diff --git a/libs/experimental/extended_testing_deps.txt b/libs/experimental/extended_testing_deps.txt
index 06ab41b..696fa5e 100644
--- a/libs/experimental/extended_testing_deps.txt
+++ b/libs/experimental/extended_testing_deps.txt
@@ -6,3 +6,4 @@ sentence-transformers>=2,<3
 jinja2>=3,<4
 pandas>=2.0.1,<3
 tabulate>=0.9.0,<1
+boto3>=1.35.84,<2
\ No newline at end of file
diff --git a/libs/experimental/langchain_experimental/agents/__init__.py b/libs/experimental/langchain_experimental/agents/__init__.py
index 3984834..16730e6 100644
--- a/libs/experimental/langchain_experimental/agents/__init__.py
+++ b/libs/experimental/langchain_experimental/agents/__init__.py
@@ -9,6 +9,7 @@
 """
 
 from langchain_experimental.agents.agent_toolkits import (
+    create_cloudwatch_logs_agent,
     create_csv_agent,
     create_pandas_dataframe_agent,
     create_spark_dataframe_agent,
@@ -20,4 +21,5 @@
     "create_pandas_dataframe_agent",
     "create_spark_dataframe_agent",
     "create_xorbits_agent",
+    "create_cloudwatch_logs_agent",
 ]
diff --git a/libs/experimental/langchain_experimental/agents/agent_toolkits/__init__.py b/libs/experimental/langchain_experimental/agents/agent_toolkits/__init__.py
index da32189..b14df46 100644
--- a/libs/experimental/langchain_experimental/agents/agent_toolkits/__init__.py
+++ b/libs/experimental/langchain_experimental/agents/agent_toolkits/__init__.py
@@ -1,3 +1,6 @@
+from langchain_experimental.agents.agent_toolkits.cloudwatch.base import (
+    create_cloudwatch_logs_agent,
+)
 from langchain_experimental.agents.agent_toolkits.csv.base import create_csv_agent
 from langchain_experimental.agents.agent_toolkits.pandas.base import (
     create_pandas_dataframe_agent,
@@ -16,4 +19,5 @@
     "create_spark_dataframe_agent",
     "create_python_agent",
     "create_csv_agent",
+    "create_cloudwatch_logs_agent",
 ]
diff --git a/libs/experimental/langchain_experimental/agents/agent_toolkits/cloudwatch/__init__.py b/libs/experimental/langchain_experimental/agents/agent_toolkits/cloudwatch/__init__.py
new file mode 100644
index 0000000..c93cbb0
--- /dev/null
+++ b/libs/experimental/langchain_experimental/agents/agent_toolkits/cloudwatch/__init__.py
@@ -0,0 +1 @@
+"""cloudwtach toolkit"""
diff --git a/libs/experimental/langchain_experimental/agents/agent_toolkits/cloudwatch/base.py b/libs/experimental/langchain_experimental/agents/agent_toolkits/cloudwatch/base.py
new file mode 100644
index 0000000..f04c61e
--- /dev/null
+++ b/libs/experimental/langchain_experimental/agents/agent_toolkits/cloudwatch/base.py
@@ -0,0 +1,129 @@
+import os
+from datetime import datetime, timedelta
+from typing import Any, Dict, List, Optional
+
+import boto3
+from botocore.exceptions import NoCredentialsError, PartialCredentialsError
+from langchain.agents.agent import AgentExecutor
+from langchain.agents.mrkl.base import ZeroShotAgent
+from langchain.chains.llm import LLMChain
+from langchain_core.callbacks.base import BaseCallbackManager
+from langchain_core.language_models import BaseLLM
+
+from langchain_experimental.agents.agent_toolkits.cloudwatch.prompt import (
+    PREFIX,
+    SUFFIX,
+)
+
+DEFAULT_REGION = "us-east-1"
+
+region_name = os.getenv("AWS_REGION", DEFAULT_REGION)
+
+# Initialize the boto3 client for CloudWatch Logs
+cloudwatch_logs_client = boto3.client("logs", region_name=region_name)
+
+
+def _validate_cloudwatch_client(client: Any) -> bool:
+    """Validates the CloudWatch client."""
+    try:
+        # Basic check to ensure the client is valid
+        return isinstance(client, type(client))
+    except Exception:
+        return False
+
+
+def _validate_aws_credentials() -> None:
+    try:
+        boto3.client("sts").get_caller_identity()
+    except (NoCredentialsError, PartialCredentialsError):
+        raise ValueError("AWS credentials are not configured properly.")
+
+
+def fetch_cloudwatch_logs(
+    cloudwatch_client: Any,
+    log_group_name: str,
+    start_time: datetime,
+    end_time: datetime,
+) -> str:
+    """Fetches logs from AWS CloudWatch."""
+    try:
+        response = cloudwatch_client.filter_log_events(
+            logGroupName=log_group_name,
+            startTime=int(start_time.timestamp() * 1000),
+            endTime=int(end_time.timestamp() * 1000),
+        )
+        error_keywords = ["ERROR", "Exception", "Traceback"]
+        logs = "\n".join(
+            event["message"]
+            for event in response.get("events", [])
+            if any(keyword in event["message"] for keyword in error_keywords)
+        )
+        return logs
+    except Exception as e:
+        raise ValueError(f"Error fetching logs: {e}")
+
+
+def create_cloudwatch_logs_agent(
+    llm: BaseLLM,
+    cloudwatch_client: Any,
+    log_group_name: str,
+    callback_manager: Optional[BaseCallbackManager] = None,
+    prefix: str = PREFIX,
+    suffix: str = SUFFIX,
+    input_variables: Optional[List[str]] = None,
+    verbose: bool = False,
+    return_intermediate_steps: bool = False,
+    max_iterations: Optional[int] = 15,
+    max_execution_time: Optional[float] = None,
+    early_stopping_method: str = "force",
+    agent_executor_kwargs: Optional[Dict[str, Any]] = None,
+    **kwargs: Any,
+) -> AgentExecutor:
+    """
+    Construct an AWS CloudWatch logs analyzer agent using an LLM.
+
+    """
+    if not _validate_cloudwatch_client(cloudwatch_client):
+        raise ValueError("Invalid CloudWatch client provided.")
+
+    _validate_aws_credentials()
+
+    if input_variables is None:
+        input_variables = ["logs", "input", "agent_scratchpad"]
+
+    # Fetch recent logs
+    now = datetime.utcnow()
+    ten_minutes_ago = now - timedelta(minutes=10)
+    logs = fetch_cloudwatch_logs(
+        cloudwatch_client, log_group_name, ten_minutes_ago, now
+    )
+
+    # Prompt and tools
+    tools: list = []
+    prompt = ZeroShotAgent.create_prompt(
+        tools, prefix=prefix, suffix=suffix, input_variables=input_variables
+    )
+    partial_prompt = prompt.partial(logs=logs)
+    llm_chain = LLMChain(
+        llm=llm,
+        prompt=partial_prompt,
+        callback_manager=callback_manager,
+    )
+    tool_names = [tool.name for tool in tools]
+    agent = ZeroShotAgent(  # type: ignore[call-arg]
+        llm_chain=llm_chain,
+        allowed_tools=tool_names,
+        callback_manager=callback_manager,
+        **kwargs,
+    )
+    return AgentExecutor.from_agent_and_tools(
+        agent=agent,
+        tools=tools,
+        callback_manager=callback_manager,
+        verbose=verbose,
+        return_intermediate_steps=return_intermediate_steps,
+        max_iterations=max_iterations,
+        max_execution_time=max_execution_time,
+        early_stopping_method=early_stopping_method,
+        **(agent_executor_kwargs or {}),
+    )
diff --git a/libs/experimental/langchain_experimental/agents/agent_toolkits/cloudwatch/prompt.py b/libs/experimental/langchain_experimental/agents/agent_toolkits/cloudwatch/prompt.py
new file mode 100644
index 0000000..f809607
--- /dev/null
+++ b/libs/experimental/langchain_experimental/agents/agent_toolkits/cloudwatch/prompt.py
@@ -0,0 +1,7 @@
+# flake8: noqa
+
+PREFIX = """You are an expert in log analysis for cloud-based systems."""
+
+SUFFIX = """Analyze the following logs and provide insights. Identify errors, potential issues, and recommend solutions:
+{logs}
+"""
diff --git a/libs/experimental/poetry.lock b/libs/experimental/poetry.lock
index bc5a799..148f285 100644
--- a/libs/experimental/poetry.lock
+++ b/libs/experimental/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -148,6 +148,17 @@ files = [
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
+[[package]]
+name = "antlr4-python3-runtime"
+version = "4.13.2"
+description = "ANTLR 4.13.2 runtime for Python 3"
+optional = false
+python-versions = "*"
+files = [
+    {file = "antlr4_python3_runtime-4.13.2-py3-none-any.whl", hash = "sha256:fe3835eb8d33daece0e799090eda89719dbccee7aa39ef94eed3818cafa5a7e8"},
+    {file = "antlr4_python3_runtime-4.13.2.tar.gz", hash = "sha256:909b647e1d2fc2b70180ac586df3933e38919c85f98ccc656a96cd3f25ef3916"},
+]
+
 [[package]]
 name = "anyio"
 version = "4.6.0"
@@ -319,6 +330,41 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
+[[package]]
+name = "aws-sam-translator"
+version = "1.94.0"
+description = "AWS SAM Translator is a library that transform SAM templates into AWS CloudFormation templates"
+optional = false
+python-versions = "!=4.0,<=4.0,>=3.8"
+files = [
+    {file = "aws_sam_translator-1.94.0-py3-none-any.whl", hash = "sha256:100e33eeffcfa81f7c45cadeb0ee29596ce829f6b4d2745140f04fa19a41f539"},
+    {file = "aws_sam_translator-1.94.0.tar.gz", hash = "sha256:8ec258d9f7ece72ef91c81f4edb45a2db064c16844b6afac90c575893beaa391"},
+]
+
+[package.dependencies]
+boto3 = ">=1.19.5,<2.dev0"
+jsonschema = ">=3.2,<5"
+pydantic = ">=1.8,<1.10.15 || >1.10.15,<1.10.17 || >1.10.17,<3"
+typing-extensions = ">=4.4"
+
+[package.extras]
+dev = ["black (==24.3.0)", "boto3 (>=1.23,<2)", "boto3-stubs[appconfig,serverlessrepo] (>=1.19.5,<2.dev0)", "coverage (>=5.3,<8)", "dateparser (>=1.1,<2.0)", "mypy (>=1.3.0,<1.4.0)", "parameterized (>=0.7,<1.0)", "pytest (>=6.2,<8)", "pytest-cov (>=2.10,<5)", "pytest-env (>=0.6,<1)", "pytest-rerunfailures (>=9.1,<12)", "pytest-xdist (>=2.5,<4)", "pyyaml (>=6.0,<7.0)", "requests (>=2.28,<3.0)", "ruamel.yaml (==0.17.21)", "ruff (>=0.4.5,<0.5.0)", "tenacity (>=8.0,<9.0)", "types-PyYAML (>=6.0,<7.0)", "types-jsonschema (>=3.2,<4.0)"]
+
+[[package]]
+name = "aws-xray-sdk"
+version = "2.14.0"
+description = "The AWS X-Ray SDK for Python (the SDK) enables Python developers to record and emit information from within their applications to the AWS X-Ray service."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "aws_xray_sdk-2.14.0-py2.py3-none-any.whl", hash = "sha256:cfbe6feea3d26613a2a869d14c9246a844285c97087ad8f296f901633554ad94"},
+    {file = "aws_xray_sdk-2.14.0.tar.gz", hash = "sha256:aab843c331af9ab9ba5cefb3a303832a19db186140894a523edafc024cc0493c"},
+]
+
+[package.dependencies]
+botocore = ">=1.11.3"
+wrapt = "*"
+
 [[package]]
 name = "babel"
 version = "2.16.0"
@@ -372,6 +418,47 @@ webencodings = "*"
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.3)"]
 
+[[package]]
+name = "boto3"
+version = "1.35.84"
+description = "The AWS SDK for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "boto3-1.35.84-py3-none-any.whl", hash = "sha256:c94fc8023caf952f8740a48fc400521bba167f883cfa547d985c05fda7223f7a"},
+    {file = "boto3-1.35.84.tar.gz", hash = "sha256:9f9bf72d92f7fdd546b974ffa45fa6715b9af7f5c00463e9d0f6ef9c95efe0c2"},
+]
+
+[package.dependencies]
+botocore = ">=1.35.84,<1.36.0"
+jmespath = ">=0.7.1,<2.0.0"
+s3transfer = ">=0.10.0,<0.11.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
+
+[[package]]
+name = "botocore"
+version = "1.35.84"
+description = "Low-level, data-driven core of boto 3."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "botocore-1.35.84-py3-none-any.whl", hash = "sha256:b4dc2ac7f54ba959429e1debbd6c7c2fb2349baa1cd63803f0682f0773dbd077"},
+    {file = "botocore-1.35.84.tar.gz", hash = "sha256:f86754882e04683e2e99a6a23377d0dd7f1fc2b2242844b2381dbe4dcd639301"},
+]
+
+[package.dependencies]
+jmespath = ">=0.7.1,<2.0.0"
+python-dateutil = ">=2.1,<3.0.0"
+urllib3 = [
+    {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""},
+    {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""},
+]
+
+[package.extras]
+crt = ["awscrt (==0.22.0)"]
+
 [[package]]
 name = "certifi"
 version = "2024.8.30"
@@ -462,6 +549,32 @@ files = [
 [package.dependencies]
 pycparser = "*"
 
+[[package]]
+name = "cfn-lint"
+version = "1.22.2"
+description = "Checks CloudFormation templates for practices and behaviour that could potentially be improved"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cfn_lint-1.22.2-py3-none-any.whl", hash = "sha256:dd8f575f3cec51f07940fd2564a20a68377937ccac2d0c25b7f94713a7ccbad2"},
+    {file = "cfn_lint-1.22.2.tar.gz", hash = "sha256:83b3fb9ada7caf94bc75b4bf13999371f74aae39bad92280fd8c9d114ba4006c"},
+]
+
+[package.dependencies]
+aws-sam-translator = ">=1.94.0"
+jsonpatch = "*"
+networkx = ">=2.4,<4"
+pyyaml = ">5.4"
+regex = "*"
+sympy = ">=1.0.0"
+typing_extensions = "*"
+
+[package.extras]
+full = ["jschema_to_python (>=1.2.3,<1.3.0)", "junit-xml (>=1.9,<2.0)", "pydot", "sarif-om (>=1.0.4,<1.1.0)"]
+graph = ["pydot"]
+junit = ["junit-xml (>=1.9,<2.0)"]
+sarif = ["jschema_to_python (>=1.2.3,<1.3.0)", "sarif-om (>=1.0.4,<1.1.0)"]
+
 [[package]]
 name = "charset-normalizer"
 version = "3.3.2"
@@ -589,6 +702,55 @@ traitlets = ">=4"
 [package.extras]
 test = ["pytest"]
 
+[[package]]
+name = "cryptography"
+version = "43.0.3"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cryptography-43.0.3-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:bf7a1932ac4176486eab36a19ed4c0492da5d97123f1406cf15e41b05e787d2e"},
+    {file = "cryptography-43.0.3-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:63efa177ff54aec6e1c0aefaa1a241232dcd37413835a9b674b6e3f0ae2bfd3e"},
+    {file = "cryptography-43.0.3-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e1ce50266f4f70bf41a2c6dc4358afadae90e2a1e5342d3c08883df1675374f"},
+    {file = "cryptography-43.0.3-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:443c4a81bb10daed9a8f334365fe52542771f25aedaf889fd323a853ce7377d6"},
+    {file = "cryptography-43.0.3-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:74f57f24754fe349223792466a709f8e0c093205ff0dca557af51072ff47ab18"},
+    {file = "cryptography-43.0.3-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:9762ea51a8fc2a88b70cf2995e5675b38d93bf36bd67d91721c309df184f49bd"},
+    {file = "cryptography-43.0.3-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:81ef806b1fef6b06dcebad789f988d3b37ccaee225695cf3e07648eee0fc6b73"},
+    {file = "cryptography-43.0.3-cp37-abi3-win32.whl", hash = "sha256:cbeb489927bd7af4aa98d4b261af9a5bc025bd87f0e3547e11584be9e9427be2"},
+    {file = "cryptography-43.0.3-cp37-abi3-win_amd64.whl", hash = "sha256:f46304d6f0c6ab8e52770addfa2fc41e6629495548862279641972b6215451cd"},
+    {file = "cryptography-43.0.3-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:8ac43ae87929a5982f5948ceda07001ee5e83227fd69cf55b109144938d96984"},
+    {file = "cryptography-43.0.3-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:846da004a5804145a5f441b8530b4bf35afbf7da70f82409f151695b127213d5"},
+    {file = "cryptography-43.0.3-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f996e7268af62598f2fc1204afa98a3b5712313a55c4c9d434aef49cadc91d4"},
+    {file = "cryptography-43.0.3-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:f7b178f11ed3664fd0e995a47ed2b5ff0a12d893e41dd0494f406d1cf555cab7"},
+    {file = "cryptography-43.0.3-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:c2e6fc39c4ab499049df3bdf567f768a723a5e8464816e8f009f121a5a9f4405"},
+    {file = "cryptography-43.0.3-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:e1be4655c7ef6e1bbe6b5d0403526601323420bcf414598955968c9ef3eb7d16"},
+    {file = "cryptography-43.0.3-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:df6b6c6d742395dd77a23ea3728ab62f98379eff8fb61be2744d4679ab678f73"},
+    {file = "cryptography-43.0.3-cp39-abi3-win32.whl", hash = "sha256:d56e96520b1020449bbace2b78b603442e7e378a9b3bd68de65c782db1507995"},
+    {file = "cryptography-43.0.3-cp39-abi3-win_amd64.whl", hash = "sha256:0c580952eef9bf68c4747774cde7ec1d85a6e61de97281f2dba83c7d2c806362"},
+    {file = "cryptography-43.0.3-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:d03b5621a135bffecad2c73e9f4deb1a0f977b9a8ffe6f8e002bf6c9d07b918c"},
+    {file = "cryptography-43.0.3-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:a2a431ee15799d6db9fe80c82b055bae5a752bef645bba795e8e52687c69efe3"},
+    {file = "cryptography-43.0.3-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:281c945d0e28c92ca5e5930664c1cefd85efe80e5c0d2bc58dd63383fda29f83"},
+    {file = "cryptography-43.0.3-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:f18c716be16bc1fea8e95def49edf46b82fccaa88587a45f8dc0ff6ab5d8e0a7"},
+    {file = "cryptography-43.0.3-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:4a02ded6cd4f0a5562a8887df8b3bd14e822a90f97ac5e544c162899bc467664"},
+    {file = "cryptography-43.0.3-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:53a583b6637ab4c4e3591a15bc9db855b8d9dee9a669b550f311480acab6eb08"},
+    {file = "cryptography-43.0.3-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:1ec0bcf7e17c0c5669d881b1cd38c4972fade441b27bda1051665faaa89bdcaa"},
+    {file = "cryptography-43.0.3-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:2ce6fae5bdad59577b44e4dfed356944fbf1d925269114c28be377692643b4ff"},
+    {file = "cryptography-43.0.3.tar.gz", hash = "sha256:315b9001266a492a6ff443b61238f956b214dbec9910a081ba5b6646a055a805"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
+
+[package.extras]
+docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"]
+docstest = ["pyenchant (>=1.6.11)", "readme-renderer", "sphinxcontrib-spelling (>=4.0.1)"]
+nox = ["nox"]
+pep8test = ["check-sdist", "click", "mypy", "ruff"]
+sdist = ["build"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["certifi", "cryptography-vectors (==43.0.3)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test-randomorder = ["pytest-randomly"]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.6.7"
@@ -668,6 +830,28 @@ files = [
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
 ]
 
+[[package]]
+name = "docker"
+version = "7.1.0"
+description = "A Python library for the Docker Engine API."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
+    {file = "docker-7.1.0.tar.gz", hash = "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c"},
+]
+
+[package.dependencies]
+pywin32 = {version = ">=304", markers = "sys_platform == \"win32\""}
+requests = ">=2.26.0"
+urllib3 = ">=1.26.0"
+
+[package.extras]
+dev = ["coverage (==7.2.7)", "pytest (==7.4.2)", "pytest-cov (==4.1.0)", "pytest-timeout (==2.1.0)", "ruff (==0.1.8)"]
+docs = ["myst-parser (==0.18.0)", "sphinx (==5.1.1)"]
+ssh = ["paramiko (>=2.4.3)"]
+websockets = ["websocket-client (>=1.3.0)"]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.2.2"
@@ -807,6 +991,20 @@ files = [
     {file = "frozenlist-1.4.1.tar.gz", hash = "sha256:c037a86e8513059a2613aaba4d817bb90b9d9b6b69aace3ce9c877e8c8ed402b"},
 ]
 
+[[package]]
+name = "graphql-core"
+version = "3.2.5"
+description = "GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL."
+optional = false
+python-versions = "<4,>=3.6"
+files = [
+    {file = "graphql_core-3.2.5-py3-none-any.whl", hash = "sha256:2f150d5096448aa4f8ab26268567bbfeef823769893b39c1a2e1409590939c8a"},
+    {file = "graphql_core-3.2.5.tar.gz", hash = "sha256:e671b90ed653c808715645e3998b7ab67d382d55467b7e2978549111bbabf8d5"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4,<5", markers = "python_version < \"3.10\""}
+
 [[package]]
 name = "greenlet"
 version = "3.1.1"
@@ -1209,6 +1407,34 @@ files = [
     {file = "jiter-0.5.0.tar.gz", hash = "sha256:1d916ba875bcab5c5f7d927df998c4cb694d27dceddf3392e58beaf10563368a"},
 ]
 
+[[package]]
+name = "jmespath"
+version = "1.0.1"
+description = "JSON Matching Expressions"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
+    {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
+]
+
+[[package]]
+name = "joserfc"
+version = "1.0.1"
+description = "The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "joserfc-1.0.1-py3-none-any.whl", hash = "sha256:ae16f56b4091181cab5148a75610bb40d2452db17d09169598605250fa40f5dd"},
+    {file = "joserfc-1.0.1.tar.gz", hash = "sha256:c4507be82d681245f461710ffca1fa809fd288f49bc3ce4dba0b1c591700a686"},
+]
+
+[package.dependencies]
+cryptography = "*"
+
+[package.extras]
+drafts = ["pycryptodome"]
+
 [[package]]
 name = "json5"
 version = "0.9.25"
@@ -1220,6 +1446,23 @@ files = [
     {file = "json5-0.9.25.tar.gz", hash = "sha256:548e41b9be043f9426776f05df8635a00fe06104ea51ed24b67f908856e151ae"},
 ]
 
+[[package]]
+name = "jsondiff"
+version = "2.2.1"
+description = "Diff JSON and JSON-like structures in Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jsondiff-2.2.1-py3-none-any.whl", hash = "sha256:b1f0f7e2421881848b1d556d541ac01a91680cfcc14f51a9b62cdf4da0e56722"},
+    {file = "jsondiff-2.2.1.tar.gz", hash = "sha256:658d162c8a86ba86de26303cd86a7b37e1b2c1ec98b569a60e2ca6180545f7fe"},
+]
+
+[package.dependencies]
+pyyaml = "*"
+
+[package.extras]
+dev = ["build", "hypothesis", "pytest", "setuptools-scm"]
+
 [[package]]
 name = "jsonpatch"
 version = "1.33"
@@ -1234,6 +1477,21 @@ files = [
 [package.dependencies]
 jsonpointer = ">=1.9"
 
+[[package]]
+name = "jsonpath-ng"
+version = "1.7.0"
+description = "A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming."
+optional = false
+python-versions = "*"
+files = [
+    {file = "jsonpath-ng-1.7.0.tar.gz", hash = "sha256:f6f5f7fd4e5ff79c785f1573b394043b39849fb2bb47bcead935d12b00beab3c"},
+    {file = "jsonpath_ng-1.7.0-py2-none-any.whl", hash = "sha256:898c93fc173f0c336784a3fa63d7434297544b7198124a68f9a3ef9597b0ae6e"},
+    {file = "jsonpath_ng-1.7.0-py3-none-any.whl", hash = "sha256:f3d7f9e848cba1b6da28c55b1c26ff915dc9e0b1ba7e752a53d6da8d5cbd00b6"},
+]
+
+[package.dependencies]
+ply = "*"
+
 [[package]]
 name = "jsonpointer"
 version = "3.0.0"
@@ -1274,6 +1532,23 @@ 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-path"
+version = "0.3.3"
+description = "JSONSchema Spec with object-oriented paths"
+optional = false
+python-versions = "<4.0.0,>=3.8.0"
+files = [
+    {file = "jsonschema_path-0.3.3-py3-none-any.whl", hash = "sha256:203aff257f8038cd3c67be614fe6b2001043408cb1b4e36576bc4921e09d83c4"},
+    {file = "jsonschema_path-0.3.3.tar.gz", hash = "sha256:f02e5481a4288ec062f8e68c808569e427d905bedfecb7f2e4c69ef77957c382"},
+]
+
+[package.dependencies]
+pathable = ">=0.4.1,<0.5.0"
+PyYAML = ">=5.1"
+referencing = ">=0.28.0,<0.36.0"
+requests = ">=2.31.0,<3.0.0"
+
 [[package]]
 name = "jsonschema-specifications"
 version = "2023.12.1"
@@ -1704,6 +1979,52 @@ pydantic = [
 ]
 requests = ">=2,<3"
 
+[[package]]
+name = "lazy-object-proxy"
+version = "1.10.0"
+description = "A fast and thorough lazy object proxy."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "lazy-object-proxy-1.10.0.tar.gz", hash = "sha256:78247b6d45f43a52ef35c25b5581459e85117225408a4128a3daf8bf9648ac69"},
+    {file = "lazy_object_proxy-1.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:855e068b0358ab916454464a884779c7ffa312b8925c6f7401e952dcf3b89977"},
+    {file = "lazy_object_proxy-1.10.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7ab7004cf2e59f7c2e4345604a3e6ea0d92ac44e1c2375527d56492014e690c3"},
+    {file = "lazy_object_proxy-1.10.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dc0d2fc424e54c70c4bc06787e4072c4f3b1aa2f897dfdc34ce1013cf3ceef05"},
+    {file = "lazy_object_proxy-1.10.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:e2adb09778797da09d2b5ebdbceebf7dd32e2c96f79da9052b2e87b6ea495895"},
+    {file = "lazy_object_proxy-1.10.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:b1f711e2c6dcd4edd372cf5dec5c5a30d23bba06ee012093267b3376c079ec83"},
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+    {file = "lazy_object_proxy-1.10.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:9a3a87cf1e133e5b1994144c12ca4aa3d9698517fe1e2ca82977781b16955658"},
+    {file = "lazy_object_proxy-1.10.0-cp39-cp39-win32.whl", hash = "sha256:30b339b2a743c5288405aa79a69e706a06e02958eab31859f7f3c04980853b70"},
+    {file = "lazy_object_proxy-1.10.0-cp39-cp39-win_amd64.whl", hash = "sha256:a899b10e17743683b293a729d3a11f2f399e8a90c73b089e29f5d0fe3509f0dd"},
+    {file = "lazy_object_proxy-1.10.0-pp310.pp311.pp312.pp38.pp39-none-any.whl", hash = "sha256:80fa48bd89c8f2f456fc0765c11c23bf5af827febacd2f523ca5bc1893fcc09d"},
+]
+
 [[package]]
 name = "markupsafe"
 version = "2.1.5"
@@ -1817,6 +2138,84 @@ files = [
     {file = "mistune-3.0.2.tar.gz", hash = "sha256:fc7f93ded930c92394ef2cb6f04a8aabab4117a91449e72dcc8dfa646a508be8"},
 ]
 
+[[package]]
+name = "moto"
+version = "5.0.24"
+description = ""
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "moto-5.0.24-py3-none-any.whl", hash = "sha256:4d826f1574849f18ddd2fcbf614d97f82c8fddfb9d95fac1078da01a39b57c10"},
+    {file = "moto-5.0.24.tar.gz", hash = "sha256:dba6426bd770fbb9d892633fbd35253cbc181eeaa0eba97d6f058720a8fe9b42"},
+]
+
+[package.dependencies]
+antlr4-python3-runtime = {version = "*", optional = true, markers = "extra == \"all\""}
+aws-xray-sdk = {version = ">=0.93,<0.96 || >0.96", optional = true, markers = "extra == \"all\""}
+boto3 = ">=1.9.201"
+botocore = ">=1.14.0,<1.35.45 || >1.35.45,<1.35.46 || >1.35.46"
+cfn-lint = {version = ">=0.40.0", optional = true, markers = "extra == \"all\""}
+cryptography = ">=35.0.0"
+docker = {version = ">=3.0.0", optional = true, markers = "extra == \"all\""}
+graphql-core = {version = "*", optional = true, markers = "extra == \"all\""}
+Jinja2 = ">=2.10.1"
+joserfc = {version = ">=0.9.0", optional = true, markers = "extra == \"all\""}
+jsondiff = {version = ">=1.1.2", optional = true, markers = "extra == \"all\""}
+jsonpath-ng = {version = "*", optional = true, markers = "extra == \"all\""}
+jsonschema = {version = "*", optional = true, markers = "extra == \"all\""}
+multipart = {version = "*", optional = true, markers = "extra == \"all\""}
+openapi-spec-validator = {version = ">=0.5.0", optional = true, markers = "extra == \"all\""}
+py-partiql-parser = {version = "0.5.6", optional = true, markers = "extra == \"all\""}
+pyparsing = {version = ">=3.0.7", optional = true, markers = "extra == \"all\""}
+python-dateutil = ">=2.1,<3.0.0"
+PyYAML = {version = ">=5.1", optional = true, markers = "extra == \"all\""}
+requests = ">=2.5"
+responses = ">=0.15.0"
+setuptools = {version = "*", optional = true, markers = "extra == \"all\""}
+werkzeug = ">=0.5,<2.2.0 || >2.2.0,<2.2.1 || >2.2.1"
+xmltodict = "*"
+
+[package.extras]
+all = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "jsonpath-ng", "jsonschema", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.6)", "pyparsing (>=3.0.7)", "setuptools"]
+apigateway = ["PyYAML (>=5.1)", "joserfc (>=0.9.0)", "openapi-spec-validator (>=0.5.0)"]
+apigatewayv2 = ["PyYAML (>=5.1)", "openapi-spec-validator (>=0.5.0)"]
+appsync = ["graphql-core"]
+awslambda = ["docker (>=3.0.0)"]
+batch = ["docker (>=3.0.0)"]
+cloudformation = ["PyYAML (>=5.1)", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.6)", "pyparsing (>=3.0.7)", "setuptools"]
+cognitoidp = ["joserfc (>=0.9.0)"]
+dynamodb = ["docker (>=3.0.0)", "py-partiql-parser (==0.5.6)"]
+dynamodbstreams = ["docker (>=3.0.0)", "py-partiql-parser (==0.5.6)"]
+events = ["jsonpath-ng"]
+glue = ["pyparsing (>=3.0.7)"]
+iotdata = ["jsondiff (>=1.1.2)"]
+proxy = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=2.5.1)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "jsonpath-ng", "multipart", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.6)", "pyparsing (>=3.0.7)", "setuptools"]
+quicksight = ["jsonschema"]
+resourcegroupstaggingapi = ["PyYAML (>=5.1)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.6)", "pyparsing (>=3.0.7)"]
+s3 = ["PyYAML (>=5.1)", "py-partiql-parser (==0.5.6)"]
+s3crc32c = ["PyYAML (>=5.1)", "crc32c", "py-partiql-parser (==0.5.6)"]
+server = ["PyYAML (>=5.1)", "antlr4-python3-runtime", "aws-xray-sdk (>=0.93,!=0.96)", "cfn-lint (>=0.40.0)", "docker (>=3.0.0)", "flask (!=2.2.0,!=2.2.1)", "flask-cors", "graphql-core", "joserfc (>=0.9.0)", "jsondiff (>=1.1.2)", "jsonpath-ng", "openapi-spec-validator (>=0.5.0)", "py-partiql-parser (==0.5.6)", "pyparsing (>=3.0.7)", "setuptools"]
+ssm = ["PyYAML (>=5.1)"]
+stepfunctions = ["antlr4-python3-runtime", "jsonpath-ng"]
+xray = ["aws-xray-sdk (>=0.93,!=0.96)", "setuptools"]
+
+[[package]]
+name = "mpmath"
+version = "1.3.0"
+description = "Python library for arbitrary-precision floating-point arithmetic"
+optional = false
+python-versions = "*"
+files = [
+    {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
+    {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
+]
+
+[package.extras]
+develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
+docs = ["sphinx"]
+gmpy = ["gmpy2 (>=2.1.0a4)"]
+tests = ["pytest (>=4.6)"]
+
 [[package]]
 name = "multidict"
 version = "6.1.0"
@@ -1921,6 +2320,21 @@ files = [
 [package.dependencies]
 typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 
+[[package]]
+name = "multipart"
+version = "1.2.1"
+description = "Parser for multipart/form-data"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "multipart-1.2.1-py3-none-any.whl", hash = "sha256:c03dc203bc2e67f6b46a599467ae0d87cf71d7530504b2c1ff4a9ea21d8b8c8c"},
+    {file = "multipart-1.2.1.tar.gz", hash = "sha256:829b909b67bc1ad1c6d4488fcdc6391c2847842b08323addf5200db88dbe9480"},
+]
+
+[package.extras]
+dev = ["build", "pytest", "pytest-cov", "twine"]
+docs = ["sphinx (>=8,<9)", "sphinx-autobuild"]
+
 [[package]]
 name = "mypy"
 version = "1.11.2"
@@ -2071,6 +2485,24 @@ files = [
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
 ]
 
+[[package]]
+name = "networkx"
+version = "3.2.1"
+description = "Python package for creating and manipulating graphs and networks"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"},
+    {file = "networkx-3.2.1.tar.gz", hash = "sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6"},
+]
+
+[package.extras]
+default = ["matplotlib (>=3.5)", "numpy (>=1.22)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
+developer = ["changelist (==0.4)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
+doc = ["nb2plots (>=0.7)", "nbconvert (<7.9)", "numpydoc (>=1.6)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.14)", "sphinx (>=7)", "sphinx-gallery (>=0.14)", "texext (>=0.6.7)"]
+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"]
+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
+
 [[package]]
 name = "notebook"
 version = "7.2.2"
@@ -2180,6 +2612,39 @@ typing-extensions = ">=4.11,<5"
 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
+[[package]]
+name = "openapi-schema-validator"
+version = "0.6.2"
+description = "OpenAPI schema validation for Python"
+optional = false
+python-versions = ">=3.8.0,<4.0.0"
+files = [
+    {file = "openapi_schema_validator-0.6.2-py3-none-any.whl", hash = "sha256:c4887c1347c669eb7cded9090f4438b710845cd0f90d1fb9e1b3303fb37339f8"},
+    {file = "openapi_schema_validator-0.6.2.tar.gz", hash = "sha256:11a95c9c9017912964e3e5f2545a5b11c3814880681fcacfb73b1759bb4f2804"},
+]
+
+[package.dependencies]
+jsonschema = ">=4.19.1,<5.0.0"
+jsonschema-specifications = ">=2023.5.2,<2024.0.0"
+rfc3339-validator = "*"
+
+[[package]]
+name = "openapi-spec-validator"
+version = "0.7.1"
+description = "OpenAPI 2.0 (aka Swagger) and OpenAPI 3 spec validator"
+optional = false
+python-versions = ">=3.8.0,<4.0.0"
+files = [
+    {file = "openapi_spec_validator-0.7.1-py3-none-any.whl", hash = "sha256:3c81825043f24ccbcd2f4b149b11e8231abce5ba84f37065e14ec947d8f4e959"},
+    {file = "openapi_spec_validator-0.7.1.tar.gz", hash = "sha256:8577b85a8268685da6f8aa30990b83b7960d4d1117e901d451b5d572605e5ec7"},
+]
+
+[package.dependencies]
+jsonschema = ">=4.18.0,<5.0.0"
+jsonschema-path = ">=0.3.1,<0.4.0"
+lazy-object-proxy = ">=1.7.1,<2.0.0"
+openapi-schema-validator = ">=0.6.0,<0.7.0"
+
 [[package]]
 name = "orjson"
 version = "3.10.7"
@@ -2294,6 +2759,17 @@ files = [
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
 testing = ["docopt", "pytest"]
 
+[[package]]
+name = "pathable"
+version = "0.4.3"
+description = "Object-oriented paths"
+optional = false
+python-versions = ">=3.7.0,<4.0.0"
+files = [
+    {file = "pathable-0.4.3-py3-none-any.whl", hash = "sha256:cdd7b1f9d7d5c8b8d3315dbf5a86b2596053ae845f056f57d97c0eefff84da14"},
+    {file = "pathable-0.4.3.tar.gz", hash = "sha256:5c869d315be50776cc8a993f3af43e0c60dc01506b399643f919034ebf4cdcab"},
+]
+
 [[package]]
 name = "pexpect"
 version = "4.9.0"
@@ -2339,6 +2815,17 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
+[[package]]
+name = "ply"
+version = "3.11"
+description = "Python Lex & Yacc"
+optional = false
+python-versions = "*"
+files = [
+    {file = "ply-3.11-py2.py3-none-any.whl", hash = "sha256:096f9b8350b65ebd2fd1346b12452efe5b9607f7482813ffca50c22722a807ce"},
+    {file = "ply-3.11.tar.gz", hash = "sha256:00c7c1aaa88358b9c765b6d3000c6eec0ba42abca5351b095321aef446081da3"},
+]
+
 [[package]]
 name = "prometheus-client"
 version = "0.21.0"
@@ -2421,6 +2908,20 @@ files = [
 [package.extras]
 tests = ["pytest"]
 
+[[package]]
+name = "py-partiql-parser"
+version = "0.5.6"
+description = "Pure Python PartiQL Parser"
+optional = false
+python-versions = "*"
+files = [
+    {file = "py_partiql_parser-0.5.6-py2.py3-none-any.whl", hash = "sha256:622d7b0444becd08c1f4e9e73b31690f4b1c309ab6e5ed45bf607fe71319309f"},
+    {file = "py_partiql_parser-0.5.6.tar.gz", hash = "sha256:6339f6bf85573a35686529fc3f491302e71dd091711dfe8df3be89a93767f97b"},
+]
+
+[package.extras]
+dev = ["black (==22.6.0)", "flake8", "mypy", "pytest"]
+
 [[package]]
 name = "pycparser"
 version = "2.22"
@@ -2590,6 +3091,20 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyparsing"
+version = "3.2.0"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "pyparsing-3.2.0-py3-none-any.whl", hash = "sha256:93d9577b88da0bbea8cc8334ee8b918ed014968fd2ec383e868fb8afb1ccef84"},
+    {file = "pyparsing-3.2.0.tar.gz", hash = "sha256:cbf74e27246d595d9a74b186b810f6fbb86726dbf3b9532efb343f6d7294fe9c"},
+]
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
+
 [[package]]
 name = "pytest"
 version = "7.4.4"
@@ -3029,6 +3544,25 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "responses"
+version = "0.25.3"
+description = "A utility library for mocking out the `requests` Python library."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "responses-0.25.3-py3-none-any.whl", hash = "sha256:521efcbc82081ab8daa588e08f7e8a64ce79b91c39f6e62199b19159bea7dbcb"},
+    {file = "responses-0.25.3.tar.gz", hash = "sha256:617b9247abd9ae28313d57a75880422d55ec63c29d33d629697590a034358dba"},
+]
+
+[package.dependencies]
+pyyaml = "*"
+requests = ">=2.30.0,<3.0"
+urllib3 = ">=1.25.10,<3.0"
+
+[package.extras]
+tests = ["coverage (>=6.0.0)", "flake8", "mypy", "pytest (>=7.0.0)", "pytest-asyncio", "pytest-cov", "pytest-httpserver", "tomli", "tomli-w", "types-PyYAML", "types-requests"]
+
 [[package]]
 name = "rfc3339-validator"
 version = "0.1.4"
@@ -3193,6 +3727,23 @@ files = [
     {file = "ruff-0.5.7.tar.gz", hash = "sha256:8dfc0a458797f5d9fb622dd0efc52d796f23f0a1493a9527f4e49a550ae9a7e5"},
 ]
 
+[[package]]
+name = "s3transfer"
+version = "0.10.4"
+description = "An Amazon S3 Transfer Manager"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "s3transfer-0.10.4-py3-none-any.whl", hash = "sha256:244a76a24355363a68164241438de1b72f8781664920260c48465896b712a41e"},
+    {file = "s3transfer-0.10.4.tar.gz", hash = "sha256:29edc09801743c21eb5ecbc617a152df41d3c287f67b615f73e5f750583666a7"},
+]
+
+[package.dependencies]
+botocore = ">=1.33.2,<2.0a.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
+
 [[package]]
 name = "send2trash"
 version = "1.8.3"
@@ -3364,6 +3915,23 @@ pure-eval = "*"
 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
+[[package]]
+name = "sympy"
+version = "1.13.3"
+description = "Computer algebra system (CAS) in Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "sympy-1.13.3-py3-none-any.whl", hash = "sha256:54612cf55a62755ee71824ce692986f23c88ffa77207b30c1368eda4a7060f73"},
+    {file = "sympy-1.13.3.tar.gz", hash = "sha256:b27fd2c6530e0ab39e275fc9b683895367e51d5da91baa8d3d64db2565fec4d9"},
+]
+
+[package.dependencies]
+mpmath = ">=1.1.0,<1.4"
+
+[package.extras]
+dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
+
 [[package]]
 name = "tenacity"
 version = "8.5.0"
@@ -3558,6 +4126,20 @@ files = [
     {file = "types_PyYAML-6.0.12.20240917-py3-none-any.whl", hash = "sha256:392b267f1c0fe6022952462bf5d6523f31e37f6cea49b14cee7ad634b6301570"},
 ]
 
+[[package]]
+name = "types-requests"
+version = "2.31.0.6"
+description = "Typing stubs for requests"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "types-requests-2.31.0.6.tar.gz", hash = "sha256:cd74ce3b53c461f1228a9b783929ac73a666658f223e28ed29753771477b3bd0"},
+    {file = "types_requests-2.31.0.6-py3-none-any.whl", hash = "sha256:a2db9cb228a81da8348b49ad6db3f5519452dd20a9c1e1a868c83c5fe88fd1a9"},
+]
+
+[package.dependencies]
+types-urllib3 = "*"
+
 [[package]]
 name = "types-requests"
 version = "2.32.0.20240914"
@@ -3572,6 +4154,17 @@ files = [
 [package.dependencies]
 urllib3 = ">=2"
 
+[[package]]
+name = "types-urllib3"
+version = "1.26.25.14"
+description = "Typing stubs for urllib3"
+optional = false
+python-versions = "*"
+files = [
+    {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"},
+    {file = "types_urllib3-1.26.25.14-py3-none-any.whl", hash = "sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e"},
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"
@@ -3612,6 +4205,22 @@ files = [
 [package.extras]
 dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-modern-annotations", "flake8-noqa", "flake8-pyproject", "flake8-requirements", "flake8-typechecking-import", "flake8-use-fstring", "mypy", "pep8-naming", "types-PyYAML"]
 
+[[package]]
+name = "urllib3"
+version = "1.26.20"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+files = [
+    {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"},
+    {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"},
+]
+
+[package.extras]
+brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+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 = "urllib3"
 version = "2.2.3"
@@ -3682,6 +4291,23 @@ docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
+[[package]]
+name = "werkzeug"
+version = "3.1.3"
+description = "The comprehensive WSGI web application library."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
+    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
 [[package]]
 name = "widgetsnbextension"
 version = "4.0.13"
@@ -3693,6 +4319,91 @@ files = [
     {file = "widgetsnbextension-4.0.13.tar.gz", hash = "sha256:ffcb67bc9febd10234a362795f643927f4e0c05d9342c727b65d2384f8feacb6"},
 ]
 
+[[package]]
+name = "wrapt"
+version = "1.17.0"
+description = "Module for decorators, wrappers and monkey patching."
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "wrapt-1.17.0.tar.gz", hash = "sha256:16187aa2317c731170a88ef35e8937ae0f533c402872c1ee5e6d079fcf320801"},
+]
+
+[[package]]
+name = "xmltodict"
+version = "0.14.2"
+description = "Makes working with XML feel like you are working with JSON"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "xmltodict-0.14.2-py2.py3-none-any.whl", hash = "sha256:20cc7d723ed729276e808f26fb6b3599f786cbc37e06c65e192ba77c40f20aac"},
+    {file = "xmltodict-0.14.2.tar.gz", hash = "sha256:201e7c28bb210e374999d1dde6382923ab0ed1a8a5faeece48ab525b7810a553"},
+]
+
 [[package]]
 name = "yarl"
 version = "1.12.1"
@@ -3820,4 +4531,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "d9073d6d37dc260e6c1e404aa38153454fd62ee2501ac9bb14527298810a742b"
+content-hash = "946bb36743c0faaba8f7d3c7a61ae3cf990733cee2c6d808a4a6117b48353ca5"
diff --git a/libs/experimental/pyproject.toml b/libs/experimental/pyproject.toml
index 6648b6e..152db9e 100644
--- a/libs/experimental/pyproject.toml
+++ b/libs/experimental/pyproject.toml
@@ -76,10 +76,12 @@ langchain-community = { git = "https://github.com/langchain-ai/langchain.git", s
 [tool.poetry.group.test.dependencies]
 pytest = "^7.3.0"
 pytest-asyncio = "^0.20.3"
+boto3 = "^1.35.84"
 langchain = { git = "https://github.com/langchain-ai/langchain.git", subdirectory = "libs/langchain" }
 langchain-core = { git = "https://github.com/langchain-ai/langchain.git", subdirectory = "libs/core" }
 langchain-community = { git = "https://github.com/langchain-ai/langchain.git", subdirectory = "libs/community" }
 langchain-text-splitters = { git = "https://github.com/langchain-ai/langchain.git", subdirectory = "libs/text-splitters" }
+moto = {extras = ["all"], version = "^5.0.24"}
 [[tool.poetry.group.test.dependencies.numpy]]
 version = "^1.24.0"
 python = "<3.12"
diff --git a/libs/experimental/tests/unit_tests/agents/agent_toolkits/pandas/test_base.py b/libs/experimental/tests/unit_tests/agents/agent_toolkits/pandas/test_base.py
index 9e99e4a..b5a7e9d 100644
--- a/libs/experimental/tests/unit_tests/agents/agent_toolkits/pandas/test_base.py
+++ b/libs/experimental/tests/unit_tests/agents/agent_toolkits/pandas/test_base.py
@@ -1,6 +1,8 @@
 import sys
 
+import boto3
 import pytest
+from moto import mock_aws
 
 from langchain_experimental.agents import create_pandas_dataframe_agent
 from tests.unit_tests.fake_llm import FakeLLM
@@ -8,9 +10,13 @@
 
 @pytest.mark.requires("pandas", "tabulate")
 @pytest.mark.skipif(sys.version_info < (3, 9), reason="requires python3.9 or higher")
+@mock_aws
 def test_create_pandas_dataframe_agent() -> None:
     import pandas as pd
 
+    # Set up AWS region
+    boto3.setup_default_session(region_name="us-east-1")
+
     with pytest.raises(ValueError):
         create_pandas_dataframe_agent(
             FakeLLM(), pd.DataFrame(), allow_dangerous_code=False