diff --git a/docs/methods/machine_learning/index.md b/docs/methods/machine_learning/index.md
index f3ae029b1e..83f27f44b5 100644
--- a/docs/methods/machine_learning/index.md
+++ b/docs/methods/machine_learning/index.md
@@ -6,7 +6,7 @@ titlesonly:
 maxdepth: 2
 ---
 nequip
-mace
+mac
 nnp
 pao-ml
 deepmd