diff --git a/README.md b/README.md
index a4c3f1ace376cfb45d60a9a1b0ccc17caa6c7f51..9227acb0011d1aeeb39f5711d390110f0053b849 100644
--- a/README.md
+++ b/README.md
@@ -79,7 +79,7 @@ python3 setup_fof.py
 
 In this particular version of SWIFT, some parts of the standalone FoF routine might not be available but we only use the `fof_output_0000.hdf5` file for the analysis here, which is produced successfully. 
 
-# Step 5 Double-check and make plots
+### Step 5 Double-check and make plots
 
 If all simulation have finished successfully, the following folders and files should be present per mass resolution (here shown for the small test parameter subset):
 
@@ -87,7 +87,7 @@ If all simulation have finished successfully, the following folders and files sh
 - `M6_reruns_snap0100`: a subfolder is created for each run in `M6` with the prefix `Rerun` (e.g. `M6_reruns_snap0100/RerunGalaxyM6_soft0250pc_hmin007.75pc_sfe00.003`) containing the output file produced after rerunning the simulation for one short timestep (`output_0000.hdf5`)
 - `M6_fofruns_snap0100`: a subfolder is created for each run in `M6` with the prefix `FOF` (e.g. `M6_reruns_snap0100/FOFGalaxyM6_soft0250pc_hmin007.75pc_sfe00.003`) containing the output file `fof_output_0000.hdf5`
 
-**If all these files are present, all figures from Ploeckinger et al. ([arXiv](https://arxiv.org/abs/2310.10721)) can be reproduced with the plotting scripts from here.**
+**If all these files are present, all figures from Ploeckinger et al. ([arXiv](https://arxiv.org/abs/2310.10721)) can be reproduced with the plotting scripts from [here](https://gitlab.phaidra.org/softenedjeanscriteria/analyse-galaxy-simulations).**
 
 ## Authors and acknowledgment
 S. Ploeckinger, University of Vienna