diff --git a/examples/mcp_example/math_server.py b/examples/mcp_example/math_server.py
index 08be7a00..af533c90 100644
--- a/examples/mcp_example/math_server.py
+++ b/examples/mcp_example/math_server.py
@@ -1,77 +1,25 @@
-
 from fastmcp import FastMCP
 from typing import Dict, Any, Optional
 
 # Initialize MCP server
 mcp = FastMCP("Math-Server")
 
-# Add tool documentation and type hints
 @mcp.tool()
-def add(a: int, b: int) -> Dict[str, Any]:
-    """Add two numbers together
-    
-    Args:
-        a (int): First number to add
-        b (int): Second number to add
-        
-    Returns:
-        Dict[str, Any]: Result dictionary containing sum and metadata
-    """
+def add(a: int, b: int) -> int:
+    """Add two numbers together"""
     try:
-        result = a + b
-        return {
-            "status": "success",
-            "result": result,
-            "message": f"Successfully added {a} and {b}"
-        }
+        return a + b
     except Exception as e:
-        return {
-            "status": "error", 
-            "error": str(e),
-            "message": "Failed to perform addition"
-        }
+        return {"error": str(e)}
 
 @mcp.tool()
-def multiply(a: int, b: int) -> Dict[str, Any]:
-    """Multiply two numbers together
-    
-    Args:
-        a (int): First number to multiply 
-        b (int): Second number to multiply
-        
-    Returns:
-        Dict[str, Any]: Result dictionary containing product and metadata
-    """
+def multiply(a: int, b: int) -> int:
+    """Multiply two numbers together"""
     try:
-        result = a * b
-        return {
-            "status": "success",
-            "result": result,
-            "message": f"Successfully multiplied {a} and {b}"
-        }
+        return a * b 
     except Exception as e:
-        return {
-            "status": "error",
-            "error": str(e),
-            "message": "Failed to perform multiplication"
-        }
-
-@mcp.tool()
-def get_available_operations() -> Dict[str, Any]:
-    """Get list of available mathematical operations
-    
-    Returns:
-        Dict[str, Any]: Dictionary containing available operations and their descriptions
-    """
-    return {
-        "status": "success",
-        "operations": {
-            "add": "Add two numbers together",
-            "multiply": "Multiply two numbers together"
-        }
-    }
+        return {"error": str(e)}
 
 if __name__ == "__main__":
     print("Starting Math Server...")
-    print("Available operations:", get_available_operations())
-    mcp.run(host="0.0.0.0", port=6274, transport="sse")
+    mcp.run(transport="sse")
\ No newline at end of file
diff --git a/examples/mcp_example/test_integration.py b/examples/mcp_example/test_integration.py
index b9dbd74e..192542ae 100644
--- a/examples/mcp_example/test_integration.py
+++ b/examples/mcp_example/test_integration.py
@@ -1,66 +1,43 @@
-
 from swarms import Agent
 from swarms.prompts.finance_agent_sys_prompt import FINANCIAL_AGENT_SYS_PROMPT
 from swarms.tools.mcp_integration import MCPServerSseParams
 import logging
-from typing import Dict, Any, Optional
 
-def handle_mcp_response(response: Dict[str, Any]) -> str:
-    """Handle MCP response and extract meaningful output"""
-    if response.get("status") == "error":
-        return f"Error: {response.get('message', 'Unknown error occurred')}"
-    return str(response.get("result", response))
-
-def setup_mcp_agent(name: str, description: str) -> Agent:
-    """Setup an MCP-enabled agent with proper configuration"""
-    try:
-        server = MCPServerSseParams(
-            url="http://0.0.0.0:6274",
-            headers={"Content-Type": "application/json"},
-            timeout=10.0,
-            sse_read_timeout=300.0
-        )
-        
-        return Agent(
-            agent_name=name,
-            agent_description=description,
-            system_prompt=FINANCIAL_AGENT_SYS_PROMPT,
-            max_loops=1,
-            mcp_servers=[server],
-            streaming_on=True
-        )
-    except Exception as e:
-        logging.error(f"Failed to setup agent: {e}")
-        raise
+# Configure MCP server connection
+server = MCPServerSseParams(
+    url="http://0.0.0.0:6274",
+    headers={"Content-Type": "application/json"},
+    timeout=10.0,
+    sse_read_timeout=300.0
+)
+
+# Initialize agent with MCP capabilities
+agent = Agent(
+    agent_name="Math-Agent",
+    agent_description="Agent that performs math operations",
+    system_prompt=FINANCIAL_AGENT_SYS_PROMPT,
+    max_loops=1,
+    mcp_servers=[server],
+    streaming_on=True
+)
 
 def test_mcp_operations():
     """Test basic MCP operations with error handling"""
     try:
-        # Initialize agent
-        agent = setup_mcp_agent(
-            "Math-Agent",
-            "Agent that performs math operations"
-        )
-
-        # Get available operations
-        print("\nQuerying available operations...")
-        result = agent.run("What operations are available?")
-        print("Available operations:", result)
-
         # Test addition
         print("\nTesting addition...")
         add_result = agent.run("Use the add tool to add 5 and 3")
-        print("Addition result:", handle_mcp_response(add_result))
+        print("Addition result:", add_result)
 
         # Test multiplication
         print("\nTesting multiplication...")
-        mult_result = agent.run("Use the multiply tool to multiply 4 and 6")
-        print("Multiplication result:", handle_mcp_response(mult_result))
+        mult_result = agent.run("Use the multiply tool to multiply 4 and 6") 
+        print("Multiplication result:", mult_result)
 
         # Test error case
         print("\nTesting error handling...")
         error_result = agent.run("Use the add tool with invalid inputs")
-        print("Error handling result:", handle_mcp_response(error_result))
+        print("Error handling result:", error_result)
 
     except Exception as e:
         logging.error(f"Test failed: {e}")
@@ -68,4 +45,4 @@ def test_mcp_operations():
 
 if __name__ == "__main__":
     logging.basicConfig(level=logging.INFO)
-    test_mcp_operations()
+    test_mcp_operations()
\ No newline at end of file