diff --git a/pkgs/development/python-modules/spacy-transformers/default.nix b/pkgs/development/python-modules/spacy-transformers/default.nix
new file mode 100644
index 000000000000..0e8669d98fff
--- /dev/null
+++ b/pkgs/development/python-modules/spacy-transformers/default.nix
@@ -0,0 +1,39 @@
+{ lib
+, fetchPypi
+, buildPythonPackage
+, pytorch
+, spacy
+, spacy-alignments
+, srsly
+, transformers
+}:
+
+buildPythonPackage rec {
+  pname = "spacy-transformers";
+  version = "1.0.2";
+
+  src = fetchPypi {
+    inherit pname version;
+    hash = "sha256-AYshH2trMTgeSkAPRb6wRWpm4gA5FaKV2NJd+PhzAy4=";
+  };
+
+  propagatedBuildInputs = [
+    pytorch
+    spacy
+    spacy-alignments
+    srsly
+    transformers
+  ];
+
+  # Test fails due to missing arguments for trfs2arrays().
+  doCheck = false;
+
+  pythonImportsCheck = [ "spacy_transformers" ];
+
+  meta = with lib; {
+    description = "spaCy pipelines for pretrained BERT, XLNet and GPT-2";
+    homepage = "https://github.com/explosion/spacy-transformers";
+    license = licenses.mit;
+    maintainers = with maintainers; [ danieldk ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 514ce9626e68..85c1a6a1f605 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -7724,6 +7724,8 @@ in {
 
   spacy-pkuseg = callPackage ../development/python-modules/spacy-pkuseg { };
 
+  spacy-transformers = callPackage ../development/python-modules/spacy-transformers { };
+
   spake2 = callPackage ../development/python-modules/spake2 { };
 
   spark_parser = callPackage ../development/python-modules/spark_parser { };