diff --git a/docs/ouranos.md b/docs/ouranos.md
index 4de3852..4438523 100644
--- a/docs/ouranos.md
+++ b/docs/ouranos.md
@@ -166,6 +166,8 @@ Titania provides TLS termination and reverse proxy for all services.
 | `peitho.ouranos.helu.ca` | puck.incus:22981 | Peitho (Django) |
 | `pgadmin.ouranos.helu.ca` | prospero.incus:443 (SSL) | PgAdmin 4 |
 | `prometheus.ouranos.helu.ca` | prospero.incus:443 (SSL) | Prometheus |
+| `freecad-mcp.ouranos.helu.ca` | caliban.incus:22032 | FreeCAD Robust MCP Server |
+| `rommie.ouranos.helu.ca` | caliban.incus:22031 | Rommie MCP Server (Agent S GUI automation) |
 | `searxng.ouranos.helu.ca` | oberon.incus:22073 | SearXNG (OAuth2-Proxy) |
 | `smtp4dev.ouranos.helu.ca` | oberon.incus:22085 | smtp4dev |
 | `spelunker.ouranos.helu.ca` | puck.incus:22881 | Spelunker (Django) |
diff --git a/mnemosyne/llm_manager/admin.py b/mnemosyne/llm_manager/admin.py
index 4cbb380..e39233b 100644
--- a/mnemosyne/llm_manager/admin.py
+++ b/mnemosyne/llm_manager/admin.py
@@ -100,6 +100,7 @@ class LLMModelAdmin(admin.ModelAdmin):
         "system_embedding_badge",
         "system_chat_badge",
         "system_reranker_badge",
+        "system_vision_badge",
         "is_active",
         "created_at",
     )
@@ -113,6 +114,7 @@ class LLMModelAdmin(admin.ModelAdmin):
         "is_system_embedding_model",
         "is_system_chat_model",
         "is_system_reranker_model",
+        "is_system_vision_model",
     )
     search_fields = ("name", "display_name", "api__name")
     readonly_fields = (
@@ -121,11 +123,13 @@ class LLMModelAdmin(admin.ModelAdmin):
         "is_system_embedding_model",
         "is_system_chat_model",
         "is_system_reranker_model",
+        "is_system_vision_model",
     )
     actions = [
         "set_as_system_embedding_model",
         "set_as_system_chat_model",
         "set_as_system_reranker_model",
+        "set_as_system_vision_model",
     ]
     fieldsets = (
         ("Model Info", {"fields": ("api", "name", "display_name", "model_type", "is_active")}),
@@ -136,6 +140,7 @@ class LLMModelAdmin(admin.ModelAdmin):
                     "is_system_embedding_model",
                     "is_system_chat_model",
                     "is_system_reranker_model",
+                    "is_system_vision_model",
                 ),
                 "classes": ("collapse",),
                 "description": (
@@ -208,6 +213,16 @@ class LLMModelAdmin(admin.ModelAdmin):
 
     system_reranker_badge.short_description = "Reranker Default"
 
+    def system_vision_badge(self, obj):
+        if obj.is_system_vision_model and obj.model_type in ("vision", "chat"):
+            return format_html(
+                '<span style="background:#6f42c1;color:white;padding:3px 8px;'
+                'border-radius:3px;font-weight:bold;">SYSTEM DEFAULT</span>'
+            )
+        return ""
+
+    system_vision_badge.short_description = "Vision Default"
+
     # --- System model actions -----------------------------------------------
 
     def _set_system_model(self, request, queryset, model_type, field_name, label):
@@ -225,6 +240,8 @@ class LLMModelAdmin(admin.ModelAdmin):
         valid_types = [model_type]
         if model_type == "embedding":
             valid_types = ["embedding", "multimodal_embed"]
+        elif model_type == "vision":
+            valid_types = ["vision", "chat"]
 
         if new_model.model_type not in valid_types:
             self.message_user(
@@ -269,6 +286,11 @@ class LLMModelAdmin(admin.ModelAdmin):
 
     set_as_system_reranker_model.short_description = "Set as System Reranker Model"
 
+    def set_as_system_vision_model(self, request, queryset):
+        self._set_system_model(request, queryset, "vision", "is_system_vision_model", "vision model")
+
+    set_as_system_vision_model.short_description = "Set as System Vision Model"
+
     def save_model(self, request, obj, form, change):
         """Ensure only ONE model per type is marked as system default."""
         type_field_map = {
@@ -276,6 +298,7 @@ class LLMModelAdmin(admin.ModelAdmin):
             "multimodal_embed": "is_system_embedding_model",
             "chat": "is_system_chat_model",
             "reranker": "is_system_reranker_model",
+            "vision": "is_system_vision_model",
         }
         for mtype, field in type_field_map.items():
             if getattr(obj, field, False) and obj.model_type == mtype:
diff --git a/mnemosyne/llm_manager/migrations/0004_rename_llm_manager__is_syst_b2f4e7_idx_llm_manager_is_syst_d190bb_idx.py b/mnemosyne/llm_manager/migrations/0004_rename_llm_manager__is_syst_b2f4e7_idx_llm_manager_is_syst_d190bb_idx.py
new file mode 100644
index 0000000..0a4a055
--- /dev/null
+++ b/mnemosyne/llm_manager/migrations/0004_rename_llm_manager__is_syst_b2f4e7_idx_llm_manager_is_syst_d190bb_idx.py
@@ -0,0 +1,18 @@
+# Generated by Django 5.2.11 on 2026-03-22 15:15
+
+from django.db import migrations
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ("llm_manager", "0003_add_vision_model_and_usage"),
+    ]
+
+    operations = [
+        migrations.RenameIndex(
+            model_name="llmmodel",
+            new_name="llm_manager_is_syst_d190bb_idx",
+            old_name="llm_manager__is_syst_b2f4e7_idx",
+        ),
+    ]