diff --git a/backend/python/mlx-vlm/requirements-cpu.txt b/backend/python/mlx-vlm/requirements-cpu.txt
index b9ae5b10678c..4e9ef39be502 100644
--- a/backend/python/mlx-vlm/requirements-cpu.txt
+++ b/backend/python/mlx-vlm/requirements-cpu.txt
@@ -1,2 +1,2 @@
-git+https://github.com/Blaizzy/mlx-vlm@v0.4.4
+git+https://github.com/Blaizzy/mlx-vlm@v0.6.12
 mlx[cpu]
\ No newline at end of file
diff --git a/backend/python/mlx-vlm/requirements-cublas12.txt b/backend/python/mlx-vlm/requirements-cublas12.txt
index 74a3d231ca67..5f37a3a58195 100644
--- a/backend/python/mlx-vlm/requirements-cublas12.txt
+++ b/backend/python/mlx-vlm/requirements-cublas12.txt
@@ -1,2 +1,2 @@
-git+https://github.com/Blaizzy/mlx-vlm@v0.4.4
+git+https://github.com/Blaizzy/mlx-vlm@v0.6.12
 mlx[cuda12]
\ No newline at end of file
diff --git a/backend/python/mlx-vlm/requirements-cublas13.txt b/backend/python/mlx-vlm/requirements-cublas13.txt
index d7c460f4b8c8..0af5583abb3a 100644
--- a/backend/python/mlx-vlm/requirements-cublas13.txt
+++ b/backend/python/mlx-vlm/requirements-cublas13.txt
@@ -1,2 +1,2 @@
-git+https://github.com/Blaizzy/mlx-vlm@v0.4.4
+git+https://github.com/Blaizzy/mlx-vlm@v0.6.12
 mlx[cuda13]
\ No newline at end of file
diff --git a/backend/python/mlx-vlm/requirements-l4t12.txt b/backend/python/mlx-vlm/requirements-l4t12.txt
index 74a3d231ca67..5f37a3a58195 100644
--- a/backend/python/mlx-vlm/requirements-l4t12.txt
+++ b/backend/python/mlx-vlm/requirements-l4t12.txt
@@ -1,2 +1,2 @@
-git+https://github.com/Blaizzy/mlx-vlm@v0.4.4
+git+https://github.com/Blaizzy/mlx-vlm@v0.6.12
 mlx[cuda12]
\ No newline at end of file
diff --git a/backend/python/mlx-vlm/requirements-l4t13.txt b/backend/python/mlx-vlm/requirements-l4t13.txt
index d7c460f4b8c8..0af5583abb3a 100644
--- a/backend/python/mlx-vlm/requirements-l4t13.txt
+++ b/backend/python/mlx-vlm/requirements-l4t13.txt
@@ -1,2 +1,2 @@
-git+https://github.com/Blaizzy/mlx-vlm@v0.4.4
+git+https://github.com/Blaizzy/mlx-vlm@v0.6.12
 mlx[cuda13]
\ No newline at end of file
diff --git a/backend/python/mlx-vlm/requirements-mps.txt b/backend/python/mlx-vlm/requirements-mps.txt
index ee5351beb349..736e41d74176 100644
--- a/backend/python/mlx-vlm/requirements-mps.txt
+++ b/backend/python/mlx-vlm/requirements-mps.txt
@@ -1,3 +1,3 @@
-git+https://github.com/Blaizzy/mlx-vlm@v0.4.4
+git+https://github.com/Blaizzy/mlx-vlm@v0.6.12
 torch
 torchvision