diff --git a/octarine/visuals.py b/octarine/visuals.py
index 0d79b88..8b27828 100644
--- a/octarine/visuals.py
+++ b/octarine/visuals.py
@@ -317,6 +317,9 @@ def points2gfx(points, color, size=2, marker=None, size_space="screen"):
 
     geometry_kwargs = {}
     material_kwargs = {}
+    # material_kwargs["pick_write"] = True  # for picking
+
+    # Parse sizes
     if utils.is_iterable(size):
         if len(size) != len(points):
             raise ValueError(
@@ -324,17 +327,30 @@ def points2gfx(points, color, size=2, marker=None, size_space="screen"):
                 "an array of the same length as `points`."
             )
         geometry_kwargs["sizes"] = np.asarray(size).astype(np.float32, copy=False)
-        material_kwargs["size_mode"] = 'vertex'
+        material_kwargs["size_mode"] = "vertex"
     else:
         material_kwargs["size"] = size
 
+    # Parse color(s)
+    if isinstance(color, np.ndarray) and color.ndim == 2:
+        # If colors are provided for each node we have to make sure
+        # that we also include `None` for the breaks in the segments
+        n_points = len(points)
+        if len(color) != n_points:
+            raise ValueError(f"Got {len(color)} colors for {n_points} points.")
+        color = color.astype(np.float32, copy=False)
+        geometry_kwargs["colors"] = color
+        material_kwargs["color_mode"] = "vertex"
+    else:
+        if isinstance(color, np.ndarray):
+            color = color.astype(np.float32, copy=False)
+        material_kwargs["color"] = color
+
     if marker is None:
-        material = gfx.PointsMaterial(
-            color=color, size_space=size_space, **material_kwargs
-        )
+        material = gfx.PointsMaterial(size_space=size_space, **material_kwargs)
     else:
         material = gfx.PointsMarkerMaterial(
-            color=color, marker=marker, size_space=size_space, **material_kwargs
+            marker=marker, size_space=size_space, **material_kwargs
         )
 
     vis = gfx.Points(gfx.Geometry(positions=points, **geometry_kwargs), material)