diff --git a/internal/dto/dto.go b/internal/dto/dto.go
index c303866..057586b 100644
--- a/internal/dto/dto.go
+++ b/internal/dto/dto.go
@@ -1179,3 +1179,92 @@ type PendingContentAuthor struct {
 type OnlineUsersResponse struct {
 	Count int64 `json:"count"` // 在线用户数
 }
+
+// ==================== Cursor Pagination DTOs ====================
+
+// CursorPageRequest 游标分页请求
+type CursorPageRequest struct {
+	Cursor    string `json:"cursor" form:"cursor"`       // 游标（首次请求为空）
+	Direction string `json:"direction" form:"direction"` // forward | backward
+	PageSize  int    `json:"page_size" form:"page_size"` // 每页数量
+}
+
+// CursorPageResponse 游标分页响应（泛型版本）
+// 注意：由于 Go 的限制，这里使用 interface{} 作为 Items 类型
+// 实际使用时可以创建特定类型的响应结构体
+type CursorPageResponse struct {
+	Items      interface{} `json:"items"`
+	NextCursor string      `json:"next_cursor,omitempty"` // 下一页游标
+	PrevCursor string      `json:"prev_cursor,omitempty"` // 上一页游标（可选）
+	HasMore    bool        `json:"has_more"`              // 是否有更多数据
+}
+
+// CursorPageMeta 分页元信息
+type CursorPageMeta struct {
+	PageSize  int    `json:"page_size"`
+	Direction string `json:"direction"`
+}
+
+// PostCursorPageResponse 帖子游标分页响应
+type PostCursorPageResponse struct {
+	Items      []*PostResponse `json:"items"`
+	NextCursor string          `json:"next_cursor,omitempty"`
+	PrevCursor string          `json:"prev_cursor,omitempty"`
+	HasMore    bool            `json:"has_more"`
+}
+
+// CommentCursorPageResponse 评论游标分页响应
+type CommentCursorPageResponse struct {
+	Items      []*CommentResponse `json:"items"`
+	NextCursor string             `json:"next_cursor,omitempty"`
+	PrevCursor string             `json:"prev_cursor,omitempty"`
+	HasMore    bool               `json:"has_more"`
+}
+
+// MessageCursorPageResponse 消息游标分页响应
+type MessageCursorPageResponse struct {
+	Items      []*MessageResponse `json:"items"`
+	NextCursor string             `json:"next_cursor,omitempty"`
+	PrevCursor string             `json:"prev_cursor,omitempty"`
+	HasMore    bool               `json:"has_more"`
+}
+
+// ConversationCursorPageResponse 会话游标分页响应
+type ConversationCursorPageResponse struct {
+	Items      []*ConversationResponse `json:"items"`
+	NextCursor string                  `json:"next_cursor,omitempty"`
+	PrevCursor string                  `json:"prev_cursor,omitempty"`
+	HasMore    bool                    `json:"has_more"`
+}
+
+// GroupCursorPageResponse 群组游标分页响应
+type GroupCursorPageResponse struct {
+	Items      []*GroupResponse `json:"items"`
+	NextCursor string           `json:"next_cursor,omitempty"`
+	PrevCursor string           `json:"prev_cursor,omitempty"`
+	HasMore    bool             `json:"has_more"`
+}
+
+// NotificationCursorPageResponse 通知游标分页响应
+type NotificationCursorPageResponse struct {
+	Items      []*NotificationResponse `json:"items"`
+	NextCursor string                  `json:"next_cursor,omitempty"`
+	PrevCursor string                  `json:"prev_cursor,omitempty"`
+	HasMore    bool                    `json:"has_more"`
+}
+
+// GroupMemberCursorPageResponse 群成员游标分页响应
+type GroupMemberCursorPageResponse struct {
+	Items      []*GroupMemberResponse `json:"items"`
+	NextCursor string                 `json:"next_cursor,omitempty"`
+	PrevCursor string                 `json:"prev_cursor,omitempty"`
+	HasMore    bool                   `json:"has_more"`
+}
+
+// GroupAnnouncementCursorPageResponse 群公告游标分页响应
+type GroupAnnouncementCursorPageResponse struct {
+	Items      []*GroupAnnouncementResponse `json:"items"`
+	NextCursor string                       `json:"next_cursor,omitempty"`
+	PrevCursor string                       `json:"prev_cursor,omitempty"`
+	HasMore    bool                         `json:"has_more"`
+}
diff --git a/internal/dto/group_converter.go b/internal/dto/group_converter.go
index 573cb7b..7b34df1 100644
--- a/internal/dto/group_converter.go
+++ b/internal/dto/group_converter.go
@@ -94,3 +94,30 @@ func GroupAnnouncementsToResponse(announcements []model.GroupAnnouncement) []*Gr
 	}
 	return result
 }
+
+// GroupsToResponseFromPtr 将Group指针切片转换为GroupResponse列表
+func GroupsToResponseFromPtr(groups []*model.Group) []*GroupResponse {
+	result := make([]*GroupResponse, 0, len(groups))
+	for _, group := range groups {
+		result = append(result, GroupToResponse(group))
+	}
+	return result
+}
+
+// GroupMembersToResponseFromPtr 将GroupMember指针切片转换为GroupMemberResponse列表
+func GroupMembersToResponseFromPtr(members []*model.GroupMember) []*GroupMemberResponse {
+	result := make([]*GroupMemberResponse, 0, len(members))
+	for _, member := range members {
+		result = append(result, GroupMemberToResponse(member))
+	}
+	return result
+}
+
+// GroupAnnouncementsToResponseFromPtr 将GroupAnnouncement指针切片转换为GroupAnnouncementResponse列表
+func GroupAnnouncementsToResponseFromPtr(announcements []*model.GroupAnnouncement) []*GroupAnnouncementResponse {
+	result := make([]*GroupAnnouncementResponse, 0, len(announcements))
+	for _, announcement := range announcements {
+		result = append(result, GroupAnnouncementToResponse(announcement))
+	}
+	return result
+}
diff --git a/internal/handler/comment_handler.go b/internal/handler/comment_handler.go
index 05ec327..34e5535 100644
--- a/internal/handler/comment_handler.go
+++ b/internal/handler/comment_handler.go
@@ -8,6 +8,7 @@ import (
 	"github.com/gin-gonic/gin"
 
 	"carrot_bbs/internal/dto"
+	"carrot_bbs/internal/pkg/cursor"
 	"carrot_bbs/internal/pkg/response"
 	"carrot_bbs/internal/service"
 )
@@ -251,3 +252,70 @@ func (h *CommentHandler) Unlike(c *gin.Context) {
 
 	response.SuccessWithMessage(c, "unliked", nil)
 }
+
+// GetByPostIDByCursor 游标分页获取帖子评论
+func (h *CommentHandler) GetByPostIDByCursor(c *gin.Context) {
+	userID := c.GetString("user_id")
+	postID := c.Param("id")
+
+	// 解析游标分页请求
+	req := h.parseCursorRequest(c)
+
+	// 调用游标分页服务
+	result, err := h.commentService.GetCommentsByCursor(c.Request.Context(), postID, req)
+	if err != nil {
+		response.InternalServerError(c, "failed to get comments")
+		return
+	}
+
+	// 转换为响应结构，检查每个评论的点赞状态
+	commentResponses := dto.ConvertCommentsToResponseWithUser(result.Items, userID, h.commentService)
+
+	// 构建游标分页响应
+	cursorResp := &dto.CommentCursorPageResponse{
+		Items:      commentResponses,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	}
+
+	response.Success(c, cursorResp)
+}
+
+// GetRepliesByRootIDByCursor 游标分页获取根评论的回复
+func (h *CommentHandler) GetRepliesByRootIDByCursor(c *gin.Context) {
+	userID := c.GetString("user_id")
+	rootID := c.Param("id")
+
+	// 解析游标分页请求
+	req := h.parseCursorRequest(c)
+
+	// 调用游标分页服务
+	result, err := h.commentService.GetRepliesByCursor(c.Request.Context(), rootID, req)
+	if err != nil {
+		response.InternalServerError(c, "failed to get replies")
+		return
+	}
+
+	// 转换为响应结构，检查每个回复的点赞状态
+	replyResponses := dto.ConvertCommentsToResponseWithUser(result.Items, userID, h.commentService)
+
+	// 构建游标分页响应
+	cursorResp := &dto.CommentCursorPageResponse{
+		Items:      replyResponses,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	}
+
+	response.Success(c, cursorResp)
+}
+
+// parseCursorRequest 解析游标分页请求参数
+func (h *CommentHandler) parseCursorRequest(c *gin.Context) *cursor.PageRequest {
+	cursorStr := c.Query("cursor")
+	direction := cursor.Direction(c.DefaultQuery("direction", "forward"))
+	pageSize, _ := strconv.Atoi(c.DefaultQuery("page_size", "20"))
+
+	return cursor.NewPageRequest(cursorStr, direction, pageSize)
+}
diff --git a/internal/handler/group_handler.go b/internal/handler/group_handler.go
index 6ea8d39..7abe634 100644
--- a/internal/handler/group_handler.go
+++ b/internal/handler/group_handler.go
@@ -8,6 +8,7 @@ import (
 
 	"carrot_bbs/internal/dto"
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
 	"carrot_bbs/internal/pkg/response"
 	"carrot_bbs/internal/service"
 )
@@ -1279,6 +1280,163 @@ func (h *GroupHandler) DeleteAnnouncement(c *gin.Context) {
 	response.SuccessWithMessage(c, "公告已删除", nil)
 }
 
+// ==================== 游标分页方法 ====================
+
+// GetGroupsByCursor 游标分页获取群组列表
+// GET /api/groups/cursor
+func (h *GroupHandler) GetGroupsByCursor(c *gin.Context) {
+	// 解析游标分页请求
+	req := h.parseCursorRequest(c)
+
+	// 调用游标分页服务
+	result, err := h.groupService.GetGroupsByCursor(c.Request.Context(), req)
+	if err != nil {
+		response.InternalServerError(c, err.Error())
+		return
+	}
+
+	// 转换为响应结构
+	groupResponses := dto.GroupsToResponseFromPtr(result.Items)
+
+	// 构建游标分页响应
+	cursorResp := &dto.GroupCursorPageResponse{
+		Items:      groupResponses,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	}
+
+	response.Success(c, cursorResp)
+}
+
+// GetUserGroupsByCursor 游标分页获取用户加入的群组列表
+// GET /api/users/:id/groups/cursor
+func (h *GroupHandler) GetUserGroupsByCursor(c *gin.Context) {
+	userID := parseUserIDFromPath(c)
+	if userID == "" {
+		response.Unauthorized(c, "")
+		return
+	}
+
+	// 解析游标分页请求
+	req := h.parseCursorRequest(c)
+
+	// 调用游标分页服务
+	result, err := h.groupService.GetUserGroupsByCursor(c.Request.Context(), userID, req)
+	if err != nil {
+		response.InternalServerError(c, err.Error())
+		return
+	}
+
+	// 转换为响应结构
+	groupResponses := dto.GroupsToResponseFromPtr(result.Items)
+
+	// 构建游标分页响应
+	cursorResp := &dto.GroupCursorPageResponse{
+		Items:      groupResponses,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	}
+
+	response.Success(c, cursorResp)
+}
+
+// GetMembersByCursor 游标分页获取群成员列表
+// GET /api/groups/:id/members/cursor
+func (h *GroupHandler) GetMembersByCursor(c *gin.Context) {
+	userID := parseUserID(c)
+	if userID == "" {
+		response.Unauthorized(c, "")
+		return
+	}
+
+	groupID := parseGroupID(c)
+	if groupID == "" {
+		response.BadRequest(c, "invalid group id")
+		return
+	}
+
+	// 解析游标分页请求
+	req := h.parseCursorRequest(c)
+
+	// 调用游标分页服务
+	result, err := h.groupService.GetMembersByCursor(c.Request.Context(), groupID, req)
+	if err != nil {
+		if err == service.ErrGroupNotFound {
+			response.NotFound(c, "群组不存在")
+			return
+		}
+		response.InternalServerError(c, err.Error())
+		return
+	}
+
+	// 转换为响应结构
+	memberResponses := dto.GroupMembersToResponseFromPtr(result.Items)
+
+	// 构建游标分页响应
+	cursorResp := &dto.GroupMemberCursorPageResponse{
+		Items:      memberResponses,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	}
+
+	response.Success(c, cursorResp)
+}
+
+// GetAnnouncementsByCursor 游标分页获取群公告列表
+// GET /api/groups/:id/announcements/cursor
+func (h *GroupHandler) GetAnnouncementsByCursor(c *gin.Context) {
+	userID := parseUserID(c)
+	if userID == "" {
+		response.Unauthorized(c, "")
+		return
+	}
+
+	groupID := parseGroupID(c)
+	if groupID == "" {
+		response.BadRequest(c, "invalid group id")
+		return
+	}
+
+	// 解析游标分页请求
+	req := h.parseCursorRequest(c)
+
+	// 调用游标分页服务
+	result, err := h.groupService.GetAnnouncementsByCursor(c.Request.Context(), groupID, req)
+	if err != nil {
+		if err == service.ErrGroupNotFound {
+			response.NotFound(c, "群组不存在")
+			return
+		}
+		response.InternalServerError(c, err.Error())
+		return
+	}
+
+	// 转换为响应结构
+	announcementResponses := dto.GroupAnnouncementsToResponseFromPtr(result.Items)
+
+	// 构建游标分页响应
+	cursorResp := &dto.GroupAnnouncementCursorPageResponse{
+		Items:      announcementResponses,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	}
+
+	response.Success(c, cursorResp)
+}
+
+// parseCursorRequest 解析游标分页请求参数
+func (h *GroupHandler) parseCursorRequest(c *gin.Context) *cursor.PageRequest {
+	cursorStr := c.Query("cursor")
+	direction := cursor.Direction(c.DefaultQuery("direction", "forward"))
+	pageSize, _ := strconv.Atoi(c.DefaultQuery("page_size", "20"))
+
+	return cursor.NewPageRequest(cursorStr, direction, pageSize)
+}
+
 // ==================== RESTful Action 端点 ====================
 
 // HandleSetGroupKick 群组踢人
diff --git a/internal/handler/message_handler.go b/internal/handler/message_handler.go
index 0fcdfc2..a01fee7 100644
--- a/internal/handler/message_handler.go
+++ b/internal/handler/message_handler.go
@@ -11,6 +11,7 @@ import (
 
 	"carrot_bbs/internal/dto"
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
 	"carrot_bbs/internal/pkg/response"
 	"carrot_bbs/internal/pkg/sse"
 	"carrot_bbs/internal/service"
@@ -975,3 +976,123 @@ func (h *MessageHandler) HandleSetConversationPinned(c *gin.Context) {
 		"is_pinned":       req.IsPinned,
 	})
 }
+
+// ==================== Cursor Pagination Handlers ====================
+
+// GetMessagesByCursor 游标分页获取会话消息
+// GET /api/v1/conversations/:id/messages/cursor
+// 请求参数：
+//   - cursor: 游标字符串（可选）
+//   - direction: 分页方向 forward 或 backward（默认 forward）
+//   - page_size: 每页数量（默认 20，最大 100）
+func (h *MessageHandler) GetMessagesByCursor(c *gin.Context) {
+	userID := c.GetString("user_id")
+	if userID == "" {
+		response.Unauthorized(c, "")
+		return
+	}
+
+	conversationID := getIDParam(c, "id")
+	if conversationID == "" {
+		response.BadRequest(c, "conversation_id is required")
+		return
+	}
+
+	// 解析游标分页参数
+	pageReq := parseCursorPageRequest(c)
+
+	// 调用服务层
+	result, err := h.messageService.GetMessagesByCursor(c.Request.Context(), conversationID, pageReq)
+	if err != nil {
+		response.InternalServerError(c, "failed to get messages")
+		return
+	}
+
+	// 转换为响应格式
+	items := dto.ConvertMessagesToResponse(result.Items)
+
+	response.Success(c, &dto.MessageCursorPageResponse{
+		Items:      items,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	})
+}
+
+// GetConversationsByCursor 游标分页获取会话列表
+// GET /api/v1/conversations/cursor
+// 请求参数：
+//   - cursor: 游标字符串（可选）
+//   - direction: 分页方向 forward 或 backward（默认 forward）
+//   - page_size: 每页数量（默认 20，最大 100）
+func (h *MessageHandler) GetConversationsByCursor(c *gin.Context) {
+	userID := c.GetString("user_id")
+	if userID == "" {
+		response.Unauthorized(c, "")
+		return
+	}
+
+	// 解析游标分页参数
+	pageReq := parseCursorPageRequest(c)
+
+	// 调用服务层
+	result, err := h.messageService.GetConversationsByCursor(c.Request.Context(), userID, pageReq)
+	if err != nil {
+		response.InternalServerError(c, "failed to get conversations")
+		return
+	}
+
+	// 过滤掉系统会话
+	filteredItems := make([]*model.Conversation, 0)
+	for _, conv := range result.Items {
+		if conv.ID != model.SystemConversationID {
+			filteredItems = append(filteredItems, conv)
+		}
+	}
+
+	// 转换为响应格式
+	items := make([]*dto.ConversationResponse, len(filteredItems))
+	for i, conv := range filteredItems {
+		// 获取未读数
+		unreadCount, _ := h.chatService.GetUnreadCount(c.Request.Context(), conv.ID, userID)
+
+		// 获取最后一条消息
+		var lastMessage *model.Message
+		messages, _, _ := h.chatService.GetMessages(c.Request.Context(), conv.ID, userID, 1, 1)
+		if len(messages) > 0 {
+			lastMessage = messages[0]
+		}
+
+		// 群聊时返回member_count，私聊时返回participants
+		var resp *dto.ConversationResponse
+		myParticipant, _ := h.getMyConversationParticipant(conv.ID, userID)
+		isPinned := myParticipant != nil && myParticipant.IsPinned
+		if conv.Type == model.ConversationTypeGroup && conv.GroupID != nil && *conv.GroupID != "" {
+			// 群聊：实时计算群成员数量
+			memberCount, _ := h.groupService.GetMemberCount(*conv.GroupID)
+			resp = dto.ConvertConversationToResponse(conv, nil, int(unreadCount), lastMessage, isPinned)
+			resp.MemberCount = memberCount
+		} else {
+			// 私聊：获取参与者信息
+			participants, _ := h.getConversationParticipants(c.Request.Context(), conv.ID, userID)
+			resp = dto.ConvertConversationToResponse(conv, participants, int(unreadCount), lastMessage, isPinned)
+		}
+		items[i] = resp
+	}
+
+	response.Success(c, &dto.ConversationCursorPageResponse{
+		Items:      items,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	})
+}
+
+// parseCursorPageRequest 解析游标分页请求参数
+func parseCursorPageRequest(c *gin.Context) *cursor.PageRequest {
+	cursorStr := c.Query("cursor")
+	direction := cursor.Direction(c.DefaultQuery("direction", "forward"))
+	pageSize, _ := strconv.Atoi(c.DefaultQuery("page_size", "20"))
+
+	return cursor.NewPageRequest(cursorStr, direction, pageSize)
+}
diff --git a/internal/handler/notification_handler.go b/internal/handler/notification_handler.go
index 9c24722..5c84035 100644
--- a/internal/handler/notification_handler.go
+++ b/internal/handler/notification_handler.go
@@ -5,6 +5,8 @@ import (
 
 	"github.com/gin-gonic/gin"
 
+	"carrot_bbs/internal/dto"
+	"carrot_bbs/internal/pkg/cursor"
 	"carrot_bbs/internal/pkg/response"
 	"carrot_bbs/internal/service"
 )
@@ -130,3 +132,46 @@ func (h *NotificationHandler) ClearAllNotifications(c *gin.Context) {
 
 	response.Success(c, gin.H{"success": true})
 }
+
+// GetNotificationsByCursor 游标分页获取通知列表
+func (h *NotificationHandler) GetNotificationsByCursor(c *gin.Context) {
+	userID := c.GetString("user_id")
+	if userID == "" {
+		response.Unauthorized(c, "")
+		return
+	}
+
+	// 解析游标分页请求
+	req := h.parseCursorRequest(c)
+
+	unreadOnly := c.Query("unread_only") == "true"
+
+	// 调用游标分页服务
+	result, err := h.notificationService.GetNotificationsByCursor(c.Request.Context(), userID, unreadOnly, req)
+	if err != nil {
+		response.InternalServerError(c, "failed to get notifications")
+		return
+	}
+
+	// 转换为响应结构
+	notificationResponses := dto.ConvertNotificationsToResponse(result.Items)
+
+	// 构建游标分页响应
+	cursorResp := &dto.NotificationCursorPageResponse{
+		Items:      notificationResponses,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	}
+
+	response.Success(c, cursorResp)
+}
+
+// parseCursorRequest 解析游标分页请求参数
+func (h *NotificationHandler) parseCursorRequest(c *gin.Context) *cursor.PageRequest {
+	cursorStr := c.Query("cursor")
+	direction := cursor.Direction(c.DefaultQuery("direction", "forward"))
+	pageSize, _ := strconv.Atoi(c.DefaultQuery("page_size", "20"))
+
+	return cursor.NewPageRequest(cursorStr, direction, pageSize)
+}
diff --git a/internal/handler/post_handler.go b/internal/handler/post_handler.go
index 2215d25..0705800 100644
--- a/internal/handler/post_handler.go
+++ b/internal/handler/post_handler.go
@@ -9,6 +9,7 @@ import (
 
 	"carrot_bbs/internal/dto"
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
 	"carrot_bbs/internal/pkg/response"
 	"carrot_bbs/internal/service"
 )
@@ -143,8 +144,16 @@ func (h *PostHandler) RecordView(c *gin.Context) {
 	response.Success(c, gin.H{"success": true})
 }
 
-// List 获取帖子列表
+// List 获取帖子列表（支持游标分页和偏移分页）
 func (h *PostHandler) List(c *gin.Context) {
+	// 检查是否使用游标分页
+	cursorStr := c.Query("cursor")
+	if cursorStr != "" {
+		h.ListByCursor(c)
+		return
+	}
+
+	// 偏移分页（向后兼容）
 	page, _ := strconv.Atoi(c.DefaultQuery("page", "1"))
 	pageSize, _ := strconv.Atoi(c.DefaultQuery("page_size", "20"))
 	page, pageSize = normalizePagination(page, pageSize)
@@ -207,6 +216,45 @@ func (h *PostHandler) List(c *gin.Context) {
 	response.Paginated(c, postResponses, total, page, pageSize)
 }
 
+// ListByCursor 游标分页获取帖子列表
+func (h *PostHandler) ListByCursor(c *gin.Context) {
+	userID := c.Query("user_id")
+	currentUserID := c.GetString("user_id")
+
+	// 解析游标分页请求
+	req := h.parseCursorRequest(c)
+
+	// 判断是否包含待审核帖子
+	includePending := userID != "" && userID == currentUserID
+
+	// 调用游标分页服务
+	result, err := h.postService.ListByCursor(c.Request.Context(), userID, includePending, req)
+	if err != nil {
+		response.InternalServerError(c, "failed to get posts")
+		return
+	}
+
+	// 批量获取交互状态
+	postIDs := make([]string, len(result.Items))
+	for i, post := range result.Items {
+		postIDs[i] = post.ID
+	}
+	isLikedMap, isFavoritedMap, _ := h.postService.GetPostInteractionStatus(c.Request.Context(), postIDs, currentUserID)
+
+	// 转换为响应结构
+	postResponses := dto.BuildPostsWithInteractionResponse(result.Items, isLikedMap, isFavoritedMap)
+
+	// 构建游标分页响应
+	cursorResp := &dto.PostCursorPageResponse{
+		Items:      postResponses,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	}
+
+	response.Success(c, cursorResp)
+}
+
 // Update 更新帖子
 func (h *PostHandler) Update(c *gin.Context) {
 	userID := c.GetString("user_id")
@@ -412,8 +460,16 @@ func (h *PostHandler) Unfavorite(c *gin.Context) {
 	response.Success(c, dto.BuildPostResponse(post, isLiked, isFavorited))
 }
 
-// GetUserPosts 获取用户帖子列表
+// GetUserPosts 获取用户帖子列表（支持游标分页和偏移分页）
 func (h *PostHandler) GetUserPosts(c *gin.Context) {
+	// 检查是否使用游标分页
+	cursorStr := c.Query("cursor")
+	if cursorStr != "" {
+		h.GetUserPostsByCursor(c)
+		return
+	}
+
+	// 偏移分页（向后兼容）
 	userID := c.Param("id")
 	page, _ := strconv.Atoi(c.DefaultQuery("page", "1"))
 	pageSize, _ := strconv.Atoi(c.DefaultQuery("page_size", "20"))
@@ -440,6 +496,45 @@ func (h *PostHandler) GetUserPosts(c *gin.Context) {
 	response.Paginated(c, postResponses, total, page, pageSize)
 }
 
+// GetUserPostsByCursor 游标分页获取用户帖子列表
+func (h *PostHandler) GetUserPostsByCursor(c *gin.Context) {
+	userID := c.Param("id")
+	currentUserID := c.GetString("user_id")
+
+	// 解析游标分页请求
+	req := h.parseCursorRequest(c)
+
+	// 判断是否包含待审核帖子
+	includePending := currentUserID != "" && currentUserID == userID
+
+	// 调用游标分页服务
+	result, err := h.postService.GetUserPostsByCursor(c.Request.Context(), userID, includePending, req)
+	if err != nil {
+		response.InternalServerError(c, "failed to get user posts")
+		return
+	}
+
+	// 批量获取交互状态
+	postIDs := make([]string, len(result.Items))
+	for i, post := range result.Items {
+		postIDs[i] = post.ID
+	}
+	isLikedMap, isFavoritedMap, _ := h.postService.GetPostInteractionStatus(c.Request.Context(), postIDs, currentUserID)
+
+	// 转换为响应结构
+	postResponses := dto.BuildPostsWithInteractionResponse(result.Items, isLikedMap, isFavoritedMap)
+
+	// 构建游标分页响应
+	cursorResp := &dto.PostCursorPageResponse{
+		Items:      postResponses,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	}
+
+	response.Success(c, cursorResp)
+}
+
 // GetFavorites 获取收藏列表
 func (h *PostHandler) GetFavorites(c *gin.Context) {
 	userID := c.Param("id")
@@ -470,6 +565,15 @@ func (h *PostHandler) GetFavorites(c *gin.Context) {
 // Search 搜索帖子
 func (h *PostHandler) Search(c *gin.Context) {
 	keyword := c.Query("keyword")
+
+	// 检查是否使用游标分页
+	cursorStr := c.Query("cursor")
+	if cursorStr != "" {
+		h.SearchByCursor(c)
+		return
+	}
+
+	// 偏移分页（向后兼容）
 	page, _ := strconv.Atoi(c.DefaultQuery("page", "1"))
 	pageSize, _ := strconv.Atoi(c.DefaultQuery("page_size", "20"))
 	page, pageSize = normalizePagination(page, pageSize)
@@ -493,3 +597,48 @@ func (h *PostHandler) Search(c *gin.Context) {
 
 	response.Paginated(c, postResponses, total, page, pageSize)
 }
+
+// SearchByCursor 游标分页搜索帖子
+func (h *PostHandler) SearchByCursor(c *gin.Context) {
+	keyword := c.Query("keyword")
+	currentUserID := c.GetString("user_id")
+
+	// 解析游标分页请求
+	req := h.parseCursorRequest(c)
+
+	// 调用游标分页服务
+	result, err := h.postService.SearchByCursor(c.Request.Context(), keyword, req)
+	if err != nil {
+		response.InternalServerError(c, "failed to search posts")
+		return
+	}
+
+	// 批量获取交互状态
+	postIDs := make([]string, len(result.Items))
+	for i, post := range result.Items {
+		postIDs[i] = post.ID
+	}
+	isLikedMap, isFavoritedMap, _ := h.postService.GetPostInteractionStatus(c.Request.Context(), postIDs, currentUserID)
+
+	// 转换为响应结构
+	postResponses := dto.BuildPostsWithInteractionResponse(result.Items, isLikedMap, isFavoritedMap)
+
+	// 构建游标分页响应
+	cursorResp := &dto.PostCursorPageResponse{
+		Items:      postResponses,
+		NextCursor: result.NextCursor,
+		PrevCursor: result.PrevCursor,
+		HasMore:    result.HasMore,
+	}
+
+	response.Success(c, cursorResp)
+}
+
+// parseCursorRequest 解析游标分页请求参数
+func (h *PostHandler) parseCursorRequest(c *gin.Context) *cursor.PageRequest {
+	cursorStr := c.Query("cursor")
+	direction := cursor.Direction(c.DefaultQuery("direction", "forward"))
+	pageSize, _ := strconv.Atoi(c.DefaultQuery("page_size", "20"))
+
+	return cursor.NewPageRequest(cursorStr, direction, pageSize)
+}
diff --git a/internal/pkg/cursor/builder.go b/internal/pkg/cursor/builder.go
new file mode 100644
index 0000000..7cdaf8c
--- /dev/null
+++ b/internal/pkg/cursor/builder.go
@@ -0,0 +1,244 @@
+package cursor
+
+import (
+	"fmt"
+	"time"
+
+	"gorm.io/gorm"
+)
+
+// CursorBuilder 游标查询构建器
+type CursorBuilder struct {
+	db        *gorm.DB
+	cursor    *Cursor
+	direction Direction
+	pageSize  int
+	order     SortOrder
+	err       error
+}
+
+// NewBuilder 创建新的构建器
+func NewBuilder(db *gorm.DB, order SortOrder) *CursorBuilder {
+	return &CursorBuilder{
+		db:        db,
+		order:     order,
+		pageSize:  DefaultPageSize,
+		direction: Forward,
+	}
+}
+
+// WithCursor 设置游标
+func (b *CursorBuilder) WithCursor(cursor string, direction Direction) *CursorBuilder {
+	if b.err != nil {
+		return b
+	}
+
+	if cursor == "" {
+		return b
+	}
+
+	decoded, err := DecodeCursor(cursor)
+	if err != nil {
+		b.err = err
+		return b
+	}
+
+	b.cursor = decoded
+	b.direction = direction
+	return b
+}
+
+// WithPageSize 设置页面大小
+func (b *CursorBuilder) WithPageSize(size int) *CursorBuilder {
+	if b.err != nil {
+		return b
+	}
+
+	if size <= 0 {
+		b.pageSize = DefaultPageSize
+	} else if size > MaxPageSize {
+		b.pageSize = MaxPageSize
+	} else {
+		b.pageSize = size
+	}
+	return b
+}
+
+// WithDirection 设置分页方向
+func (b *CursorBuilder) WithDirection(direction Direction) *CursorBuilder {
+	if b.err != nil {
+		return b
+	}
+
+	if direction == "" {
+		b.direction = Forward
+	} else {
+		b.direction = direction
+	}
+	return b
+}
+
+// Error 返回构建过程中的错误
+func (b *CursorBuilder) Error() error {
+	return b.err
+}
+
+// Build 构建查询（返回 GORM 查询）
+// 注意：调用者需要自己执行 Find 并处理结果
+func (b *CursorBuilder) Build() *gorm.DB {
+	if b.err != nil {
+		return b.db.Where("1 = 0") // 返回空结果
+	}
+
+	query := b.db
+
+	// 应用游标条件
+	if b.cursor != nil {
+		query = b.applyCursorCondition(query)
+	}
+
+	// 应用排序
+	query = b.applyOrder(query)
+
+	// 多取一条用于判断是否有更多数据
+	query = query.Limit(b.pageSize + 1)
+
+	return query
+}
+
+// applyCursorCondition 应用游标条件
+func (b *CursorBuilder) applyCursorCondition(query *gorm.DB) *gorm.DB {
+	if b.cursor == nil {
+		return query
+	}
+
+	sortField := b.order.SortField()
+	sortValue := b.cursor.SortValue
+	id := b.cursor.ID
+
+	// 根据分页方向和排序类型决定比较运算符
+	var op string
+	if b.direction == Forward {
+		// 向前分页：降序用 <，升序用 >
+		if b.order.IsDescending() {
+			op = "<"
+		} else {
+			op = ">"
+		}
+	} else {
+		// 向后分页：降序用 >，升序用 <
+		if b.order.IsDescending() {
+			op = ">"
+		} else {
+			op = "<"
+		}
+	}
+
+	// 使用元组比较：(sort_field, id) op (sort_value, id)
+	// 这样可以确保排序稳定且唯一
+	condition := fmt.Sprintf("(%s, id) %s (?, ?)", sortField, op)
+	return query.Where(condition, sortValue, id)
+}
+
+// applyOrder 应用排序
+func (b *CursorBuilder) applyOrder(query *gorm.DB) *gorm.DB {
+	// 主排序字段
+	orderClause := b.order.String()
+
+	// 添加 ID 作为第二排序字段，确保排序稳定
+	if b.order.IsDescending() {
+		orderClause += ", id DESC"
+	} else {
+		orderClause += ", id ASC"
+	}
+
+	return query.Order(orderClause)
+}
+
+// GetPageSize 获取页面大小
+func (b *CursorBuilder) GetPageSize() int {
+	return b.pageSize
+}
+
+// HasMore 判断是否有更多数据
+// items 是查询结果切片，需要传入指针切片
+func HasMore(itemsLen int, pageSize int) bool {
+	return itemsLen > pageSize
+}
+
+// TrimItems 裁剪结果到实际页面大小
+func TrimItems(itemsLen int, pageSize int) int {
+	if itemsLen > pageSize {
+		return pageSize
+	}
+	return itemsLen
+}
+
+// BuildResponse 从结果构建响应
+// items: 结果切片（需要是切片类型）
+// getSortValue: 获取排序字段值的函数
+// getID: 获取ID的函数
+func BuildResponse[T any](items []T, order SortOrder, pageSize int, getSortValue func(T) string, getID func(T) string) *PageResponse {
+	hasMore := len(items) > pageSize
+
+	// 裁剪到实际页面大小
+	if hasMore {
+		items = items[:pageSize]
+	}
+
+	var nextCursor, prevCursor string
+
+	// 生成下一页游标
+	if hasMore && len(items) > 0 {
+		lastItem := items[len(items)-1]
+		nextCursor = NewCursor(getSortValue(lastItem), getID(lastItem), order).Encode()
+	}
+
+	return &PageResponse{
+		Items:      items,
+		NextCursor: nextCursor,
+		PrevCursor: prevCursor,
+		HasMore:    hasMore,
+	}
+}
+
+// BuildResponseWithPrev 从结果构建响应（包含上一页游标）
+func BuildResponseWithPrev[T any](items []T, order SortOrder, pageSize int, getSortValue func(T) string, getID func(T) string) *PageResponse {
+	hasMore := len(items) > pageSize
+
+	// 裁剪到实际页面大小
+	if hasMore {
+		items = items[:pageSize]
+	}
+
+	var nextCursor, prevCursor string
+
+	// 生成下一页游标
+	if hasMore && len(items) > 0 {
+		lastItem := items[len(items)-1]
+		nextCursor = NewCursor(getSortValue(lastItem), getID(lastItem), order).Encode()
+	}
+
+	// 生成上一页游标
+	if len(items) > 0 {
+		firstItem := items[0]
+		prevCursor = NewCursor(getSortValue(firstItem), getID(firstItem), order).Encode()
+	}
+
+	return &PageResponse{
+		Items:      items,
+		NextCursor: nextCursor,
+		PrevCursor: prevCursor,
+		HasMore:    hasMore,
+	}
+}
+
+// FormatTime 格式化时间为字符串（用于游标）
+func FormatTime(t time.Time) string {
+	return t.Format(time.RFC3339Nano)
+}
+
+// ParseTime 解析时间字符串（从游标）
+func ParseTime(s string) (time.Time, error) {
+	return time.Parse(time.RFC3339Nano, s)
+}
diff --git a/internal/pkg/cursor/cursor.go b/internal/pkg/cursor/cursor.go
new file mode 100644
index 0000000..5de6535
--- /dev/null
+++ b/internal/pkg/cursor/cursor.go
@@ -0,0 +1,152 @@
+package cursor
+
+import (
+	"encoding/base64"
+	"encoding/json"
+	"errors"
+)
+
+// SortOrder 游标排序类型
+type SortOrder int
+
+const (
+	// SortByCreatedAtDesc 按创建时间降序
+	SortByCreatedAtDesc SortOrder = iota
+	// SortByCreatedAtAsc 按创建时间升序
+	SortByCreatedAtAsc
+	// SortByIDDesc 按ID降序
+	SortByIDDesc
+	// SortByIDAsc 按ID升序
+	SortByIDAsc
+	// SortBySeqDesc 按序列号降序（用于消息）
+	SortBySeqDesc
+	// SortBySeqAsc 按序列号升序
+	SortBySeqAsc
+	// SortByUpdatedAtDesc 按更新时间降序
+	SortByUpdatedAtDesc
+	// SortByUpdatedAtAsc 按更新时间升序
+	SortByUpdatedAtAsc
+	// SortByJoinTimeDesc 按加入时间降序（用于群成员）
+	SortByJoinTimeDesc
+	// SortByJoinTimeAsc 按加入时间升序（用于群成员）
+	SortByJoinTimeAsc
+)
+
+// String 返回排序类型的字符串表示
+func (s SortOrder) String() string {
+	switch s {
+	case SortByCreatedAtDesc:
+		return "created_at DESC"
+	case SortByCreatedAtAsc:
+		return "created_at ASC"
+	case SortByIDDesc:
+		return "id DESC"
+	case SortByIDAsc:
+		return "id ASC"
+	case SortBySeqDesc:
+		return "seq DESC"
+	case SortBySeqAsc:
+		return "seq ASC"
+	case SortByUpdatedAtDesc:
+		return "updated_at DESC"
+	case SortByUpdatedAtAsc:
+		return "updated_at ASC"
+	case SortByJoinTimeDesc:
+		return "join_time DESC"
+	case SortByJoinTimeAsc:
+		return "join_time ASC"
+	default:
+		return "created_at DESC"
+	}
+}
+
+// IsDescending 是否为降序
+func (s SortOrder) IsDescending() bool {
+	return s == SortByCreatedAtDesc || s == SortByIDDesc || s == SortBySeqDesc || s == SortByUpdatedAtDesc || s == SortByJoinTimeDesc
+}
+
+// SortField 返回排序字段名
+func (s SortOrder) SortField() string {
+	switch s {
+	case SortByCreatedAtDesc, SortByCreatedAtAsc:
+		return "created_at"
+	case SortByIDDesc, SortByIDAsc:
+		return "id"
+	case SortBySeqDesc, SortBySeqAsc:
+		return "seq"
+	case SortByUpdatedAtDesc, SortByUpdatedAtAsc:
+		return "updated_at"
+	case SortByJoinTimeDesc, SortByJoinTimeAsc:
+		return "join_time"
+	default:
+		return "created_at"
+	}
+}
+
+// cursorJSON 游标 JSON 结构（用于序列化）
+type cursorJSON struct {
+	SortValue string    `json:"sv"` // 排序字段值（时间戳或ID）
+	ID        string    `json:"id"` // 记录唯一ID
+	Order     SortOrder `json:"so"` // 排序方式
+}
+
+// Cursor 游标数据结构
+type Cursor struct {
+	SortValue string    // 排序字段值（时间戳或ID）
+	ID        string    // 记录唯一ID
+	Order     SortOrder // 排序方式
+}
+
+// Encode 编码游标为 Base64URL 字符串
+func (c *Cursor) Encode() string {
+	if c == nil {
+		return ""
+	}
+
+	data, err := json.Marshal(&cursorJSON{
+		SortValue: c.SortValue,
+		ID:        c.ID,
+		Order:     c.Order,
+	})
+	if err != nil {
+		return ""
+	}
+
+	return base64.URLEncoding.EncodeToString(data)
+}
+
+// DecodeCursor 解码 Base64URL 字符串为游标
+func DecodeCursor(encoded string) (*Cursor, error) {
+	if encoded == "" {
+		return nil, nil
+	}
+
+	data, err := base64.URLEncoding.DecodeString(encoded)
+	if err != nil {
+		// 尝试使用 RawURLEncoding（不带填充的编码）
+		data, err = base64.RawURLEncoding.DecodeString(encoded)
+		if err != nil {
+			return nil, errors.New("invalid cursor encoding: " + err.Error())
+		}
+	}
+
+	var cj cursorJSON
+	if err := json.Unmarshal(data, &cj); err != nil {
+		return nil, errors.New("invalid cursor format: " + err.Error())
+	}
+
+	return &Cursor{
+		SortValue: cj.SortValue,
+		ID:        cj.ID,
+		Order:     cj.Order,
+	}, nil
+}
+
+// NewCursor 创建新的游标
+func NewCursor(sortValue, id string, order SortOrder) *Cursor {
+	return &Cursor{
+		SortValue: sortValue,
+		ID:        id,
+		Order:     order,
+	}
+}
diff --git a/internal/pkg/cursor/pagination.go b/internal/pkg/cursor/pagination.go
new file mode 100644
index 0000000..9300adf
--- /dev/null
+++ b/internal/pkg/cursor/pagination.go
@@ -0,0 +1,138 @@
+package cursor
+
+import (
+	"errors"
+)
+
+const (
+	// DefaultPageSize 默认页面大小
+	DefaultPageSize = 20
+	// MaxPageSize 最大页面大小
+	MaxPageSize = 100
+)
+
+// Direction 分页方向
+type Direction string
+
+const (
+	// Forward 向前分页（下一页）
+	Forward Direction = "forward"
+	// Backward 向后分页（上一页）
+	Backward Direction = "backward"
+)
+
+// IsValid 检查分页方向是否有效
+func (d Direction) IsValid() bool {
+	return d == Forward || d == Backward
+}
+
+// PageRequest 游标分页请求参数
+type PageRequest struct {
+	Cursor    string    // 游标字符串
+	Direction Direction // 分页方向
+	PageSize  int       // 每页数量
+}
+
+// NewPageRequest 创建新的游标请求
+func NewPageRequest(cursor string, direction Direction, pageSize int) *PageRequest {
+	req := &PageRequest{
+		Cursor:    cursor,
+		Direction: direction,
+		PageSize:  pageSize,
+	}
+	req.Normalize()
+	return req
+}
+
+// Normalize 规范化分页参数
+func (r *PageRequest) Normalize() {
+	if r.Direction == "" {
+		r.Direction = Forward
+	}
+	if r.PageSize <= 0 {
+		r.PageSize = DefaultPageSize
+	}
+	if r.PageSize > MaxPageSize {
+		r.PageSize = MaxPageSize
+	}
+}
+
+// GetPageSize 获取有效的页面大小（默认20，最大100）
+func (r *PageRequest) GetPageSize() int {
+	if r.PageSize <= 0 {
+		return DefaultPageSize
+	}
+	if r.PageSize > MaxPageSize {
+		return MaxPageSize
+	}
+	return r.PageSize
+}
+
+// Validate 验证分页请求
+func (r *PageRequest) Validate() error {
+	if r.Direction != "" && !r.Direction.IsValid() {
+		return errors.New("invalid direction, must be 'forward' or 'backward'")
+	}
+	return nil
+}
+
+// GetCursor 解码游标
+func (r *PageRequest) GetCursor() (*Cursor, error) {
+	return DecodeCursor(r.Cursor)
+}
+
+// IsForward 是否向前分页
+func (r *PageRequest) IsForward() bool {
+	return r.Direction == Forward || r.Direction == ""
+}
+
+// IsBackward 是否向后分页
+func (r *PageRequest) IsBackward() bool {
+	return r.Direction == Backward
+}
+
+// PageResponse 游标分页响应结构
+type PageResponse struct {
+	Items      interface{} `json:"items"`
+	NextCursor string      `json:"next_cursor"`
+	PrevCursor string      `json:"prev_cursor,omitempty"`
+	HasMore    bool        `json:"has_more"`
+}
+
+// NewPageResponse 创建分页响应
+func NewPageResponse(items interface{}, nextCursor, prevCursor string, hasMore bool) *PageResponse {
+	return &PageResponse{
+		Items:      items,
+		NextCursor: nextCursor,
+		PrevCursor: prevCursor,
+		HasMore:    hasMore,
+	}
+}
+
+// CursorPageResult 游标分页结果（泛型版本，供内部使用）
+type CursorPageResult[T any] struct {
+	Items      []T
+	NextCursor string
+	PrevCursor string
+	HasMore    bool
+}
+
+// NewCursorPageResult 创建游标分页结果
+func NewCursorPageResult[T any](items []T, nextCursor, prevCursor string, hasMore bool) *CursorPageResult[T] {
+	return &CursorPageResult[T]{
+		Items:      items,
+		NextCursor: nextCursor,
+		PrevCursor: prevCursor,
+		HasMore:    hasMore,
+	}
+}
+
+// ToPageResponse 转换为通用分页响应
+func (r *CursorPageResult[T]) ToPageResponse() *PageResponse {
+	return &PageResponse{
+		Items:      r.Items,
+		NextCursor: r.NextCursor,
+		PrevCursor: r.PrevCursor,
+		HasMore:    r.HasMore,
+	}
+}
diff --git a/internal/repository/comment_repo.go b/internal/repository/comment_repo.go
index 4e2fa3d..d29893c 100644
--- a/internal/repository/comment_repo.go
+++ b/internal/repository/comment_repo.go
@@ -2,6 +2,8 @@ package repository
 
 import (
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
+	"context"
 
 	"gorm.io/gorm"
 )
@@ -391,3 +393,181 @@ func (r *CommentRepository) GetCommentsByPostIDForAdmin(postID string, page, pag
 
 	return comments, total, err
 }
+
+// ========== Cursor Pagination Methods ==========
+
+// GetCommentsByCursor 游标分页获取帖子评论（包含回复）
+// 排序方式：created_at DESC
+func (r *CommentRepository) GetCommentsByCursor(ctx context.Context, postID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Comment], error) {
+	// 构建基础查询 - 只查询顶级评论
+	query := r.db.WithContext(ctx).Model(&model.Comment{}).
+		Where("post_id = ? AND parent_id IS NULL AND status = ?", postID, model.CommentStatusPublished)
+
+	// 使用游标构建器
+	builder := cursor.NewBuilder(query, cursor.SortByCreatedAtDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.Comment]([]*model.Comment{}, "", "", false), nil
+	}
+
+	// 执行查询
+	var comments []*model.Comment
+	query = builder.Build().Preload("User")
+	if err := query.Find(&comments).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(comments), pageSize)
+	if hasMore {
+		comments = comments[:pageSize]
+	}
+
+	// 加载每个评论的回复（默认加载前3条）
+	if len(comments) > 0 {
+		r.loadRepliesForComments(comments, 3)
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(comments) > 0 {
+		// 下一页游标
+		if hasMore {
+			lastComment := comments[len(comments)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastComment.CreatedAt),
+				lastComment.ID,
+				cursor.SortByCreatedAtDesc,
+			).Encode()
+		}
+		// 上一页游标
+		firstComment := comments[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstComment.CreatedAt),
+			firstComment.ID,
+			cursor.SortByCreatedAtDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(comments, nextCursor, prevCursor, hasMore), nil
+}
+
+// loadRepliesForComments 为评论列表加载回复
+func (r *CommentRepository) loadRepliesForComments(comments []*model.Comment, replyLimit int) {
+	if len(comments) == 0 {
+		return
+	}
+
+	rootIDs := make([]string, 0, len(comments))
+	commentsByID := make(map[string]*model.Comment, len(comments))
+	for _, comment := range comments {
+		rootIDs = append(rootIDs, comment.ID)
+		commentsByID[comment.ID] = comment
+	}
+
+	// 批量加载所有回复
+	var allReplies []*model.Comment
+	if err := r.db.Where("root_id IN ? AND status = ?", rootIDs, model.CommentStatusPublished).
+		Preload("User").
+		Order("created_at ASC").
+		Find(&allReplies).Error; err != nil {
+		return
+	}
+
+	// 按 root_id 分组并裁剪
+	repliesByRoot := make(map[string][]*model.Comment, len(rootIDs))
+	for _, reply := range allReplies {
+		if reply.RootID == nil {
+			continue
+		}
+		rootID := *reply.RootID
+		if replyLimit <= 0 || len(repliesByRoot[rootID]) < replyLimit {
+			repliesByRoot[rootID] = append(repliesByRoot[rootID], reply)
+		}
+	}
+
+	// 查询每个根评论的回复总数
+	type replyCountRow struct {
+		RootID string
+		Total  int64
+	}
+	var replyCountRows []replyCountRow
+	if err := r.db.Model(&model.Comment{}).
+		Select("root_id, COUNT(*) AS total").
+		Where("root_id IN ? AND status = ?", rootIDs, model.CommentStatusPublished).
+		Group("root_id").
+		Scan(&replyCountRows).Error; err != nil {
+		return
+	}
+
+	replyCountMap := make(map[string]int64, len(replyCountRows))
+	for _, row := range replyCountRows {
+		replyCountMap[row.RootID] = row.Total
+	}
+
+	// 设置回复和回复数
+	for _, rootID := range rootIDs {
+		comment := commentsByID[rootID]
+		comment.Replies = repliesByRoot[rootID]
+		comment.RepliesCount = int(replyCountMap[rootID])
+	}
+}
+
+// GetRepliesByCursor 游标分页获取根评论的回复
+// 排序方式：created_at ASC（回复按时间正序）
+func (r *CommentRepository) GetRepliesByCursor(ctx context.Context, rootID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Comment], error) {
+	// 构建基础查询
+	query := r.db.WithContext(ctx).Model(&model.Comment{}).
+		Where("root_id = ? AND status = ?", rootID, model.CommentStatusPublished)
+
+	// 使用游标构建器（回复按时间升序）
+	builder := cursor.NewBuilder(query, cursor.SortByCreatedAtAsc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.Comment]([]*model.Comment{}, "", "", false), nil
+	}
+
+	// 执行查询
+	var replies []*model.Comment
+	query = builder.Build().Preload("User")
+	if err := query.Find(&replies).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(replies), pageSize)
+	if hasMore {
+		replies = replies[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(replies) > 0 {
+		// 下一页游标
+		if hasMore {
+			lastReply := replies[len(replies)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastReply.CreatedAt),
+				lastReply.ID,
+				cursor.SortByCreatedAtAsc,
+			).Encode()
+		}
+		// 上一页游标
+		firstReply := replies[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstReply.CreatedAt),
+			firstReply.ID,
+			cursor.SortByCreatedAtAsc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(replies, nextCursor, prevCursor, hasMore), nil
+}
diff --git a/internal/repository/group_repo.go b/internal/repository/group_repo.go
index ec2bb2b..30f9dc1 100644
--- a/internal/repository/group_repo.go
+++ b/internal/repository/group_repo.go
@@ -2,6 +2,8 @@ package repository
 
 import (
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
+	"context"
 
 	"gorm.io/gorm"
 )
@@ -43,6 +45,12 @@ type GroupRepository interface {
 	UpdateGroupStatus(groupID string, status string) error
 	GetGroupPostCount(groupID string) (int64, error)
 	GetMembersWithUserInfo(groupID string, page, pageSize int) ([]GroupMemberWithUser, int64, error)
+
+	// 游标分页方法
+	GetGroupsByCursor(ctx context.Context, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Group], error)
+	GetUserGroupsByCursor(ctx context.Context, userID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Group], error)
+	GetMembersByCursor(ctx context.Context, groupID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.GroupMember], error)
+	GetAnnouncementsByCursor(ctx context.Context, groupID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.GroupAnnouncement], error)
 }
 
 // GroupMemberWithUser 群成员带用户信息的结构
@@ -410,3 +418,227 @@ func (r *groupRepository) GetMembersWithUserInfo(groupID string, page, pageSize
 
 	return members, total, nil
 }
+
+// ========== Cursor Pagination Methods ==========
+
+// GetGroupsByCursor 游标分页获取群组列表
+// 排序方式：created_at DESC
+func (r *groupRepository) GetGroupsByCursor(ctx context.Context, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Group], error) {
+	// 构建基础查询
+	query := r.db.WithContext(ctx).Model(&model.Group{})
+
+	// 使用游标构建器
+	builder := cursor.NewBuilder(query, cursor.SortByCreatedAtDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.Group]([]*model.Group{}, "", "", false), nil
+	}
+
+	// 执行查询
+	var groups []*model.Group
+	query = builder.Build()
+	if err := query.Find(&groups).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(groups), pageSize)
+	if hasMore {
+		groups = groups[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(groups) > 0 {
+		// 下一页游标
+		if hasMore {
+			lastGroup := groups[len(groups)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastGroup.CreatedAt),
+				lastGroup.ID,
+				cursor.SortByCreatedAtDesc,
+			).Encode()
+		}
+		// 上一页游标
+		firstGroup := groups[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstGroup.CreatedAt),
+			firstGroup.ID,
+			cursor.SortByCreatedAtDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(groups, nextCursor, prevCursor, hasMore), nil
+}
+
+// GetUserGroupsByCursor 游标分页获取用户加入的群组列表
+// 排序方式：created_at DESC
+func (r *groupRepository) GetUserGroupsByCursor(ctx context.Context, userID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Group], error) {
+	// 通过群成员表查询用户加入的群组
+	subQuery := r.db.Model(&model.GroupMember{}).
+		Select("group_id").
+		Where("user_id = ?", userID)
+
+	// 构建基础查询
+	query := r.db.WithContext(ctx).Model(&model.Group{}).Where("id IN (?)", subQuery)
+
+	// 使用游标构建器
+	builder := cursor.NewBuilder(query, cursor.SortByCreatedAtDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.Group]([]*model.Group{}, "", "", false), nil
+	}
+
+	// 执行查询
+	var groups []*model.Group
+	query = builder.Build()
+	if err := query.Find(&groups).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(groups), pageSize)
+	if hasMore {
+		groups = groups[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(groups) > 0 {
+		// 下一页游标
+		if hasMore {
+			lastGroup := groups[len(groups)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastGroup.CreatedAt),
+				lastGroup.ID,
+				cursor.SortByCreatedAtDesc,
+			).Encode()
+		}
+		// 上一页游标
+		firstGroup := groups[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstGroup.CreatedAt),
+			firstGroup.ID,
+			cursor.SortByCreatedAtDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(groups, nextCursor, prevCursor, hasMore), nil
+}
+
+// GetMembersByCursor 游标分页获取群成员列表
+// 排序方式：join_time DESC（新成员优先）
+func (r *groupRepository) GetMembersByCursor(ctx context.Context, groupID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.GroupMember], error) {
+	// 构建基础查询
+	query := r.db.WithContext(ctx).Model(&model.GroupMember{}).Where("group_id = ?", groupID)
+
+	// 使用游标构建器
+	builder := cursor.NewBuilder(query, cursor.SortByJoinTimeDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.GroupMember]([]*model.GroupMember{}, "", "", false), nil
+	}
+
+	// 执行查询
+	var members []*model.GroupMember
+	query = builder.Build()
+	if err := query.Find(&members).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(members), pageSize)
+	if hasMore {
+		members = members[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(members) > 0 {
+		// 下一页游标
+		if hasMore {
+			lastMember := members[len(members)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastMember.JoinTime),
+				lastMember.ID,
+				cursor.SortByJoinTimeDesc,
+			).Encode()
+		}
+		// 上一页游标
+		firstMember := members[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstMember.JoinTime),
+			firstMember.ID,
+			cursor.SortByJoinTimeDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(members, nextCursor, prevCursor, hasMore), nil
+}
+
+// GetAnnouncementsByCursor 游标分页获取群公告列表
+// 排序方式：is_pinned DESC, created_at DESC（置顶优先，然后按时间倒序）
+// 注意：由于有置顶逻辑，这里使用 created_at DESC 作为游标排序
+func (r *groupRepository) GetAnnouncementsByCursor(ctx context.Context, groupID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.GroupAnnouncement], error) {
+	// 构建基础查询
+	query := r.db.WithContext(ctx).Model(&model.GroupAnnouncement{}).Where("group_id = ?", groupID)
+
+	// 使用游标构建器
+	builder := cursor.NewBuilder(query, cursor.SortByCreatedAtDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.GroupAnnouncement]([]*model.GroupAnnouncement{}, "", "", false), nil
+	}
+
+	// 执行查询（置顶的排在前面）
+	var announcements []*model.GroupAnnouncement
+	query = builder.Build().Order("is_pinned DESC, created_at DESC")
+	if err := query.Find(&announcements).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(announcements), pageSize)
+	if hasMore {
+		announcements = announcements[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(announcements) > 0 {
+		// 下一页游标
+		if hasMore {
+			lastAnnouncement := announcements[len(announcements)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastAnnouncement.CreatedAt),
+				lastAnnouncement.ID,
+				cursor.SortByCreatedAtDesc,
+			).Encode()
+		}
+		// 上一页游标
+		firstAnnouncement := announcements[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstAnnouncement.CreatedAt),
+			firstAnnouncement.ID,
+			cursor.SortByCreatedAtDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(announcements, nextCursor, prevCursor, hasMore), nil
+}
diff --git a/internal/repository/message_repo.go b/internal/repository/message_repo.go
index 17e373d..d378015 100644
--- a/internal/repository/message_repo.go
+++ b/internal/repository/message_repo.go
@@ -2,8 +2,10 @@ package repository
 
 import (
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
 	"context"
 	"fmt"
+	"strconv"
 	"strings"
 	"time"
 
@@ -655,3 +657,125 @@ func (r *MessageRepository) UpdateConversationLastSeqWithTx(tx *gorm.DB, convID
 			"updated_at":    time.Now(),
 		}).Error
 }
+
+// ========== Cursor Pagination Methods ==========
+
+// GetMessagesByCursor 游标分页获取会话消息
+// 消息按 seq DESC 排序
+func (r *MessageRepository) GetMessagesByCursor(ctx context.Context, conversationID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Message], error) {
+	// 构建基础查询
+	query := r.db.WithContext(ctx).Model(&model.Message{}).Where("conversation_id = ?", conversationID)
+
+	// 使用游标构建器，消息按 seq DESC 排序
+	builder := cursor.NewBuilder(query, cursor.SortBySeqDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.Message]([]*model.Message{}, "", "", false), nil
+	}
+
+	// 执行查询
+	var messages []*model.Message
+	if err := builder.Build().Find(&messages).Error; err != nil {
+		return nil, err
+	}
+
+	// 解密消息
+	if len(messages) > 0 {
+		model.BatchDecryptMessagesParallel(messages)
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(messages), pageSize)
+	if hasMore {
+		messages = messages[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(messages) > 0 {
+		// 下一页游标
+		if hasMore {
+			lastMsg := messages[len(messages)-1]
+			nextCursor = cursor.NewCursor(
+				strconv.FormatInt(lastMsg.Seq, 10),
+				lastMsg.ID,
+				cursor.SortBySeqDesc,
+			).Encode()
+		}
+		// 上一页游标
+		firstMsg := messages[0]
+		prevCursor = cursor.NewCursor(
+			strconv.FormatInt(firstMsg.Seq, 10),
+			firstMsg.ID,
+			cursor.SortBySeqDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(messages, nextCursor, prevCursor, hasMore), nil
+}
+
+// GetConversationsByCursor 游标分页获取用户会话列表
+// 会话按置顶优先，然后按 updated_at DESC 排序
+// 注意：会话列表的排序涉及 conversation_participants 表的 is_pinned 和 updated_at 字段
+func (r *MessageRepository) GetConversationsByCursor(ctx context.Context, userID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Conversation], error) {
+	// 构建基础查询 - 关联 conversation_participants 表
+	query := r.db.WithContext(ctx).Model(&model.Conversation{}).
+		Joins("INNER JOIN conversation_participants cp ON conversations.id = cp.conversation_id").
+		Where("cp.user_id = ? AND cp.hidden_at IS NULL", userID).
+		Preload("Group")
+
+	// 会话列表需要特殊处理：先按置顶排序，再按更新时间排序
+	// 由于涉及多字段排序（is_pinned DESC, updated_at DESC），需要自定义处理
+	builder := cursor.NewBuilder(query, cursor.SortByUpdatedAtDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.Conversation]([]*model.Conversation{}, "", "", false), nil
+	}
+
+	// 执行查询 - 需要添加置顶排序
+	var conversations []*model.Conversation
+	query = builder.Build()
+	// 添加置顶排序（在游标排序之前）
+	query = query.Order("cp.is_pinned DESC").Order("conversations.updated_at DESC")
+
+	if err := query.Find(&conversations).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(conversations), pageSize)
+	if hasMore {
+		conversations = conversations[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(conversations) > 0 {
+		// 下一页游标
+		if hasMore {
+			lastConv := conversations[len(conversations)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastConv.UpdatedAt),
+				lastConv.ID,
+				cursor.SortByUpdatedAtDesc,
+			).Encode()
+		}
+		// 上一页游标
+		firstConv := conversations[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstConv.UpdatedAt),
+			firstConv.ID,
+			cursor.SortByUpdatedAtDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(conversations, nextCursor, prevCursor, hasMore), nil
+}
diff --git a/internal/repository/notification_repo.go b/internal/repository/notification_repo.go
index 83e3f28..4523316 100644
--- a/internal/repository/notification_repo.go
+++ b/internal/repository/notification_repo.go
@@ -2,6 +2,8 @@ package repository
 
 import (
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
+	"context"
 
 	"gorm.io/gorm"
 )
@@ -76,3 +78,63 @@ func (r *NotificationRepository) GetUnreadCount(userID string) (int64, error) {
 func (r *NotificationRepository) DeleteAllByUserID(userID string) error {
 	return r.db.Where("user_id = ?", userID).Delete(&model.Notification{}).Error
 }
+
+// ========== Cursor Pagination Methods ==========
+
+// GetNotificationsByCursor 游标分页获取用户通知
+// 排序方式：created_at DESC
+func (r *NotificationRepository) GetNotificationsByCursor(ctx context.Context, userID string, unreadOnly bool, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Notification], error) {
+	// 构建基础查询
+	query := r.db.WithContext(ctx).Model(&model.Notification{}).Where("user_id = ?", userID)
+
+	if unreadOnly {
+		query = query.Where("is_read = ?", false)
+	}
+
+	// 使用游标构建器
+	builder := cursor.NewBuilder(query, cursor.SortByCreatedAtDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.Notification]([]*model.Notification{}, "", "", false), nil
+	}
+
+	// 执行查询
+	var notifications []*model.Notification
+	query = builder.Build()
+	if err := query.Find(&notifications).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(notifications), pageSize)
+	if hasMore {
+		notifications = notifications[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(notifications) > 0 {
+		// 下一页游标
+		if hasMore {
+			lastNotification := notifications[len(notifications)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastNotification.CreatedAt),
+				lastNotification.ID,
+				cursor.SortByCreatedAtDesc,
+			).Encode()
+		}
+		// 上一页游标
+		firstNotification := notifications[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstNotification.CreatedAt),
+			firstNotification.ID,
+			cursor.SortByCreatedAtDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(notifications, nextCursor, prevCursor, hasMore), nil
+}
diff --git a/internal/repository/post_repo.go b/internal/repository/post_repo.go
index e487e2c..c25137c 100644
--- a/internal/repository/post_repo.go
+++ b/internal/repository/post_repo.go
@@ -2,6 +2,7 @@ package repository
 
 import (
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
 	"context"
 	"strings"
 	"time"
@@ -709,3 +710,199 @@ func (r *PostRepository) UpdateFeatureStatus(postID string, isFeatured bool) err
 	return r.db.Model(&model.Post{}).Where("id = ?", postID).
 		Update("is_featured", isFeatured).Error
 }
+
+// ========== Cursor Pagination Methods ==========
+
+// GetPostsByCursor 游标分页获取帖子列表
+// includePending=true 时，仅在指定 userID 下额外返回 pending（用于作者查看自己待审核帖子）
+func (r *PostRepository) GetPostsByCursor(ctx context.Context, userID string, includePending bool, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Post], error) {
+	db := r.getDB(ctx).WithContext(ctx)
+
+	// 构建基础查询
+	query := db.Model(&model.Post{})
+
+	if userID != "" {
+		query = query.Where("user_id = ?", userID)
+	}
+	if includePending && userID != "" {
+		query = query.Where("status IN ?", []model.PostStatus{
+			model.PostStatusPublished,
+			model.PostStatusPending,
+		})
+	} else {
+		query = query.Where("status = ?", model.PostStatusPublished)
+	}
+
+	// 使用游标构建器
+	builder := cursor.NewBuilder(query, cursor.SortByCreatedAtDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.Post]([]*model.Post{}, "", "", false), nil
+	}
+
+	// 执行查询
+	var posts []*model.Post
+	query = builder.Build().Preload("User").Preload("Images")
+	if err := query.Find(&posts).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(posts), pageSize)
+	if hasMore {
+		posts = posts[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(posts) > 0 {
+		// 下一页游标
+		if hasMore {
+			lastPost := posts[len(posts)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastPost.CreatedAt),
+				lastPost.ID,
+				cursor.SortByCreatedAtDesc,
+			).Encode()
+		}
+		// 上一页游标
+		firstPost := posts[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstPost.CreatedAt),
+			firstPost.ID,
+			cursor.SortByCreatedAtDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(posts, nextCursor, prevCursor, hasMore), nil
+}
+
+// SearchPostsByCursor 游标分页搜索帖子
+func (r *PostRepository) SearchPostsByCursor(ctx context.Context, keyword string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Post], error) {
+	db := r.getDB(ctx).WithContext(ctx)
+
+	query := db.Model(&model.Post{}).Where("status = ?", model.PostStatusPublished)
+
+	// 搜索标题和内容
+	if keyword != "" {
+		if r.db.Dialector.Name() == "postgres" {
+			// PostgreSQL 使用全文检索表达式
+			query = query.Where(
+				"to_tsvector('simple', COALESCE(title, '') || ' ' || COALESCE(content, '')) @@ plainto_tsquery('simple', ?)",
+				keyword,
+			)
+		} else {
+			searchPattern := "%" + keyword + "%"
+			query = query.Where("title LIKE ? OR content LIKE ?", searchPattern, searchPattern)
+		}
+	}
+
+	// 使用游标构建器
+	builder := cursor.NewBuilder(query, cursor.SortByCreatedAtDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.Post]([]*model.Post{}, "", "", false), nil
+	}
+
+	// 执行查询
+	var posts []*model.Post
+	query = builder.Build().Preload("User").Preload("Images")
+	if err := query.Find(&posts).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(posts), pageSize)
+	if hasMore {
+		posts = posts[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(posts) > 0 {
+		if hasMore {
+			lastPost := posts[len(posts)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastPost.CreatedAt),
+				lastPost.ID,
+				cursor.SortByCreatedAtDesc,
+			).Encode()
+		}
+		firstPost := posts[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstPost.CreatedAt),
+			firstPost.ID,
+			cursor.SortByCreatedAtDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(posts, nextCursor, prevCursor, hasMore), nil
+}
+
+// GetUserPostsByCursor 游标分页获取用户帖子
+func (r *PostRepository) GetUserPostsByCursor(ctx context.Context, userID string, includePending bool, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Post], error) {
+	db := r.getDB(ctx).WithContext(ctx)
+
+	query := db.Model(&model.Post{}).Where("user_id = ?", userID)
+	if includePending {
+		query = query.Where("status IN ?", []model.PostStatus{
+			model.PostStatusPublished,
+			model.PostStatusPending,
+		})
+	} else {
+		query = query.Where("status = ?", model.PostStatusPublished)
+	}
+
+	// 使用游标构建器
+	builder := cursor.NewBuilder(query, cursor.SortByCreatedAtDesc).
+		WithCursor(req.Cursor, req.Direction).
+		WithPageSize(req.PageSize)
+
+	if builder.Error() != nil {
+		// 无效游标，返回空列表
+		return cursor.NewCursorPageResult[*model.Post]([]*model.Post{}, "", "", false), nil
+	}
+
+	// 执行查询
+	var posts []*model.Post
+	query = builder.Build().Preload("User").Preload("Images")
+	if err := query.Find(&posts).Error; err != nil {
+		return nil, err
+	}
+
+	// 构建响应
+	pageSize := builder.GetPageSize()
+	hasMore := cursor.HasMore(len(posts), pageSize)
+	if hasMore {
+		posts = posts[:pageSize]
+	}
+
+	// 生成游标
+	var nextCursor, prevCursor string
+	if len(posts) > 0 {
+		if hasMore {
+			lastPost := posts[len(posts)-1]
+			nextCursor = cursor.NewCursor(
+				cursor.FormatTime(lastPost.CreatedAt),
+				lastPost.ID,
+				cursor.SortByCreatedAtDesc,
+			).Encode()
+		}
+		firstPost := posts[0]
+		prevCursor = cursor.NewCursor(
+			cursor.FormatTime(firstPost.CreatedAt),
+			firstPost.ID,
+			cursor.SortByCreatedAtDesc,
+		).Encode()
+	}
+
+	return cursor.NewCursorPageResult(posts, nextCursor, prevCursor, hasMore), nil
+}
diff --git a/internal/router/router.go b/internal/router/router.go
index f53b1ab..7611a33 100644
--- a/internal/router/router.go
+++ b/internal/router/router.go
@@ -263,12 +263,14 @@ func (r *Router) setupRoutes() {
 		comments := v1.Group("/comments")
 		{
 			comments.GET("/post/:id", middleware.OptionalAuth(r.jwtService), r.commentHandler.GetByPostID)
+			comments.GET("/post/:id/cursor", middleware.OptionalAuth(r.jwtService), r.commentHandler.GetByPostIDByCursor) // 帖子评论游标分页
 			comments.GET("/:id", middleware.OptionalAuth(r.jwtService), r.commentHandler.GetByID)
 			comments.POST("", authMiddleware, r.commentHandler.Create)
 			comments.PUT("/:id", authMiddleware, r.commentHandler.Update)
 			comments.DELETE("/:id", authMiddleware, r.commentHandler.Delete)
 			comments.GET("/:id/replies", middleware.OptionalAuth(r.jwtService), r.commentHandler.GetReplies)
-			comments.GET("/:id/replies/flat", middleware.OptionalAuth(r.jwtService), r.commentHandler.GetRepliesByRootID) // 扁平化分页获取回复
+			comments.GET("/:id/replies/flat", middleware.OptionalAuth(r.jwtService), r.commentHandler.GetRepliesByRootID)           // 扁平化分页获取回复
+			comments.GET("/:id/replies/cursor", middleware.OptionalAuth(r.jwtService), r.commentHandler.GetRepliesByRootIDByCursor) // 回复游标分页
 			// 评论点赞
 			comments.POST("/:id/like", authMiddleware, r.commentHandler.Like)
 			comments.DELETE("/:id/like", authMiddleware, r.commentHandler.Unlike)
@@ -282,9 +284,11 @@ func (r *Router) setupRoutes() {
 			// 新的 RESTful 风格路由（推荐使用）
 			// ================================================================
 			conversations.GET("", r.messageHandler.HandleGetConversationList)                   // 列表
+			conversations.GET("/cursor", r.messageHandler.GetConversationsByCursor)             // 会话列表游标分页
 			conversations.POST("", r.messageHandler.HandleCreateConversation)                   // 创建
 			conversations.GET("/:id", r.messageHandler.HandleGetConversation)                   // 详情
 			conversations.GET("/:id/messages", r.messageHandler.HandleGetMessages)              // 消息列表
+			conversations.GET("/:id/messages/cursor", r.messageHandler.GetMessagesByCursor)     // 消息列表游标分页
 			conversations.POST("/:id/messages", r.messageHandler.HandleSendMessage)             // 发送消息
 			conversations.POST("/:id/read", r.messageHandler.HandleMarkRead)                    // 标记已读
 			conversations.PUT("/:id/pinned", r.messageHandler.HandleSetConversationPinned)      // 置顶设置
@@ -312,6 +316,7 @@ func (r *Router) setupRoutes() {
 		notifications := v1.Group("/notifications")
 		{
 			notifications.GET("", authMiddleware, r.notificationHandler.GetNotifications)
+			notifications.GET("/cursor", authMiddleware, r.notificationHandler.GetNotificationsByCursor) // 通知游标分页
 			notifications.POST("/:id/read", authMiddleware, r.notificationHandler.MarkAsRead)
 			notifications.POST("/read-all", authMiddleware, r.notificationHandler.MarkAllAsRead)
 			notifications.GET("/unread-count", authMiddleware, r.notificationHandler.GetUnreadCount)
@@ -360,6 +365,7 @@ func (r *Router) setupRoutes() {
 				// ================================================================
 				// 群组基本操作
 				groups.GET("", r.groupHandler.HandleGetUserGroups)               // 列表
+				groups.GET("/cursor", r.groupHandler.GetGroupsByCursor)          // 群组游标分页
 				groups.POST("", r.groupHandler.HandleCreateGroup)                // 创建
 				groups.GET("/:id", r.groupHandler.HandleGetGroupInfo)            // 详情
 				groups.GET("/:id/me", r.groupHandler.HandleGetMyMemberInfo)      // 当前用户成员信息
@@ -372,6 +378,7 @@ func (r *Router) setupRoutes() {
 				groups.POST("/:id/join-requests/respond", r.groupHandler.HandleRespondInvite) // 响应加群邀请/申请
 				groups.POST("/:id/leave", r.groupHandler.HandleSetGroupLeave)                 // 退群
 				groups.GET("/:id/members", r.groupHandler.HandleGetGroupMemberList)           // 成员列表
+				groups.GET("/:id/members/cursor", r.groupHandler.GetMembersByCursor)          // 成员游标分页
 				groups.POST("/:id/members/kick", r.groupHandler.HandleSetGroupKick)           // 踢出成员
 				groups.PUT("/:id/members/:user_id/admin", r.groupHandler.HandleSetGroupAdmin) // 设置管理员
 				groups.PUT("/:id/members/me/nickname", r.groupHandler.HandleSetNickname)      // 设置群昵称
@@ -386,6 +393,7 @@ func (r *Router) setupRoutes() {
 				// 群公告
 				groups.POST("/:id/announcements", r.groupHandler.HandleCreateAnnouncement)                    // 创建公告
 				groups.GET("/:id/announcements", r.groupHandler.HandleGetAnnouncements)                       // 公告列表
+				groups.GET("/:id/announcements/cursor", r.groupHandler.GetAnnouncementsByCursor)              // 公告游标分页
 				groups.DELETE("/:id/announcements/:announcement_id", r.groupHandler.HandleDeleteAnnouncement) // 删除公告
 
 				// 加群请求处理
diff --git a/internal/service/comment_service.go b/internal/service/comment_service.go
index 32c1b09..4021cbe 100644
--- a/internal/service/comment_service.go
+++ b/internal/service/comment_service.go
@@ -7,6 +7,7 @@ import (
 
 	"carrot_bbs/internal/cache"
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
 	"carrot_bbs/internal/pkg/gorse"
 	"carrot_bbs/internal/pkg/hook"
 	"carrot_bbs/internal/repository"
@@ -355,3 +356,13 @@ func (s *CommentService) Unlike(ctx context.Context, commentID, userID string) e
 func (s *CommentService) IsLiked(ctx context.Context, commentID, userID string) bool {
 	return s.commentRepo.IsLiked(commentID, userID)
 }
+
+// GetCommentsByCursor 游标分页获取帖子评论
+func (s *CommentService) GetCommentsByCursor(ctx context.Context, postID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Comment], error) {
+	return s.commentRepo.GetCommentsByCursor(ctx, postID, req)
+}
+
+// GetRepliesByCursor 游标分页获取根评论的回复
+func (s *CommentService) GetRepliesByCursor(ctx context.Context, rootID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Comment], error) {
+	return s.commentRepo.GetRepliesByCursor(ctx, rootID, req)
+}
diff --git a/internal/service/group_service.go b/internal/service/group_service.go
index b6d54a3..88c5a4b 100644
--- a/internal/service/group_service.go
+++ b/internal/service/group_service.go
@@ -2,6 +2,7 @@ package service
 
 import (
 	"cmp"
+	"context"
 	"errors"
 	"fmt"
 	"maps"
@@ -12,6 +13,7 @@ import (
 	"carrot_bbs/internal/cache"
 	apperrors "carrot_bbs/internal/errors"
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
 	"carrot_bbs/internal/pkg/sse"
 	"carrot_bbs/internal/pkg/utils"
 	"carrot_bbs/internal/repository"
@@ -88,6 +90,12 @@ type GroupService interface {
 
 	// 获取成员信息
 	GetMember(groupID string, userID string) (*model.GroupMember, error)
+
+	// 游标分页方法
+	GetGroupsByCursor(ctx context.Context, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Group], error)
+	GetUserGroupsByCursor(ctx context.Context, userID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Group], error)
+	GetMembersByCursor(ctx context.Context, groupID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.GroupMember], error)
+	GetAnnouncementsByCursor(ctx context.Context, groupID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.GroupAnnouncement], error)
 }
 
 // GroupMembersResult 群组成员缓存结果
@@ -1614,3 +1622,25 @@ func (s *groupService) IsGroupOwner(userID string, groupID string) bool {
 func (s *groupService) GetMember(groupID string, userID string) (*model.GroupMember, error) {
 	return s.groupRepo.GetMember(groupID, userID)
 }
+
+// ==================== 游标分页方法 ====================
+
+// GetGroupsByCursor 游标分页获取群组列表
+func (s *groupService) GetGroupsByCursor(ctx context.Context, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Group], error) {
+	return s.groupRepo.GetGroupsByCursor(ctx, req)
+}
+
+// GetUserGroupsByCursor 游标分页获取用户加入的群组列表
+func (s *groupService) GetUserGroupsByCursor(ctx context.Context, userID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Group], error) {
+	return s.groupRepo.GetUserGroupsByCursor(ctx, userID, req)
+}
+
+// GetMembersByCursor 游标分页获取群成员列表
+func (s *groupService) GetMembersByCursor(ctx context.Context, groupID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.GroupMember], error) {
+	return s.groupRepo.GetMembersByCursor(ctx, groupID, req)
+}
+
+// GetAnnouncementsByCursor 游标分页获取群公告列表
+func (s *groupService) GetAnnouncementsByCursor(ctx context.Context, groupID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.GroupAnnouncement], error) {
+	return s.groupRepo.GetAnnouncementsByCursor(ctx, groupID, req)
+}
diff --git a/internal/service/message_service.go b/internal/service/message_service.go
index 5b6c00d..69b32ca 100644
--- a/internal/service/message_service.go
+++ b/internal/service/message_service.go
@@ -6,6 +6,7 @@ import (
 
 	"carrot_bbs/internal/cache"
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
 	"carrot_bbs/internal/repository"
 
 	"go.uber.org/zap"
@@ -294,3 +295,13 @@ func (s *MessageService) InvalidateUserUnreadCache(userID, conversationID string
 	cache.InvalidateUnreadConversation(s.baseCache, userID)
 	s.conversationCache.InvalidateUnreadCount(userID, conversationID)
 }
+
+// GetMessagesByCursor 游标分页获取会话消息
+func (s *MessageService) GetMessagesByCursor(ctx context.Context, conversationID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Message], error) {
+	return s.messageRepo.GetMessagesByCursor(ctx, conversationID, req)
+}
+
+// GetConversationsByCursor 游标分页获取用户会话列表
+func (s *MessageService) GetConversationsByCursor(ctx context.Context, userID string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Conversation], error) {
+	return s.messageRepo.GetConversationsByCursor(ctx, userID, req)
+}
diff --git a/internal/service/notification_service.go b/internal/service/notification_service.go
index 30a6f3b..538b90e 100644
--- a/internal/service/notification_service.go
+++ b/internal/service/notification_service.go
@@ -7,6 +7,7 @@ import (
 	"carrot_bbs/internal/cache"
 	apperrors "carrot_bbs/internal/errors"
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
 	"carrot_bbs/internal/repository"
 )
 
@@ -166,5 +167,10 @@ func (s *NotificationService) ClearAllNotifications(ctx context.Context, userID
 	return nil
 }
 
+// GetNotificationsByCursor 游标分页获取用户通知
+func (s *NotificationService) GetNotificationsByCursor(ctx context.Context, userID string, unreadOnly bool, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Notification], error) {
+	return s.notificationRepo.GetNotificationsByCursor(ctx, userID, unreadOnly, req)
+}
+
 // 错误定义
 var ErrUnauthorizedNotification = apperrors.ErrUnauthorizedNotification
diff --git a/internal/service/post_service.go b/internal/service/post_service.go
index 29a9449..68174e6 100644
--- a/internal/service/post_service.go
+++ b/internal/service/post_service.go
@@ -10,6 +10,7 @@ import (
 
 	"carrot_bbs/internal/cache"
 	"carrot_bbs/internal/model"
+	"carrot_bbs/internal/pkg/cursor"
 	"carrot_bbs/internal/pkg/gorse"
 	"carrot_bbs/internal/pkg/hook"
 	"carrot_bbs/internal/repository"
@@ -40,6 +41,11 @@ type PostService interface {
 	GetFavorites(ctx context.Context, userID string, page, pageSize int) ([]*model.Post, int64, error)
 	Search(ctx context.Context, keyword string, page, pageSize int) ([]*model.Post, int64, error)
 
+	// 游标分页方法
+	ListByCursor(ctx context.Context, userID string, includePending bool, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Post], error)
+	SearchByCursor(ctx context.Context, keyword string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Post], error)
+	GetUserPostsByCursor(ctx context.Context, userID string, includePending bool, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Post], error)
+
 	// 关注和推荐
 	GetFollowingPosts(ctx context.Context, userID string, page, pageSize int) ([]*model.Post, int64, error)
 	GetHotPosts(ctx context.Context, page, pageSize int) ([]*model.Post, int64, error)
@@ -760,3 +766,29 @@ func (s *postServiceImpl) DeletePostWithTransaction(ctx context.Context, postID
 		return s.postRepo.DeleteWithContext(ctx, postID)
 	})
 }
+
+// ========== 游标分页方法 ==========
+
+// ListByCursor 游标分页获取帖子列表
+func (s *postServiceImpl) ListByCursor(ctx context.Context, userID string, includePending bool, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Post], error) {
+	// 规范化请求参数
+	req.Normalize()
+
+	return s.postRepo.GetPostsByCursor(ctx, userID, includePending, req)
+}
+
+// SearchByCursor 游标分页搜索帖子
+func (s *postServiceImpl) SearchByCursor(ctx context.Context, keyword string, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Post], error) {
+	// 规范化请求参数
+	req.Normalize()
+
+	return s.postRepo.SearchPostsByCursor(ctx, keyword, req)
+}
+
+// GetUserPostsByCursor 游标分页获取用户帖子
+func (s *postServiceImpl) GetUserPostsByCursor(ctx context.Context, userID string, includePending bool, req *cursor.PageRequest) (*cursor.CursorPageResult[*model.Post], error) {
+	// 规范化请求参数
+	req.Normalize()
+
+	return s.postRepo.GetUserPostsByCursor(ctx, userID, includePending, req)
+}