diff --git a/.github/workflows/cml.yml b/.github/workflows/cml.yml
index a6c57ca1..dde3771a 100644
--- a/.github/workflows/cml.yml
+++ b/.github/workflows/cml.yml
@@ -27,7 +27,8 @@ jobs:
           echo "## Residuals plot from model" >> report.md
           plot_location=$(find . -maxdepth 10 -name "residuals.png")
           echo $plot_location
-          echo "![]($plot_location)" >> report.md
+          # echo "![]($plot_location)" >> report.md
+          cml publish $plot_location --md >> report.md
 
           cml comment create report.md