diff --git a/registry.yaml b/registry.yaml
index e042df7837..995df1070a 100644
--- a/registry.yaml
+++ b/registry.yaml
@@ -46,7 +46,7 @@
     - tracing
 
 - title: Building a Supply-Chain Copilot with OpenAI Agent SDK and Databricks MCP Servers
-  path: examples/mcp/mcp_tool_guide.ipynb
+  path: examples/mcp/databricks_mcp_cookbook.ipynb  
   date: 2025-07-08
   authors:
     - lara-openai