diff --git a/README.md b/README.md
index 390e36f5..72a53771 100644
--- a/README.md
+++ b/README.md
@@ -205,6 +205,8 @@ For detailed info checkout [API documentation](https://docs.presenton.ai/using-p
 
 ## 🏗️ MCP Architecture Overview
 
+![Demo](readme_assets/mcpdemo.gif)
+
 Presenton is built on a modular architecture featuring a FastAPI backend and a Next.js frontend. At its core is the **MCP (Model Context Protocol) server**, which orchestrates the entire presentation generation workflow using a robust state machine. This architecture ensures flexibility, reliability, and extensibility.
 
 ### MCP Workflow Highlights
diff --git a/readme_assets/mcpdemo.gif b/readme_assets/mcpdemo.gif
new file mode 100644
index 00000000..ca13fa9d
Binary files /dev/null and b/readme_assets/mcpdemo.gif differ
diff --git a/servers/fastapi/tests/test_mcp_server.py b/servers/fastapi/tests/test_mcp_server.py
index 9a7c327f..039c68a7 100644
--- a/servers/fastapi/tests/test_mcp_server.py
+++ b/servers/fastapi/tests/test_mcp_server.py
@@ -4,7 +4,6 @@ from fastmcp import FastMCP, Client
 from app_mcp.tools.start_presentation import register_start_presentation
 from app_mcp.tools.help_me import register_help_me
 from app_mcp.tools.continue_workflow import register_continue_workflow
-from app_mcp.tools.regenerate_outline import register_regenerate_outline
 from app_mcp.tools.export_presentation import register_export_presentation
 from app_mcp.tools.show_layouts import register_show_layouts
 from app_mcp.tools.get_status import register_get_status
@@ -33,7 +32,6 @@ def mcp_server():
         register_start_presentation(mcp=mcp, orchestrator=mock_orchestrator)
         register_help_me(mcp=mcp, orchestrator=mock_orchestrator)
         register_continue_workflow(mcp=mcp, orchestrator=mock_orchestrator)
-        register_regenerate_outline(mcp=mcp, orchestrator=mock_orchestrator)
         register_export_presentation(mcp=mcp, orchestrator=mock_orchestrator)
         register_show_layouts(mcp=mcp, orchestrator=mock_orchestrator)
         register_get_status(mcp=mcp, orchestrator=mock_orchestrator)
@@ -181,32 +179,6 @@ class TestContinueWorkflow:
         asyncio.run(run())
 
 
-class TestRegenerateOutline:
-    """
-    Tests for the regenerate_outline tool
-    """
-
-    def test_success(self, mcp_server):
-        """
-        Test regenerate_outline with valid session_id.
-        Checks for correct status and required fields in response.
-        """
-        async def run():
-            async with Client(mcp_server) as client:
-                params = {"session_id": "test_session"}
-                result = await client.call_tool("regenerate_outline", params)
-                data = result.data
-                assert "status" in data
-                assert data["status"] in ["success", "error"]
-                if data["status"] == "success":
-                    assert "message" in data
-                    assert "session_id" in data
-                if data["status"] == "error":
-                    assert "error" in data
-        asyncio.run(run())
-
-
-
 class TestExportPresentation:
     """
     Tests for the export_presentation tool