diff --git a/docs/methods/machine_learning/index.md b/docs/methods/machine_learning/index.md
index d7541f9158..178ebb5252 100644
--- a/docs/methods/machine_learning/index.md
+++ b/docs/methods/machine_learning/index.md
@@ -6,6 +6,6 @@ titlesonly:
 maxdepth: 1
 ---
 allegro
-Neural Network Potentials <https://www.cp2k.org/tools:aml>
+nnp
 pao-ml
 ```
diff --git a/docs/methods/machine_learning/nnp.md b/docs/methods/machine_learning/nnp.md
new file mode 100644
index 0000000000..d8ce9d1ed6
--- /dev/null
+++ b/docs/methods/machine_learning/nnp.md
@@ -0,0 +1,11 @@
+# Neural Network Potentials
+
+Unfortunately no one has gotten around to writing this page yet :-(
+
+In the meantime, the following links might be helpful:
+
+- <https://www.cp2k.org/tools:aml>
+- [](#Behler2007)
+- [](#Behler2011)
+- [](#Schran2020)
+- [](#Schran2020b)