diff --git a/.changeset/rude-deers-lay.md b/.changeset/rude-deers-lay.md
new file mode 100644
index 000000000..bfdd0e1ee
--- /dev/null
+++ b/.changeset/rude-deers-lay.md
@@ -0,0 +1,5 @@
+---
+"myst-to-typst": patch
+---
+
+Typst program vs code.
diff --git a/packages/myst-to-typst/src/container.ts b/packages/myst-to-typst/src/container.ts
index 35d7a2aed..2ca9b7f31 100644
--- a/packages/myst-to-typst/src/container.ts
+++ b/packages/myst-to-typst/src/container.ts
@@ -41,6 +41,12 @@ function renderFigureChild(node: GenericNode, state: ITypstSerializer) {
   if (useBrackets) state.write('\n]');
 }
 
+function getDefaultCaptionSupplement(kind: CaptionKind | string) {
+  if (kind === 'code') kind = 'program';
+  const domain = kind.includes(':') ? kind.split(':')[1] : kind;
+  return `${domain.slice(0, 1).toUpperCase()}${domain.slice(1)}`;
+}
+
 export const containerHandler: Handler = (node, state) => {
   if (state.data.isInTable) {
     fileError(state.file, 'Unable to render typst figure inside table', {
@@ -117,8 +123,9 @@ export const containerHandler: Handler = (node, state) => {
     state.write('\n],');
   }
   if (kind) {
+    const supplement = getDefaultCaptionSupplement(kind);
     state.write(`\n  kind: "${kind}",`);
-    state.write(`\n  supplement: [${kind[0].toUpperCase() + kind.substring(1)}],`);
+    state.write(`\n  supplement: [${supplement}],`);
   }
   state.write('\n)');
   if (label) state.write(` <${label}>`);
diff --git a/packages/mystmd/tests/notebook-fig-embed/outputs/index.json b/packages/mystmd/tests/notebook-fig-embed/outputs/index.json
index b0c28b989..efa957528 100644
--- a/packages/mystmd/tests/notebook-fig-embed/outputs/index.json
+++ b/packages/mystmd/tests/notebook-fig-embed/outputs/index.json
@@ -239,7 +239,7 @@
               "kind": "Notebook",
               "slug": "interactive-notebooks",
               "location": "/interactive-notebooks.ipynb",
-              "title": "Interactive Notebooks with MyST"
+              "title": "Generate and Display Rich Outputs"
             }
           },
           {
@@ -273,7 +273,7 @@
               "kind": "Notebook",
               "slug": "interactive-notebooks",
               "location": "/interactive-notebooks.ipynb",
-              "title": "Interactive Notebooks with MyST"
+              "title": "Generate and Display Rich Outputs"
             },
             "children": [
               {