diff --git a/.github/workflows/cml.yaml b/.github/workflows/cml.yaml
index 288f6c412..dac836485 100644
--- a/.github/workflows/cml.yaml
+++ b/.github/workflows/cml.yaml
@@ -13,5 +13,11 @@ jobs:
           pip install -r requirements.txt
           python train.py  # generate plot.png
 
-          echo "MODEL METRICS"
-          cat metrics.txt 
+          echo "## MODEL METRICS" >report.md
+          cat metrics.txt >> report.md
+
+          echo "## Data viz" >> report.md
+          cml-publish feature_importance.png --md >> report.md
+          cml-publish residuals.png --md >> report.md
+
+          cml-send-comment report.md