diff --git a/themes/Ying/assets/js/modules/artalk.js b/themes/Ying/assets/js/modules/artalk.js
index c7acab3e..efb75f47 100644
--- a/themes/Ying/assets/js/modules/artalk.js
+++ b/themes/Ying/assets/js/modules/artalk.js
@@ -624,34 +624,10 @@ var getPageKey = function() {
 var processBadges = function() {
     if (!linkMap && !feedMap) return;
 
-    var data = loadUserCounts();
-    var pageKey = getPageKey();
-    var pages = data._pages || {};
-    var isNewPage = !pages[pageKey];
-
-    // Count per-user comments on current page
-    var pageCounts = {};
-    document.querySelectorAll('.atk-comment-wrap').forEach(function(wrap) {
-        var nickEl = wrap.querySelector('.atk-nick');
-        if (!nickEl) return;
-        var name = (nickEl.textContent || '').trim();
-        if (name) pageCounts[name] = (pageCounts[name] || 0) + 1;
-    });
-
-    // Accumulate: only add counts if this page hasn't been processed before
-    var userCounts = {};
-    for (var name in pageCounts) {
-        var prev = data[name] || 0;
-        if (isNewPage) {
-            data[name] = prev + pageCounts[name];
-        }
-        userCounts[name] = data[name];
-    }
-    if (isNewPage) {
-        pages[pageKey] = true;
-        data._pages = pages;
-    }
-    saveUserCounts(data);
+    // 评论等级（九品官阶）已迁到评论后端：artalk-cf 按全站真实评论数
+    // 计算并直接下发 badge_name/badge_color（官方 badge 槽渲染）。
+    // 原 localStorage 累计方案只统计当前浏览器见过的评论，跨设备/清缓存
+    // 就失真，已废弃（RANK_TABLE 保留仅作历史参考，不再注入）。
 
     document.querySelectorAll('.atk-comment-wrap').forEach(function(wrap) {
         var nickEl = wrap.querySelector('.atk-nick');
@@ -700,31 +676,7 @@ var processBadges = function() {
             }
         }
 
-        // 3. Comment rank badge — inline next to name
-        if (!nickEl.querySelector('.atk-rank-badge')) {
-            var count = userCounts[nickText] || 0;
-            var rank = getRank(count);
-            var rb = document.createElement('span');
-            rb.className = 'atk-rank-badge';
-            rb.textContent = rank.short;
-            rb.title = rank.title + ' (' + count + '条评论)';
-            rb.style.color = rank.color;
-            rb.style.backgroundColor = rank.bg;
-            rb.style.borderColor = rank.bg.replace(/[\d.]+\)$/, function(m) {
-                var v = parseFloat(m) + 0.06;
-                return Math.min(v, 0.26).toFixed(2) + ')';
-            });
-            var idx = RANK_TABLE.indexOf(rank);
-            if (idx > 0) {
-                var next = RANK_TABLE[idx - 1];
-                var diff = next.min - count;
-                if (diff > 0) {
-                    var progress = Math.round((count - rank.min) / (next.min - rank.min) * 100);
-                    rb.title += ' — 距' + next.short + '还差' + diff + '条 (' + progress + '%)';
-                }
-            }
-            nickEl.appendChild(rb);
-        }
+        // 3. 评论等级徽章已由后端下发（badge_name/badge_color 官方槽渲染），不再本地注入
     });
 };