diff --git a/dev-ai-app-dev-energyutilities/workshops/sandbox/manifest.json b/dev-ai-app-dev-energyutilities/workshops/sandbox/manifest.json
index ca0faf0f..9745f7c4 100644
--- a/dev-ai-app-dev-energyutilities/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-energyutilities/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/mcp/mcp.md"
+            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",
diff --git a/dev-ai-app-dev-finance/workshops/sandbox/manifest.json b/dev-ai-app-dev-finance/workshops/sandbox/manifest.json
index dbfa1245..28e99258 100644
--- a/dev-ai-app-dev-finance/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-finance/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/mcp/mcp.md"
+            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",
diff --git a/dev-ai-app-dev-gaming/workshops/sandbox/manifest.json b/dev-ai-app-dev-gaming/workshops/sandbox/manifest.json
index 46c0993f..222de3e2 100644
--- a/dev-ai-app-dev-gaming/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-gaming/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/mcp/mcp.md"
+            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",
diff --git a/dev-ai-app-dev-healthcare/workshops/sandbox/manifest.json b/dev-ai-app-dev-healthcare/workshops/sandbox/manifest.json
index b13706b1..f6ff482f 100644
--- a/dev-ai-app-dev-healthcare/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-healthcare/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/mcp/mcp.md"
+            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",
diff --git a/dev-ai-app-dev-hightech/workshops/sandbox/manifest.json b/dev-ai-app-dev-hightech/workshops/sandbox/manifest.json
index 627a982b..a5b96234 100644
--- a/dev-ai-app-dev-hightech/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-hightech/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/mcp/mcp.md"
+            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",
diff --git a/dev-ai-app-dev-life_sciences/workshops/sandbox/manifest.json b/dev-ai-app-dev-life_sciences/workshops/sandbox/manifest.json
index 2cb8ef27..51ac134b 100644
--- a/dev-ai-app-dev-life_sciences/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-life_sciences/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/mcp/mcp.md"
+            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",
diff --git a/dev-ai-app-dev-manufacturing/workshops/sandbox/manifest.json b/dev-ai-app-dev-manufacturing/workshops/sandbox/manifest.json
index e139408b..6bbfc2bd 100644
--- a/dev-ai-app-dev-manufacturing/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-manufacturing/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/mcp/mcp.md"
+            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",
diff --git a/dev-ai-app-dev-retail/workshops/sandbox/manifest.json b/dev-ai-app-dev-retail/workshops/sandbox/manifest.json
index 5d1c7980..5b7192d1 100644
--- a/dev-ai-app-dev-retail/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-retail/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "../../mcp/mcp.md"
+            "filename": "../../oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",
diff --git a/dev-ai-app-dev-state/workshops/sandbox/manifest.json b/dev-ai-app-dev-state/workshops/sandbox/manifest.json
index 5cdd1be3..4de2e902 100644
--- a/dev-ai-app-dev-state/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-state/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/mcp/mcp.md"
+            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",
diff --git a/dev-ai-app-dev-telecommunication/workshops/sandbox/manifest.json b/dev-ai-app-dev-telecommunication/workshops/sandbox/manifest.json
index f8530f84..e882a9f0 100644
--- a/dev-ai-app-dev-telecommunication/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-telecommunication/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/mcp/mcp.md"
+            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",
diff --git a/dev-ai-app-dev-transportation/workshops/sandbox/manifest.json b/dev-ai-app-dev-transportation/workshops/sandbox/manifest.json
index e0efd3b0..24b5c338 100644
--- a/dev-ai-app-dev-transportation/workshops/sandbox/manifest.json
+++ b/dev-ai-app-dev-transportation/workshops/sandbox/manifest.json
@@ -28,9 +28,9 @@
             "filename": "../../build/build.md"
         },
         {
-            "title": "Lab 5: Interact with Oracle Database 23ai through an MCP Server",
+            "title": "Lab 5: Build Agentic AI with Oracle MCP",
             "description": "This is a step-by-step guide showcasing how the demo instance is navigated",
-            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/mcp/mcp.md"
+            "filename": "https://oracle-livelabs.github.io/developer/dev-ai-app-dev-retail/oraclemcp/oraclemcp.md"
         },
         {
             "title": "Need Help?",