diff --git a/docs/features/codebase-indexing.mdx b/docs/features/codebase-indexing.mdx
index 90ba8bc7..e48c3ced 100644
--- a/docs/features/codebase-indexing.mdx
+++ b/docs/features/codebase-indexing.mdx
@@ -83,7 +83,7 @@ Using Docker:
 docker run -d \
   --name qdrant \
   --restart unless-stopped \
-  -p 6333:6333 \
+  -p 127.0.0.1:6333:6333 \
   -v qdrant_data:/qdrant/storage \
   qdrant/qdrant
 ```
@@ -94,7 +94,7 @@ services:
   qdrant:
     image: qdrant/qdrant
     ports:
-      - "6333:6333"
+      - "127.0.0.1:6333:6333"
     volumes:
       - qdrant_storage:/qdrant/storage
 volumes:
@@ -364,4 +364,4 @@ Planned improvements:
 - Enhanced filtering options
 - Team collaboration features
 - VS Code native search integration
-- Incremental re-indexing optimizations
\ No newline at end of file
+- Incremental re-indexing optimizations