diff --git a/xhs_crawler_core.py b/xhs_crawler_core.py
index 21eb0d8..23eb01d 100644
--- a/xhs_crawler_core.py
+++ b/xhs_crawler_core.py
@@ -602,12 +602,21 @@ def resolve_profile_by_search(
                 continue
 
             score = 0
+            # 精确匹配小红书号：最高优先级
             if xhs_no and xhs_no.lower() == kw.lower():
-                score += 100
-            if nickname and kw in nickname:
-                score += 10
+                score += 1000
+            # 精确匹配昵称：高优先级
+            elif nickname and nickname.lower() == kw.lower():
+                score += 500
+            # 昵称包含关键词：中优先级
+            elif nickname and kw.lower() in nickname.lower():
+                score += 50
+            # URL 中包含关键词：低优先级
+            if kw.lower() in href.lower():
+                score += 20
+            # 有有效的 profile ID：基础分
             if _extract_profile_id_from_href(href):
-                score += 1
+                score += 5
 
             if score > best_score:
                 best_score = score