diff --git a/eirene.yaml b/eirene.yaml
index 7b84dfec..2f2ecdc3 100644
--- a/eirene.yaml
+++ b/eirene.yaml
@@ -218,7 +218,23 @@ tools:
   - name: mfassignr_recallist
     owner: recetox
     tool_panel_section_label: Metabolomics
+  
+  - name: mfassignr_findrecalseries
+    owner: recetox
+    tool_panel_section_label: Metabolomics
 
   - name: rcx_tk
     owner: recetox
     tool_panel_section_label: Metabolomics
+
+  - name: ms2deepscore_config_generator
+    owner: recetox
+    tool_panel_section_label: Metabolomics
+
+  - name: ms2deepscore_similarity
+    owner: recetox
+    tool_panel_section_label: Metabolomics
+
+  - name: ms2deepscore_training
+    owner: recetox
+    tool_panel_section_label: Metabolomics
\ No newline at end of file