diff --git a/package.json b/package.json
index 1c3cb390..168d6cd4 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "paperlib",
-  "version": "1.9.4-dev.1",
+  "version": "1.9.4-dev.2",
   "description": "A simple academic paper management tool for CSer.",
   "productName": "Paperlib",
   "author": "Geoffrey Chen <geoffreychen777@gmail.com>",
diff --git a/packages/preload/repositories/scraper-repository/scrapers/paperwithcode.ts b/packages/preload/repositories/scraper-repository/scrapers/paperwithcode.ts
index acae89df..76a3cf52 100644
--- a/packages/preload/repositories/scraper-repository/scrapers/paperwithcode.ts
+++ b/packages/preload/repositories/scraper-repository/scrapers/paperwithcode.ts
@@ -42,11 +42,16 @@ export class PwCScraper extends Scraper {
       results: {
         url: string;
         is_official: boolean;
+        stars: number;
       }[];
     };
+
     if (response.count) {
       let codeList: string[] = [];
-      for (const result of response.results) {
+
+      const sortedResults = response.results.sort((a, b) => b.stars - a.stars);
+
+      for (const result of sortedResults.slice(0, 3)) {
         codeList.push(
           JSON.stringify({
             url: result.url,