diff --git a/README.md b/README.md
index 838a53b3..912b99d2 100644
--- a/README.md
+++ b/README.md
@@ -410,6 +410,7 @@ Brainy provides several memory augmentation implementations for different storag
 2. **FileSystemStorageAugmentation**: File system storage (for Node.js environments)
 3. **OPFSStorageAugmentation**: Origin Private File System storage (for browser environments)
 4. **FirestoreStorageAugmentation**: Firestore database storage (requires Firebase)
+   - Note: The FirestoreStorageAugmentation includes vector search functionality that will automatically fall back to client-side search if the Firebase Extensions for Firestore Vector Search is not available.
 
 You can use the `createMemoryAugmentation` factory function to automatically select the appropriate storage type based on the environment, or you can specify a particular storage type.
 
diff --git a/package.json b/package.json
index ab577138..695e0f67 100644
--- a/package.json
+++ b/package.json
@@ -67,8 +67,7 @@
     "@tensorflow/tfjs-core": "^4.22.0",
     "@tensorflow/tfjs-layers": "^4.22.0",
     "firebase": "^10.8.0",
-    "firebase-admin": "^12.0.0",
-    "@firebase/firestore-vector-search": "^0.1.0"
+    "firebase-admin": "^12.0.0"
   },
   "prettier": {
     "arrowParens": "always",