diff --git a/Registry.toml b/Registry.toml
index d612c17ea14ec52..ea3163af45c8221 100644
--- a/Registry.toml
+++ b/Registry.toml
@@ -3895,6 +3895,7 @@ some amount of consideration when choosing package names.
 777baba0-b230-11eb-2c94-4386250cf58f = { name = "Simpsons", path = "S/Simpsons" }
 777c1f86-6c82-42ca-a30b-c579d49eb024 = { name = "ElementarySymmetricFunctions", path = "E/ElementarySymmetricFunctions" }
 777c4786-024f-11e9-21a3-85d5d4106250 = { name = "ClimateMachine", path = "C/ClimateMachine" }
+778709c9-3595-4497-80d4-d1077d5b9fbf = { name = "SurrogatesMOE", path = "S/SurrogatesMOE" }
 778c5047-3e82-4d04-81b5-6fafe2d2d704 = { name = "MetaICVI", path = "M/MetaICVI" }
 7792a7ef-975c-4747-a70f-980b88e8d1da = { name = "StrideArraysCore", path = "S/StrideArraysCore" }
 77962e87-5f16-4699-9e7e-ba81324b26cc = { name = "Jinja", path = "J/Jinja" }
diff --git a/S/SurrogatesMOE/Compat.toml b/S/SurrogatesMOE/Compat.toml
new file mode 100644
index 000000000000000..394e6819d77662d
--- /dev/null
+++ b/S/SurrogatesMOE/Compat.toml
@@ -0,0 +1,10 @@
+[0]
+Clustering = "0.14.2-0.14"
+Distributions = "0.25.71-0.25"
+GaussianMixtures = "0.3.6-0.3"
+Surrogates = "6"
+SurrogatesFlux = "0.1"
+SurrogatesPolyChaos = "0.1"
+SurrogatesRandomForest = "0.1"
+XGBoost = "1.5.2-1"
+julia = "1.6.0-1"
diff --git a/S/SurrogatesMOE/Deps.toml b/S/SurrogatesMOE/Deps.toml
new file mode 100644
index 000000000000000..241f312363e38b2
--- /dev/null
+++ b/S/SurrogatesMOE/Deps.toml
@@ -0,0 +1,11 @@
+[0]
+Clustering = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
+Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
+GaussianMixtures = "cc18c42c-b769-54ff-9e2a-b28141a64aae"
+LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
+Surrogates = "6fc51010-71bc-11e9-0e15-a3fcc6593c49"
+SurrogatesFlux = "4f55584b-dac4-4b1c-802a-b7c47b72cb4c"
+SurrogatesPolyChaos = "50679fc6-c85c-4a6e-ac63-dc3c8bd8cb1c"
+SurrogatesRandomForest = "3fee2672-df33-422b-aa65-d915eeac013a"
+XGBoost = "009559a3-9522-5dbb-924b-0b6ed2b22bb9"
diff --git a/S/SurrogatesMOE/Package.toml b/S/SurrogatesMOE/Package.toml
new file mode 100644
index 000000000000000..88ab332d56eb40d
--- /dev/null
+++ b/S/SurrogatesMOE/Package.toml
@@ -0,0 +1,4 @@
+name = "SurrogatesMOE"
+uuid = "778709c9-3595-4497-80d4-d1077d5b9fbf"
+repo = "https://github.com/SciML/Surrogates.jl.git"
+subdir = "lib/SurrogatesMOE"
diff --git a/S/SurrogatesMOE/Versions.toml b/S/SurrogatesMOE/Versions.toml
new file mode 100644
index 000000000000000..44b163ee89c4991
--- /dev/null
+++ b/S/SurrogatesMOE/Versions.toml
@@ -0,0 +1,2 @@
+["0.1.0"]
+git-tree-sha1 = "ef38ef2387b212cc6a7f484ea1931e99d4ee62e3"