diff --git a/docs/workshop/03_geometry.md b/docs/workshop/03_geometry.md
index c8c92fb..94f101a 100644
--- a/docs/workshop/03_geometry.md
+++ b/docs/workshop/03_geometry.md
@@ -187,3 +187,12 @@ and let all angles relax independently. This is similar to the `%block lattice_a
 For the mathematically minded, this is taking the limit that the interlayer spacing, controlled by the out-of-plane lattice vector, goes to infinity!
   
 Practically, we cannot actually set the lattice parameter to infinity - try varying it and seeing how it converges with distance.
+
+
+## Further Resources
+
+There is a web app here:
+
+[Geometry optimisation visualiser web app](https://jkshenton.github.io/marimo_notebooks/apps/castep_geomopt_summary.html)
+
+which allows you to explore the progress of your geometry optimisation by plotting energies, forces, stresses and displacements with each iteration.
\ No newline at end of file
diff --git a/docs/workshop/04_nmr_shiedling_efg.md b/docs/workshop/04_nmr_shiedling_efg.md
index 562a33a..64cca50 100644
--- a/docs/workshop/04_nmr_shiedling_efg.md
+++ b/docs/workshop/04_nmr_shiedling_efg.md
@@ -332,3 +332,11 @@ INSTRUCTIONS:
 
 The Collaborative Computational Project for NMR Crystallography (CCP-NC) has a number of [tools](https://www.ccpnc.ac.uk/software) and [resources](https://www.ccpnc.ac.uk/docs) to help with CASTEP. In addtion is the graphical user interface, MagresView mentioned above, the Soprano python library can be a useful way to analyse CASTEP output. There are NMR-specific tutorials here: <https://jkshenton.github.io/soprano/tutorials/05-nmr.html> and a command line interface for commond NMR tasks with .magres files here: <https://jkshenton.github.io/soprano/tutorials/07-soprano-cli.html>. Soprano is installed on the VM (Applications -> Software -> Soprano).
 
+There is also an interactive notebook on the VM under `/shared_materials/magres_analyser.py`. To use this you need to open a terminal on the VM and then run the following two commands:
+
+```
+python3.11 -m pip install uv
+uvx marimo run /shared_materials/magres_analyser.py --sandbox
+```
+
+a browser window should open with the notebook. This notebook will allow you to explore different NMR tensor conventions.