diff --git a/tools/generate_meta.py b/tools/generate_meta.py
index 2306081..099704f 100755
--- a/tools/generate_meta.py
+++ b/tools/generate_meta.py
@@ -17,7 +17,6 @@ import argparse
 import base64
 import logging
 import pathlib
-import re
 import requests
 import subprocess
 import sys
@@ -32,16 +31,8 @@ data = otc_metadata.services.Services()
 api_session = requests.Session()
 
 
-def remove_thinking_content(text):
-    """Remove thinking process content between thinking markers."""
-    # Remove everything between <think> and </think> markers
-    text = re.sub(r'(?is)<think>.*?</think>', '', text, flags=re.DOTALL | re.IGNORECASE)
-    return text.strip()
-
-
 def extract_description(result):
     """Extract description from API response and clean it."""
-    # Chat completion format: choices[0].message.content
     if "choices" in result and len(result["choices"]) > 0:
         message = result["choices"][0].get("message", {})
         description = message.get("content", "")
@@ -52,7 +43,6 @@ def extract_description(result):
     else:
         return None
 
-    description = remove_thinking_content(description)
     description = description.strip()
 
     if not description or description.isspace():
@@ -125,16 +115,20 @@ def generate_description_with_llm(text, service_title, llm_api_url, model_name,
         except (KeyError, ValueError, IndexError) as e:
             logging.warning(f"Attempt {attempt + 1}: LLM API response parsing failed: {e}. Retrying...")
 
-    # After all retries failed, use fallback
-    logging.warning("All LLM API retries failed. Using fallback description.")
+    # After all retries failed, use fallback - extract first headline
+    logging.warning("All LLM API retries failed. Using fallback description from first headline.")
     lines = text.split("\n")
-    for line in lines:
-        line = line.strip()
-        if line and not line.startswith("-") and not line.startswith("#"):
-            first_sentence = line.split(".")[0] + "."
-            if len(first_sentence) > 160:
-                first_sentence = first_sentence[:157] + "..."
-            return first_sentence
+    for i, line in enumerate(lines):
+        line_stripped = line.strip()
+        if line_stripped and not line_stripped.startswith("-") and not line_stripped.startswith("#"):
+            # Check if next line is a headline underline (=== or ---)
+            if i + 1 < len(lines):
+                next_line = lines[i + 1].strip()
+                if next_line and all(c in "=-" for c in next_line):
+                    description = line_stripped
+                    if len(description) > 160:
+                        description = description[:157] + "..."
+                    return description
 
     return f"{service_title} documentation"