diff --git a/README.md b/README.md
index 43a71cc..2d740d1 100644
--- a/README.md
+++ b/README.md
@@ -29,6 +29,13 @@ For tracking and metrics, DeepNext integrates with LangSmith. Set up your creden
 
 [See configuration details](https://stxnext.github.io/deep-next/configuration.html)
 
+## LangGraph Studio
+You can view Deep Next workflow graph in LangGraph Studio, to do this invoke in a console:
+```
+langgraph dev
+```
+It will redirect you to [LangSmith UI](https://smith.langchain.com/), log in and you can see the graph.
+
 ## Roadmap
 
 - **May 2025**: First public release (for registered STX Next employees)
diff --git a/langgraph.json b/langgraph.json
new file mode 100644
index 0000000..886d5fb
--- /dev/null
+++ b/langgraph.json
@@ -0,0 +1,7 @@
+{
+  "dependencies": ["."],
+  "graphs": {
+    "agent": "./libs/core/deep_next/core/graph.py:deep_next_graph_studio"
+  },
+  "env": ".env"
+}
diff --git a/libs/core/deep_next/core/base_graph.py b/libs/core/deep_next/core/base_graph.py
index c2281f4..85798ea 100644
--- a/libs/core/deep_next/core/base_graph.py
+++ b/libs/core/deep_next/core/base_graph.py
@@ -24,26 +24,32 @@ def __init__(
         self._setup_fn = setup_fn
         self._teardown_fn = teardown_fn
 
-        self.__dict__.update(self._compiled_graph.__dict__)
+        self.__dict__.update(self._compiled_graph.__dict__)  # ?
+
+    def __getattr__(self, name):
+        return getattr(self._compiled_graph, name)
 
     def invoke(self, *args: Any, **kwargs: Any) -> dict[str, Any]:
         """Run setup -> original invoke -> teardown."""
         state = kwargs.get("input", args[0])
-
         self._setup_fn(state)
-
         try:
             return self._compiled_graph.invoke(*args, **kwargs)
         finally:
             self._teardown_fn(state)
 
+    def copy(self, update=None):
+        """Let Studio clone the real compiled graph."""
+        return self._compiled_graph.copy(update)
+
 
 class BaseGraph(StateGraph, ABC):
     def __init__(
         self,
-        state_cls: type[BaseModel | BaseModel],
+        state_cls: type[BaseModel],
+        config_schema: type | None = None,  # ADD THIS
     ):
-        super().__init__(state_cls)
+        super().__init__(state_cls, config_schema=config_schema)
         self.setup_fn = lambda _: None
         self.teardown_fn = lambda _: None
         self._build()
diff --git a/libs/core/deep_next/core/graph.py b/libs/core/deep_next/core/graph.py
index 7744ac7..ba580ec 100644
--- a/libs/core/deep_next/core/graph.py
+++ b/libs/core/deep_next/core/graph.py
@@ -1,6 +1,6 @@
 import textwrap
 from pathlib import Path
-from typing import Literal
+from typing import Literal, TypedDict
 
 from deep_next.common.common import prepare_issue_statement
 from deep_next.core.base_graph import BaseGraph
@@ -12,11 +12,18 @@
     gather_project_knowledge_graph,
 )
 from deep_next.core.steps.implement.graph import implement_graph
+from langchain_core.runnables import RunnableConfig
 from langgraph.graph import END, START
 from loguru import logger
 from pydantic import BaseModel, Field
 
 
+class DeepNextGraphConfig(TypedDict):
+    root: str
+    problem_statement: str
+    hints: str
+
+
 class DeepNextResult(BaseModel):
     """Response model for DeepNext."""
 
@@ -159,7 +166,7 @@ class DeepNextGraph(BaseGraph):
     """Main graph for DeepNext."""
 
     def __init__(self):
-        super().__init__(_State)
+        super().__init__(_State, config_schema=DeepNextGraphConfig)
 
     def _build(self):
         self.add_quick_node(_Node.gather_project_knowledge)
@@ -236,3 +243,14 @@ def __call__(
 
 if __name__ == "__main__":
     print(f"Saved to: {deep_next_graph.visualize(subgraph_depth=2)}")
+
+
+def deep_next_graph_studio(config: RunnableConfig):
+    conf = config.get("configurable", {})
+
+    config["configurable"]["thread_id"] = conf.get("thread_id", "default-thread")
+    graph = DeepNextGraph()
+    return graph.compile()
+
+
+__all__ = ["deep_next_graph_studio"]
diff --git a/poetry.lock b/poetry.lock
index 3a689cd..87923bd 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -205,19 +205,33 @@ files = [
     {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
 ]
 
+[[package]]
+name = "blockbuster"
+version = "1.5.24"
+description = "Utility to detect blocking calls in the async event loop"
+optional = false
+python-versions = ">=3.8"
+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 = "boto3"
-version = "1.38.36"
+version = "1.38.34"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "boto3-1.38.36-py3-none-any.whl", hash = "sha256:34c27d7317cadb62c0e9856e5d5aa0271ef47202d340584831048bc7ac904136"},
-    {file = "boto3-1.38.36.tar.gz", hash = "sha256:efe0aaa060f8fedd76e5c942055f051aee0432fc722d79d8830a9fd9db83593e"},
+    {file = "boto3-1.38.34-py3-none-any.whl", hash = "sha256:7d9409be63a11c1684427a9b06d6820ec72785cb275b56affe437f3709a80eb3"},
+    {file = "boto3-1.38.34.tar.gz", hash = "sha256:25e76b9fec8db8e21adaf84df0de5c58fa779be121bc327e07e920c7c0870394"},
 ]
 
 [package.dependencies]
-botocore = ">=1.38.36,<1.39.0"
+botocore = ">=1.38.34,<1.39.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.13.0,<0.14.0"
 
@@ -226,13 +240,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.38.36"
+version = "1.38.34"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "botocore-1.38.36-py3-none-any.whl", hash = "sha256:b6a50b853f6d23af9edfed89a59800c6bc1687a947cdd3492879f7d64e002d30"},
-    {file = "botocore-1.38.36.tar.gz", hash = "sha256:4a1ced1a4218bdff0ed5b46abb54570d473154ddefafa5d121a8d96e4b76ebc1"},
+    {file = "botocore-1.38.34-py3-none-any.whl", hash = "sha256:95ff2c4819498e94b321c9b5ac65d02267df93ff7ce7617323b19f19ea7cb545"},
+    {file = "botocore-1.38.34.tar.gz", hash = "sha256:a105f4d941f329aa72c43ddf42371ec4bee50ab3619fc1ef35d0005520219612"},
 ]
 
 [package.dependencies]
@@ -459,6 +473,17 @@ files = [
 [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"
+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"
@@ -472,61 +497,61 @@ files = [
 
 [[package]]
 name = "cryptography"
-version = "45.0.4"
+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"
 files = [
-    {file = "cryptography-45.0.4-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:425a9a6ac2823ee6e46a76a21a4e8342d8fa5c01e08b823c1f19a8b74f096069"},
-    {file = "cryptography-45.0.4-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:680806cf63baa0039b920f4976f5f31b10e772de42f16310a6839d9f21a26b0d"},
-    {file = "cryptography-45.0.4-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4ca0f52170e821bc8da6fc0cc565b7bb8ff8d90d36b5e9fdd68e8a86bdf72036"},
-    {file = "cryptography-45.0.4-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:f3fe7a5ae34d5a414957cc7f457e2b92076e72938423ac64d215722f6cf49a9e"},
-    {file = "cryptography-45.0.4-cp311-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:25eb4d4d3e54595dc8adebc6bbd5623588991d86591a78c2548ffb64797341e2"},
-    {file = "cryptography-45.0.4-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:ce1678a2ccbe696cf3af15a75bb72ee008d7ff183c9228592ede9db467e64f1b"},
-    {file = "cryptography-45.0.4-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:49fe9155ab32721b9122975e168a6760d8ce4cffe423bcd7ca269ba41b5dfac1"},
-    {file = "cryptography-45.0.4-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:2882338b2a6e0bd337052e8b9007ced85c637da19ef9ecaf437744495c8c2999"},
-    {file = "cryptography-45.0.4-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:23b9c3ea30c3ed4db59e7b9619272e94891f8a3a5591d0b656a7582631ccf750"},
-    {file = "cryptography-45.0.4-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:b0a97c927497e3bc36b33987abb99bf17a9a175a19af38a892dc4bbb844d7ee2"},
-    {file = "cryptography-45.0.4-cp311-abi3-win32.whl", hash = "sha256:e00a6c10a5c53979d6242f123c0a97cff9f3abed7f064fc412c36dc521b5f257"},
-    {file = "cryptography-45.0.4-cp311-abi3-win_amd64.whl", hash = "sha256:817ee05c6c9f7a69a16200f0c90ab26d23a87701e2a284bd15156783e46dbcc8"},
-    {file = "cryptography-45.0.4-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:964bcc28d867e0f5491a564b7debb3ffdd8717928d315d12e0d7defa9e43b723"},
-    {file = "cryptography-45.0.4-cp37-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6a5bf57554e80f75a7db3d4b1dacaa2764611ae166ab42ea9a72bcdb5d577637"},
-    {file = "cryptography-45.0.4-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:46cf7088bf91bdc9b26f9c55636492c1cce3e7aaf8041bbf0243f5e5325cfb2d"},
-    {file = "cryptography-45.0.4-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:7bedbe4cc930fa4b100fc845ea1ea5788fcd7ae9562e669989c11618ae8d76ee"},
-    {file = "cryptography-45.0.4-cp37-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:eaa3e28ea2235b33220b949c5a0d6cf79baa80eab2eb5607ca8ab7525331b9ff"},
-    {file = "cryptography-45.0.4-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:7ef2dde4fa9408475038fc9aadfc1fb2676b174e68356359632e980c661ec8f6"},
-    {file = "cryptography-45.0.4-cp37-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:6a3511ae33f09094185d111160fd192c67aa0a2a8d19b54d36e4c78f651dc5ad"},
-    {file = "cryptography-45.0.4-cp37-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:06509dc70dd71fa56eaa138336244e2fbaf2ac164fc9b5e66828fccfd2b680d6"},
-    {file = "cryptography-45.0.4-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:5f31e6b0a5a253f6aa49be67279be4a7e5a4ef259a9f33c69f7d1b1191939872"},
-    {file = "cryptography-45.0.4-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:944e9ccf67a9594137f942d5b52c8d238b1b4e46c7a0c2891b7ae6e01e7c80a4"},
-    {file = "cryptography-45.0.4-cp37-abi3-win32.whl", hash = "sha256:c22fe01e53dc65edd1945a2e6f0015e887f84ced233acecb64b4daadb32f5c97"},
-    {file = "cryptography-45.0.4-cp37-abi3-win_amd64.whl", hash = "sha256:627ba1bc94f6adf0b0a2e35d87020285ead22d9f648c7e75bb64f367375f3b22"},
-    {file = "cryptography-45.0.4-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:a77c6fb8d76e9c9f99f2f3437c1a4ac287b34eaf40997cfab1e9bd2be175ac39"},
-    {file = "cryptography-45.0.4-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:7aad98a25ed8ac917fdd8a9c1e706e5a0956e06c498be1f713b61734333a4507"},
-    {file = "cryptography-45.0.4-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:3530382a43a0e524bc931f187fc69ef4c42828cf7d7f592f7f249f602b5a4ab0"},
-    {file = "cryptography-45.0.4-pp310-pypy310_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:6b613164cb8425e2f8db5849ffb84892e523bf6d26deb8f9bb76ae86181fa12b"},
-    {file = "cryptography-45.0.4-pp310-pypy310_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:96d4819e25bf3b685199b304a0029ce4a3caf98947ce8a066c9137cc78ad2c58"},
-    {file = "cryptography-45.0.4-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:b97737a3ffbea79eebb062eb0d67d72307195035332501722a9ca86bab9e3ab2"},
-    {file = "cryptography-45.0.4-pp311-pypy311_pp73-macosx_10_9_x86_64.whl", hash = "sha256:4828190fb6c4bcb6ebc6331f01fe66ae838bb3bd58e753b59d4b22eb444b996c"},
-    {file = "cryptography-45.0.4-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:03dbff8411206713185b8cebe31bc5c0eb544799a50c09035733716b386e61a4"},
-    {file = "cryptography-45.0.4-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:51dfbd4d26172d31150d84c19bbe06c68ea4b7f11bbc7b3a5e146b367c311349"},
-    {file = "cryptography-45.0.4-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:0339a692de47084969500ee455e42c58e449461e0ec845a34a6a9b9bf7df7fb8"},
-    {file = "cryptography-45.0.4-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:0cf13c77d710131d33e63626bd55ae7c0efb701ebdc2b3a7952b9b23a0412862"},
-    {file = "cryptography-45.0.4-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:bbc505d1dc469ac12a0a064214879eac6294038d6b24ae9f71faae1448a9608d"},
-    {file = "cryptography-45.0.4.tar.gz", hash = "sha256:7405ade85c83c37682c8fe65554759800a4a8c54b2d96e0f8ad114d31b808d57"},
-]
-
-[package.dependencies]
-cffi = {version = ">=1.14", markers = "platform_python_implementation != \"PyPy\""}
+    {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-inline-tabs", "sphinx-rtd-theme (>=3.0.0)"]
+docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0)"]
 docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
 nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2)"]
 pep8test = ["check-sdist", "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 (==45.0.4)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+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]]
@@ -651,6 +676,16 @@ docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
 typing = ["typing-extensions (>=4.12.2)"]
 
+[[package]]
+name = "forbiddenfruit"
+version = "0.1.4"
+description = "Patch python built-in objects"
+optional = false
+python-versions = "*"
+files = [
+    {file = "forbiddenfruit-0.1.4.tar.gz", hash = "sha256:e3f7e66561a29ae129aac139a85d610dbf3dd896128187ed5454b6421f624253"},
+]
+
 [[package]]
 name = "frozenlist"
 version = "1.7.0"
@@ -1082,6 +1117,62 @@ files = [
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
+[[package]]
+name = "jsonschema-rs"
+version = "0.29.1"
+description = "A high-performance JSON Schema validator for Python"
+optional = false
+python-versions = ">=3.8"
+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"},
+    {file = "jsonschema_rs-0.29.1-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:7078d3cc635b9832ba282ec4de3af4cdaba4af74691e52aa3ea5f7d1baaa3b76"},
+    {file = "jsonschema_rs-0.29.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:30ed43c64e0d732edf32a881f0c1db340c9484f3a28c41f7da96667a49eb0f34"},
+    {file = "jsonschema_rs-0.29.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:24a14806090a5ebf1616a0047eb8049f70f3a830c460e71d5f4a78b300644ec9"},
+    {file = "jsonschema_rs-0.29.1-cp310-cp310-win32.whl", hash = "sha256:3d739419212e87219e0aa5b9b81eee726e755f606ac63f4795e37efeb9635ed9"},
+    {file = "jsonschema_rs-0.29.1-cp310-cp310-win_amd64.whl", hash = "sha256:a8fa9007e76cea86877165ebb13ed94648246a185d5eabaf9125e97636bc56e4"},
+    {file = "jsonschema_rs-0.29.1-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:b4458f1a027ab0c64e91edcb23c48220d60a503e741030bcf260fbbe12979ad2"},
+    {file = "jsonschema_rs-0.29.1-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:faf3d90b5473bf654fd6ffb490bd6fdd2e54f4034f652d1749bee963b3104ce3"},
+    {file = "jsonschema_rs-0.29.1-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:e96919483960737ea5cd8d36e0752c63b875459f31ae14b3a6e80df925b74947"},
+    {file = "jsonschema_rs-0.29.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2e70f1ff7281810327b354ecaeba6cdce7fe498483338207fe7edfae1b21c212"},
+    {file = "jsonschema_rs-0.29.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:07fef0706a5df7ba5f301a6920b28b0a4013ac06623aed96a6180e95c110b82a"},
+    {file = "jsonschema_rs-0.29.1-cp311-cp311-win32.whl", hash = "sha256:07524370bdce055d4f106b7fed1afdfc86facd7d004cbb71adeaff3e06861bf6"},
+    {file = "jsonschema_rs-0.29.1-cp311-cp311-win_amd64.whl", hash = "sha256:36fa23c85333baa8ce5bf0564fb19de3d95b7640c0cab9e3205ddc44a62fdbf0"},
+    {file = "jsonschema_rs-0.29.1-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:9fe7529faa6a84d23e31b1f45853631e4d4d991c85f3d50e6d1df857bb52b72d"},
+    {file = "jsonschema_rs-0.29.1-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:b5d7e385298f250ed5ce4928fd59fabf2b238f8167f2c73b9414af8143dfd12e"},
+    {file = "jsonschema_rs-0.29.1-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:64a29be0504731a2e3164f66f609b9999aa66a2df3179ecbfc8ead88e0524388"},
+    {file = "jsonschema_rs-0.29.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7e91defda5dfa87306543ee9b34d97553d9422c134998c0b64855b381f8b531d"},
+    {file = "jsonschema_rs-0.29.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:96f87680a6a1c16000c851d3578534ae3c154da894026c2a09a50f727bd623d4"},
+    {file = "jsonschema_rs-0.29.1-cp312-cp312-win32.whl", hash = "sha256:bcfc0d52ecca6c1b2fbeede65c1ad1545de633045d42ad0c6699039f28b5fb71"},
+    {file = "jsonschema_rs-0.29.1-cp312-cp312-win_amd64.whl", hash = "sha256:a414c162d687ee19171e2d8aae821f396d2f84a966fd5c5c757bd47df0954452"},
+    {file = "jsonschema_rs-0.29.1-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:0afee5f31a940dec350a33549ec03f2d1eda2da3049a15cd951a266a57ef97ee"},
+    {file = "jsonschema_rs-0.29.1-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:c38453a5718bcf2ad1b0163d128814c12829c45f958f9407c69009d8b94a1232"},
+    {file = "jsonschema_rs-0.29.1-cp313-cp313-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:5dc8bdb1067bf4f6d2f80001a636202dc2cea027b8579f1658ce8e736b06557f"},
+    {file = "jsonschema_rs-0.29.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4bcfe23992623a540169d0845ea8678209aa2fe7179941dc7c512efc0c2b6b46"},
+    {file = "jsonschema_rs-0.29.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f2a526c0deacd588864d3400a0997421dffef6fe1df5cfda4513a453c01ad42"},
+    {file = "jsonschema_rs-0.29.1-cp313-cp313-win32.whl", hash = "sha256:68acaefb54f921243552d15cfee3734d222125584243ca438de4444c5654a8a3"},
+    {file = "jsonschema_rs-0.29.1-cp313-cp313-win_amd64.whl", hash = "sha256:1c4e5a61ac760a2fc3856a129cc84aa6f8fba7b9bc07b19fe4101050a8ecc33c"},
+    {file = "jsonschema_rs-0.29.1-cp38-cp38-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:b46c4769204ff3a5af62eecd5443bf3a65a4094af02da6cb284d8df054193c7c"},
+    {file = "jsonschema_rs-0.29.1-cp38-cp38-macosx_10_12_x86_64.whl", hash = "sha256:a456a6567ddc24e8390e67c698d68f74737f3f7047fdce86a7b655c737852955"},
+    {file = "jsonschema_rs-0.29.1-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:0b493b4837d0423f9b4bb455f6f6ff001529fa522216e347addfa0517644895d"},
+    {file = "jsonschema_rs-0.29.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:57ad422c7971cdb535408a130be767dd176e231ca756e42bc16098d6357bbfc5"},
+    {file = "jsonschema_rs-0.29.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0808b3d78034a256ffdd10b6ffd67e8115b9258c692b972f353ee6ed4a4ff3c6"},
+    {file = "jsonschema_rs-0.29.1-cp38-cp38-win32.whl", hash = "sha256:0a561d3b87075cd347a5a605799d60194aea4d923de6d4082ca854d2444ea8d7"},
+    {file = "jsonschema_rs-0.29.1-cp38-cp38-win_amd64.whl", hash = "sha256:6cd5023eca31479473e87f39be87a4e31f5c879cfc403f610e985e18244c4c31"},
+    {file = "jsonschema_rs-0.29.1-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:d72c3b2a24936fde3f9cb3befec470e5ea23cf844f098f30f57d683630771cdf"},
+    {file = "jsonschema_rs-0.29.1-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:6142c8041f73a2dd67d7540f0609bd95e101f3d893d04471338e2508488319f4"},
+    {file = "jsonschema_rs-0.29.1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:e27b0a8114643cacd6dda7796d40555b393605ca21cc0384505b9ffda4106d12"},
+    {file = "jsonschema_rs-0.29.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b888c984640245f99dfd19397cb4723cd8c1781295427af50c995c49c616d561"},
+    {file = "jsonschema_rs-0.29.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:43e7ea704031aeff7fed671c7c71c01118710d6ebe0144114afaa944789a88f1"},
+    {file = "jsonschema_rs-0.29.1-cp39-cp39-win32.whl", hash = "sha256:ce58eef1742c8dadbf50318085d77ccbe81e30f4bf05ce42eb710403641c6cf2"},
+    {file = "jsonschema_rs-0.29.1-cp39-cp39-win_amd64.whl", hash = "sha256:d1a2b3f1c756579fc82b7d29def521e9532d6739b527ef446208ba5dd7e516e9"},
+    {file = "jsonschema_rs-0.29.1.tar.gz", hash = "sha256:a9f896a9e4517630374f175364705836c22f09d5bd5bbb06ec0611332b6702fd"},
+]
+
+[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 = "langchain"
 version = "0.3.25"
@@ -1273,6 +1364,38 @@ langgraph-sdk = ">=0.1.42"
 pydantic = ">=2.7.4"
 xxhash = ">=3.5.0"
 
+[[package]]
+name = "langgraph-api"
+version = "0.2.48"
+description = ""
+optional = false
+python-versions = ">=3.11"
+files = [
+    {file = "langgraph_api-0.2.48-py3-none-any.whl", hash = "sha256:7692dcdc56d7b339dc35a75c48cb6236e83c2618045cf4b1135aac3b67c3201a"},
+    {file = "langgraph_api-0.2.48.tar.gz", hash = "sha256:8a5e2b4443c72d58c1d8e23cddc165164e205c32fb5ff45b433cb668dac68613"},
+]
+
+[package.dependencies]
+cloudpickle = ">=3.0.0"
+cryptography = ">=42.0.0,<45.0"
+httpx = ">=0.25.0"
+jsonschema-rs = ">=0.20.0,<0.30"
+langchain-core = ">=0.3.64"
+langgraph = ">=0.3.27"
+langgraph-checkpoint = ">=2.0.23"
+langgraph-runtime-inmem = ">=0.2.0,<0.3"
+langgraph-sdk = ">=0.1.66"
+langsmith = ">=0.3.45"
+orjson = ">=3.9.7"
+pyjwt = ">=2.9.0"
+sse-starlette = ">=2.1.0,<2.2.0"
+starlette = ">=0.38.6"
+structlog = ">=24.1.0,<26"
+tenacity = ">=8.0.0"
+truststore = ">=0.1"
+uvicorn = ">=0.26.0"
+watchfiles = ">=0.13"
+
 [[package]]
 name = "langgraph-checkpoint"
 version = "2.0.26"
@@ -1288,6 +1411,27 @@ files = [
 langchain-core = {version = ">=0.2.38", markers = "python_version < \"4.0\""}
 ormsgpack = ">=1.8.0,<2.0.0"
 
+[[package]]
+name = "langgraph-cli"
+version = "0.2.12"
+description = "CLI for interacting with LangGraph API"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "langgraph_cli-0.2.12-py3-none-any.whl", hash = "sha256:ee38475233056c6e033d8cee0053d1d82c24b50054d8a77facbce2f416a05b32"},
+    {file = "langgraph_cli-0.2.12.tar.gz", hash = "sha256:1b3ec6017c80bdde833451d4372f5681909f73964f9cf5c84e344099faf0de09"},
+]
+
+[package.dependencies]
+click = ">=8.1.7"
+langgraph-api = {version = ">=0.1.20", optional = true, markers = "python_version >= \"3.11\" and extra == \"inmem\""}
+langgraph-runtime-inmem = {version = ">=0.0.8", optional = true, markers = "python_version >= \"3.11\" and extra == \"inmem\""}
+langgraph-sdk = {version = ">=0.1.0", markers = "python_version >= \"3.11\""}
+python-dotenv = {version = ">=0.8.0", optional = true, markers = "extra == \"inmem\""}
+
+[package.extras]
+inmem = ["langgraph-api (>=0.1.20)", "langgraph-runtime-inmem (>=0.0.8)", "python-dotenv (>=0.8.0)"]
+
 [[package]]
 name = "langgraph-prebuilt"
 version = "0.2.2"
@@ -1303,6 +1447,25 @@ files = [
 langchain-core = ">=0.3.22"
 langgraph-checkpoint = ">=2.0.10"
 
+[[package]]
+name = "langgraph-runtime-inmem"
+version = "0.2.1"
+description = "Inmem implementation for the LangGraph API server."
+optional = false
+python-versions = ">=3.11.0"
+files = [
+    {file = "langgraph_runtime_inmem-0.2.1-py3-none-any.whl", hash = "sha256:538414bdb6102d3a27bc0ccbe240567037d92fa476a946b6118d4b65ab8d8474"},
+    {file = "langgraph_runtime_inmem-0.2.1.tar.gz", hash = "sha256:55964010566d3bb7b9b38ca4b3279eeabd7d23f9f64d2ffa659d89c618531c31"},
+]
+
+[package.dependencies]
+blockbuster = ">=1.5.24,<2.0.0"
+langgraph = ">=0.2"
+langgraph-checkpoint = ">=2.0.25"
+sse-starlette = ">=2"
+starlette = ">=0.37"
+structlog = ">23"
+
 [[package]]
 name = "langgraph-sdk"
 version = "0.1.70"
@@ -2021,13 +2184,13 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.11.6"
+version = "2.11.5"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "pydantic-2.11.6-py3-none-any.whl", hash = "sha256:a24478d2be1b91b6d3bc9597439f69ed5e87f68ebd285d86f7c7932a084b72e7"},
-    {file = "pydantic-2.11.6.tar.gz", hash = "sha256:12b45cfb4af17e555d3c6283d0b55271865fb0b43cc16dd0d52749dc7abf70e7"},
+    {file = "pydantic-2.11.5-py3-none-any.whl", hash = "sha256:f9c26ba06f9747749ca1e5c94d6a85cb84254577553c8785576fd38fa64dc0f7"},
+    {file = "pydantic-2.11.5.tar.gz", hash = "sha256:7f853db3d0ce78ce8bbb148c401c2cdd6431b3473c0cdff2755c7690952a7b7a"},
 ]
 
 [package.dependencies]
@@ -2920,6 +3083,53 @@ postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
 sqlcipher = ["sqlcipher3_binary"]
 
+[[package]]
+name = "sse-starlette"
+version = "2.1.3"
+description = "SSE plugin for Starlette"
+optional = false
+python-versions = ">=3.8"
+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 = "starlette"
+version = "0.47.0"
+description = "The little ASGI library that shines."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "starlette-0.47.0-py3-none-any.whl", hash = "sha256:9d052d4933683af40ffd47c7465433570b4949dc937e20ad1d73b34e72f10c37"},
+    {file = "starlette-0.47.0.tar.gz", hash = "sha256:1f64887e94a447fed5f23309fb6890ef23349b7e478faa7b24a851cd4eb844af"},
+]
+
+[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 = "25.4.0"
+description = "Structured Logging for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "structlog-25.4.0-py3-none-any.whl", hash = "sha256:fe809ff5c27e557d14e613f45ca441aabda051d119ee5a0102aaba6ce40eed2c"},
+    {file = "structlog-25.4.0.tar.gz", hash = "sha256:186cd1b0a8ae762e29417095664adf1d6a31702160a46dacb7796ea82f7409e4"},
+]
+
 [[package]]
 name = "tenacity"
 version = "9.1.2"
@@ -3003,6 +3213,17 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
+[[package]]
+name = "truststore"
+version = "0.10.1"
+description = "Verify certificates using native system trust stores"
+optional = false
+python-versions = ">=3.10"
+files = [
+    {file = "truststore-0.10.1-py3-none-any.whl", hash = "sha256:b64e6025a409a43ebdd2807b0c41c8bff49ea7ae6550b5087ac6df6619352d4c"},
+    {file = "truststore-0.10.1.tar.gz", hash = "sha256:eda021616b59021812e800fa0a071e51b266721bef3ce092db8a699e21c63539"},
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.14.0"
@@ -3070,6 +3291,24 @@ brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotl
 secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
+[[package]]
+name = "uvicorn"
+version = "0.34.3"
+description = "The lightning-fast ASGI server."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "uvicorn-0.34.3-py3-none-any.whl", hash = "sha256:16246631db62bdfbf069b0645177d6e8a77ba950cfedbfd093acef9444e4d885"},
+    {file = "uvicorn-0.34.3.tar.gz", hash = "sha256:35919a9a979d7a59334b6b10e05d77c1d0d574c50e0fc98b8b1a0f165708b55a"},
+]
+
+[package.dependencies]
+click = ">=7.0"
+h11 = ">=0.8"
+
+[package.extras]
+standard = ["colorama (>=0.4)", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+
 [[package]]
 name = "virtualenv"
 version = "20.31.2"
@@ -3090,6 +3329,89 @@ platformdirs = ">=3.9.1,<5"
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
 test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
+[[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"
+files = [
+    {file = "watchfiles-1.0.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:5c40fe7dd9e5f81e0847b1ea64e1f5dd79dd61afbedb57759df06767ac719b40"},
+    {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"},
+    {file = "watchfiles-1.0.5-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:830aa432ba5c491d52a15b51526c29e4a4b92bf4f92253787f9726fe01519487"},
+    {file = "watchfiles-1.0.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a16512051a822a416b0d477d5f8c0e67b67c1a20d9acecb0aafa3aa4d6e7d256"},
+    {file = "watchfiles-1.0.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bfe0cbc787770e52a96c6fda6726ace75be7f840cb327e1b08d7d54eadc3bc85"},
+    {file = "watchfiles-1.0.5-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d363152c5e16b29d66cbde8fa614f9e313e6f94a8204eaab268db52231fe5358"},
+    {file = "watchfiles-1.0.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7ee32c9a9bee4d0b7bd7cbeb53cb185cf0b622ac761efaa2eba84006c3b3a614"},
+    {file = "watchfiles-1.0.5-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:29c7fd632ccaf5517c16a5188e36f6612d6472ccf55382db6c7fe3fcccb7f59f"},
+    {file = "watchfiles-1.0.5-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:8e637810586e6fe380c8bc1b3910accd7f1d3a9a7262c8a78d4c8fb3ba6a2b3d"},
+    {file = "watchfiles-1.0.5-cp310-cp310-win32.whl", hash = "sha256:cd47d063fbeabd4c6cae1d4bcaa38f0902f8dc5ed168072874ea11d0c7afc1ff"},
+    {file = "watchfiles-1.0.5-cp310-cp310-win_amd64.whl", hash = "sha256:86c0df05b47a79d80351cd179893f2f9c1b1cae49d96e8b3290c7f4bd0ca0a92"},
+    {file = "watchfiles-1.0.5-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:237f9be419e977a0f8f6b2e7b0475ababe78ff1ab06822df95d914a945eac827"},
+    {file = "watchfiles-1.0.5-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e0da39ff917af8b27a4bdc5a97ac577552a38aac0d260a859c1517ea3dc1a7c4"},
+    {file = "watchfiles-1.0.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2cfcb3952350e95603f232a7a15f6c5f86c5375e46f0bd4ae70d43e3e063c13d"},
+    {file = "watchfiles-1.0.5-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:68b2dddba7a4e6151384e252a5632efcaa9bc5d1c4b567f3cb621306b2ca9f63"},
+    {file = "watchfiles-1.0.5-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:95cf944fcfc394c5f9de794ce581914900f82ff1f855326f25ebcf24d5397418"},
+    {file = "watchfiles-1.0.5-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ecf6cd9f83d7c023b1aba15d13f705ca7b7d38675c121f3cc4a6e25bd0857ee9"},
+    {file = "watchfiles-1.0.5-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:852de68acd6212cd6d33edf21e6f9e56e5d98c6add46f48244bd479d97c967c6"},
+    {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"},
+    {file = "watchfiles-1.0.5-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:ba5552a1b07c8edbf197055bc9d518b8f0d98a1c6a73a293bc0726dce068ed01"},
+    {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 = "websockets"
 version = "10.4"
@@ -3654,4 +3976,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.11.0,<3.12.0"
-content-hash = "fe79ffd930054e030358ac885ae915e22ebe9a598857e08b133b77253e1e3857"
+content-hash = "88e3c9d5a939c760dcd935827311ca7d51ae47175d56e8ddb6624cd1fbcc72f4"
diff --git a/pyproject.toml b/pyproject.toml
index 3f2e9af..6a7f340 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,6 +21,7 @@ pydantic = "^2.10.3"
 langchain-ollama = "^0.3.2"
 pyppeteer = "^2.0.0"
 langfuse = "^2.60.5"
+langgraph-cli = {extras = ["inmem"], version = "^0.2.10"}
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.3.4"