diff --git a/cookbook/pageindex_RAG_simple.ipynb b/cookbook/pageindex_RAG_simple.ipynb
index c24f6e8..e10c0a0 100644
--- a/cookbook/pageindex_RAG_simple.ipynb
+++ b/cookbook/pageindex_RAG_simple.ipynb
@@ -27,8 +27,12 @@
         "</p>\n",
         "\n",
         "<p align=\"center\">\n",
-        "  <a href=\"https://github.com/VectifyAI/PageIndex\">\n",
-        "    <img src=\"https://img.shields.io/github/stars/VectifyAI/PageIndex?style=for-the-badge&logo=github&label=⭐%20Star%20Us\" alt=\"Star us on GitHub\" />\n",
+        "  <a href=\"https://github.com/VectifyAI/PageIndex/stargazers\">\n",
+        "    <img height=\"30\" src=\"https://img.shields.io/github/stars/VectifyAI/PageIndex?style=for-the-badge&logo=github&label=⭐%20Star%20Us\" alt=\"Star us on GitHub\" />\n",
+        "  </a>\n",
+        "  &nbsp;&nbsp;&nbsp;\n",
+        "  <a href=\"https://twitter.com/VectifyAI\">\n",
+        "    <img height=\"30\" src=\"https://img.shields.io/badge/Follow%20Us-000000?style=for-the-badge&logo=x&logoColor=white\" alt=\"Follow us on X\" />\n",
         "  </a>\n",
         "</p>\n",
         "\n",