diff --git a/AGENTS.md b/AGENTS.md
index bb45ca9..2d68cfe 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -19,8 +19,7 @@ there is no MCP server for Codex agents.
 | Context | URL |
 |---------|-----|
 | Local workstation | `http://127.0.0.1:8000` |
-| Remote via tunnel | `http://127.0.0.1:18000` |
-
+| Remote (railiance01, in-cluster) | `http://10.43.68.154:8000` |
 ### Orient at session start
 
 ```bash