diff --git a/tests/mcp_tests/mcp_server.py b/tests/mcp_tests/mcp_server.py
new file mode 100644
index 0000000000..99a67edd02
--- /dev/null
+++ b/tests/mcp_tests/mcp_server.py
@@ -0,0 +1,20 @@
+# math_server.py
+from mcp.server.fastmcp import FastMCP
+
+mcp = FastMCP("Math")
+
+
+@mcp.tool()
+def add(a: int, b: int) -> int:
+    """Add two numbers"""
+    return a + b
+
+
+@mcp.tool()
+def multiply(a: int, b: int) -> int:
+    """Multiply two numbers"""
+    return a * b
+
+
+if __name__ == "__main__":
+    mcp.run(transport="stdio")
diff --git a/tests/mcp_tests/test_mcp_litellm_client.py b/tests/mcp_tests/test_mcp_litellm_client.py
new file mode 100644
index 0000000000..19a40f68c0
--- /dev/null
+++ b/tests/mcp_tests/test_mcp_litellm_client.py
@@ -0,0 +1,38 @@
+# Create server parameters for stdio connection
+from mcp import ClientSession, StdioServerParameters
+from mcp.client.stdio import stdio_client
+import os
+from langchain_mcp_adapters.tools import load_mcp_tools
+from langgraph.prebuilt import create_react_agent
+
+from langchain_openai import ChatOpenAI
+
+import pytest
+
+
+@pytest.mark.asyncio
+async def test_mcp_agent():
+    server_params = StdioServerParameters(
+        command="python3",
+        # Make sure to update to the full absolute path to your math_server.py file
+        args=["./mcp_server.py"],
+    )
+
+    async with stdio_client(server_params) as (read, write):
+        async with ClientSession(read, write) as session:
+            # Initialize the connection
+            await session.initialize()
+
+            # Get tools
+            tools = await load_mcp_tools(session)
+            print("MCP TOOLS: ", tools)
+
+            # Create and run the agent
+            print(os.getenv("OPENAI_API_KEY"))
+            model = ChatOpenAI(model="gpt-4o", api_key=os.getenv("OPENAI_API_KEY"))
+            agent = create_react_agent(model, tools)
+            agent_response = await agent.ainvoke({"messages": "what's (3 + 5) x 12?"})
+
+            # Add assertions to verify the response
+            assert isinstance(agent_response, dict)
+            print(agent_response)