diff --git a/assets/js/build/public.js b/assets/js/build/public.js
index 782317cc..02b1a939 100644
--- a/assets/js/build/public.js
+++ b/assets/js/build/public.js
@@ -2659,13 +2659,93 @@ tbquire.config({
   }
 
   function getCurrentAuthorOnly() {
-    var url = new URL(window.location.href);
-    if (url.searchParams.get("aksrt_author_only") === "1") return true;
     var btn = document.querySelector("#comments .btn-only-author");
     return !!(btn && btn.classList.contains("active") && btn.dataset.authorOnly === "0");
   }
 
-  function applyFragmentPayload(commentsArea, data, urlState) {
+  /* ====== 全局无参数加载：评论状态仅保存在客户端，地址栏不携带 ? 参数 ====== */
+  var COMMENT_URL_PARAMS = ["cpage", "aksrt_comment_order", "aksrt_author_only"];
+  var commentUrlStateCleaned = false;
+
+  function stripCommentUrlParams() {
+    if (commentUrlStateCleaned || !window.history || typeof window.history.replaceState !== "function") return;
+    commentUrlStateCleaned = true;
+    var url = new URL(window.location.href);
+    var changed = false;
+    COMMENT_URL_PARAMS.forEach(function (key) {
+      if (url.searchParams.has(key)) {
+        url.searchParams.delete(key);
+        changed = true;
+      }
+    });
+    if (changed) {
+      // 服务端首屏已按参数渲染完毕，落地后地址栏回到无参干净链接。
+      window.history.replaceState(null, "", url.toString());
+    }
+  }
+
+  function getMaxCommentPages() {
+    var pagenav = document.querySelector("#comments .pagenav[data-max-pages]");
+    if (pagenav) {
+      var max = parseInt(pagenav.dataset.maxPages, 10);
+      if (max > 0) return max;
+    }
+    var jumpInput = document.querySelector("#comments .jump-input[max]");
+    if (jumpInput) {
+      var maxAttr = parseInt(jumpInput.getAttribute("max"), 10);
+      if (maxAttr > 0) return maxAttr;
+    }
+    return 1;
+  }
+
+  function parseCommentPageFromHref(href) {
+    if (!href || href === "#" || href.indexOf("javascript:") === 0) return 0;
+    try {
+      var url = new URL(href, window.location.href);
+      var cpage = parseInt(url.searchParams.get("cpage"), 10);
+      if (cpage > 0) return cpage;
+      var match = url.pathname.match(/\/comment-page-([0-9]{1,})\/?$/);
+      return match ? parseInt(match[1], 10) : 0;
+    } catch (e) {
+      return 0;
+    }
+  }
+
+  function scrollCommentsIntoView() {
+    var commentsArea = document.getElementById("comments");
+    if (!commentsArea || typeof commentsArea.scrollIntoView !== "function") return;
+    var rect = commentsArea.getBoundingClientRect();
+    if (rect.top >= 0 && rect.top < window.innerHeight * 0.6) return;
+    commentsArea.scrollIntoView({ behavior: "smooth", block: "start" });
+  }
+
+  function loadCommentPage(page, opts) {
+    opts = opts || {};
+    var commentsArea = document.getElementById("comments");
+    if (!commentsArea) {
+      return Promise.reject(new Error("comments area missing"));
+    }
+    var maxPages = getMaxCommentPages();
+    page = parseInt(page, 10) || 1;
+    page = Math.max(1, page);
+    if (maxPages > 1) page = Math.min(page, maxPages);
+
+    showListLoading(commentsArea);
+    return fetchCommentFragment({
+      order: getCurrentCommentOrder(),
+      authorOnly: getCurrentAuthorOnly(),
+      page: page
+    }).then(function (json) {
+      if (json && json.success && json.data) {
+        applyFragmentPayload(commentsArea, json.data);
+        if (!opts.noScroll) scrollCommentsIntoView();
+        return true;
+      }
+      throw new Error("comment fragment failed");
+    });
+  }
+
+  function applyFragmentPayload(commentsArea, data) {
     if (!commentsArea || !data || !data.html) return;
 
     // data.html 是完整的 <div id="postcomments">（含筛选、列表、分页）
@@ -2684,9 +2764,6 @@ tbquire.config({
     var currentCount = commentsArea.querySelector(".title-theme small");
     if (currentCount && data.count_text) currentCount.textContent = data.count_text;
 
-    if (urlState && window.history && typeof window.history.replaceState === "function") {
-      window.history.replaceState(null, "", urlState);
-    }
     if (window.AksrtFrontend) AksrtFrontend.rehydrate(commentsArea, "ajax");
   }
 
@@ -2731,24 +2808,7 @@ tbquire.config({
   }
 
   function reloadCommentList() {
-    var commentsArea = document.getElementById('comments');
-    if (!commentsArea) {
-      window.location.reload();
-      return;
-    }
-    showListLoading(commentsArea);
-
-    fetchCommentFragment({
-      order: getCurrentCommentOrder(),
-      authorOnly: getCurrentAuthorOnly(),
-      page: 1
-    }).then(function (json) {
-      if (json && json.success && json.data) {
-        applyFragmentPayload(commentsArea, json.data, null);
-        return;
-      }
-      throw new Error('fragment failed');
-    }).catch(function (error) {
+    loadCommentPage(1, { noScroll: true }).catch(function (error) {
       console.error('[AKSRT Comment] 刷新评论列表失败:', error);
       window.location.reload();
     });
@@ -2791,23 +2851,19 @@ tbquire.config({
       }
       renderLoadingState();
       var authorOnly = getCurrentAuthorOnly();
-      var url = new URL(window.location.href);
-      url.searchParams.set("aksrt_comment_order", order);
-      url.searchParams.delete("cpage");
-      if (authorOnly) url.searchParams.set("aksrt_author_only", "1");
-      else url.searchParams.delete("aksrt_author_only");
 
       fetchCommentFragment({ order: order, authorOnly: authorOnly, page: 1 })
         .then(function (json) {
           if (json && json.success && json.data) {
-            applyFragmentPayload(commentsArea, json.data, url.toString());
+            applyFragmentPayload(commentsArea, json.data);
             return;
           }
           throw new Error("order fragment failed");
         })
         .catch(function (error) {
           console.error("[AKSRT Comment] 排序刷新失败:", error);
-          window.location.href = url.toString();
+          // 兜底整页刷新，地址栏保持无参。
+          window.location.reload();
         });
     }
 
@@ -2815,23 +2871,19 @@ tbquire.config({
       renderLoadingState();
       var authorOnly = authorOnlyFlag === "1" || authorOnlyFlag === 1 || authorOnlyFlag === true;
       var order = getCurrentCommentOrder();
-      var url = new URL(window.location.href);
-      if (authorOnly) url.searchParams.set("aksrt_author_only", "1");
-      else url.searchParams.delete("aksrt_author_only");
-      url.searchParams.delete("cpage");
-      if (order) url.searchParams.set("aksrt_comment_order", order);
 
       fetchCommentFragment({ order: order, authorOnly: authorOnly, page: 1 })
         .then(function (json) {
           if (json && json.success && json.data) {
-            applyFragmentPayload(commentsArea, json.data, url.toString());
+            applyFragmentPayload(commentsArea, json.data);
             return;
           }
           throw new Error("author fragment failed");
         })
         .catch(function (error) {
           console.error("[AKSRT Comment] Author filter failed:", error);
-          window.location.href = url.toString();
+          // 兜底整页刷新，地址栏保持无参。
+          window.location.reload();
         });
     }
 
@@ -2851,6 +2903,21 @@ tbquire.config({
       if (orderBtn && commentsArea.contains(orderBtn)) {
         e.preventDefault();
         applyCommentOrder(orderBtn.getAttribute("data-order") || "newest");
+        return;
+      }
+
+      // 数字分页：本地 DOM 刷新，地址栏不携带参数（href 仅作无 JS 兜底）。
+      var pageLink = target.closest(".pagenav a.page-numbers");
+      if (pageLink && commentsArea.contains(pageLink) && !pageLink.classList.contains("pag-jump")) {
+        var page = parseCommentPageFromHref(pageLink.getAttribute("href"));
+        if (page > 0) {
+          e.preventDefault();
+          loadCommentPage(page).catch(function (error) {
+            console.error("[AKSRT Comment] 分页刷新失败:", error);
+            // AJAX 不可用时退回原始链接（pretty 链接本身无 ? 参数）。
+            window.location.href = pageLink.href;
+          });
+        }
       }
     });
   }
@@ -2858,11 +2925,10 @@ tbquire.config({
 
   /* ====== 数字分页跳页（legacy pag-jump） ====== */
   function jumpToCommentPage(page) {
-    page = parseInt(page, 10) || 1;
-    var url = new URL(window.location.href);
-    url.searchParams.set("cpage", String(page));
-    url.hash = "comments";
-    window.location.href = url.toString();
+    loadCommentPage(page).catch(function (error) {
+      console.error("[AKSRT Comment] 跳页失败:", error);
+      window.location.reload();
+    });
   }
 
   function initCommentPageJump() {
@@ -2883,8 +2949,18 @@ tbquire.config({
     });
   }
 
-  window.AksrtFrontend.register("aksrt-comment-system", function () { initCommentSystem(); initCommentPageJump(); });
+  window.AksrtFrontend.register("aksrt-comment-system", function () {
+    stripCommentUrlParams();
+    initCommentSystem();
+    initCommentPageJump();
+  });
   window.AksrtFrontend.register("aksrt-comment-order", function (root) { initCommentOrder(root); });
+
+  // 供 pagination.js 等模块复用：评论页码加载 / 列表刷新（局部 DOM，无 ? 参数）。
+  window.AksrtComments = {
+    loadPage: function (page, opts) { return loadCommentPage(page, opts); },
+    reload: function () { reloadCommentList(); }
+  };
 })();
 ;
 
@@ -3827,9 +3903,14 @@ tbquire.config({
             var targetPage = parseInt(jumpInput.value, 10) || 1;
             var max = parseInt(jumpInput.dataset.maxPages || String(maxPages), 10) || maxPages;
             targetPage = Math.max(1, Math.min(max, targetPage));
-            var url = new URL(window.location.href);
-            url.searchParams.set("cpage", String(targetPage));
-            window.location.href = url.toString();
+            // 评论跳页：本地 DOM 刷新，地址栏不携带 ? 参数。
+            if (window.AksrtComments && typeof window.AksrtComments.loadPage === "function") {
+              e.preventDefault();
+              window.AksrtComments.loadPage(targetPage);
+              return;
+            }
+            window.location.hash = "comments";
+            window.location.reload();
             return;
           }
           if (loadMoreBtn.dataset.jumpArchive === "1") {
diff --git a/assets/js/core/comments.js b/assets/js/core/comments.js
index 9c62129d..5e09132e 100644
--- a/assets/js/core/comments.js
+++ b/assets/js/core/comments.js
@@ -476,13 +476,93 @@
   }
 
   function getCurrentAuthorOnly() {
-    var url = new URL(window.location.href);
-    if (url.searchParams.get("aksrt_author_only") === "1") return true;
     var btn = document.querySelector("#comments .btn-only-author");
     return !!(btn && btn.classList.contains("active") && btn.dataset.authorOnly === "0");
   }
 
-  function applyFragmentPayload(commentsArea, data, urlState) {
+  /* ====== 全局无参数加载：评论状态仅保存在客户端，地址栏不携带 ? 参数 ====== */
+  var COMMENT_URL_PARAMS = ["cpage", "aksrt_comment_order", "aksrt_author_only"];
+  var commentUrlStateCleaned = false;
+
+  function stripCommentUrlParams() {
+    if (commentUrlStateCleaned || !window.history || typeof window.history.replaceState !== "function") return;
+    commentUrlStateCleaned = true;
+    var url = new URL(window.location.href);
+    var changed = false;
+    COMMENT_URL_PARAMS.forEach(function (key) {
+      if (url.searchParams.has(key)) {
+        url.searchParams.delete(key);
+        changed = true;
+      }
+    });
+    if (changed) {
+      // 服务端首屏已按参数渲染完毕，落地后地址栏回到无参干净链接。
+      window.history.replaceState(null, "", url.toString());
+    }
+  }
+
+  function getMaxCommentPages() {
+    var pagenav = document.querySelector("#comments .pagenav[data-max-pages]");
+    if (pagenav) {
+      var max = parseInt(pagenav.dataset.maxPages, 10);
+      if (max > 0) return max;
+    }
+    var jumpInput = document.querySelector("#comments .jump-input[max]");
+    if (jumpInput) {
+      var maxAttr = parseInt(jumpInput.getAttribute("max"), 10);
+      if (maxAttr > 0) return maxAttr;
+    }
+    return 1;
+  }
+
+  function parseCommentPageFromHref(href) {
+    if (!href || href === "#" || href.indexOf("javascript:") === 0) return 0;
+    try {
+      var url = new URL(href, window.location.href);
+      var cpage = parseInt(url.searchParams.get("cpage"), 10);
+      if (cpage > 0) return cpage;
+      var match = url.pathname.match(/\/comment-page-([0-9]{1,})\/?$/);
+      return match ? parseInt(match[1], 10) : 0;
+    } catch (e) {
+      return 0;
+    }
+  }
+
+  function scrollCommentsIntoView() {
+    var commentsArea = document.getElementById("comments");
+    if (!commentsArea || typeof commentsArea.scrollIntoView !== "function") return;
+    var rect = commentsArea.getBoundingClientRect();
+    if (rect.top >= 0 && rect.top < window.innerHeight * 0.6) return;
+    commentsArea.scrollIntoView({ behavior: "smooth", block: "start" });
+  }
+
+  function loadCommentPage(page, opts) {
+    opts = opts || {};
+    var commentsArea = document.getElementById("comments");
+    if (!commentsArea) {
+      return Promise.reject(new Error("comments area missing"));
+    }
+    var maxPages = getMaxCommentPages();
+    page = parseInt(page, 10) || 1;
+    page = Math.max(1, page);
+    if (maxPages > 1) page = Math.min(page, maxPages);
+
+    showListLoading(commentsArea);
+    return fetchCommentFragment({
+      order: getCurrentCommentOrder(),
+      authorOnly: getCurrentAuthorOnly(),
+      page: page
+    }).then(function (json) {
+      if (json && json.success && json.data) {
+        applyFragmentPayload(commentsArea, json.data);
+        if (!opts.noScroll) scrollCommentsIntoView();
+        return true;
+      }
+      throw new Error("comment fragment failed");
+    });
+  }
+
+  function applyFragmentPayload(commentsArea, data) {
     if (!commentsArea || !data || !data.html) return;
 
     // data.html 是完整的 <div id="postcomments">（含筛选、列表、分页）
@@ -501,9 +581,6 @@
     var currentCount = commentsArea.querySelector(".title-theme small");
     if (currentCount && data.count_text) currentCount.textContent = data.count_text;
 
-    if (urlState && window.history && typeof window.history.replaceState === "function") {
-      window.history.replaceState(null, "", urlState);
-    }
     if (window.AksrtFrontend) AksrtFrontend.rehydrate(commentsArea, "ajax");
   }
 
@@ -548,24 +625,7 @@
   }
 
   function reloadCommentList() {
-    var commentsArea = document.getElementById('comments');
-    if (!commentsArea) {
-      window.location.reload();
-      return;
-    }
-    showListLoading(commentsArea);
-
-    fetchCommentFragment({
-      order: getCurrentCommentOrder(),
-      authorOnly: getCurrentAuthorOnly(),
-      page: 1
-    }).then(function (json) {
-      if (json && json.success && json.data) {
-        applyFragmentPayload(commentsArea, json.data, null);
-        return;
-      }
-      throw new Error('fragment failed');
-    }).catch(function (error) {
+    loadCommentPage(1, { noScroll: true }).catch(function (error) {
       console.error('[AKSRT Comment] 刷新评论列表失败:', error);
       window.location.reload();
     });
@@ -608,23 +668,19 @@
       }
       renderLoadingState();
       var authorOnly = getCurrentAuthorOnly();
-      var url = new URL(window.location.href);
-      url.searchParams.set("aksrt_comment_order", order);
-      url.searchParams.delete("cpage");
-      if (authorOnly) url.searchParams.set("aksrt_author_only", "1");
-      else url.searchParams.delete("aksrt_author_only");
 
       fetchCommentFragment({ order: order, authorOnly: authorOnly, page: 1 })
         .then(function (json) {
           if (json && json.success && json.data) {
-            applyFragmentPayload(commentsArea, json.data, url.toString());
+            applyFragmentPayload(commentsArea, json.data);
             return;
           }
           throw new Error("order fragment failed");
         })
         .catch(function (error) {
           console.error("[AKSRT Comment] 排序刷新失败:", error);
-          window.location.href = url.toString();
+          // 兜底整页刷新，地址栏保持无参。
+          window.location.reload();
         });
     }
 
@@ -632,23 +688,19 @@
       renderLoadingState();
       var authorOnly = authorOnlyFlag === "1" || authorOnlyFlag === 1 || authorOnlyFlag === true;
       var order = getCurrentCommentOrder();
-      var url = new URL(window.location.href);
-      if (authorOnly) url.searchParams.set("aksrt_author_only", "1");
-      else url.searchParams.delete("aksrt_author_only");
-      url.searchParams.delete("cpage");
-      if (order) url.searchParams.set("aksrt_comment_order", order);
 
       fetchCommentFragment({ order: order, authorOnly: authorOnly, page: 1 })
         .then(function (json) {
           if (json && json.success && json.data) {
-            applyFragmentPayload(commentsArea, json.data, url.toString());
+            applyFragmentPayload(commentsArea, json.data);
             return;
           }
           throw new Error("author fragment failed");
         })
         .catch(function (error) {
           console.error("[AKSRT Comment] Author filter failed:", error);
-          window.location.href = url.toString();
+          // 兜底整页刷新，地址栏保持无参。
+          window.location.reload();
         });
     }
 
@@ -668,6 +720,21 @@
       if (orderBtn && commentsArea.contains(orderBtn)) {
         e.preventDefault();
         applyCommentOrder(orderBtn.getAttribute("data-order") || "newest");
+        return;
+      }
+
+      // 数字分页：本地 DOM 刷新，地址栏不携带参数（href 仅作无 JS 兜底）。
+      var pageLink = target.closest(".pagenav a.page-numbers");
+      if (pageLink && commentsArea.contains(pageLink) && !pageLink.classList.contains("pag-jump")) {
+        var page = parseCommentPageFromHref(pageLink.getAttribute("href"));
+        if (page > 0) {
+          e.preventDefault();
+          loadCommentPage(page).catch(function (error) {
+            console.error("[AKSRT Comment] 分页刷新失败:", error);
+            // AJAX 不可用时退回原始链接（pretty 链接本身无 ? 参数）。
+            window.location.href = pageLink.href;
+          });
+        }
       }
     });
   }
@@ -675,11 +742,10 @@
 
   /* ====== 数字分页跳页（legacy pag-jump） ====== */
   function jumpToCommentPage(page) {
-    page = parseInt(page, 10) || 1;
-    var url = new URL(window.location.href);
-    url.searchParams.set("cpage", String(page));
-    url.hash = "comments";
-    window.location.href = url.toString();
+    loadCommentPage(page).catch(function (error) {
+      console.error("[AKSRT Comment] 跳页失败:", error);
+      window.location.reload();
+    });
   }
 
   function initCommentPageJump() {
@@ -700,6 +766,16 @@
     });
   }
 
-  window.AksrtFrontend.register("aksrt-comment-system", function () { initCommentSystem(); initCommentPageJump(); });
+  window.AksrtFrontend.register("aksrt-comment-system", function () {
+    stripCommentUrlParams();
+    initCommentSystem();
+    initCommentPageJump();
+  });
   window.AksrtFrontend.register("aksrt-comment-order", function (root) { initCommentOrder(root); });
+
+  // 供 pagination.js 等模块复用：评论页码加载 / 列表刷新（局部 DOM，无 ? 参数）。
+  window.AksrtComments = {
+    loadPage: function (page, opts) { return loadCommentPage(page, opts); },
+    reload: function () { reloadCommentList(); }
+  };
 })();
diff --git a/assets/js/core/pagination.js b/assets/js/core/pagination.js
index 2aa9f9a2..d8c476a8 100644
--- a/assets/js/core/pagination.js
+++ b/assets/js/core/pagination.js
@@ -228,9 +228,14 @@
             var targetPage = parseInt(jumpInput.value, 10) || 1;
             var max = parseInt(jumpInput.dataset.maxPages || String(maxPages), 10) || maxPages;
             targetPage = Math.max(1, Math.min(max, targetPage));
-            var url = new URL(window.location.href);
-            url.searchParams.set("cpage", String(targetPage));
-            window.location.href = url.toString();
+            // 评论跳页：本地 DOM 刷新，地址栏不携带 ? 参数。
+            if (window.AksrtComments && typeof window.AksrtComments.loadPage === "function") {
+              e.preventDefault();
+              window.AksrtComments.loadPage(targetPage);
+              return;
+            }
+            window.location.hash = "comments";
+            window.location.reload();
             return;
           }
           if (loadMoreBtn.dataset.jumpArchive === "1") {
diff --git a/inc/helpers/aksrt-comments.php b/inc/helpers/aksrt-comments.php
index 5ae70955..1176d10d 100644
--- a/inc/helpers/aksrt-comments.php
+++ b/inc/helpers/aksrt-comments.php
@@ -653,7 +653,7 @@ if (!function_exists('aksrt_comments_render')) :
 				? sprintf(__('共%s条', 'aksrt'), (string) $count)
 				: __('抢沙发', 'aksrt');
 			?>
-			<div class="theme-box" id="comments">
+			<div class="theme-box" id="comments" data-post-id="<?php echo esc_attr((string) get_the_ID()); ?>">
 				<div class="box-body notop">
 					<div class="title-theme"><?php echo esc_html((string) $ctx['title_text']); ?>
 						<?php echo '<small>' . esc_html($count_label) . '</small>'; ?>
diff --git a/inc/helpers/template-tags/search-meta.php b/inc/helpers/template-tags/search-meta.php
index b3f3c996..cc091115 100644
--- a/inc/helpers/template-tags/search-meta.php
+++ b/inc/helpers/template-tags/search-meta.php
@@ -575,9 +575,17 @@ if (!function_exists('aksrt_render_comment_pagination')) {
         }
 
         // 数字分页（legacy：paginate_links + 跳页输入框）
+        // 路径式 comment-page-N 链接：地址栏与 href 均不携带 ? 参数（无 JS 时仍可整页翻页）。
+        global $wp_rewrite;
+        if (get_option('permalink_structure') && $wp_rewrite instanceof WP_Rewrite && !empty($wp_rewrite->comments_pagination_base)) {
+            $base = user_trailingslashit(trailingslashit(get_permalink()) . $wp_rewrite->comments_pagination_base . '-%#%', 'commentpaged');
+        } else {
+            // 无伪静态时只能用查询参数（页面地址本身已带 ?p=）。
+            $base = add_query_arg('cpage', '%#%', get_permalink());
+        }
         $is_mobile = wp_is_mobile();
         $args = [
-            'base'         => add_query_arg('cpage', '%#%', get_permalink()),
+            'base'         => $base,
             'type'         => 'array',
             'mid_size'     => $is_mobile ? 1 : 2,
             'prev_text'    => '<i class="fa fa-angle-left em12"></i><span class="hide-sm ml6">' . __('上一页', 'aksrt') . '</span>',
@@ -596,7 +604,7 @@ if (!function_exists('aksrt_render_comment_pagination')) {
             $array[] = '<a class="pag-jump page-numbers" href="javascript:;" no-scroll="true" data-jump-comments="1"><input autocomplete="off" max="' . esc_attr((string) $max_pages) . '" current="' . esc_attr((string) $paged) . '" type="' . ($is_mobile ? 'number' : 'text') . '" class="form-control jump-input" name="pag-go"><span class="hide-sm mr6 jump-text">' . __('跳转', 'aksrt') . '</span><i class="jump-icon fa fa-angle-double-right em12"></i></a>';
         }
 
-        echo '<div class="pagenav">';
+        echo '<div class="pagenav" data-current-page="' . esc_attr((string) $paged) . '" data-max-pages="' . esc_attr((string) $max_pages) . '">';
         // phpcs:ignore WordPress.Security.EscapeOutput.OutputNotEscaped -- paginate_links 输出与既定跳页标记。
         echo implode('', $array);
         echo '</div>';