diff --git a/README.md b/README.md
index 6a4021480fb5a4e532069e5a4139613a8efb99b0..fe2166c6b452d8d500ca9525ea643c19b98d99a2 100644
--- a/README.md
+++ b/README.md
@@ -12,13 +12,18 @@ To manually update (using javascript console):
 ```js
 const baseUrl = "https://github.com/INRIA/scikit-learn-mooc/raw/master/";
 const apiUrl = "https://api.github.com/repos/INRIA/scikit-learn-mooc/contents";
-let datasets, notebooks, wrapups;
+let datasets, notebooks, wrapups, figures;
 
 fetch(`${apiUrl}/datasets`)
 .then(function(response_datasets) {
     return response_datasets.json()
 }).then(function(data_datasets) {
     datasets = data_datasets.map(item => item.path)
+    return fetch(`${apiUrl}/figures`)
+}).then(function(response_figures) {
+    return response_figures.json()
+}).then(function(data_figures) {
+    figures = data_figures.map(item => item.path)
     return fetch(`${apiUrl}/notebooks`)
 }).then(function(response_notebooks) {
     return response_notebooks.json()