diff --git a/O/OutlierDetection/Compat.toml b/O/OutlierDetection/Compat.toml
new file mode 100644
index 000000000000000..06732723bc1a2db
--- /dev/null
+++ b/O/OutlierDetection/Compat.toml
@@ -0,0 +1,10 @@
+[0]
+Combinatorics = "1"
+Distances = "0.10"
+Flux = "0.12"
+IterTools = "1.3.0-1"
+MLJModelInterface = "0.4"
+NearestNeighbors = "0.4"
+ROCAnalysis = "0.3"
+SpecialFunctions = "1.3.0-1"
+julia = "1"
diff --git a/O/OutlierDetection/Deps.toml b/O/OutlierDetection/Deps.toml
new file mode 100644
index 000000000000000..7b4864ea1a34d31
--- /dev/null
+++ b/O/OutlierDetection/Deps.toml
@@ -0,0 +1,11 @@
+[0]
+Combinatorics = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
+Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
+Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
+IterTools = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
+LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+MLJModelInterface = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
+NearestNeighbors = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
+ROCAnalysis = "f535d66d-59bb-5153-8d2b-ef0a426c6aff"
+SpecialFunctions = "276daf66-3868-5448-9aa4-cd146d93841b"
+Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
diff --git a/O/OutlierDetection/Package.toml b/O/OutlierDetection/Package.toml
new file mode 100644
index 000000000000000..fd8ea672ca26492
--- /dev/null
+++ b/O/OutlierDetection/Package.toml
@@ -0,0 +1,3 @@
+name = "OutlierDetection"
+uuid = "262411bb-c475-4342-ba9e-03b8c0183ca6"
+repo = "https://github.com/davnn/OutlierDetection.jl.git"
diff --git a/O/OutlierDetection/Versions.toml b/O/OutlierDetection/Versions.toml
new file mode 100644
index 000000000000000..d1b81fe3220786f
--- /dev/null
+++ b/O/OutlierDetection/Versions.toml
@@ -0,0 +1,2 @@
+["0.1.0"]
+git-tree-sha1 = "b719a704133e9b4bc82180a0edeb8999cbea21f9"
diff --git a/Registry.toml b/Registry.toml
index 8a16fe3c5e1b12b..0b2d896c247b11a 100644
--- a/Registry.toml
+++ b/Registry.toml
@@ -848,6 +848,7 @@ some amount of consideration when choosing package names.
 261d18cc-621b-11ea-1fb1-6780d106abdc = { name = "GPMLj", path = "G/GPMLj" }
 261fd431-d7e4-51f7-86ab-ce9e57fc1fff = { name = "StateSpaceRoutines", path = "S/StateSpaceRoutines" }
 2621e9c9-9eb4-46b1-8089-e8c72242dfb6 = { name = "MadNLP", path = "M/MadNLP" }
+262411bb-c475-4342-ba9e-03b8c0183ca6 = { name = "OutlierDetection", path = "O/OutlierDetection" }
 262c1cb6-76e2-5873-868b-19ece3183cc5 = { name = "LRSLib", path = "L/LRSLib" }
 26555902-eaa5-4ecd-84b7-aef517a82a82 = { name = "Postprocessing", path = "P/Postprocessing" }
 26663084-47d3-540f-bd97-40ca743aafa4 = { name = "PoincareInvariants", path = "P/PoincareInvariants" }