diff --git a/.gitignore b/.gitignore
index bcd05091b..24170c7a9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -180,3 +180,4 @@ Chinook.db
 
 .vercel
 .turbo
+.editorconfig
diff --git a/libs/langgraph/.gitignore b/libs/langgraph/.gitignore
new file mode 100644
index 000000000..132fa2e54
--- /dev/null
+++ b/libs/langgraph/.gitignore
@@ -0,0 +1 @@
+.langgraph_api/
diff --git a/libs/langgraph/Makefile b/libs/langgraph/Makefile
index 5ee1afa24..83dd44132 100644
--- a/libs/langgraph/Makefile
+++ b/libs/langgraph/Makefile
@@ -1,4 +1,4 @@
-.PHONY: all format lint test test_watch integration_tests spell_check spell_fix benchmark profile
+.PHONY: all format lint test test_watch integration_tests spell_check spell_fix benchmark profile start-dev-server integration_tests
 
 # Default target executed when no arguments are given to make.
 all: help
@@ -40,6 +40,9 @@ start-postgres:
 stop-postgres:
 	docker compose -f tests/compose-postgres.yml down -v
 
+start-dev-server:
+	poetry run langgraph dev --config integration_tests/example_app/langgraph.json --no-browser
+
 TEST ?= .
 
 test:
@@ -54,6 +57,9 @@ test_parallel:
 	make stop-postgres; \
 	exit $$EXIT_CODE
 
+integration_tests:
+	poetry run pytest integration_tests
+
 WORKERS ?= auto
 XDIST_ARGS := $(if $(WORKERS),-n $(WORKERS) --dist worksteal,)
 MAXFAIL ?=
@@ -70,6 +76,7 @@ test_watch:
 test_watch_all:
 	npx concurrently -n langgraph,checkpoint,checkpoint-sqlite,postgres "make test_watch" "make -C ../checkpoint test_watch" "make -C ../checkpoint-sqlite test_watch" "make -C ../checkpoint-postgres test_watch"
 
+
 ######################
 # LINTING AND FORMATTING
 ######################
diff --git a/libs/langgraph/langgraph/pregel/remote.py b/libs/langgraph/langgraph/pregel/remote.py
index 91a44912b..1805ce58e 100644
--- a/libs/langgraph/langgraph/pregel/remote.py
+++ b/libs/langgraph/langgraph/pregel/remote.py
@@ -36,6 +36,7 @@ from langgraph.constants import (
     CONFIG_KEY_CHECKPOINT_MAP,
     CONFIG_KEY_CHECKPOINT_NS,
     CONFIG_KEY_STREAM,
+    CONFIG_KEY_TASK_ID,
     INTERRUPT,
     NS_SEP,
 )
@@ -50,6 +51,7 @@ CONF_DROPLIST = frozenset(
         CONFIG_KEY_CHECKPOINT_MAP,
         CONFIG_KEY_CHECKPOINT_ID,
         CONFIG_KEY_CHECKPOINT_NS,
+        CONFIG_KEY_TASK_ID,
     ),
 )
 
@@ -263,11 +265,15 @@ class RemoteGraph(PregelProtocol):
                     path=tuple(),
                     error=Exception(task["error"]) if task["error"] else None,
                     interrupts=tuple(interrupts),
-                    state=self._create_state_snapshot(task["state"])
-                    if task["state"]
-                    else cast(RunnableConfig, {"configurable": task["checkpoint"]})
-                    if task["checkpoint"]
-                    else None,
+                    state=(
+                        self._create_state_snapshot(task["state"])
+                        if task["state"]
+                        else (
+                            cast(RunnableConfig, {"configurable": task["checkpoint"]})
+                            if task["checkpoint"]
+                            else None
+                        )
+                    ),
                     result=task.get("result"),
                 )
             )
@@ -285,18 +291,20 @@ class RemoteGraph(PregelProtocol):
             },
             metadata=CheckpointMetadata(**state["metadata"]),
             created_at=state["created_at"],
-            parent_config={
-                "configurable": {
-                    "thread_id": state["parent_checkpoint"]["thread_id"],
-                    "checkpoint_ns": state["parent_checkpoint"]["checkpoint_ns"],
-                    "checkpoint_id": state["parent_checkpoint"]["checkpoint_id"],
-                    "checkpoint_map": state["parent_checkpoint"].get(
-                        "checkpoint_map", {}
-                    ),
+            parent_config=(
+                {
+                    "configurable": {
+                        "thread_id": state["parent_checkpoint"]["thread_id"],
+                        "checkpoint_ns": state["parent_checkpoint"]["checkpoint_ns"],
+                        "checkpoint_id": state["parent_checkpoint"]["checkpoint_id"],
+                        "checkpoint_map": state["parent_checkpoint"].get(
+                            "checkpoint_map", {}
+                        ),
+                    }
                 }
-            }
-            if state["parent_checkpoint"]
-            else None,
+                if state["parent_checkpoint"]
+                else None
+            ),
             tasks=tuple(tasks),
             interrupts=tuple([i for task in tasks for i in task.interrupts]),
         )
diff --git a/libs/langgraph/poetry.lock b/libs/langgraph/poetry.lock
index fa4507768..3c7d97593 100644
--- a/libs/langgraph/poetry.lock
+++ b/libs/langgraph/poetry.lock
@@ -30,6 +30,7 @@ files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
+markers = {dev = "python_version < \"4.0\""}
 
 [[package]]
 name = "anyio"
@@ -255,6 +256,22 @@ webencodings = "*"
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.5)"]
 
+[[package]]
+name = "blockbuster"
+version = "1.5.24"
+description = "Utility to detect blocking calls in the async event loop"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "blockbuster-1.5.24-py3-none-any.whl", hash = "sha256:e703497b55bc72af09d60d1cd746c2f3ba7ce0c446fa256be6ccda5e7d403520"},
+    {file = "blockbuster-1.5.24.tar.gz", hash = "sha256:97645775761a5d425666ec0bc99629b65c7eccdc2f770d2439850682567af4ec"},
+]
+
+[package.dependencies]
+forbiddenfruit = {version = ">=0.1.4", markers = "implementation_name == \"cpython\""}
+
 [[package]]
 name = "certifi"
 version = "2024.8.30"
@@ -463,6 +480,34 @@ files = [
 ]
 markers = {main = "python_version < \"4.0\""}
 
+[[package]]
+name = "click"
+version = "8.1.8"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.7"
+groups = ["dev"]
+files = [
+    {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
+    {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "cloudpickle"
+version = "3.1.1"
+description = "Pickler class to extend the standard pickle.Pickler functionality"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "cloudpickle-3.1.1-py3-none-any.whl", hash = "sha256:c8c5a44295039331ee9dad40ba100a9c7297b6f988e50e87ccdf3765a668350e"},
+    {file = "cloudpickle-3.1.1.tar.gz", hash = "sha256:b216fa8ae4019d5482a8ac3c95d8f6346115d8835911fd4aefd1a445e4242c64"},
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -470,7 +515,7 @@ description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 groups = ["dev"]
-markers = "sys_platform == \"win32\""
+markers = "sys_platform == \"win32\" or platform_system == \"Windows\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -572,6 +617,67 @@ tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.1
 [package.extras]
 toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
+[[package]]
+name = "cryptography"
+version = "44.0.3"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+optional = false
+python-versions = "!=3.9.0,!=3.9.1,>=3.7"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "cryptography-44.0.3-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:962bc30480a08d133e631e8dfd4783ab71cc9e33d5d7c1e192f0b7c06397bb88"},
+    {file = "cryptography-44.0.3-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4ffc61e8f3bf5b60346d89cd3d37231019c17a081208dfbbd6e1605ba03fa137"},
+    {file = "cryptography-44.0.3-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58968d331425a6f9eedcee087f77fd3c927c88f55368f43ff7e0a19891f2642c"},
+    {file = "cryptography-44.0.3-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:e28d62e59a4dbd1d22e747f57d4f00c459af22181f0b2f787ea83f5a876d7c76"},
+    {file = "cryptography-44.0.3-cp37-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:af653022a0c25ef2e3ffb2c673a50e5a0d02fecc41608f4954176f1933b12359"},
+    {file = "cryptography-44.0.3-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:157f1f3b8d941c2bd8f3ffee0af9b049c9665c39d3da9db2dc338feca5e98a43"},
+    {file = "cryptography-44.0.3-cp37-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:c6cd67722619e4d55fdb42ead64ed8843d64638e9c07f4011163e46bc512cf01"},
+    {file = "cryptography-44.0.3-cp37-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:b424563394c369a804ecbee9b06dfb34997f19d00b3518e39f83a5642618397d"},
+    {file = "cryptography-44.0.3-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:c91fc8e8fd78af553f98bc7f2a1d8db977334e4eea302a4bfd75b9461c2d8904"},
+    {file = "cryptography-44.0.3-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:25cd194c39fa5a0aa4169125ee27d1172097857b27109a45fadc59653ec06f44"},
+    {file = "cryptography-44.0.3-cp37-abi3-win32.whl", hash = "sha256:3be3f649d91cb182c3a6bd336de8b61a0a71965bd13d1a04a0e15b39c3d5809d"},
+    {file = "cryptography-44.0.3-cp37-abi3-win_amd64.whl", hash = "sha256:3883076d5c4cc56dbef0b898a74eb6992fdac29a7b9013870b34efe4ddb39a0d"},
+    {file = "cryptography-44.0.3-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:5639c2b16764c6f76eedf722dbad9a0914960d3489c0cc38694ddf9464f1bb2f"},
+    {file = "cryptography-44.0.3-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f3ffef566ac88f75967d7abd852ed5f182da252d23fac11b4766da3957766759"},
+    {file = "cryptography-44.0.3-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:192ed30fac1728f7587c6f4613c29c584abdc565d7417c13904708db10206645"},
+    {file = "cryptography-44.0.3-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:7d5fe7195c27c32a64955740b949070f21cba664604291c298518d2e255931d2"},
+    {file = "cryptography-44.0.3-cp39-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:3f07943aa4d7dad689e3bb1638ddc4944cc5e0921e3c227486daae0e31a05e54"},
+    {file = "cryptography-44.0.3-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:cb90f60e03d563ca2445099edf605c16ed1d5b15182d21831f58460c48bffb93"},
+    {file = "cryptography-44.0.3-cp39-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:ab0b005721cc0039e885ac3503825661bd9810b15d4f374e473f8c89b7d5460c"},
+    {file = "cryptography-44.0.3-cp39-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:3bb0847e6363c037df8f6ede57d88eaf3410ca2267fb12275370a76f85786a6f"},
+    {file = "cryptography-44.0.3-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:b0cc66c74c797e1db750aaa842ad5b8b78e14805a9b5d1348dc603612d3e3ff5"},
+    {file = "cryptography-44.0.3-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:6866df152b581f9429020320e5eb9794c8780e90f7ccb021940d7f50ee00ae0b"},
+    {file = "cryptography-44.0.3-cp39-abi3-win32.whl", hash = "sha256:c138abae3a12a94c75c10499f1cbae81294a6f983b3af066390adee73f433028"},
+    {file = "cryptography-44.0.3-cp39-abi3-win_amd64.whl", hash = "sha256:5d186f32e52e66994dce4f766884bcb9c68b8da62d61d9d215bfe5fb56d21334"},
+    {file = "cryptography-44.0.3-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:cad399780053fb383dc067475135e41c9fe7d901a97dd5d9c5dfb5611afc0d7d"},
+    {file = "cryptography-44.0.3-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:21a83f6f35b9cc656d71b5de8d519f566df01e660ac2578805ab245ffd8523f8"},
+    {file = "cryptography-44.0.3-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:fc3c9babc1e1faefd62704bb46a69f359a9819eb0292e40df3fb6e3574715cd4"},
+    {file = "cryptography-44.0.3-pp310-pypy310_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:e909df4053064a97f1e6565153ff8bb389af12c5c8d29c343308760890560aff"},
+    {file = "cryptography-44.0.3-pp310-pypy310_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:dad80b45c22e05b259e33ddd458e9e2ba099c86ccf4e88db7bbab4b747b18d06"},
+    {file = "cryptography-44.0.3-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:479d92908277bed6e1a1c69b277734a7771c2b78633c224445b5c60a9f4bc1d9"},
+    {file = "cryptography-44.0.3-pp311-pypy311_pp73-macosx_10_9_x86_64.whl", hash = "sha256:896530bc9107b226f265effa7ef3f21270f18a2026bc09fed1ebd7b66ddf6375"},
+    {file = "cryptography-44.0.3-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:9b4d4a5dbee05a2c390bf212e78b99434efec37b17a4bff42f50285c5c8c9647"},
+    {file = "cryptography-44.0.3-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:02f55fb4f8b79c1221b0961488eaae21015b69b210e18c386b69de182ebb1259"},
+    {file = "cryptography-44.0.3-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:dd3db61b8fe5be220eee484a17233287d0be6932d056cf5738225b9c05ef4fff"},
+    {file = "cryptography-44.0.3-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:978631ec51a6bbc0b7e58f23b68a8ce9e5f09721940933e9c217068388789fe5"},
+    {file = "cryptography-44.0.3-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:5d20cc348cca3a8aa7312f42ab953a56e15323800ca3ab0706b8cd452a3a056c"},
+    {file = "cryptography-44.0.3.tar.gz", hash = "sha256:fe19d8bc5536a91a24a8133328880a41831b6c5df54599a8417b62fe015d3053"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
+
+[package.extras]
+docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0) ; python_version >= \"3.8\""]
+docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
+nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_version >= \"3.8\""]
+pep8test = ["check-sdist ; python_version >= \"3.8\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
+sdist = ["build (>=1.0.0)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["certifi (>=2024)", "cryptography-vectors (==44.0.3)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+test-randomorder = ["pytest-randomly"]
+
 [[package]]
 name = "debugpy"
 version = "1.8.7"
@@ -693,6 +799,18 @@ files = [
 [package.extras]
 devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
+[[package]]
+name = "forbiddenfruit"
+version = "0.1.4"
+description = "Patch python built-in objects"
+optional = false
+python-versions = "*"
+groups = ["dev"]
+markers = "python_version >= \"3.11\" and implementation_name == \"cpython\" and python_version < \"4.0\""
+files = [
+    {file = "forbiddenfruit-0.1.4.tar.gz", hash = "sha256:e3f7e66561a29ae129aac139a85d610dbf3dd896128187ed5454b6421f624253"},
+]
+
 [[package]]
 name = "fqdn"
 version = "1.4.0"
@@ -700,7 +818,7 @@ description = "Validate fully-qualified domain names compliant to RFC 1035 and t
 optional = false
 python-versions = "*"
 groups = ["dev"]
-markers = "python_version >= \"3.13\""
+markers = "python_version >= \"4.0\""
 files = [
     {file = "fqdn-1.4.0-py3-none-any.whl", hash = "sha256:e935616ae81c9c60a22267593fe8e6af68cecc68549cc71bb9bfbcbbcb383386"},
     {file = "fqdn-1.4.0.tar.gz", hash = "sha256:30e8f2e685ce87cdace4712fd97c5d09f5e6fa519bbb66e8f188f6a7cb3a5c4e"},
@@ -713,7 +831,7 @@ description = "Validates fully-qualified domain names against RFC 1123, so that
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
 groups = ["dev"]
-markers = "python_version < \"3.13\""
+markers = "python_version < \"4.0\""
 files = [
     {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
     {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
@@ -1048,6 +1166,64 @@ webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
 format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
+[[package]]
+name = "jsonschema-rs"
+version = "0.29.1"
+description = "A high-performance JSON Schema validator for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "jsonschema_rs-0.29.1-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:7d84c4e1483a103694150b5706d638606443c814662738f14d34ca16948349df"},
+    {file = "jsonschema_rs-0.29.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:0e7b72365ae0875c0e99f951ad4cec00c6f5e57b25ed5b8495b8f2c810ad21a6"},
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+]
+
+[package.extras]
+bench = ["fastjsonschema (>=2.20.0)", "jsonschema (>=4.23.0)", "pytest-benchmark (>=4.0.0)"]
+tests = ["flask (>=2.2.5)", "hypothesis (>=6.79.4)", "pytest (>=7.4.4)"]
+
 [[package]]
 name = "jsonschema-specifications"
 version = "2024.10.1"
@@ -1364,6 +1540,39 @@ PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7"
 
+[[package]]
+name = "langgraph-api"
+version = "0.1.23"
+description = ""
+optional = false
+python-versions = ">=3.11"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "langgraph_api-0.1.23-py3-none-any.whl", hash = "sha256:61a4ce49f12348118a19005412761d57940b10364d55d79562eac79eec5cea79"},
+    {file = "langgraph_api-0.1.23.tar.gz", hash = "sha256:e978b3c8ef0f0f4808c35525dac4a55ff2de898ad533457a872b5464eb7e6fd6"},
+]
+
+[package.dependencies]
+cloudpickle = ">=3.0.0,<4.0.0"
+cryptography = ">=42.0.0,<45.0"
+httpx = ">=0.25.0"
+jsonschema-rs = ">=0.20.0,<0.30"
+langchain-core = {version = ">=0.2.38", markers = "python_version < \"4.0\""}
+langgraph = {version = ">=0.2.56", markers = "python_version < \"4.0\""}
+langgraph-checkpoint = {version = ">=2.0.23", markers = "python_version < \"4.0\""}
+langgraph-runtime-inmem = ">=0.0.7"
+langgraph-sdk = {version = ">=0.1.63,<0.2.0", markers = "python_version < \"4.0\""}
+langsmith = ">=0.1.63"
+orjson = ">=3.9.7"
+pyjwt = ">=2.9.0,<3.0.0"
+sse-starlette = ">=2.1.0,<2.2.0"
+starlette = ">=0.38.6"
+structlog = ">=24.1.0,<26"
+tenacity = ">=8.0.0"
+uvicorn = ">=0.26.0"
+watchfiles = ">=0.13"
+
 [[package]]
 name = "langgraph-checkpoint"
 version = "2.0.25"
@@ -1420,6 +1629,27 @@ langgraph-checkpoint = "^2.0.15"
 type = "directory"
 url = "../checkpoint-sqlite"
 
+[[package]]
+name = "langgraph-cli"
+version = "0.2.8"
+description = "CLI for interacting with LangGraph API"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "langgraph_cli-0.2.8-py3-none-any.whl", hash = "sha256:b0f28bdafba6c98154c84f2aa439bb6653ef4fcb5e941dcd591ffe1662277473"},
+    {file = "langgraph_cli-0.2.8.tar.gz", hash = "sha256:9091aa12bf826572446cb5564604a8a6f750c9dcaa0cd9fb1067128a53ac2282"},
+]
+
+[package.dependencies]
+click = ">=8.1.7,<9.0.0"
+langgraph-api = {version = ">=0.1.20", optional = true, markers = "python_version >= \"3.11\" and python_version < \"4.0\" and extra == \"inmem\""}
+langgraph-runtime-inmem = {version = ">=0.0.8", optional = true, markers = "python_version >= \"3.11\" and python_version < \"4.0\" and extra == \"inmem\""}
+python-dotenv = {version = ">=0.8.0", optional = true, markers = "extra == \"inmem\""}
+
+[package.extras]
+inmem = ["langgraph-api (>=0.1.20) ; python_version >= \"3.11\" and python_version < \"4.0\"", "langgraph-runtime-inmem (>=0.0.8) ; python_version >= \"3.11\" and python_version < \"4.0\"", "python-dotenv (>=0.8.0)"]
+
 [[package]]
 name = "langgraph-prebuilt"
 version = "0.1.8"
@@ -1438,6 +1668,27 @@ langgraph-checkpoint = "^2.0.10"
 type = "directory"
 url = "../prebuilt"
 
+[[package]]
+name = "langgraph-runtime-inmem"
+version = "0.0.9"
+description = "Inmem implementation for the LangGraph API server."
+optional = false
+python-versions = ">=3.11.0"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "langgraph_runtime_inmem-0.0.9-py3-none-any.whl", hash = "sha256:8d71df0b3b70142012346f8a309df84bbc4baadaeb9c045d95fd363681bbf08f"},
+    {file = "langgraph_runtime_inmem-0.0.9.tar.gz", hash = "sha256:dac377ba0228e0fdc406ad505db1de6ace12c1e3908e07b08508db78cdcd58e8"},
+]
+
+[package.dependencies]
+blockbuster = ">=1.5.24,<2.0.0"
+langgraph = {version = ">=0.2", markers = "python_version < \"4.0\""}
+langgraph-checkpoint = {version = ">=2.0.25", markers = "python_version < \"4.0\""}
+sse-starlette = ">=2"
+starlette = ">=0.37"
+structlog = ">23"
+
 [[package]]
 name = "langgraph-sdk"
 version = "0.1.63"
@@ -2273,6 +2524,7 @@ files = [
     {file = "pydantic-2.9.2-py3-none-any.whl", hash = "sha256:f048cec7b26778210e28a0459867920654d48e5e62db0958433636cde4254f12"},
     {file = "pydantic-2.9.2.tar.gz", hash = "sha256:d155cef71265d1e9807ed1c32b4c8deec042a44a50a4188b25ac67ecd81a9c0f"},
 ]
+markers = {dev = "python_version < \"4.0\""}
 
 [package.dependencies]
 annotated-types = ">=0.6.0"
@@ -2384,6 +2636,7 @@ files = [
     {file = "pydantic_core-2.23.4-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:aea443fffa9fbe3af1a9ba721a87f926fe548d32cab71d188a6ede77d0ff244e"},
     {file = "pydantic_core-2.23.4.tar.gz", hash = "sha256:2584f7cf844ac4d970fba483a717dbe10c1c1c96a969bf65d61ffe94df1b2863"},
 ]
+markers = {dev = "python_version < \"4.0\""}
 
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
@@ -2403,6 +2656,25 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyjwt"
+version = "2.10.1"
+description = "JSON Web Token implementation in Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
+    {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
+]
+
+[package.extras]
+crypto = ["cryptography (>=3.4.0)"]
+dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx", "sphinx-rtd-theme", "zope.interface"]
+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
+tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
+
 [[package]]
 name = "pyperf"
 version = "2.8.0"
@@ -3122,6 +3394,27 @@ files = [
     {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
 ]
 
+[[package]]
+name = "sse-starlette"
+version = "2.1.3"
+description = "SSE plugin for Starlette"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "sse_starlette-2.1.3-py3-none-any.whl", hash = "sha256:8ec846438b4665b9e8c560fcdea6bc8081a3abf7942faa95e5a744999d219772"},
+    {file = "sse_starlette-2.1.3.tar.gz", hash = "sha256:9cd27eb35319e1414e3d2558ee7414487f9529ce3b3cf9b21434fd110e017169"},
+]
+
+[package.dependencies]
+anyio = "*"
+starlette = "*"
+uvicorn = "*"
+
+[package.extras]
+examples = ["fastapi"]
+
 [[package]]
 name = "stack-data"
 version = "0.6.3"
@@ -3142,6 +3435,44 @@ pure-eval = "*"
 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
+[[package]]
+name = "starlette"
+version = "0.46.2"
+description = "The little ASGI library that shines."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "starlette-0.46.2-py3-none-any.whl", hash = "sha256:595633ce89f8ffa71a015caed34a5b2dc1c0cdb3f0f1fbd1e69339cf2abeec35"},
+    {file = "starlette-0.46.2.tar.gz", hash = "sha256:7f7361f34eed179294600af672f565727419830b54b7b084efe44bb82d2fccd5"},
+]
+
+[package.dependencies]
+anyio = ">=3.6.2,<5"
+
+[package.extras]
+full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"]
+
+[[package]]
+name = "structlog"
+version = "25.3.0"
+description = "Structured Logging for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "structlog-25.3.0-py3-none-any.whl", hash = "sha256:a341f5524004c158498c3127eecded091eb67d3a611e7a3093deca30db06e172"},
+    {file = "structlog-25.3.0.tar.gz", hash = "sha256:8dab497e6f6ca962abad0c283c46744185e0c9ba900db52a423cb6db99f7abeb"},
+]
+
+[package.extras]
+dev = ["freezegun (>=0.2.8)", "mypy (>=1.4)", "pretend", "pytest (>=6.0)", "pytest-asyncio (>=0.17)", "rich", "simplejson", "twisted"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-mermaid", "sphinxext-opengraph", "twisted"]
+tests = ["freezegun (>=0.2.8)", "pretend", "pytest (>=6.0)", "pytest-asyncio (>=0.17)", "simplejson"]
+typing = ["mypy (>=1.4)", "rich", "twisted"]
+
 [[package]]
 name = "syrupy"
 version = "4.7.2"
@@ -3351,6 +3682,26 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "uvicorn"
+version = "0.34.2"
+description = "The lightning-fast ASGI server."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
+    {file = "uvicorn-0.34.2-py3-none-any.whl", hash = "sha256:deb49af569084536d269fe0a6d67e3754f104cf03aba7c11c40f01aadf33c403"},
+    {file = "uvicorn-0.34.2.tar.gz", hash = "sha256:0e929828f6186353a80b58ea719861d2629d766293b6d19baf086ba31d4f3328"},
+]
+
+[package.dependencies]
+click = ">=7.0"
+h11 = ">=0.8"
+
+[package.extras]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+
 [[package]]
 name = "uvloop"
 version = "0.21.0b1"
@@ -3447,6 +3798,91 @@ files = [
 [package.extras]
 watchmedo = ["PyYAML (>=3.10)"]
 
+[[package]]
+name = "watchfiles"
+version = "1.0.5"
+description = "Simple, modern and high performance file watching and code reload in python."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+markers = "python_version < \"4.0\" and python_version >= \"3.11\""
+files = [
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+    {file = "watchfiles-1.0.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8c0db396e6003d99bb2d7232c957b5f0b5634bbd1b24e381a5afcc880f7373fb"},
+    {file = "watchfiles-1.0.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b551d4fb482fc57d852b4541f911ba28957d051c8776e79c3b4a51eb5e2a1b11"},
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+    {file = "watchfiles-1.0.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bfe0cbc787770e52a96c6fda6726ace75be7f840cb327e1b08d7d54eadc3bc85"},
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+    {file = "watchfiles-1.0.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d5730f3aa35e646103b53389d5bc77edfbf578ab6dab2e005142b5b80a35ef25"},
+    {file = "watchfiles-1.0.5-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:18b3bd29954bc4abeeb4e9d9cf0b30227f0f206c86657674f544cb032296acd5"},
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+    {file = "watchfiles-1.0.5-cp311-cp311-win32.whl", hash = "sha256:2f1fefb2e90e89959447bc0420fddd1e76f625784340d64a2f7d5983ef9ad246"},
+    {file = "watchfiles-1.0.5-cp311-cp311-win_amd64.whl", hash = "sha256:b6e76ceb1dd18c8e29c73f47d41866972e891fc4cc7ba014f487def72c1cf096"},
+    {file = "watchfiles-1.0.5-cp311-cp311-win_arm64.whl", hash = "sha256:266710eb6fddc1f5e51843c70e3bebfb0f5e77cf4f27129278c70554104d19ed"},
+    {file = "watchfiles-1.0.5-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:b5eb568c2aa6018e26da9e6c86f3ec3fd958cee7f0311b35c2630fa4217d17f2"},
+    {file = "watchfiles-1.0.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0a04059f4923ce4e856b4b4e5e783a70f49d9663d22a4c3b3298165996d1377f"},
+    {file = "watchfiles-1.0.5-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3e380c89983ce6e6fe2dd1e1921b9952fb4e6da882931abd1824c092ed495dec"},
+    {file = "watchfiles-1.0.5-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:fe43139b2c0fdc4a14d4f8d5b5d967f7a2777fd3d38ecf5b1ec669b0d7e43c21"},
+    {file = "watchfiles-1.0.5-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ee0822ce1b8a14fe5a066f93edd20aada932acfe348bede8aa2149f1a4489512"},
+    {file = "watchfiles-1.0.5-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a0dbcb1c2d8f2ab6e0a81c6699b236932bd264d4cef1ac475858d16c403de74d"},
+    {file = "watchfiles-1.0.5-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a2014a2b18ad3ca53b1f6c23f8cd94a18ce930c1837bd891262c182640eb40a6"},
+    {file = "watchfiles-1.0.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:10f6ae86d5cb647bf58f9f655fcf577f713915a5d69057a0371bc257e2553234"},
+    {file = "watchfiles-1.0.5-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:1a7bac2bde1d661fb31f4d4e8e539e178774b76db3c2c17c4bb3e960a5de07a2"},
+    {file = "watchfiles-1.0.5-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:4ab626da2fc1ac277bbf752446470b367f84b50295264d2d313e28dc4405d663"},
+    {file = "watchfiles-1.0.5-cp312-cp312-win32.whl", hash = "sha256:9f4571a783914feda92018ef3901dab8caf5b029325b5fe4558c074582815249"},
+    {file = "watchfiles-1.0.5-cp312-cp312-win_amd64.whl", hash = "sha256:360a398c3a19672cf93527f7e8d8b60d8275119c5d900f2e184d32483117a705"},
+    {file = "watchfiles-1.0.5-cp312-cp312-win_arm64.whl", hash = "sha256:1a2902ede862969077b97523987c38db28abbe09fb19866e711485d9fbf0d417"},
+    {file = "watchfiles-1.0.5-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:0b289572c33a0deae62daa57e44a25b99b783e5f7aed81b314232b3d3c81a11d"},
+    {file = "watchfiles-1.0.5-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a056c2f692d65bf1e99c41045e3bdcaea3cb9e6b5a53dcaf60a5f3bd95fc9763"},
+    {file = "watchfiles-1.0.5-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b9dca99744991fc9850d18015c4f0438865414e50069670f5f7eee08340d8b40"},
+    {file = "watchfiles-1.0.5-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:894342d61d355446d02cd3988a7326af344143eb33a2fd5d38482a92072d9563"},
+    {file = "watchfiles-1.0.5-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ab44e1580924d1ffd7b3938e02716d5ad190441965138b4aa1d1f31ea0877f04"},
+    {file = "watchfiles-1.0.5-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d6f9367b132078b2ceb8d066ff6c93a970a18c3029cea37bfd7b2d3dd2e5db8f"},
+    {file = "watchfiles-1.0.5-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f2e55a9b162e06e3f862fb61e399fe9f05d908d019d87bf5b496a04ef18a970a"},
+    {file = "watchfiles-1.0.5-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0125f91f70e0732a9f8ee01e49515c35d38ba48db507a50c5bdcad9503af5827"},
+    {file = "watchfiles-1.0.5-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:13bb21f8ba3248386337c9fa51c528868e6c34a707f729ab041c846d52a0c69a"},
+    {file = "watchfiles-1.0.5-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:839ebd0df4a18c5b3c1b890145b5a3f5f64063c2a0d02b13c76d78fe5de34936"},
+    {file = "watchfiles-1.0.5-cp313-cp313-win32.whl", hash = "sha256:4a8ec1e4e16e2d5bafc9ba82f7aaecfeec990ca7cd27e84fb6f191804ed2fcfc"},
+    {file = "watchfiles-1.0.5-cp313-cp313-win_amd64.whl", hash = "sha256:f436601594f15bf406518af922a89dcaab416568edb6f65c4e5bbbad1ea45c11"},
+    {file = "watchfiles-1.0.5-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:2cfb371be97d4db374cba381b9f911dd35bb5f4c58faa7b8b7106c8853e5d225"},
+    {file = "watchfiles-1.0.5-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a3904d88955fda461ea2531fcf6ef73584ca921415d5cfa44457a225f4a42bc1"},
+    {file = "watchfiles-1.0.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2b7a21715fb12274a71d335cff6c71fe7f676b293d322722fe708a9ec81d91f5"},
+    {file = "watchfiles-1.0.5-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:dfd6ae1c385ab481766b3c61c44aca2b3cd775f6f7c0fa93d979ddec853d29d5"},
+    {file = "watchfiles-1.0.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b659576b950865fdad31fa491d31d37cf78b27113a7671d39f919828587b429b"},
+    {file = "watchfiles-1.0.5-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1909e0a9cd95251b15bff4261de5dd7550885bd172e3536824bf1cf6b121e200"},
+    {file = "watchfiles-1.0.5-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:832ccc221927c860e7286c55c9b6ebcc0265d5e072f49c7f6456c7798d2b39aa"},
+    {file = "watchfiles-1.0.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:85fbb6102b3296926d0c62cfc9347f6237fb9400aecd0ba6bbda94cae15f2b3b"},
+    {file = "watchfiles-1.0.5-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:15ac96dd567ad6c71c71f7b2c658cb22b7734901546cd50a475128ab557593ca"},
+    {file = "watchfiles-1.0.5-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:4b6227351e11c57ae997d222e13f5b6f1f0700d84b8c52304e8675d33a808382"},
+    {file = "watchfiles-1.0.5-cp39-cp39-win32.whl", hash = "sha256:974866e0db748ebf1eccab17862bc0f0303807ed9cda465d1324625b81293a18"},
+    {file = "watchfiles-1.0.5-cp39-cp39-win_amd64.whl", hash = "sha256:9848b21ae152fe79c10dd0197304ada8f7b586d3ebc3f27f43c506e5a52a863c"},
+    {file = "watchfiles-1.0.5-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:f59b870db1f1ae5a9ac28245707d955c8721dd6565e7f411024fa374b5362d1d"},
+    {file = "watchfiles-1.0.5-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:9475b0093767e1475095f2aeb1d219fb9664081d403d1dff81342df8cd707034"},
+    {file = "watchfiles-1.0.5-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fc533aa50664ebd6c628b2f30591956519462f5d27f951ed03d6c82b2dfd9965"},
+    {file = "watchfiles-1.0.5-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fed1cd825158dcaae36acce7b2db33dcbfd12b30c34317a88b8ed80f0541cc57"},
+    {file = "watchfiles-1.0.5-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:554389562c29c2c182e3908b149095051f81d28c2fec79ad6c8997d7d63e0009"},
+    {file = "watchfiles-1.0.5-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:a74add8d7727e6404d5dc4dcd7fac65d4d82f95928bbee0cf5414c900e86773e"},
+    {file = "watchfiles-1.0.5-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb1489f25b051a89fae574505cc26360c8e95e227a9500182a7fe0afcc500ce0"},
+    {file = "watchfiles-1.0.5-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0901429650652d3f0da90bad42bdafc1f9143ff3605633c455c999a2d786cac"},
+    {file = "watchfiles-1.0.5.tar.gz", hash = "sha256:b7529b5dcc114679d43827d8c35a07c493ad6f083633d573d81c660abc5979e9"},
+]
+
+[package.dependencies]
+anyio = ">=3.0.0"
+
 [[package]]
 name = "wcwidth"
 version = "0.2.13"
@@ -3673,4 +4109,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9"
-content-hash = "770dcaa5816fffb667b5e3639c0ee5add24df0a99bb9a89a6d8fb2c4a79fb185"
+content-hash = "0001cc74cd9b037ecf88f7c9eaa485f80d0da9030790f555b9ab9ad487359f04"
diff --git a/libs/langgraph/pyproject.toml b/libs/langgraph/pyproject.toml
index c45b5f989..0cc7f8f4c 100644
--- a/libs/langgraph/pyproject.toml
+++ b/libs/langgraph/pyproject.toml
@@ -40,6 +40,7 @@ pyperf = "^2.7.0"
 py-spy = "^0.3.14"
 types-requests = "^2.32.0.20240914"
 pycryptodome = "^3.21.0"
+langgraph-cli = {extras = ["inmem"], version = "^0.2.8"}
 
 [tool.ruff]
 lint.select = [ "E", "F", "I", "TID251", "UP" ]
diff --git a/libs/langgraph/tests/conftest.py b/libs/langgraph/tests/conftest.py
index 5bfec63bd..633280b87 100644
--- a/libs/langgraph/tests/conftest.py
+++ b/libs/langgraph/tests/conftest.py
@@ -1,10 +1,13 @@
+import subprocess
 import sys
+import time
 from collections.abc import AsyncIterator
 from contextlib import asynccontextmanager
 from typing import Optional
 from uuid import UUID, uuid4
 
 import pytest
+import requests
 from langchain_core import __version__ as core_version
 from packaging import version
 from psycopg import AsyncConnection, Connection
@@ -441,6 +444,55 @@ async def awith_store(store_name: Optional[str]) -> AsyncIterator[BaseStore]:
         raise NotImplementedError(f"Unknown store {store_name}")
 
 
+@pytest.fixture(scope="session", autouse=True)
+def dev_server():
+    # Command to start the dev server
+    if sys.version_info < (3, 11):
+        # We'll skip these tests
+        yield
+        return
+    cmd = [
+        "poetry",
+        "run",
+        "langgraph",
+        "dev",
+        "--config",
+        "tests/example_app/langgraph.json",
+        "--no-browser",
+        "--port",
+        "2024",
+    ]
+    server = subprocess.Popen(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
+    url = "http://localhost:2024/ok"
+    timeout = 30
+    start = time.time()
+    while True:
+        if server.poll() is not None:
+            out, err = server.communicate()
+            raise RuntimeError(
+                f"Dev server exited early.\nstdout: {out.decode()}\nstderr: {err.decode()}"
+            )
+        try:
+            resp = requests.get(url)
+            if resp.status_code == 200:
+                break
+        except Exception:
+            pass
+        if time.time() - start > timeout:
+            server.terminate()
+            out, err = server.communicate()
+            raise TimeoutError(
+                f"Timed out waiting for dev server to start.\nstdout: {out.decode()}\nstderr: {err.decode()}"
+            )
+        time.sleep(0.25)
+    yield
+    server.terminate()
+    try:
+        server.wait(timeout=10)
+    except subprocess.TimeoutExpired:
+        server.kill()
+
+
 SHALLOW_CHECKPOINTERS_SYNC = ["postgres_shallow"]
 REGULAR_CHECKPOINTERS_SYNC = [
     "memory",
diff --git a/libs/langgraph/tests/example_app/example_graph.py b/libs/langgraph/tests/example_app/example_graph.py
new file mode 100644
index 000000000..2a3f2a52c
--- /dev/null
+++ b/libs/langgraph/tests/example_app/example_graph.py
@@ -0,0 +1,89 @@
+from typing import Annotated
+
+from langchain_core.messages import AIMessage, BaseMessage, ToolMessage
+from langchain_core.tools import tool
+from typing_extensions import TypedDict
+
+from langgraph.func import entrypoint, task
+from langgraph.graph.message import add_messages
+from tests.fake_chat import FakeChatModel
+
+
+class AgentState(TypedDict):
+    messages: Annotated[list[BaseMessage], add_messages]
+
+
+@tool
+def search_api(query: str) -> str:
+    """Searches the API for the query."""
+    return f"result for {query}"
+
+
+tools = [search_api]
+tools_by_name = {t.name: t for t in tools}
+
+
+def get_model():
+    model = FakeChatModel(
+        messages=[
+            AIMessage(
+                id="ai1",
+                content="",
+                tool_calls=[
+                    {
+                        "id": "tool_call123",
+                        "name": "search_api",
+                        "args": {"query": "query"},
+                    },
+                ],
+            ),
+            AIMessage(
+                id="ai2",
+                content="",
+                tool_calls=[
+                    {
+                        "id": "tool_call234",
+                        "name": "search_api",
+                        "args": {"query": "another", "idx": 0},
+                    },
+                    {
+                        "id": "tool_call567",
+                        "name": "search_api",
+                        "args": {"query": "a third one", "idx": 1},
+                    },
+                ],
+            ),
+            AIMessage(id="ai3", content="answer"),
+        ]
+    )
+    return model
+
+
+@task
+def foo():
+    return "foo"
+
+
+@entrypoint()
+async def app(state: AgentState) -> AgentState:
+    model = get_model()
+    max_steps = 100
+    messages = state["messages"][:]
+    await foo()  # Very useful call here ya know.
+    for _ in range(max_steps):
+        message = await model.ainvoke(messages)
+        messages.append(message)
+        if not message.tool_calls:
+            break
+        # Assume it's the search tool
+        tool_results = await search_api.abatch(
+            [t["args"]["query"] for t in message.tool_calls]
+        )
+        messages.extend(
+            [
+                ToolMessage(content=tool_res, tool_call_id=tc["id"])
+                for tc, tool_res in zip(message.tool_calls, tool_results)
+            ]
+        )
+
+    return entrypoint.final(value=messages[-1], save={"messages": messages})
diff --git a/libs/langgraph/tests/example_app/langgraph.json b/libs/langgraph/tests/example_app/langgraph.json
new file mode 100644
index 000000000..5509e0d68
--- /dev/null
+++ b/libs/langgraph/tests/example_app/langgraph.json
@@ -0,0 +1,7 @@
+{
+  "$schema": "https://raw.githubusercontent.com/langchain-ai/langgraph/refs/heads/main/libs/cli/schemas/schema.json",
+  "graphs": {
+    "app": "tests/example_app/example_graph.py:app"
+  },
+  "dependencies": ["tests/example_app"]
+}
diff --git a/libs/langgraph/tests/example_app/requirements.txt b/libs/langgraph/tests/example_app/requirements.txt
new file mode 100644
index 000000000..b3557ec4e
--- /dev/null
+++ b/libs/langgraph/tests/example_app/requirements.txt
@@ -0,0 +1,2 @@
+langchain-core
+-e .
\ No newline at end of file
diff --git a/libs/langgraph/tests/test_remote_graph.py b/libs/langgraph/tests/test_remote_graph.py
index 356a8c7d5..c219086a8 100644
--- a/libs/langgraph/tests/test_remote_graph.py
+++ b/libs/langgraph/tests/test_remote_graph.py
@@ -1,19 +1,30 @@
+import re
+import sys
+from typing import Annotated, Union
 from unittest.mock import AsyncMock, MagicMock
 
 import pytest
+from langchain_core.messages import AnyMessage, BaseMessage
 from langchain_core.runnables import RunnableConfig
-from langchain_core.runnables.graph import (
-    Edge as DrawableEdge,
-)
-from langchain_core.runnables.graph import (
-    Node as DrawableNode,
-)
+from langchain_core.runnables.graph import Edge as DrawableEdge
+from langchain_core.runnables.graph import Node as DrawableNode
 from langgraph_sdk.schema import StreamPart
+from typing_extensions import TypedDict
 
 from langgraph.errors import GraphInterrupt
+from langgraph.graph import StateGraph, add_messages
+from langgraph.pregel import Pregel
 from langgraph.pregel.remote import RemoteGraph
 from langgraph.pregel.types import StateSnapshot
 from langgraph.types import Interrupt
+from tests.example_app.example_graph import app
+
+pytestmark = pytest.mark.anyio
+
+NEEDS_CONTEXTVARS = pytest.mark.skipif(
+    sys.version_info < (3, 11),
+    reason="Python 3.11+ is required for async contextvars support",
+)
 
 
 def test_with_config():
@@ -963,3 +974,131 @@ def test_sanitize_config():
     assert sanitized["metadata"]["level1"]["level2"]["level3"]["dict"] == {
         "a": {"b": {"c": "d"}}
     }
+
+
+"""Test RemoteGraph against an actual server."""
+
+
+@pytest.fixture
+def remote_graph() -> RemoteGraph:
+    return RemoteGraph("app", url="http://localhost:2024")
+
+
+@pytest.fixture
+def nested_remote_graph(remote_graph: RemoteGraph) -> Pregel:
+    class State(TypedDict):
+        messages: Annotated[list[AnyMessage], add_messages]
+
+    return (
+        StateGraph(State)
+        .add_node("nested", remote_graph)
+        .add_edge("__start__", "nested")
+        .compile(name="nested_remote_graph")
+    )
+
+
+@pytest.fixture
+async def nested_graph() -> Pregel:
+    class State(TypedDict):
+        messages: Annotated[list[AnyMessage], add_messages]
+
+    return (
+        StateGraph(State)
+        .add_node("nested", app)
+        .add_edge("__start__", "nested")
+        .compile(name="nested_graph")
+    )
+
+
+def get_message_dict(msg: Union[BaseMessage, dict]):
+    # just get the core stuff from within the message
+    if isinstance(msg, dict):
+        return {
+            "content": msg.get("content"),
+            "type": msg.get("type"),
+            "name": msg.get("name"),
+            "tool_calls": msg.get("tool_calls"),
+            "invalid_tool_calls": msg.get("invalid_tool_calls"),
+        }
+    return {
+        "content": msg.content,
+        "type": msg.type,
+        "name": msg.name,
+        "tool_calls": getattr(msg, "tool_calls", None),
+        "invalid_tool_calls": getattr(msg, "invalid_tool_calls", None),
+    }
+
+
+@NEEDS_CONTEXTVARS
+async def test_remote_graph_basic_invoke(remote_graph: RemoteGraph) -> None:
+    # Basic smoke test of the remote graph
+    response = await remote_graph.ainvoke(
+        {"messages": [{"role": "user", "content": "hello"}]}
+    )
+    assert response == {
+        "content": "answer",
+        "additional_kwargs": {},
+        "response_metadata": {},
+        "type": "ai",
+        "name": None,
+        "id": "ai3",
+        "example": False,
+        "tool_calls": [],
+        "invalid_tool_calls": [],
+        "usage_metadata": None,
+    }
+
+
+class monotonic_uid:
+    def __init__(self):
+        self._uid = 0
+
+    def __call__(self, match=None):
+        val = self._uid
+        self._uid += 1
+        hexval = f"{val:032x}"
+        uuid_str = f"{hexval[:8]}-{hexval[8:12]}-{hexval[12:16]}-{hexval[16:20]}-{hexval[20:32]}"
+        return uuid_str
+
+
+uid_pattern = re.compile(
+    r"[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{12}"
+)
+
+
+@NEEDS_CONTEXTVARS
+async def test_remote_graph_stream_messages_tuple(
+    nested_graph: Pregel, nested_remote_graph: Pregel
+) -> None:
+    events = []
+    namespaces = []
+    uid_generator = monotonic_uid()
+    async for ns, messages in nested_remote_graph.astream(
+        {"messages": [{"role": "user", "content": "hello"}]},
+        stream_mode="messages",
+        subgraphs=True,
+    ):
+        events.extend(messages)
+        namespaces.append(
+            tuple(uid_pattern.sub(uid_generator, ns_part) for ns_part in ns)
+        )
+    inmem_events = []
+    inmem_namespaces = []
+    uid_generator = monotonic_uid()
+    async for ns, messages in nested_graph.astream(
+        {"messages": [{"role": "user", "content": "hello"}]},
+        stream_mode="messages",
+        subgraphs=True,
+    ):
+        inmem_events.extend(messages)
+        inmem_namespaces.append(
+            tuple(uid_pattern.sub(uid_generator, ns_part) for ns_part in ns)
+        )
+    assert len(events) == len(inmem_events)
+    assert len(namespaces) == len(inmem_namespaces)
+
+    coerced_events = [get_message_dict(e) for e in events]
+    coerced_inmem_events = [get_message_dict(e) for e in inmem_events]
+    assert coerced_events == coerced_inmem_events
+    # TODO: Fix the namespace matching in the next api release.
+    # assert namespaces == inmem_namespaces