diff --git a/docs/en/how-to/connect-ide/postgres_mcp.md b/docs/en/how-to/connect-ide/postgres_mcp.md
index 44e3e09ade..7d778c6a4d 100644
--- a/docs/en/how-to/connect-ide/postgres_mcp.md
+++ b/docs/en/how-to/connect-ide/postgres_mcp.md
@@ -32,7 +32,7 @@ to expose your developer assistant tools to a Postgres instance:
 
 {{< notice tip >}}
 This guide can be used with [AlloyDB
-Omni](https://cloud.google.com/alloydb/omni/current/docs/overview).
+Omni](https://cloud.google.com/alloydb/omni/docs/overview).
 {{< /notice >}}
 
 ## Set up the database
@@ -40,10 +40,10 @@ Omni](https://cloud.google.com/alloydb/omni/current/docs/overview).
 1. Create or select a PostgreSQL instance.
 
     * [Install PostgreSQL locally](https://www.postgresql.org/download/)
-    * [Install AlloyDB Omni](https://cloud.google.com/alloydb/omni/current/docs/quickstart)
+    * [Install AlloyDB Omni](https://cloud.google.com/alloydb/omni/docs/quickstart)
 
 1. Create or reuse [a database
-   user](https://cloud.google.com/alloydb/omni/current/docs/database-users/manage-users)
+   user](https://docs.cloud.google.com/alloydb/omni/containers/current/docs/database-users/manage-users)
    and have the username and password ready.
 
 ## Install MCP Toolbox