diff --git a/.github/workflows/cml.yml b/.github/workflows/cml.yml
index dde3771a..87e6a167 100644
--- a/.github/workflows/cml.yml
+++ b/.github/workflows/cml.yml
@@ -25,10 +25,10 @@ jobs:
           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 publish $plot_location --md >> report.md
+          metrics_location=$(find . -maxdepth 10 -name "metrics")
+          echo $metrics_location
+          cd $metric_location
+          echo "![](./residuals.png)" >> report.md
 
           cml comment create report.md