diff --git a/lib/block-patterns.php b/lib/block-patterns.php
index f3586d3d7dcd9b..491c6ccb2564c9 100644
--- a/lib/block-patterns.php
+++ b/lib/block-patterns.php
@@ -204,7 +204,7 @@ function remove_core_patterns() {
  *
  * @since 5.8.0
  */
-function load_remote_patterns() {
+function load_remote_core_patterns() {
 	// This is the core function that provides the same feature.
 	if ( function_exists( '_load_remote_block_patterns' ) ) {
 		return;
@@ -236,6 +236,58 @@ function load_remote_patterns() {
 	}
 }
 
+/**
+ * Register featured patterns from wordpress.org/patterns.
+ *
+ * @since 5.9.0
+ */
+function load_remote_featured_patterns() {
+	/**
+	 * Filter to disable remote block patterns.
+	 *
+	 * @since 5.8.0
+	 *
+	 * @param bool $should_load_remote
+	 */
+	$should_load_remote = apply_filters( 'should_load_remote_block_patterns', true );
+
+	if ( ! $should_load_remote ) {
+		return;
+	}
+
+	// TODO: check about the `featured` name.. Should this be reserved?
+	// Also check core logic: https://developer.wordpress.org/reference/classes/wp_block_pattern_categories_registry/
+	// Do we just allow collisions/overide with categories when they have the same name? Needs checking..
+	if ( ! WP_Block_Pattern_Categories_Registry::get_instance()->is_registered( 'Featured' ) ) {
+		register_block_pattern_category( 'featured', array( 'label' => __( 'Featured', 'gutenberg' ) ) );
+	}
+
+	$request = new WP_REST_Request( 'GET', '/wp/v2/pattern-directory/patterns' );
+	// TODO: change this with new category id when created in patterns directory..
+	$request->set_param( 'category', 4 ); // temp gallery category id.
+
+	// TODO: check to update the controller here: https://github.com/WordPress/gutenberg/blob/trunk/lib/class-wp-rest-pattern-directory-controller.php#L321
+	// because it unsets the `per_page` param.
+	// $request->set_param( 'per_page', 2 );.
+
+	$response = rest_do_request( $request );
+	if ( $response->is_error() ) {
+		return;
+	}
+	$patterns = $response->get_data();
+	// check above comment about `per_page`.
+	$patterns = array_slice( $patterns, 0, 2 );
+	foreach ( $patterns as $pattern ) {
+		$pattern_name = sanitize_title( $pattern['title'] );
+		if ( ! WP_Block_Patterns_Registry::get_instance()->is_registered( $pattern_name ) ) {
+			// TODO: should we override this one as is done here? If not we should also add the `featured`
+			// category and also check to registere remaing categories if not already registered.
+			$pattern['categories'] = array( 'featured' );
+			register_block_pattern( $pattern_name, (array) $pattern );
+		};
+	}
+}
+
 
 add_action(
 	'init',
@@ -257,7 +309,8 @@ function( $current_screen ) {
 
 		$is_site_editor = ( function_exists( 'gutenberg_is_edit_site_page' ) && gutenberg_is_edit_site_page( $current_screen->id ) );
 		if ( $current_screen->is_block_editor || $is_site_editor ) {
-			load_remote_patterns();
+			load_remote_core_patterns();
+			load_remote_featured_patterns();
 		}
 	}
 );
diff --git a/packages/block-editor/src/components/inserter/block-patterns-tab.js b/packages/block-editor/src/components/inserter/block-patterns-tab.js
index 389aec536c6165..83715112625e4e 100644
--- a/packages/block-editor/src/components/inserter/block-patterns-tab.js
+++ b/packages/block-editor/src/components/inserter/block-patterns-tab.js
@@ -31,11 +31,19 @@ function BlockPatternsCategory( {
 	// Remove any empty categories
 	const populatedCategories = useMemo(
 		() =>
-			allCategories.filter( ( category ) =>
-				allPatterns.some( ( pattern ) =>
-					pattern.categories?.includes( category.name )
+			allCategories
+				.filter( ( category ) =>
+					allPatterns.some( ( pattern ) =>
+						pattern.categories?.includes( category.name )
+					)
 				)
-			),
+				// TODO: check if we can sort differently. Currently is the registration order.
+				.sort( ( { name: currentName }, { name: nextName } ) => {
+					if ( ! [ currentName, nextName ].includes( 'featured' ) ) {
+						return 0;
+					}
+					return currentName === 'featured' ? -1 : 1;
+				} ),
 		[ allPatterns, allCategories ]
 	);