for n, s in graph.get_subgraphs(
-                            namespace=namespace, recurse=recurse
+                            namespace=child_namespace, recurse=recurse
                         )
                     )
 
@@ -1182,7 +1199,9 @@ class Pregel(
         """Get the subgraphs of the graph.
 
         Args:
-            namespace: The namespace to filter the subgraphs by.
+            namespace: Yield only the subgraph at this exact namespace, such
+                as `parent|child` (without task IDs). A nested namespace needs
+                `recurse=True`.
             recurse: Whether to recurse into the subgraphs.
                 If `False`, only the immediate subgraphs will be returned.
 
@@ -1641,7 +1660,9 @@ class Pregel(
         if any(len(u) == 0 for u in supersteps):
             raise ValueError("No updates provided")
 
-        if subgraph := self._subgraph_for_namespace(config, checkpointer):
+        if subgraph := self._subgraph_for_namespace(
+            config, checkpointer, for_update=True
+        ):
             pregel, subgraph_config = subgraph
             return pregel.bulk_update_state(subgraph_config, supersteps)
 
@@ -2142,7 +2163,9 @@ class Pregel(
         if any(len(u) == 0 for u in supersteps):
             raise ValueError("No updates provided")
 
-        if subgraph := self._subgraph_for_namespace(config, checkpointer):
+        if subgraph := self._subgraph_for_namespace(
+            config, checkpointer, for_update=True
+        ):
             pregel, subgraph_config = subgraph
             return await pregel.abulk_update_state(subgraph_config, supersteps)
 

libs/langgraph/langgraph/pregel/remote.py

@@ -50,6 +50,7 @@ from langgraph._internal._constants import (
     CONFIG_KEY_CHECKPOINT_MAP,
     CONFIG_KEY_CHECKPOINT_NS,
     CONFIG_KEY_STREAM,
+    CONFIG_KEY_STRICT_RESUME,
     CONFIG_KEY_TASK_ID,
     INTERRUPT,
     NS_SEP,
@@ -81,6 +82,7 @@ _CONF_DROPLIST = frozenset(
         CONFIG_KEY_CHECKPOINT_ID,
         CONFIG_KEY_CHECKPOINT_NS,
         CONFIG_KEY_TASK_ID,
+        CONFIG_KEY_STRICT_RESUME,
     ),
 )
 

libs/langgraph/langgraph/types.py

@@ -33,6 +33,7 @@ from xxhash import xxh3_128_hexdigest
 
 from langgraph._internal._cache import default_cache_key
 from langgraph._internal._constants import INTERRUPT as _INTERRUPT_KEY
+from langgraph._internal._constants import NS_SEP
 from langgraph._internal._fields import get_cached_annotated_keys, get_update_as_tuples
 from langgraph._internal._retry import default_retry_on
 from langgraph._internal._typing import MISSING, DeprecatedKwargs
@@ -579,6 +580,15 @@ def omit_payload(_value: Any) -> dict[str, Any]:
 _DEFAULT_INTERRUPT_ID = "placeholder-id"
 
 
+def _interrupt_id(ns: str, answered: int) -> str:
+    # Keyed by how many answers the task already has, the slot this interrupt's
+    # answer fills; call order isn't stable across parallel calls in one task.
+    # With none it's the bare namespace hash older versions gave every
+    # interrupt, so saved ids still match. The suffix can't form another task's
+    # namespace, whose segments all contain ":".
+    return xxh3_128_hexdigest((f"{ns}{NS_SEP}{answered}" if answered else ns).encode())
+
+
 @final
 @dataclass(init=False, slots=True)
 class Interrupt(Generic[ResponseT]):
@@ -641,7 +651,7 @@ class Interrupt(Generic[ResponseT]):
     ) -> Interrupt[ResponseT]:
         return cls(
             value=value,
-            id=xxh3_128_hexdigest(ns.encode()),
+            id=_interrupt_id(ns, 0),
             response_schema=response_schema,
         )
 
@@ -1037,9 +1047,11 @@ def interrupt(
     # no resume value found
     raise GraphInterrupt(
         (
-            Interrupt.from_ns(
+            Interrupt(
                 value=value,
-                ns=conf[CONFIG_KEY_CHECKPOINT_NS],
+                id=_interrupt_id(
+                    conf[CONFIG_KEY_CHECKPOINT_NS], len(scratchpad.resume)
+                ),
                 response_schema=adapter.json_schema() if adapter else response_schema,
             ),
         )

libs/langgraph/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "langgraph"
-version = "1.2.19"
+version = "1.2.21"
 description = "Building stateful, multi-actor applications with LLMs"
 authors = []
 requires-python = ">=3.10"

libs/langgraph/tests/test_remote_graph.py

@@ -16,7 +16,7 @@ from langgraph_sdk.schema import StreamPart
 from pydantic import BaseModel
 from typing_extensions import TypedDict
 
-from langgraph._internal._constants import CONFIG_KEY_STREAM
+from langgraph._internal._constants import CONFIG_KEY_STREAM, CONFIG_KEY_STRICT_RESUME
 from langgraph.errors import GraphInterrupt
 from langgraph.graph import END, START, MessagesState, StateGraph, add_messages
 from langgraph.pregel import Pregel
@@ -1360,6 +1360,7 @@ def test_sanitize_config():
             "checkpoint_map": {"key": "value"},  # Should be dropped
             "checkpoint_id": "123",  # Should be dropped
             "checkpoint_ns": "ns",  # Should be dropped
+            CONFIG_KEY_STRICT_RESUME: True,  # Should be dropped
         }
     }
     sanitized = remote._sanitize_config(config_with_drops)

libs/langgraph/tests/test_strict_resume.py

@@ -0,0 +1,423 @@
+import operator
+import sys
+import uuid
+from typing import Annotated
+
+import pytest
+from langchain_core.runnables import RunnableConfig
+from langchain_core.runnables.config import get_executor_for_config
+from langgraph.checkpoint.base import BaseCheckpointSaver
+from typing_extensions import TypedDict
+from xxhash import xxh3_128_hexdigest
+
+from langgraph._internal._constants import CONFIG_KEY_STRICT_RESUME, INTERRUPT
+from langgraph.errors import UnknownInterruptError
+from langgraph.graph import START, StateGraph
+from langgraph.graph.state import CompiledStateGraph
+from langgraph.types import Command, Durability, Interrupt, RetryPolicy, interrupt
+
+pytestmark = pytest.mark.anyio
+NEEDS_CONTEXTVARS = pytest.mark.skipif(
+    sys.version_info < (3, 11),
+    reason="Python 3.11+ is required for async contextvars support",
+)
+
+UNKNOWN_ID = "0" * 32
+
+
+class State(TypedDict, total=False):
+    log: Annotated[list[str], operator.add]
+
+
+def _config(*, strict: bool = True) -> RunnableConfig:
+    return {
+        "configurable": {
+            "thread_id": str(uuid.uuid4()),
+            CONFIG_KEY_STRICT_RESUME: strict,
+        }
+    }
+
+
+def _parallel(checkpointer: BaseCheckpointSaver) -> CompiledStateGraph:
+    def a(state: State):
+        return {"log": [f"a:{interrupt('a?')}"]}
+
+    def b(state: State):
+        return {"log": [f"b:{interrupt('b?')}"]}
+
+    return (
+        StateGraph(State)
+        .add_node("a", a)
+        .add_node("b", b)
+        .add_edge(START, "a")
+        .add_edge(START, "b")
+        .compile(checkpointer=checkpointer)
+    )
+
+
+def _ask_twice(checkpointer: BaseCheckpointSaver) -> CompiledStateGraph:
+    def ask_twice(state: State):
+        first = interrupt("first?")
+        second = interrupt("second?")
+        return {"log": [f"{first},{second}"]}
+
+    return (
+        StateGraph(State)
+        .add_node("ask", ask_twice)
+        .add_edge(START, "ask")
+        .compile(checkpointer=checkpointer)
+    )
+
+
+def _ask_then_fail_once(checkpointer: BaseCheckpointSaver) -> CompiledStateGraph:
+    failures = [ConnectionError("flaky api")]
+
+    def ask(state: State):
+        answer = interrupt("delete a.txt?")
+        if failures:
+            raise failures.pop()
+        return {"log": [answer]}
+
+    return (
+        StateGraph(State)
+        .add_node(
+            "ask", ask, retry_policy=RetryPolicy(initial_interval=0, jitter=False)
+        )
+        .add_edge(START, "ask")
+        .compile(checkpointer=checkpointer)
+    )
+
+
+def _pending_ids(graph: CompiledStateGraph, config: RunnableConfig) -> dict[str, str]:
+    return {i.value: i.id for i in graph.get_state(config).interrupts}
+
+
+def test_unknown_id_is_refused_before_anything_is_written(
+    sync_checkpointer: BaseCheckpointSaver, durability: Durability
+) -> None:
+    graph = _parallel(sync_checkpointer)
+    config = _config()
+    graph.invoke({"log": []}, config, durability=durability)
+    before = graph.get_state(config)
+    checkpoints = len(list(sync_checkpointer.list(config)))
+    ids = _pending_ids(graph, config)
+
+    with pytest.raises(
+        UnknownInterruptError,
+        match=f"Unknown or already-consumed interrupt: {UNKNOWN_ID}",
+    ) as refused:
+        graph.invoke(Command(resume={UNKNOWN_ID: "x"}), config, durability=durability)
+
+    assert (
+        refused.value.reason,
+        refused.value.interrupt_ids,
+        refused.value.pending_ids,
+    ) == ("not_pending", (UNKNOWN_ID,), tuple(sorted(ids.values())))
+    after = graph.get_state(config)
+    assert len(list(sync_checkpointer.list(config))) == checkpoints
+    assert (after.values, after.next, after.interrupts) == (
+        before.values,
+        before.next,
+        before.interrupts,
+    )
+    result = graph.invoke(
+        Command(resume={ids["a?"]: "yes", ids["b?"]: "no"}),
+        config,
+        durability=durability,
+    )
+    assert sorted(result["log"]) == ["a:yes", "b:no"]
+
+
+def test_an_answered_id_is_refused(sync_checkpointer: BaseCheckpointSaver) -> None:
+    graph = _parallel(sync_checkpointer)
+    config = _config()
+    graph.invoke({"log": []}, config)
+    ids = _pending_ids(graph, config)
+    graph.invoke(Command(resume={ids["a?"]: "yes"}), config)
+
+    with pytest.raises(UnknownInterruptError, match=ids["a?"]) as refused:
+        graph.invoke(Command(resume={ids["a?"]: "again"}), config)
+
+    assert (
+        refused.value.reason,
+        refused.value.interrupt_ids,
+        refused.value.pending_ids,
+    ) == ("not_pending", (ids["a?"],), (ids["b?"],))
+
+    result = graph.invoke(Command(resume={ids["b?"]: "no"}), config)
+    assert sorted(result["log"]) == ["a:yes", "b:no"]
+
+
+def test_an_empty_map_is_refused(sync_checkpointer: BaseCheckpointSaver) -> None:
+    graph = _parallel(sync_checkpointer)
+    config = _config()
+    graph.invoke({"log": []}, config)
+
+    with pytest.raises(UnknownInterruptError, match="names no interrupt") as refused:
+        graph.invoke(Command(resume={}), config)
+
+    assert (
+        refused.value.reason,
+        refused.value.interrupt_ids,
+        refused.value.pending_ids,
+    ) == ("empty_map", (), tuple(sorted(_pending_ids(graph, config).values())))
+
+
+def test_one_value_is_refused_while_several_are_pending(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = _parallel(sync_checkpointer)
+    config = _config()
+    graph.invoke({"log": []}, config)
+
+    with pytest.raises(
+        UnknownInterruptError, match="multiple pending interrupts"
+    ) as refused:
+        graph.invoke(Command(resume="yes"), config)
+
+    ids = _pending_ids(graph, config)
+    assert (refused.value.reason, refused.value.pending_ids) == (
+        "ambiguous",
+        tuple(sorted(ids.values())),
+    )
+    graph.invoke(Command(resume={ids["a?"]: "yes"}), config)
+    result = graph.invoke(Command(resume="no"), config)
+    assert sorted(result["log"]) == ["a:yes", "b:no"]
+
+
+def test_one_value_resumes_a_static_breakpoint(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = (
+        StateGraph(State)
+        .add_node("a", lambda state: {"log": ["a"]})
+        .add_edge(START, "a")
+        .compile(checkpointer=sync_checkpointer, interrupt_before=["a"])
+    )
+    config = _config()
+    graph.invoke({"log": []}, config)
+
+    with pytest.raises(UnknownInterruptError, match=UNKNOWN_ID):
+        graph.invoke(Command(resume={UNKNOWN_ID: "x"}), config)
+
+    assert graph.invoke(Command(resume="go"), config) == {"log": ["a"]}
+
+
+def test_without_strict_mode_nothing_changes(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = _parallel(sync_checkpointer)
+    config = _config(strict=False)
+    graph.invoke({"log": []}, config)
+
+    graph.invoke(Command(resume={UNKNOWN_ID: "x"}), config)
+    assert set(_pending_ids(graph, config)) == {"a?", "b?"}
+    with pytest.raises(RuntimeError, match="multiple pending interrupts"):
+        graph.invoke(Command(resume="yes"), config)
+
+
+def test_a_subgraph_interrupt_is_answered_by_its_id(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    def ask(state: State):
+        return {"log": [f"asked:{interrupt('sub?')}"]}
+
+    subgraph = StateGraph(State).add_node("ask", ask).add_edge(START, "ask").compile()
+    graph = (
+        StateGraph(State)
+        .add_node("sub", subgraph)
+        .add_edge(START, "sub")
+        .compile(checkpointer=sync_checkpointer)
+    )
+    config = _config()
+    graph.invoke({"log": []}, config)
+
+    result = graph.invoke(
+        Command(resume={_pending_ids(graph, config)["sub?"]: "yes"}), config
+    )
+    assert result["log"] == ["asked:yes"]
+
+
+def test_a_second_interrupt_in_one_node_gets_its_own_id(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = _ask_twice(sync_checkpointer)
+    config = _config()
+    graph.invoke({"log": []}, config)
+    state = graph.get_state(config)
+    (card,) = state.interrupts
+    assert card.id == xxh3_128_hexdigest(f"ask:{state.tasks[0].id}".encode())
+    graph.invoke(Command(resume={card.id: "1"}), config)
+    (second,) = graph.get_state(config).interrupts
+    assert second.id != card.id
+
+    result = graph.invoke(Command(resume={second.id: "2"}), config)
+    assert result["log"] == ["1,2"]
+
+
+def test_a_retried_answer_in_one_node_is_refused(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = _ask_twice(sync_checkpointer)
+    config = _config()
+    graph.invoke({"log": []}, config)
+    (card,) = graph.get_state(config).interrupts
+    graph.invoke(Command(resume={card.id: "yes"}), config)
+    (second,) = graph.get_state(config).interrupts
+
+    with pytest.raises(UnknownInterruptError) as refused:
+        graph.invoke(Command(resume={card.id: "yes"}), config)
+
+    assert (
+        refused.value.reason,
+        refused.value.interrupt_ids,
+        refused.value.pending_ids,
+    ) == ("not_pending", (card.id,), (second.id,))
+    result = graph.invoke(Command(resume={second.id: "no"}), config)
+    assert result["log"] == ["yes,no"]
+
+
+def test_parallel_interrupts_in_one_node_each_take_an_answer(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    def ask(name: str) -> str:
+        return interrupt(f"{name}?")
+
+    def ask_in_parallel(state: State, config: RunnableConfig):
+        with get_executor_for_config(config) as pool:
+            b = pool.submit(ask, "b")
+            b.exception()
+            a = pool.submit(ask, "a")
+            return {"log": [f"{a.result()},{b.result()}"]}
+
+    graph = (
+        StateGraph(State)
+        .add_node("ask", ask_in_parallel)
+        .add_edge(START, "ask")
+        .compile(checkpointer=sync_checkpointer)
+    )
+    config = _config()
+    graph.invoke({"log": []}, config)
+    for answer in ("1", "2"):
+        (card,) = graph.get_state(config).interrupts
+        graph.invoke(Command(resume={card.id: answer}), config)
+
+    assert graph.get_state(config).next == ()
+
+
+def test_a_later_interrupt_saved_with_the_first_id_is_still_answered(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = _ask_twice(sync_checkpointer)
+    config = _config()
+    graph.invoke({"log": []}, config)
+    (card,) = graph.get_state(config).interrupts
+    graph.invoke(Command(resume={card.id: "1"}), config)
+    state = graph.get_state(config)
+    sync_checkpointer.put_writes(
+        state.config,
+        [(INTERRUPT, (Interrupt(value="second?", id=card.id),))],
+        state.tasks[0].id,
+    )
+
+    result = graph.invoke(Command(resume={card.id: "2"}), config)
+    assert result["log"] == ["1,2"]
+
+
+def test_a_retried_node_reuses_its_answer(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = _ask_then_fail_once(sync_checkpointer)
+    config = _config()
+    graph.invoke({"log": []}, config)
+    (card,) = graph.get_state(config).interrupts
+
+    result = graph.invoke(Command(resume={card.id: "yes"}), config)
+    assert result["log"] == ["yes"]
+
+
+def test_a_card_whose_resumed_task_raised_is_not_refused(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    failures = ["once"]
+
+    def ask_then_fail_once(state: State):
+        answer = interrupt("approve?")
+        if failures:
+            failures.pop()
+            raise ValueError("failed after the answer")
+        return {"log": [f"answered:{answer}"]}
+
+    graph = (
+        StateGraph(State)
+        .add_node("ask", ask_then_fail_once)
+        .add_edge(START, "ask")
+        .compile(checkpointer=sync_checkpointer)
+    )
+    config = _config()
+    graph.invoke({"log": []}, config)
+    (card,) = graph.get_state(config).interrupts
+    with pytest.raises(ValueError, match="failed after the answer"):
+        graph.invoke(Command(resume={card.id: "first"}), config)
+
+    graph.invoke(Command(resume={card.id: "second"}), config)
+    assert graph.get_state(config).next == ()
+
+
+def test_a_pinned_head_checkpoint_is_checked(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = _parallel(sync_checkpointer)
+    config = _config()
+    graph.invoke({"log": []}, config)
+    head = graph.get_state(config).config
+    pinned = {"configurable": {**config["configurable"], **head["configurable"]}}
+
+    with pytest.raises(UnknownInterruptError):
+        graph.invoke(Command(resume={UNKNOWN_ID: "x"}), pinned)
+
+    ids = _pending_ids(graph, config)
+    result = graph.invoke(Command(resume={ids["a?"]: "yes", ids["b?"]: "no"}), pinned)
+    assert sorted(result["log"]) == ["a:yes", "b:no"]
+
+
+def test_a_superseded_checkpoint_is_not_checked(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = _parallel(sync_checkpointer)
+    config = _config()
+    graph.invoke({"log": []}, config)
+    paused = graph.get_state(config).config
+    ids = _pending_ids(graph, config)
+    graph.invoke(Command(resume={ids["a?"]: "yes", ids["b?"]: "no"}), config)
+
+    pinned = {"configurable": {**config["configurable"], **paused["configurable"]}}
+    graph.invoke(Command(resume={ids["a?"]: "again", ids["b?"]: "again"}), pinned)
+
+
+@NEEDS_CONTEXTVARS
+async def test_unknown_id_is_refused_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = _parallel(async_checkpointer)
+    config = _config()
+    await graph.ainvoke({"log": []}, config)
+
+    with pytest.raises(UnknownInterruptError, match=UNKNOWN_ID):
+        await graph.ainvoke(Command(resume={UNKNOWN_ID: "x"}), config)
+
+    state = await graph.aget_state(config)
+    assert {i.value for i in state.interrupts} == {"a?", "b?"}
+
+
+@NEEDS_CONTEXTVARS
+async def test_a_retried_node_reuses_its_answer_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    graph = _ask_then_fail_once(async_checkpointer)
+    config = _config()
+    await graph.ainvoke({"log": []}, config)
+    (card,) = (await graph.aget_state(config)).interrupts
+
+    result = await graph.ainvoke(Command(resume={card.id: "yes"}), config)
+    assert result["log"] == ["yes"]

libs/langgraph/tests/test_subgraph_persistence.py

@@ -6,16 +6,24 @@ Covers three checkpointer settings for subgraph state:
   interrupt support, but state resets each invocation. This is the common case
   when an agent is invoked from inside a tool used by another agent.
 - checkpointer=True: "stateful" — state accumulates across invocations on the same thread id
+
+Also covers reading a subgraph's namespace from the parent graph, including
+one where no subgraph is declared, such as a subagent a tool invokes, and
+finding the subgraph a namespace names.
 """
 
+from typing import Annotated, Any
 from uuid import uuid4
 
-from langchain_core.messages import AIMessage, HumanMessage
+import pytest
+from langchain_core.messages import AIMessage, AnyMessage, HumanMessage
+from langchain_core.runnables import RunnableConfig
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from typing_extensions import TypedDict
 
+from langgraph.channels.delta import DeltaChannel
 from langgraph.graph import START, StateGraph
-from langgraph.graph.message import MessagesState
+from langgraph.graph.message import MessagesState, _messages_delta_reducer
 from langgraph.types import Command, Interrupt, interrupt
 from tests.any_str import AnyStr
 
@@ -685,3 +693,301 @@ def test_child_with_own_thread_id_keeps_namespace(
     parent.invoke({"result": ""}, config=parent_config)
     state2 = child.get_state(child_config)
     assert state2.values.get("count") == 2
+
+
+# -- reading a subgraph's namespace from the parent graph --
+
+
+class NotesState(MessagesState):
+    notes: str  # a key only the subgraphs have
+
+
+class DeltaMessagesState(TypedDict):
+    # Stores `messages` as deltas between snapshots, as deepagents' parent does.
+    messages: Annotated[list[AnyMessage], DeltaChannel(_messages_delta_reducer)]
+
+
+class DeltaNotesState(DeltaMessagesState):
+    notes: str
+
+
+def _notes_graph(label: str, state_schema: type = NotesState) -> Any:
+    # Typed `dict` so it fits either schema (see `_run_tool_subgraph`).
+    def work(state: dict) -> dict:
+        return {"messages": [AIMessage(content=f"{label} done")], "notes": label}
+
+    return (
+        StateGraph(state_schema)
+        .add_node("work", work)
+        .add_edge(START, "work")
+        .compile()
+    )
+
+
+def _namespace_configs(parent: Any) -> dict[str, RunnableConfig]:
+    """Run `parent` on a new thread. Returns a config for each subgraph
+    namespace it wrote, keyed by the node the namespace starts with."""
+    thread_id = str(uuid4())
+    return {
+        ns[0].split(":")[0]: {
+            "configurable": {"thread_id": thread_id, "checkpoint_ns": ns[0]}
+        }
+        for ns, _ in parent.stream(
+            {"messages": [HumanMessage(content="go")]},
+            {"configurable": {"thread_id": thread_id}},
+            subgraphs=True,
+        )
+        if ns
+    }
+
+
+def _run_tool_subgraph(
+    checkpointer: BaseCheckpointSaver,
+    *,
+    parent_schema: type = MessagesState,
+    subagent_schema: type = NotesState,
+) -> tuple[Any, RunnableConfig]:
+    """Run a parent whose `tools` node invokes a subgraph it doesn't declare,
+    as deepagents runs subagents. Returns the parent and a config for the
+    subgraph's `tools:<task_id>` namespace."""
+    # Subgraph detection doesn't follow a subscript, so `tools` declares none.
+    subagents = {"researcher": _notes_graph("researcher", subagent_schema)}
+
+    # Typed `dict`: a schema here would add its `messages` channel to the
+    # parent's, and a plain one clashes with a `DeltaChannel` one.
+    def tools(state: dict) -> dict:
+        subagents["researcher"].invoke(
+            {"messages": [HumanMessage(content="research apples")]}
+        )
+        return {"messages": [AIMessage(content="tool done")]}
+
+    parent = (
+        StateGraph(parent_schema)
+        .add_node("tools", tools)
+        .add_edge(START, "tools")
+        .compile(checkpointer=checkpointer)
+    )
+    return parent, _namespace_configs(parent)["tools"]
+
+
+def test_undeclared_subgraph_get_state(sync_checkpointer: BaseCheckpointSaver) -> None:
+    """A namespace with no declared subgraph is read with the parent graph."""
+    parent, ns_config = _run_tool_subgraph(sync_checkpointer)
+
+    state = parent.get_state(ns_config)
+
+    assert [m.text for m in state.values["messages"]] == [
+        "research apples",
+        "researcher done",
+    ]
+    assert state.config["configurable"]["checkpoint_ns"] == AnyStr("tools:")
+
+
+def test_undeclared_subgraph_get_state_history(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """History of a namespace with no declared subgraph is read with the parent
+    graph, and only holds that namespace's checkpoints."""
+    parent, ns_config = _run_tool_subgraph(sync_checkpointer)
+
+    history = list(parent.get_state_history(ns_config))
+
+    assert [[m.text for m in s.values.get("messages", [])] for s in history] == [
+        ["research apples", "researcher done"],
+        ["research apples"],
+        [],
+    ]
+    assert {s.config["configurable"]["checkpoint_ns"] for s in history} == {
+        ns_config["configurable"]["checkpoint_ns"]
+    }
+
+
+def test_undeclared_subgraph_update_state_raises(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Unlike a read, an update can't fall back to the parent graph: its nodes
+    and channels would write the wrong state into the subgraph's namespace."""
+    parent, ns_config = _run_tool_subgraph(sync_checkpointer)
+
+    with pytest.raises(ValueError, match="Subgraph tools not found"):
+        parent.update_state(ns_config, {"messages": [AIMessage(content="edit")]})
+
+    assert len(list(parent.get_state_history(ns_config))) == 3
+
+
+@pytest.mark.parametrize(
+    ("parent_schema", "subagent_schema"),
+    [(DeltaMessagesState, NotesState), (MessagesState, DeltaNotesState)],
+    ids=["delta_parent", "delta_subagent"],
+)
+def test_undeclared_subgraph_read_across_messages_channel_types(
+    sync_checkpointer: BaseCheckpointSaver,
+    parent_schema: type,
+    subagent_schema: type,
+) -> None:
+    """deepagents' parent stores `messages` in a `DeltaChannel`, and its
+    subagents in a plain `add_messages` channel. Reading a subagent's namespace
+    with the parent's channel restores its messages, either way round."""
+    parent, ns_config = _run_tool_subgraph(
+        sync_checkpointer,
+        parent_schema=parent_schema,
+        subagent_schema=subagent_schema,
+    )
+
+    state = parent.get_state(ns_config)
+    history = list(parent.get_state_history(ns_config))
+
+    assert [m.text for m in state.values["messages"]] == [
+        "research apples",
+        "researcher done",
+    ]
+    assert [[m.text for m in s.values.get("messages", [])] for s in history] == [
+        ["research apples", "researcher done"],
+        ["research apples"],
+        [],
+    ]
+
+
+@pytest.mark.parametrize("review_declared", [False, True])
+def test_prefix_named_namespaces_resolve_to_their_own_graph(
+    sync_checkpointer: BaseCheckpointSaver, review_declared: bool
+) -> None:
+    """`research_review` starts with `research`, whose subgraph has a `review`
+    node with its own subgraph. Each namespace still reads with its own graph:
+    a declared subgraph's channels, or the parent's when none is declared."""
+    research = (
+        StateGraph(NotesState)
+        .add_node("review", _notes_graph("research"))
+        .add_edge(START, "review")
+        .compile()
+    )
+
+    class ReviewState(NotesState):
+        verdict: str  # a key `research|review`'s graph doesn't have
+
+    def review(state: ReviewState) -> dict:
+        return {
+            "messages": [AIMessage(content="review done")],
+            "notes": "review",
+            "verdict": "approved",
+        }
+
+    # Subgraph detection doesn't follow a subscript, so `call_review` declares
+    # none.
+    subgraphs = {
+        "review": StateGraph(ReviewState)
+        .add_node("work", review)
+        .add_edge(START, "work")
+        .compile()
+    }
+
+    def call_review(state: MessagesState) -> dict:
+        subgraphs["review"].invoke({"messages": [HumanMessage(content="check it")]})
+        return {}
+
+    parent = (
+        StateGraph(MessagesState)
+        .add_node("research", research)
+        .add_node(
+            "research_review",
+            subgraphs["review"] if review_declared else call_review,
+        )
+        .add_edge(START, "research")
+        .add_edge("research", "research_review")
+        .compile(checkpointer=sync_checkpointer)
+    )
+    configs = _namespace_configs(parent)
+
+    def values(name: str) -> dict:
+        return {
+            k: [m.text for m in v] if k == "messages" else v
+            for k, v in parent.get_state(configs[name]).values.items()
+        }
+
+    assert values("research") == {
+        "messages": ["go", "research done"],
+        "notes": "research",
+    }
+    if review_declared:
+        assert values("research_review") == {
+            "messages": ["go", "research done", "review done"],
+            "notes": "review",
+            "verdict": "approved",
+        }
+    else:
+        # The parent's channels have no `notes` or `verdict`.
+        assert values("research_review") == {"messages": ["check it", "review done"]}
+
+
+def _prefix_named_subgraphs() -> tuple[Any, dict[str, Any]]:
+    """A parent whose subgraph namespaces start with one another's names:
+    `research` has a `review` subgraph, and the parent declares
+    `research_review` and `review` too. Returns the parent and each subgraph,
+    keyed by its namespace."""
+    graphs = {
+        "research|review": _notes_graph("research's review"),
+        "research_review": _notes_graph("research_review"),
+        "review": _notes_graph("review"),
+    }
+    graphs["research"] = (
+        StateGraph(NotesState)
+        .add_node("review", graphs["research|review"])
+        .add_edge(START, "review")
+        .compile()
+    )
+    parent = (
+        StateGraph(NotesState)
+        .add_node("research", graphs["research"])
+        .add_node("research_review", graphs["research_review"])
+        .add_node("review", graphs["review"])
+        .add_edge(START, "research")
+        .add_edge("research", "research_review")
+        .add_edge("research_review", "review")
+        .compile()
+    )
+    return parent, graphs
+
+
+@pytest.mark.parametrize(
+    "namespace", ["research", "research|review", "research_review", "review"]
+)
+def test_get_subgraphs_matches_whole_namespace_segments(namespace: str) -> None:
+    """`get_subgraphs(namespace=...)` yields only the subgraph at that
+    namespace. `research_review` isn't `research` then `review`, and
+    `research|review` doesn't also find the parent's own `review`."""
+    parent, graphs = _prefix_named_subgraphs()
+
+    assert list(parent.get_subgraphs(namespace=namespace, recurse=True)) == [
+        (namespace, graphs[namespace])
+    ]
+
+
+def test_nested_namespace_update_raises_despite_top_level_namesake(
+    sync_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """`research|review` names a `review` inside `research`'s subgraph, which
+    declares no subgraph there. An update to it raises rather than writing
+    through the parent's own `review`."""
+    research = (
+        StateGraph(NotesState)
+        .add_node("review", lambda state: {})
+        .add_edge(START, "review")
+        .compile()
+    )
+    parent = (
+        StateGraph(NotesState)
+        .add_node("research", research)
+        .add_node("review", _notes_graph("review"))
+        .add_edge(START, "research")
+        .add_edge("research", "review")
+        .compile(checkpointer=sync_checkpointer)
+    )
+    config: RunnableConfig = {
+        "configurable": {
+            "thread_id": str(uuid4()),
+            "checkpoint_ns": "research:a|review:b",
+        }
+    }
+
+    with pytest.raises(ValueError, match=r"Subgraph research\|review not found"):
+        parent.update_state(config, {"notes": "edit"})

libs/langgraph/tests/test_subgraph_persistence_async.py

@@ -6,18 +6,25 @@ Covers three checkpointer settings for subgraph state:
   interrupt support, but state resets each invocation. This is the common case
   when an agent is invoked from inside a tool used by another agent.
 - checkpointer=True: "stateful" — state accumulates across invocations on the same thread id
+
+Also covers reading a subgraph's namespace from the parent graph, including
+one where no subgraph is declared, such as a subagent a tool invokes, and
+finding the subgraph a namespace names.
 """
 
 import sys
+from typing import Annotated, Any
 from uuid import uuid4
 
 import pytest
-from langchain_core.messages import AIMessage, HumanMessage
+from langchain_core.messages import AIMessage, AnyMessage, HumanMessage
+from langchain_core.runnables import RunnableConfig
 from langgraph.checkpoint.base import BaseCheckpointSaver
 from typing_extensions import TypedDict
 
+from langgraph.channels.delta import DeltaChannel
 from langgraph.graph import START, StateGraph
-from langgraph.graph.message import MessagesState
+from langgraph.graph.message import MessagesState, _messages_delta_reducer
 from langgraph.types import Command, Interrupt, interrupt
 from tests.any_str import AnyStr
 
@@ -707,3 +714,315 @@ async def test_child_with_own_thread_id_keeps_namespace_async(
     await parent.ainvoke({"result": ""}, config=parent_config)
     state2 = await child.aget_state(child_config)
     assert state2.values.get("count") == 2
+
+
+# -- reading a subgraph's namespace from the parent graph --
+
+
+class NotesState(MessagesState):
+    notes: str  # a key only the subgraphs have
+
+
+class DeltaMessagesState(TypedDict):
+    # Stores `messages` as deltas between snapshots, as deepagents' parent does.
+    messages: Annotated[list[AnyMessage], DeltaChannel(_messages_delta_reducer)]
+
+
+class DeltaNotesState(DeltaMessagesState):
+    notes: str
+
+
+def _notes_graph(label: str, state_schema: type = NotesState) -> Any:
+    # Typed `dict` so it fits either schema (see `_run_tool_subgraph`).
+    def work(state: dict) -> dict:
+        return {"messages": [AIMessage(content=f"{label} done")], "notes": label}
+
+    return (
+        StateGraph(state_schema)
+        .add_node("work", work)
+        .add_edge(START, "work")
+        .compile()
+    )
+
+
+async def _namespace_configs(parent: Any) -> dict[str, RunnableConfig]:
+    """Run `parent` on a new thread. Returns a config for each subgraph
+    namespace it wrote, keyed by the node the namespace starts with."""
+    thread_id = str(uuid4())
+    return {
+        ns[0].split(":")[0]: {
+            "configurable": {"thread_id": thread_id, "checkpoint_ns": ns[0]}
+        }
+        async for ns, _ in parent.astream(
+            {"messages": [HumanMessage(content="go")]},
+            {"configurable": {"thread_id": thread_id}},
+            subgraphs=True,
+        )
+        if ns
+    }
+
+
+async def _run_tool_subgraph(
+    checkpointer: BaseCheckpointSaver,
+    *,
+    parent_schema: type = MessagesState,
+    subagent_schema: type = NotesState,
+) -> tuple[Any, RunnableConfig]:
+    """Run a parent whose `tools` node invokes a subgraph it doesn't declare,
+    as deepagents runs subagents. Returns the parent and a config for the
+    subgraph's `tools:<task_id>` namespace."""
+    # Subgraph detection doesn't follow a subscript, so `tools` declares none.
+    subagents = {"researcher": _notes_graph("researcher", subagent_schema)}
+
+    # Typed `dict`: a schema here would add its `messages` channel to the
+    # parent's, and a plain one clashes with a `DeltaChannel` one.
+    async def tools(state: dict) -> dict:
+        await subagents["researcher"].ainvoke(
+            {"messages": [HumanMessage(content="research apples")]}
+        )
+        return {"messages": [AIMessage(content="tool done")]}
+
+    parent = (
+        StateGraph(parent_schema)
+        .add_node("tools", tools)
+        .add_edge(START, "tools")
+        .compile(checkpointer=checkpointer)
+    )
+    return parent, (await _namespace_configs(parent))["tools"]
+
+
+@NEEDS_CONTEXTVARS
+async def test_undeclared_subgraph_get_state_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """A namespace with no declared subgraph is read with the parent graph."""
+    parent, ns_config = await _run_tool_subgraph(async_checkpointer)
+
+    state = await parent.aget_state(ns_config)
+
+    assert [m.text for m in state.values["messages"]] == [
+        "research apples",
+        "researcher done",
+    ]
+    assert state.config["configurable"]["checkpoint_ns"] == AnyStr("tools:")
+
+
+@NEEDS_CONTEXTVARS
+async def test_undeclared_subgraph_get_state_history_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """History of a namespace with no declared subgraph is read with the parent
+    graph, and only holds that namespace's checkpoints."""
+    parent, ns_config = await _run_tool_subgraph(async_checkpointer)
+
+    history = [s async for s in parent.aget_state_history(ns_config)]
+
+    assert [[m.text for m in s.values.get("messages", [])] for s in history] == [
+        ["research apples", "researcher done"],
+        ["research apples"],
+        [],
+    ]
+    assert {s.config["configurable"]["checkpoint_ns"] for s in history} == {
+        ns_config["configurable"]["checkpoint_ns"]
+    }
+
+
+@NEEDS_CONTEXTVARS
+async def test_undeclared_subgraph_update_state_raises_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """Unlike a read, an update can't fall back to the parent graph: its nodes
+    and channels would write the wrong state into the subgraph's namespace."""
+    parent, ns_config = await _run_tool_subgraph(async_checkpointer)
+
+    with pytest.raises(ValueError, match="Subgraph tools not found"):
+        await parent.aupdate_state(ns_config, {"messages": [AIMessage(content="edit")]})
+
+    assert len([s async for s in parent.aget_state_history(ns_config)]) == 3
+
+
+@NEEDS_CONTEXTVARS
+@pytest.mark.parametrize(
+    ("parent_schema", "subagent_schema"),
+    [(DeltaMessagesState, NotesState), (MessagesState, DeltaNotesState)],
+    ids=["delta_parent", "delta_subagent"],
+)
+async def test_undeclared_subgraph_read_across_messages_channel_types_async(
+    async_checkpointer: BaseCheckpointSaver,
+    parent_schema: type,
+    subagent_schema: type,
+) -> None:
+    """deepagents' parent stores `messages` in a `DeltaChannel`, and its
+    subagents in a plain `add_messages` channel. Reading a subagent's namespace
+    with the parent's channel restores its messages, either way round."""
+    parent, ns_config = await _run_tool_subgraph(
+        async_checkpointer,
+        parent_schema=parent_schema,
+        subagent_schema=subagent_schema,
+    )
+
+    state = await parent.aget_state(ns_config)
+    history = [s async for s in parent.aget_state_history(ns_config)]
+
+    assert [m.text for m in state.values["messages"]] == [
+        "research apples",
+        "researcher done",
+    ]
+    assert [[m.text for m in s.values.get("messages", [])] for s in history] == [
+        ["research apples", "researcher done"],
+        ["research apples"],
+        [],
+    ]
+
+
+@NEEDS_CONTEXTVARS
+@pytest.mark.parametrize("review_declared", [False, True])
+async def test_prefix_named_namespaces_resolve_to_their_own_graph_async(
+    async_checkpointer: BaseCheckpointSaver, review_declared: bool
+) -> None:
+    """`research_review` starts with `research`, whose subgraph has a `review`
+    node with its own subgraph. Each namespace still reads with its own graph:
+    a declared subgraph's channels, or the parent's when none is declared."""
+    research = (
+        StateGraph(NotesState)
+        .add_node("review", _notes_graph("research"))
+        .add_edge(START, "review")
+        .compile()
+    )
+
+    class ReviewState(NotesState):
+        verdict: str  # a key `research|review`'s graph doesn't have
+
+    def review(state: ReviewState) -> dict:
+        return {
+            "messages": [AIMessage(content="review done")],
+            "notes": "review",
+            "verdict": "approved",
+        }
+
+    # Subgraph detection doesn't follow a subscript, so `call_review` declares
+    # none.
+    subgraphs = {
+        "review": StateGraph(ReviewState)
+        .add_node("work", review)
+        .add_edge(START, "work")
+        .compile()
+    }
+
+    async def call_review(state: MessagesState) -> dict:
+        await subgraphs["review"].ainvoke(
+            {"messages": [HumanMessage(content="check it")]}
+        )
+        return {}
+
+    parent = (
+        StateGraph(MessagesState)
+        .add_node("research", research)
+        .add_node(
+            "research_review",
+            subgraphs["review"] if review_declared else call_review,
+        )
+        .add_edge(START, "research")
+        .add_edge("research", "research_review")
+        .compile(checkpointer=async_checkpointer)
+    )
+    configs = await _namespace_configs(parent)
+
+    async def values(name: str) -> dict:
+        state = await parent.aget_state(configs[name])
+        return {
+            k: [m.text for m in v] if k == "messages" else v
+            for k, v in state.values.items()
+        }
+
+    assert await values("research") == {
+        "messages": ["go", "research done"],
+        "notes": "research",
+    }
+    if review_declared:
+        assert await values("research_review") == {
+            "messages": ["go", "research done", "review done"],
+            "notes": "review",
+            "verdict": "approved",
+        }
+    else:
+        # The parent's channels have no `notes` or `verdict`.
+        assert await values("research_review") == {
+            "messages": ["check it", "review done"]
+        }
+
+
+def _prefix_named_subgraphs() -> tuple[Any, dict[str, Any]]:
+    """A parent whose subgraph namespaces start with one another's names:
+    `research` has a `review` subgraph, and the parent declares
+    `research_review` and `review` too. Returns the parent and each subgraph,
+    keyed by its namespace."""
+    graphs = {
+        "research|review": _notes_graph("research's review"),
+        "research_review": _notes_graph("research_review"),
+        "review": _notes_graph("review"),
+    }
+    graphs["research"] = (
+        StateGraph(NotesState)
+        .add_node("review", graphs["research|review"])
+        .add_edge(START, "review")
+        .compile()
+    )
+    parent = (
+        StateGraph(NotesState)
+        .add_node("research", graphs["research"])
+        .add_node("research_review", graphs["research_review"])
+        .add_node("review", graphs["review"])
+        .add_edge(START, "research")
+        .add_edge("research", "research_review")
+        .add_edge("research_review", "review")
+        .compile()
+    )
+    return parent, graphs
+
+
+@pytest.mark.parametrize(
+    "namespace", ["research", "research|review", "research_review", "review"]
+)
+async def test_get_subgraphs_matches_whole_namespace_segments_async(
+    namespace: str,
+) -> None:
+    """`aget_subgraphs(namespace=...)` yields only the subgraph at that
+    namespace. `research_review` isn't `research` then `review`, and
+    `research|review` doesn't also find the parent's own `review`."""
+    parent, graphs = _prefix_named_subgraphs()
+
+    assert [
+        s async for s in parent.aget_subgraphs(namespace=namespace, recurse=True)
+    ] == [(namespace, graphs[namespace])]
+
+
+async def test_nested_namespace_update_raises_despite_top_level_namesake_async(
+    async_checkpointer: BaseCheckpointSaver,
+) -> None:
+    """`research|review` names a `review` inside `research`'s subgraph, which
+    declares no subgraph there. An update to it raises rather than writing
+    through the parent's own `review`."""
+    research = (
+        StateGraph(NotesState)
+        .add_node("review", lambda state: {})
+        .add_edge(START, "review")
+        .compile()
+    )
+    parent = (
+        StateGraph(NotesState)
+        .add_node("research", research)
+        .add_node("review", _notes_graph("review"))
+        .add_edge(START, "research")
+        .add_edge("research", "review")
+        .compile(checkpointer=async_checkpointer)
+    )
+    config: RunnableConfig = {
+        "configurable": {
+            "thread_id": str(uuid4()),
+            "checkpoint_ns": "research:a|review:b",
+        }
+    }
+
+    with pytest.raises(ValueError, match=r"Subgraph research\|review not found"):
+        await parent.aupdate_state(config, {"notes": "edit"})

libs/langgraph/uv.lock

@@ -706,139 +706,139 @@ wheels = [
 
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 name = "grpcio"
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+version = "1.81.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 name = "uvicorn"
 version = "0.40.0"

libs/prebuilt/langgraph/prebuilt/tool_node.py

@@ -746,7 +746,7 @@ class ToolNode(RunnableCallable):
         ```
     """
 
-    name: str = "tools"
+    name: str | None = "tools"
 
     def __init__(
         self,

libs/prebuilt/uv.lock

@@ -1,9 +1,11 @@
 version = 1
-revision = 3
+revision = 5
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.15'",
-    "python_full_version < '3.15'",
+    "python_full_version >= '3.12' and python_full_version < '3.15' and sys_platform == 'emscripten'",
+    "python_full_version == '3.11.*' or (python_full_version >= '3.12' and python_full_version < '3.15' and sys_platform != 'emscripten')",
+    "python_full_version < '3.11'",
 ]
 
 [[package]]
@@ -163,6 +165,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "distro"
+version = "1.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fc/f8/98eea607f65de6527f8a2e8885fc8015d3e6f5775df186e443e0964a11c3/distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed", size = 60722, upload-time = "2023-12-24T09:54:32.31Z" }
+wheels = [
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+
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 name = "exceptiongroup"
 version = "1.3.1"
@@ -197,6 +208,39 @@ wheels = [
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 ]
 
+[[package]]
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+version = "2.14.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.11'",
+]
+dependencies = [
+    { name = "h11" },
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 [[package]]

libs/sdk-py/langgraph_sdk/__init__.py

@@ -5,7 +5,7 @@ from langgraph_sdk.encryption.types import DecryptResult, EncryptionContext
 from langgraph_sdk.priority import Priority
 from langgraph_sdk.priority.types import PriorityContext, PrioritySettings
 
-__version__ = "0.4.12"
+__version__ = "0.4.14"
 
 __all__ = [
     "Auth",

libs/sdk-py/langgraph_sdk/_async/runs.py

@@ -100,6 +100,7 @@ class RunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
         version: Literal["v1"] = "v1",
     ) -> AsyncIterator[StreamPart]: ...
 
@@ -133,6 +134,7 @@ class RunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
         version: Literal["v2"],
     ) -> AsyncIterator[StreamPartV2]: ...
 
@@ -228,6 +230,7 @@ class RunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
         version: StreamVersion = "v1",
     ) -> AsyncIterator[StreamPart | StreamPartV2]:
         """Create a run and stream the results.
@@ -272,6 +275,10 @@ class RunsClient:
                 "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
                 "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
+            strict_resume: Refuse a resume that answers an interrupt that isn't waiting,
+                instead of ignoring the answer: the run fails with `UnknownInterruptError`
+                and the thread stays as it was. Takes effect on servers whose `/info`
+                reports `strict_resume`.
             version: Stream format version. "v1" (default) returns raw SSE StreamPart
                 NamedTuples. "v2" returns typed dicts with `type`, `ns`, and `data` keys.
 
@@ -305,7 +312,7 @@ class RunsClient:
             StreamPart(event='metadata', data={'run_id': '1ef4a9b8-d7da-679a-a45a-872054341df2'})
             StreamPart(event='values', data={'messages': [{'content': 'how are you?', 'additional_kwargs': {}, 'response_metadata': {}, 'type': 'human', 'name': None, 'id': 'fe0a5778-cfe9-42ee-b807-0adaa1873c10', 'example': False}]})
             StreamPart(event='values', data={'messages': [{'content': 'how are you?', 'additional_kwargs': {}, 'response_metadata': {}, 'type': 'human', 'name': None, 'id': 'fe0a5778-cfe9-42ee-b807-0adaa1873c10', 'example': False}, {'content': "I'm doing well, thanks for asking! I'm an AI assistant created by Anthropic to be helpful, honest, and harmless.", 'additional_kwargs': {}, 'response_metadata': {}, 'type': 'ai', 'name': None, 'id': 'run-159b782c-b679-4830-83c6-cef87798fe8b', 'example': False, 'tool_calls': [], 'invalid_tool_calls': [], 'usage_metadata': None}]})
-            StreamPart(event='end', data=None)
+            StreamPart(event='end', data={'run_id': '1ef4a9b8-d7da-679a-a45a-872054341df2', 'status': 'success'})
             ```
 
         """
@@ -341,6 +348,7 @@ class RunsClient:
             "on_completion": on_completion,
             "after_seconds": after_seconds,
             "durability": durability,
+            "strict_resume": strict_resume,
             "langsmith_tracer": langsmith_tracing,
         }
         endpoint = (
@@ -422,6 +430,7 @@ class RunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
     ) -> Run: ...
 
     async def create(
@@ -452,6 +461,7 @@ class RunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
     ) -> Run:
         """Create a background run.
 
@@ -491,6 +501,10 @@ class RunsClient:
                 "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
                 "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
+            strict_resume: Refuse a resume that answers an interrupt that isn't waiting,
+                instead of ignoring the answer: the run fails with `UnknownInterruptError`
+                and the thread stays as it was. Takes effect on servers whose `/info`
+                reports `strict_resume`.
 
         Returns:
             The created background run.
@@ -595,6 +609,7 @@ class RunsClient:
             "on_completion": on_completion,
             "after_seconds": after_seconds,
             "durability": durability,
+            "strict_resume": strict_resume,
             "langsmith_tracer": langsmith_tracing,
         }
         payload = {k: v for k, v in payload.items() if v is not None}
@@ -656,6 +671,7 @@ class RunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
     ) -> builtins.list[dict] | dict[str, Any]: ...
 
     @overload
@@ -712,6 +728,7 @@ class RunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
     ) -> builtins.list[dict] | dict[str, Any]:
         """Create a run, wait until it finishes and return the final state.
 
@@ -749,6 +766,10 @@ class RunsClient:
                 "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
                 "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
+            strict_resume: Refuse a resume that answers an interrupt that isn't waiting,
+                instead of ignoring the answer: the run fails with `UnknownInterruptError`
+                and the thread stays as it was. Takes effect on servers whose `/info`
+                reports `strict_resume`.
 
         Returns:
             The output of the run.
@@ -829,6 +850,7 @@ class RunsClient:
             "on_completion": on_completion,
             "after_seconds": after_seconds,
             "durability": durability,
+            "strict_resume": strict_resume,
             "langsmith_tracer": langsmith_tracing,
         }
         endpoint = (

libs/sdk-py/langgraph_sdk/_sync/runs.py

@@ -100,6 +100,7 @@ class SyncRunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
         version: Literal["v1"] = "v1",
     ) -> Iterator[StreamPart]: ...
 
@@ -133,6 +134,7 @@ class SyncRunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
         version: Literal["v2"],
     ) -> Iterator[StreamPartV2]: ...
 
@@ -228,6 +230,7 @@ class SyncRunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
         version: StreamVersion = "v1",
     ) -> Iterator[StreamPart | StreamPartV2]:
         """Create a run and stream the results.
@@ -271,6 +274,10 @@ class SyncRunsClient:
                 "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
                 "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
+            strict_resume: Refuse a resume that answers an interrupt that isn't waiting,
+                instead of ignoring the answer: the run fails with `UnknownInterruptError`
+                and the thread stays as it was. Takes effect on servers whose `/info`
+                reports `strict_resume`.
             version: Stream format version. "v1" (default) returns raw SSE StreamPart
                 NamedTuples. "v2" returns typed dicts with `type`, `ns`, and `data` keys.
 
@@ -302,7 +309,7 @@ class SyncRunsClient:
             StreamPart(event='metadata', data={'run_id': '1ef4a9b8-d7da-679a-a45a-872054341df2'})
             StreamPart(event='values', data={'messages': [{'content': 'how are you?', 'additional_kwargs': {}, 'response_metadata': {}, 'type': 'human', 'name': None, 'id': 'fe0a5778-cfe9-42ee-b807-0adaa1873c10', 'example': False}]})
             StreamPart(event='values', data={'messages': [{'content': 'how are you?', 'additional_kwargs': {}, 'response_metadata': {}, 'type': 'human', 'name': None, 'id': 'fe0a5778-cfe9-42ee-b807-0adaa1873c10', 'example': False}, {'content': "I'm doing well, thanks for asking! I'm an AI assistant created by Anthropic to be helpful, honest, and harmless.", 'additional_kwargs': {}, 'response_metadata': {}, 'type': 'ai', 'name': None, 'id': 'run-159b782c-b679-4830-83c6-cef87798fe8b', 'example': False, 'tool_calls': [], 'invalid_tool_calls': [], 'usage_metadata': None}]})
-            StreamPart(event='end', data=None)
+            StreamPart(event='end', data={'run_id': '1ef4a9b8-d7da-679a-a45a-872054341df2', 'status': 'success'})
             ```
         """
         if checkpoint_during is not None:
@@ -336,6 +343,7 @@ class SyncRunsClient:
             "on_completion": on_completion,
             "after_seconds": after_seconds,
             "durability": durability,
+            "strict_resume": strict_resume,
             "langsmith_tracer": langsmith_tracing,
         }
         endpoint = (
@@ -417,6 +425,7 @@ class SyncRunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
     ) -> Run: ...
 
     def create(
@@ -447,6 +456,7 @@ class SyncRunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
     ) -> Run:
         """Create a background run.
 
@@ -486,6 +496,10 @@ class SyncRunsClient:
                 "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
                 "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
+            strict_resume: Refuse a resume that answers an interrupt that isn't waiting,
+                instead of ignoring the answer: the run fails with `UnknownInterruptError`
+                and the thread stays as it was. Takes effect on servers whose `/info`
+                reports `strict_resume`.
 
         Returns:
             The created background `Run`.
@@ -590,6 +604,7 @@ class SyncRunsClient:
             "on_completion": on_completion,
             "after_seconds": after_seconds,
             "durability": durability,
+            "strict_resume": strict_resume,
             "langsmith_tracer": langsmith_tracing,
         }
         payload = {k: v for k, v in payload.items() if v is not None}
@@ -651,6 +666,7 @@ class SyncRunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
     ) -> builtins.list[dict] | dict[str, Any]: ...
 
     @overload
@@ -707,6 +723,7 @@ class SyncRunsClient:
         params: QueryParamTypes | None = None,
         on_run_created: Callable[[RunCreateMetadata], None] | None = None,
         durability: Durability | None = None,
+        strict_resume: bool | None = None,
     ) -> builtins.list[dict] | dict[str, Any]:
         """Create a run, wait until it finishes and return the final state.
 
@@ -745,6 +762,10 @@ class SyncRunsClient:
                 "async" means checkpoints are persisted async while next graph step executes, replaces checkpoint_during=True
                 "sync" means checkpoints are persisted sync after graph step executes, replaces checkpoint_during=False
                 "exit" means checkpoints are only persisted when the run exits, does not save intermediate steps
+            strict_resume: Refuse a resume that answers an interrupt that isn't waiting,
+                instead of ignoring the answer: the run fails with `UnknownInterruptError`
+                and the thread stays as it was. Takes effect on servers whose `/info`
+                reports `strict_resume`.
 
         Returns:
             The output of the `Run`.
@@ -826,6 +847,7 @@ class SyncRunsClient:
             "on_completion": on_completion,
             "after_seconds": after_seconds,
             "durability": durability,
+            "strict_resume": strict_resume,
             "langsmith_tracer": langsmith_tracing,
         }
 

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

@@ -354,8 +354,6 @@ class _ResourceOn(
     Generic base class for resource-specific handlers.
     """
 
-    value: type[VCreate | VUpdate | VRead | VDelete | VSearch]
-
     Create: type[VCreate]
     Read: type[VRead]
     Update: type[VUpdate]

libs/sdk-py/langgraph_sdk/errors.py

@@ -2,7 +2,7 @@ from __future__ import annotations
 
 import logging
 import sys
-from typing import Any, Literal, cast
+from typing import Any, cast
 
 import httpx
 import orjson
@@ -106,31 +106,31 @@ class APITimeoutError(APIConnectionError):
 
 
 class BadRequestError(APIStatusError):
-    status_code: Literal[400] = 400
+    status_code: int = 400
 
 
 class AuthenticationError(APIStatusError):
-    status_code: Literal[401] = 401
+    status_code: int = 401
 
 
 class PermissionDeniedError(APIStatusError):
-    status_code: Literal[403] = 403
+    status_code: int = 403
 
 
 class NotFoundError(APIStatusError):
-    status_code: Literal[404] = 404
+    status_code: int = 404
 
 
 class ConflictError(APIStatusError):
-    status_code: Literal[409] = 409
+    status_code: int = 409
 
 
 class UnprocessableEntityError(APIStatusError):
-    status_code: Literal[422] = 422
+    status_code: int = 422
 
 
 class RateLimitError(APIStatusError):
-    status_code: Literal[429] = 429
+    status_code: int = 429
 
 
 class InternalServerError(APIStatusError):

libs/sdk-py/langgraph_sdk/schema.py

@@ -58,6 +58,8 @@ StreamMode = Literal[
     "debug",
     "custom",
     "messages-tuple",
+    "tools",
+    "lifecycle",
 ]
 """
 Defines the mode of streaming:
@@ -69,6 +71,8 @@ Defines the mode of streaming:
 - "tasks": Stream task start and finish events.
 - "debug": Stream detailed debug information.
 - "custom": Stream custom events.
+- "tools": Stream tool events: `on_tool_start`, `on_tool_event`, `on_tool_end` and `on_tool_error`.
+- "lifecycle": Stream an event when each subgraph starts and ends, with the id of the tool call that started it.
 """
 
 DisconnectMode = Literal["cancel", "continue"]
@@ -380,6 +384,8 @@ class Run(TypedDict):
     """The run metadata."""
     multitask_strategy: MultitaskStrategy
     """Strategy to handle concurrent runs on the same thread."""
+    cancel_reason: NotRequired[str | None]
+    """Why the run was cancelled, if it was. Omitted by older servers."""
 
 
 class Cron(TypedDict):
@@ -505,6 +511,7 @@ RunSelectField = Literal[
     "metadata",
     "kwargs",
     "multitask_strategy",
+    "cancel_reason",
 ]
 
 CronSelectField = Literal[

libs/sdk-py/pyproject.toml

@@ -36,7 +36,7 @@ test = [
     "pytest-watch",
 ]
 lint = [
-    "ruff==0.16.9",
+    "ruff==0.17.3",
     "codespell",
     "ty",
     "starlette",

libs/sdk-py/tests/test_api_parity.py

@@ -136,7 +136,7 @@ def test_sync_api_matches_async(async_cls, sync_cls):
 # and stateful ones (`thread_id: str`) leave out `on_completion`, which only
 # applies to stateless runs.
 _RUN_OVERLOAD_OMISSIONS = {
-    "None": {"checkpoint", "checkpoint_id", "multitask_strategy"},
+    "None": {"checkpoint", "checkpoint_id", "multitask_strategy", "strict_resume"},
     "str": {"on_completion"},
 }
 

libs/sdk-py/tests/test_runs_client.py

@@ -212,3 +212,55 @@ async def test_wait_returns_the_run_error_without_raise_error(asynchronous):
 
     assert result == run_error
     assert "raise_error" not in json.loads(requests[0].content)
+
+
+def _strict_resume_handler(requests: list[httpx.Request]):
+    def handler(request: httpx.Request) -> httpx.Response:
+        requests.append(request)
+        if request.url.path.endswith("/stream"):
+            return httpx.Response(
+                200,
+                headers={"Content-Type": "text/event-stream"},
+                content=b"event: end\ndata: null\n\n",
+            )
+        return httpx.Response(200, json={"run_id": "r1"})
+
+    return handler
+
+
+@pytest.mark.parametrize("method", ["create", "stream", "wait"])
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.parametrize("strict_resume", [True, None], ids=["opted-in", "default"])
+async def test_runs_send_strict_resume_only_when_set(
+    method: str, asynchronous: bool, strict_resume: bool | None
+):
+    requests: list[httpx.Request] = []
+    transport = httpx.MockTransport(_strict_resume_handler(requests))
+    kwargs: dict[str, Any] = {
+        "command": {"resume": {"0" * 32: "yes"}},
+        "strict_resume": strict_resume,
+    }
+    if asynchronous:
+        async with httpx.AsyncClient(
+            transport=transport, base_url="https://example.com"
+        ) as client:
+            result = getattr(RunsClient(HttpClient(client)), method)(
+                "t1", "agent", **kwargs
+            )
+            if method == "stream":
+                async for _ in result:
+                    pass
+            else:
+                await result
+    else:
+        with httpx.Client(
+            transport=transport, base_url="https://example.com"
+        ) as client:
+            result = getattr(SyncRunsClient(SyncHttpClient(client)), method)(
+                "t1", "agent", **kwargs
+            )
+            if method == "stream":
+                for _ in result:
+                    pass
+
+    assert json.loads(requests[0].content).get("strict_resume") == strict_resume

libs/sdk-py/uv.lock

@@ -1,9 +1,11 @@
 version = 1
-revision = 3
+revision = 5
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.15'",
-    "python_full_version < '3.15'",
+    "python_full_version >= '3.12' and python_full_version < '3.15' and sys_platform == 'emscripten'",
+    "python_full_version == '3.11.*' or (python_full_version >= '3.12' and python_full_version < '3.15' and sys_platform != 'emscripten')",
+    "python_full_version < '3.11'",
 ]
 
 [[package]]
@@ -22,7 +24,7 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
     { name = "idna" },
-    { name = "typing-extensions", version = "4.16.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.15'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.15'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/a9/d2/f4d173e22df740bc37b1db102b386ba719b66e95b0f0d751f556b387e6d2/anyio-4.15.1.tar.gz", hash = "sha256:9f28306018cbd6d329e64a36d58256edff76dd996fe423bc957326e578b82a94", size = 276966, upload-time = "2026-09-05T10:42:39.44Z" }
 wheels = [
@@ -170,6 +172,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
+[[package]]
+name = "distro"
+version = "1.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fc/f8/98eea607f65de6527f8a2e8885fc8015d3e6f5775df186e443e0964a11c3/distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed", size = 60722, upload-time = "2023-12-24T09:54:32.31Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
+]
+
 [[package]]
 name = "docopt"
 version = "0.6.2"
@@ -181,7 +192,7 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions", version = "4.16.0", source = { registry = "https://pypi.org/simple" } },
+    { name = "typing-extensions" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
@@ -210,6 +221,39 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55", size = 78784, upload-time = "2025-04-24T22:06:20.566Z" },
 ]
 
+[[package]]
+name = "httpcore2"
+version = "2.14.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.11'",
+]
+dependencies = [
+    { name = "h11" },
+    { name = "truststore" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/30/ff/b53af1b49bb2cb5fa97c92215614b173ca5c1a99ded80e2d52f15a94fa6d/httpcore2-2.14.0.tar.gz", hash = "sha256:4f57a1a8249fe6af589d935cfd456f1d13bbdcb0f0fc72af9142368fc94811d7", size = 69096, upload-time = "2026-10-18T16:29:21.898Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/02/06/a8d6a8f90d11b76d9086242b6bb0ee4b503473bfc8be34c2d5b067275c22/httpcore2-2.14.0-py3-none-any.whl", hash = "sha256:4c4f64f4b544afeb778c42c0ffb5941b29e671157e90ed3f6dc787c4bca90cd1", size = 84291, upload-time = "2026-10-18T16:29:19.743Z" },
+]
+
+[[package]]
+name = "httpcore2"
+version = "2.16.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.15'",
+    "python_full_version == '3.11.*' or (python_full_version >= '3.12' and python_full_version < '3.15' and sys_platform != 'emscripten')",
+]
+dependencies = [
+    { name = "h11" },
+    { name = "truststore" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c0/61/afa9d6b7452f9eca73f73d45324eb0bb52f098fd5e6049bf6b8263be9b4e/httpcore2-2.16.0.tar.gz", hash = "sha256:c72cd0413563b17e1cd8354677dff887466f8ec2551679759e93126534428643", size = 69886, upload-time = "2026-10-21T07:09:45.31Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/af/c2/ce417c397afa5181f0e3c6ff01a4d01639414e1adef08730d97571297151/httpcore2-2.16.0-py3-none-any.whl", hash = "sha256:5c4358319f2602d984ad93182c9fee5160f22e9da7babdda870a5e7c4e2dc34f", size = 85070, upload-time = "2026-10-21T07:09:42.802Z" },
+]
+
 [[package]]
 name = "httpx"
 version = "0.28.1"
@@ -226,12 +270,62 @@ wheels = [
 ]
 
 [[package]]
-name = "idna"
-version = "3.15"
+name = "httpx2"
+version = "2.14.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }
+resolution-markers = [
+    "python_full_version < '3.11'",
+]
+dependencies = [
+    { name = "anyio", marker = "sys_platform != 'emscripten'" },
+    { name = "httpcore2", version = "2.14.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform != 'emscripten'" },
+    { name = "idna" },
+    { name = "truststore", marker = "sys_platform != 'emscripten'" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/e8/67/58353f1848b4ba568e1ec22ea1e0d8e039f0bca5fde7e2d1f07739fd83e7/httpx2-2.14.0.tar.gz", hash = "sha256:47ad61a3c40282cd8d0dc96311531f00f5bfc71a066c6fe3b36d8f63fb9e4f6e", size = 102036, upload-time = "2026-10-18T16:29:22.627Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/69/5a/469616aa8c2cbb0bb9dd67a3c18d07c01ab604cc0b236ee1c47d260c7f6e/httpx2-2.14.0-py3-none-any.whl", hash = "sha256:9d20c13a10bae1773a0be3b0f1e5beeb4bdd549bc3a2ba18efa32897c65403e4", size = 96901, upload-time = "2026-10-18T16:29:20.819Z" },
+]
+
+[[package]]
+name = "httpx2"
+version = "2.16.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.15'",
+    "python_full_version >= '3.12' and python_full_version < '3.15' and sys_platform == 'emscripten'",
+    "python_full_version == '3.11.*' or (python_full_version >= '3.12' and python_full_version < '3.15' and sys_platform != 'emscripten')",
+]
+dependencies = [
+    { name = "anyio", marker = "sys_platform != 'emscripten'" },
+    { name = "httpcore2", version = "2.16.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform != 'emscripten'" },
+    { name = "httpx2-jsfetch", marker = "python_full_version >= '3.12' and sys_platform == 'emscripten'" },
+    { name = "idna" },
+    { name = "truststore", marker = "sys_platform != 'emscripten'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
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+wheels = [
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+]
+
+[[package]]
+name = "httpx2-jsfetch"
+version = "1.0"
+source = { registry = "https://pypi.org/simple" }
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+wheels = [
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+]
+
+[[package]]
+name = "idna"
+version = "3.20"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f5/08/8eea9d4b8302028f3abb2c0813953f7aec26d33b7a8960ed760e65ff29fa/idna-3.20.tar.gz", hash = "sha256:a7db850025b95ded1eae8a46181a1a6c56c92c96f0e2b005d9ff8dc0210cab44", size = 216463, upload-time = "2026-09-17T14:11:04.752Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/58/a2/bb081bab032533a855d44de1d56f8e8426114ff1ba5d1f07a438a0a654f8/idna-3.20-py3-none-any.whl", hash = "sha256:ab7ae7122974553370f0bdb919e1a960b2cd1bc1ef0276416d896db81c14582c", size = 69583, upload-time = "2026-09-17T14:11:03.168Z" },
 ]
 
 [[package]]
@@ -266,9 +360,10 @@ wheels = [
 
 [[package]]
 name = "langchain-core"
-version = "1.6.5"
+version = "1.7.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
+    { name = "certifi" },
     { name = "httpx" },
     { name = "jsonpatch" },
     { name = "langchain-protocol" },
@@ -277,31 +372,29 @@ dependencies = [
     { name = "pydantic" },
     { name = "pyyaml" },
     { name = "tenacity" },
-    { name = "typing-extensions", version = "4.15.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.15'" },
-    { name = "typing-extensions", version = "4.16.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.15'" },
+    { name = "typing-extensions" },
     { name = "uuid-utils" },
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