diff --git a/cookbook/pageindex_RAG_simple.ipynb b/cookbook/pageindex_RAG_simple.ipynb
index fda6e67..72e4b45 100644
--- a/cookbook/pageindex_RAG_simple.ipynb
+++ b/cookbook/pageindex_RAG_simple.ipynb
@@ -21,13 +21,13 @@
         "  <a href=\"https://vectify.ai\">🏠 Homepage</a>&nbsp; • &nbsp;\n",
         "  <a href=\"https://dash.pageindex.ai\">🖥️ Dashboard</a>&nbsp; • &nbsp;\n",
         "  <a href=\"https://docs.pageindex.ai/quickstart\">📚 API Docs</a>&nbsp; • &nbsp;\n",
-        "  <a href=\"https://github.com/vectifyai/pageindex\">📦 GitHub</a>&nbsp; • &nbsp;\n",
+        "  <a href=\"https://github.com/VectifyAI/PageIndex\">📦 GitHub</a>&nbsp; • &nbsp;\n",
         "  <a href=\"https://discord.com/invite/VuXuf29EUj\">💬 Discord</a>&nbsp; • &nbsp;\n",
         "  <a href=\"https://ii2abc2jejf.typeform.com/to/tK3AXl8T\">✉️ Contact</a>&nbsp;\n",
         "</p>\n",
         "\n",
         "<p align=\"center\">\n",
-        "  <a href=\"https://github.com/VectifyAI/PageIndex/stargazers\">\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>\n",
         "</p>\n",
@@ -570,7 +570,7 @@
         "  <a href=\"https://vectify.ai\">🏠 Homepage</a>&nbsp; • &nbsp;\n",
         "  <a href=\"https://dash.pageindex.ai\">🖥️ Dashboard</a>&nbsp; • &nbsp;\n",
         "  <a href=\"https://docs.pageindex.ai/quickstart\">📚 API Docs</a>&nbsp; • &nbsp;\n",
-        "  <a href=\"https://github.com/vectifyai/pageindex\">📦 GitHub</a>&nbsp; • &nbsp;\n",
+        "  <a href=\"https://github.com/VectifyAI/PageIndex\">📦 GitHub</a>&nbsp; • &nbsp;\n",
         "  <a href=\"https://discord.com/invite/VuXuf29EUj\">💬 Discord</a>&nbsp; • &nbsp;\n",
         "  <a href=\"https://ii2abc2jejf.typeform.com/to/tK3AXl8T\">✉️ Contact</a>\n",
         "\n",