docs: add README for MCP integration and implementation summary

- Added `README.md` outlining how MCP integration was achieved
- Includes details to communicate implementation decisions and task fulfillment

examples/mcp_example/README.md

@@ -0,0 +1,43 @@
+
+# MCP Integration Documentation
+
+## Overview
+This implementation connects an agent with a Math Server using the Model Context Protocol (MCP). The system consists of:
+
+1. Math Server (math_server.py) - Handles mathematical calculations
+2. Test Integration (test_integration.py) - Client that connects to the math server
+
+## Key Components
+
+### Math Agent Setup
+```python
+math_server = MCPServerSseParams(
+    url="http://0.0.0.0:6274",
+    headers={"Content-Type": "application/json"},
+)
+
+math_agent = Agent(
+    agent_name="Math-Agent",
+    system_prompt="You are a math assistant. Process mathematical operations.",
+    max_loops=1,
+    mcp_servers=[math_server]
+)
+```
+
+### Task Flow
+1. User inputs a math operation
+2. Math agent processes the request
+3. Request is sent to math server via MCP
+4. Result is returned through the agent
+
+## Testing
+Run the integration test:
+```bash
+python examples/mcp_example/math_server.py  # Start server
+python examples/mcp_example/test_integration.py  # Run client
+```
+
+## Implementation Notes
+- Server runs on port 6274
+- Uses SSE (Server-Sent Events) for transport
+- Handles basic math operations (add, subtract, multiply, divide)