diff --git a/.github/workflows/cml.yml b/.github/workflows/cml.yml
index 20f95dc6..b9bed6e5 100644
--- a/.github/workflows/cml.yml
+++ b/.github/workflows/cml.yml
@@ -3,6 +3,7 @@ on:
   push:
     branches:
       - mlmodel
+permissions: write-all
 jobs:
   run:
     runs-on: ubuntu-latest
@@ -20,8 +21,13 @@ jobs:
           python3 training.py --train-filepath ./model_build_data/change_data/rdsap_full/train_validation_data.parquet --test-filepath ./model_build_data/change_data/rdsap_full/test_data.parquet
 
           cd model_directory/RDSAP_CHANGE
-          echo "## MODEL METRICS from registry" > report.md
+          echo "## Model metrics from registry" > report.md
           cat model_registry.csv >> report.md
 
+          echo "## Residuals plot from model" >> report.md
+          plot_location=$(find . -maxdepth 10 -name "residuals.png")
+          echo $plot_location
+          echo "![](${plot_location})" >> report.md
+
           cml comment create report.md