diff --git a/mycode/main.py b/mycode/main.py
index 5f076ad..60ddedf 100644
--- a/mycode/main.py
+++ b/mycode/main.py
@@ -5,6 +5,7 @@ from mycode.base import BASE_DIR
 import re
 from openpyxl import load_workbook
 from urllib.parse import urlparse
+from urllib.request import Request, urlopen
 from datetime import datetime
 import numpy as np
 from collections import defaultdict
@@ -56,6 +57,43 @@ def should_skip_error_phrase(error_phrase, content, exemption_rules=None):
     return False
 
 
+DELETE_MARKER = '\u8be5\u5185\u5bb9\u5df2\u88ab\u53d1\u5e03\u8005\u5220\u9664'
+
+
+def fetch_url_html(url, timeout=10):
+    request = Request(url, headers={'User-Agent': 'Mozilla/5.0'})
+    with urlopen(request, timeout=timeout) as response:
+        charset = response.headers.get_content_charset() or 'utf-8'
+        return response.read().decode(charset, errors='ignore')
+
+
+def is_deleted_wechat_content(url, fetch_html=None):
+    if not isinstance(url, str) or not url.strip():
+        return False
+    if fetch_html is None:
+        fetch_html = fetch_url_html
+    try:
+        html = fetch_html(url)
+    except Exception:
+        return False
+    return isinstance(html, str) and DELETE_MARKER in html
+
+
+def filter_deleted_wechat_rows(rows, fetch_html=None):
+    checked_urls = {}
+    filtered_rows = []
+
+    for row in rows:
+        url = row[-1] if row else ''
+        if url not in checked_urls:
+            checked_urls[url] = is_deleted_wechat_content(url, fetch_html=fetch_html)
+        if checked_urls[url]:
+            continue
+        filtered_rows.append(row)
+
+    return filtered_rows
+
+
 def fix_url_scheme(url, default_scheme='http'):
     # 检查URL是否包含方案
     if not url.startswith('http://') and not url.startswith('https://'):
@@ -565,7 +603,7 @@ def ana_wechat():
                 print(f'找到公众号问题{index}---{row2["nickname"]}')
     # output_data.insert(0, ['序号', '信源名称', '文章标题', '错误表述', '建议修改词语', '错误分类', '原文链接'])
 
-    return output_data
+    return filter_deleted_wechat_rows(output_data)
 
 
 def find_title(text):
diff --git a/tests/test_main.py b/tests/test_main.py
index 35f177e..9707bc5 100644
--- a/tests/test_main.py
+++ b/tests/test_main.py
@@ -1,4 +1,4 @@
-import unittest
+import unittest
 
 import pandas as pd
 
@@ -58,5 +58,53 @@ class PhraseExemptionRulesTest(unittest.TestCase):
         self.assertFalse(should_skip)
 
 
+class DeletedWechatContentFilterTest(unittest.TestCase):
+    def test_filters_rows_when_url_page_says_deleted(self):
+        rows = [
+            [1, '公众号A', '标题A', '错误表述A', '建议A', '分类A', 'https://a.test/1'],
+            [2, '公众号B', '标题B', '错误表述B', '建议B', '分类B', 'https://b.test/2'],
+        ]
+
+        def fetch_html(url):
+            if url == 'https://a.test/1':
+                return '该内容已被发布者删除'
+            return '正常文章内容'
+
+        filtered_rows = main.filter_deleted_wechat_rows(rows, fetch_html=fetch_html)
+
+        self.assertEqual(
+            filtered_rows,
+            [[2, '公众号B', '标题B', '错误表述B', '建议B', '分类B', 'https://b.test/2']]
+        )
+
+    def test_keeps_rows_when_url_page_is_not_deleted(self):
+        rows = [
+            [1, '公众号A', '标题A', '错误表述A', '建议A', '分类A', 'https://a.test/1'],
+        ]
+
+        filtered_rows = main.filter_deleted_wechat_rows(
+            rows,
+            fetch_html=lambda url: '正文还在'
+        )
+
+        self.assertEqual(filtered_rows, rows)
+
+    def test_checks_same_url_only_once(self):
+        rows = [
+            [1, '公众号A', '标题A', '错误表述A', '建议A', '分类A', 'https://same.test/1'],
+            [2, '公众号A', '标题B', '错误表述B', '建议B', '分类B', 'https://same.test/1'],
+        ]
+        calls = []
+
+        def fetch_html(url):
+            calls.append(url)
+            return '正常文章内容'
+
+        filtered_rows = main.filter_deleted_wechat_rows(rows, fetch_html=fetch_html)
+
+        self.assertEqual(filtered_rows, rows)
+        self.assertEqual(calls, ['https://same.test/1'])
+
+
 if __name__ == '__main__':
     unittest.main()