diff --git a/docker-compose.yml b/docker-compose.yml
index 3847f26..a68644a 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -252,7 +252,7 @@ services:
     volumes:
       - qdrant-data:/qdrant/storage
     ports:
-      - "6333:6333"
+      - "127.0.0.1:6333:6333"
     restart: unless-stopped
     networks: [ai-stack]