diff --git a/cookbook/ai_coding_tool_guides/claude_code_quickstart/index.json b/cookbook/ai_coding_tool_guides/index.json
similarity index 52%
rename from cookbook/ai_coding_tool_guides/claude_code_quickstart/index.json
rename to cookbook/ai_coding_tool_guides/index.json
index cd1e071b16..8b6433172d 100644
--- a/cookbook/ai_coding_tool_guides/claude_code_quickstart/index.json
+++ b/cookbook/ai_coding_tool_guides/index.json
@@ -1,6 +1,7 @@
 {
     "title": "Claude Code Quickstart",
-    "description": "This is a 30-second quickstart guide to using Claude Code with LiteLLM.",
+    "description": "This is a quickstart guide to using Claude Code with LiteLLM.",
+    "url": "https://docs.litellm.ai/docs/tutorials/claude_responses_api",
     "date": "2026-01-15",
     "version": "1.0.0",
     "tags": [