增强群运营分析2.0首版展示能力

变更项：
1. 在现有群详情接口中追加群画像摘要、成员分层、动作建议和最近群总结数据，保留原有健康度、趋势、排行与运营建议结构。
2. 为后台服务补充 message_summary 数据访问对象，复用现有群总结数据作为群运营分析输入。
3. 在通讯录管理的群详情面板中新增群画像摘要、成员分层和可执行动作建议卡片，保持旧页面内容不删除，仅做加法增强。

admin/dashboard/blueprints/robot.py

@@ -4,11 +4,336 @@ from loguru import logger
 from utils.robot_cmd.robot_command import GroupBotManager, Feature, PermissionStatus
 from datetime import datetime, timedelta
 
+from db.base import BaseDBOperator
+from plugins.ai_auto_response.memory.group_memory_profile import GroupMemoryService
+
 # 创建群管理兼容蓝图（旧入口保留做跳转，实际功能已并入通讯录）
 robot_bp = Blueprint('robot', __name__, url_prefix='/robot')
 LOG = logger
 
 
+def _build_group_ops_profile(server, group_id: str, group_name: str, peak_hours: list, plugin_stats: list) -> dict:
+    """构建群运营 2.0 所需的群画像摘要。
+
+    设计说明：
+    1. 这里优先复用现有群画像快照与消息总结能力，不重新发明一套分析链路；
+    2. 若历史画像数据不足，也必须返回可展示的兜底结构，避免前端出现大片空白；
+    3. 输出结构专门面向后台运营视图，强调“群是什么群、最近聊什么、适合怎么运营”。
+    """
+    profile_service = GroupMemoryService(server.db_manager, {})
+    profile = profile_service.build_group_memory_profile(group_id, group_name=group_name) or {}
+
+    style_profile = profile.get("style_profile", {}) or {}
+    focus_topics = [str(item).strip() for item in (profile.get("focus_topics") or []) if str(item).strip()]
+    structured_summary = profile.get("structured_summary", {}) or {}
+    recent_key_points = [
+        str(item).strip() for item in (structured_summary.get("recent_key_points") or []) if str(item).strip()
+    ][:4]
+    unresolved_points = [
+        str(item).strip() for item in (structured_summary.get("unresolved_points") or []) if str(item).strip()
+    ][:3]
+    stable_topics = [
+        str(item).strip() for item in (structured_summary.get("stable_topics") or []) if str(item).strip()
+    ][:4]
+
+    peak_hour_labels = [str(item.get("label") or "").strip() for item in peak_hours if str(item.get("label") or "").strip()]
+    dominant_plugin_names = []
+    for item in plugin_stats[:3]:
+        plugin_name = str(item.get("plugin_name") or "").strip()
+        if plugin_name and plugin_name not in dominant_plugin_names:
+            dominant_plugin_names.append(plugin_name)
+
+    # 群定位摘要优先使用群画像服务的领域判断，再结合真实主题给出一段更像“运营结论”的描述。
+    inferred_domain = str(profile.get("inferred_domain") or "general").strip()
+    domain_label_map = {
+        "openclaw": "工作流 / 编排讨论型群",
+        "robotics": "机器人 / 自动化协作型群",
+        "dota": "Dota / 游戏讨论型群",
+        "tech": "技术排障 / 工具协作型群",
+        "casual": "熟人闲聊 / 日常水群型群",
+        "general": "综合交流型群",
+    }
+    group_identity = domain_label_map.get(inferred_domain, "综合交流型群")
+
+    profile_tags = [
+        tag for tag in [
+            group_identity,
+            str(style_profile.get("interaction_tone") or "").strip(),
+            str(style_profile.get("humor_style") or "").strip(),
+            str(style_profile.get("expressiveness_style") or "").strip(),
+        ] if tag
+    ]
+
+    summary_lines = []
+    if focus_topics:
+        summary_lines.append(f"近期高频主题集中在：{'、'.join(focus_topics[:4])}")
+    if peak_hour_labels:
+        summary_lines.append(f"活跃时段主要落在：{'、'.join(peak_hour_labels[:2])}")
+    if dominant_plugin_names:
+        summary_lines.append(f"当前最容易被接受的机器人能力偏向：{'、'.join(dominant_plugin_names[:2])}")
+    if not summary_lines:
+        summary_lines.append("当前历史数据仍偏少，建议先继续积累群消息、总结与插件使用记录。")
+
+    return {
+        "group_identity": group_identity,
+        "profile_tags": profile_tags,
+        "focus_topics": focus_topics[:6],
+        "stable_topics": stable_topics,
+        "recent_key_points": recent_key_points,
+        "unresolved_points": unresolved_points,
+        "summary_text": "；".join(summary_lines),
+        "interaction_tone": str(style_profile.get("interaction_tone") or "").strip(),
+        "humor_style": str(style_profile.get("humor_style") or "").strip(),
+        "expressiveness_style": str(style_profile.get("expressiveness_style") or "").strip(),
+        "peak_hours": peak_hour_labels[:3],
+        "dominant_plugins": dominant_plugin_names[:3],
+        "cache_status": str(profile.get("cache_status") or "").strip(),
+        "last_generated_at": str(profile.get("last_generated_at") or "").strip(),
+    }
+
+
+def _load_recent_group_summaries(server, group_id: str, limit: int = 3) -> list:
+    """读取最近几条群总结，供运营面板直接展示。
+
+    设计说明：
+    1. 群画像适合给“结论”，但运营者往往还想看到最近几期总结到底说了什么；
+    2. 这里不把整段长文原样吐给前端，而是裁成可扫读的短摘要，避免弹窗过重；
+    3. 若没有总结记录，返回空列表，由前端优雅降级。
+    """
+    summary_db = getattr(server, "message_summary_db", None)
+    if summary_db is None:
+        return []
+
+    rows = summary_db.execute_query(
+        """
+        SELECT period_key, summary_type, source_message_count, summary_text, last_generated_at
+        FROM t_message_summary
+        WHERE chatroom_id = %s
+        ORDER BY period_end DESC, update_time DESC
+        LIMIT %s
+        """,
+        (group_id, int(limit)),
+    ) or []
+
+    result = []
+    for row in rows:
+        raw_summary = str(row.get("summary_text") or "").strip()
+        normalized_summary = " ".join(raw_summary.split())
+        result.append({
+            "period_key": str(row.get("period_key") or "").strip(),
+            "summary_type": str(row.get("summary_type") or "").strip(),
+            "source_message_count": int(row.get("source_message_count") or 0),
+            "last_generated_at": str(row.get("last_generated_at") or "").strip(),
+            "summary_excerpt": normalized_summary[:180] + ("..." if len(normalized_summary) > 180 else ""),
+        })
+    return result
+
+
+def _load_value_rank_top_members(server, group_id: str, limit: int = 5) -> list:
+    """读取群内最近一期高价值成员快照。
+
+    说明：
+    1. 该榜单直接复用已落库的身价快照，而不是运行时重新算分；
+    2. 若群里尚未开启或尚未产出这类数据，则静默返回空列表；
+    3. 返回结构会补齐成员展示名，避免前端出现一串 wxid。
+    """
+    db = BaseDBOperator(server.db_manager)
+    latest_row = db.execute_query(
+        """
+        SELECT MAX(stat_date) AS latest_stat_date
+        FROM t_value_rank_snapshot
+        WHERE group_id = %s
+        """,
+        (group_id,),
+        fetch_one=True,
+    ) or {}
+    latest_stat_date = latest_row.get("latest_stat_date")
+    if not latest_stat_date:
+        return []
+
+    rows = db.execute_query(
+        """
+        SELECT user_id, score, rank_no, title, points_total, msg_count_7d, active_days_30, inactive_days
+        FROM t_value_rank_snapshot
+        WHERE group_id = %s AND stat_date = %s
+        ORDER BY rank_no ASC
+        LIMIT %s
+        """,
+        (group_id, latest_stat_date, int(limit)),
+    ) or []
+
+    result = []
+    for row in rows:
+        user_id = str(row.get("user_id") or "").strip()
+        result.append({
+            "wxid": user_id,
+            "display_name": server.contact_manager.get_group_name(group_id, user_id) or user_id,
+            "score": float(row.get("score") or 0.0),
+            "rank_no": int(row.get("rank_no") or 0),
+            "title": str(row.get("title") or "").strip(),
+            "points_total": int(row.get("points_total") or 0),
+            "msg_count_7d": int(row.get("msg_count_7d") or 0),
+            "active_days_30": int(row.get("active_days_30") or 0),
+            "inactive_days": int(row.get("inactive_days") or 0),
+        })
+    return result
+
+
+def _load_activation_candidates(server, group_id: str, limit: int = 6) -> list:
+    """识别“待激活成员”。
+
+    口径选择：
+    1. 不直接拿最沉默的人，因为那类成员很多已经处于长期静默，激活收益未必最高；
+    2. 这里优先找“7~30 天未发言，但仍不是完全流失”的边缘成员，更适合做召回动作；
+    3. 这类成员通常对低门槛互动、固定时段提醒更敏感，运营价值更高。
+    """
+    db = BaseDBOperator(server.db_manager)
+    rows = db.execute_query(
+        """
+        SELECT
+            wxid,
+            COALESCE(NULLIF(display_name, ''), nick_name, wxid) AS display_name,
+            latest_active_time,
+            TIMESTAMPDIFF(DAY, latest_active_time, NOW()) AS inactivity_days
+        FROM t_chatroom_member
+        WHERE chatroom_id = %s
+          AND status = 1
+          AND latest_active_time IS NOT NULL
+          AND latest_active_time < DATE_SUB(NOW(), INTERVAL 7 DAY)
+          AND latest_active_time >= DATE_SUB(NOW(), INTERVAL 30 DAY)
+        ORDER BY latest_active_time DESC
+        LIMIT %s
+        """,
+        (group_id, int(limit)),
+    ) or []
+
+    result = []
+    for row in rows:
+        result.append({
+            "wxid": str(row.get("wxid") or "").strip(),
+            "display_name": str(row.get("display_name") or "").strip(),
+            "latest_active_time": str(row.get("latest_active_time") or "").strip(),
+            "inactivity_days": int(row.get("inactivity_days") or 0),
+        })
+    return result
+
+
+def _build_ops_member_segments(server, group_id: str, speaker_ranking: list, inactive_members: list) -> dict:
+    """构建群成员分层结果。
+
+    设计目标：
+    1. 保留原有“沉默成员 / 发言排行”表格；
+    2. 在此基础上额外产出“核心成员 / 高价值成员 / 待激活成员”三类运营视角；
+    3. 前端展示时以卡片为主，让运营者更快找到“该看谁”。
+    """
+    value_rank_members = _load_value_rank_top_members(server, group_id, limit=5)
+    activation_candidates = _load_activation_candidates(server, group_id, limit=6)
+    member_context_map = {
+        str(item.get("wxid") or "").strip(): item
+        for item in (server.member_context_db.list_group_member_contexts(group_id) or [])
+    }
+
+    core_members = []
+    for item in speaker_ranking[:5]:
+        wxid = str(item.get("sender") or "").strip()
+        context = member_context_map.get(wxid, {}) or {}
+        core_members.append({
+            "wxid": wxid,
+            "display_name": str(item.get("display_name") or wxid).strip(),
+            "message_count": int(item.get("message_count") or 0),
+            "last_message_time": str(item.get("last_message_time") or "").strip(),
+            "activity_level": str(context.get("activity_level") or "").strip(),
+            "summary_text": str(context.get("summary_text") or "").strip(),
+        })
+
+    dormant_members = []
+    for item in inactive_members[:5]:
+        wxid = str(item.get("wxid") or "").strip()
+        context = member_context_map.get(wxid, {}) or {}
+        dormant_members.append({
+            "wxid": wxid,
+            "display_name": str(item.get("display_name") or wxid).strip(),
+            "inactivity_days": int(item.get("inactivity_days") or 0),
+            "latest_active_time": str(item.get("latest_active_time") or "").strip(),
+            "response_style_hint": str(context.get("response_style_hint") or "").strip(),
+        })
+
+    return {
+        "core_members": core_members,
+        "value_rank_members": value_rank_members,
+        "activation_candidates": activation_candidates,
+        "dormant_members": dormant_members,
+    }
+
+
+def _build_ops_action_cards(group_name: str, ops_profile: dict, ops_members: dict, plugin_stats: list) -> list:
+    """生成更偏“可执行动作”的运营建议卡片。
+
+    与旧版 `operation_suggestions` 的区别：
+    1. 旧版更像诊断提示；新版更强调“下一步怎么做”；
+    2. 仍然采用规则组合，避免引入高成本、不可控的 LLM 依赖；
+    3. 结构尽量稳定，方便前端做卡片展示与后续继续增强。
+    """
+    action_cards = []
+    peak_hours = ops_profile.get("peak_hours") or []
+    focus_topics = ops_profile.get("focus_topics") or []
+    dominant_plugins = ops_profile.get("dominant_plugins") or []
+    activation_candidates = ops_members.get("activation_candidates") or []
+    core_members = ops_members.get("core_members") or []
+
+    if peak_hours:
+        action_cards.append({
+            "type": "time",
+            "title": "建议把互动动作放到高峰时段",
+            "summary": f"优先考虑在 {peak_hours[0]} 发起签到、话题或菜单引导。",
+            "detail": f"{group_name} 最近高峰主要集中在 {'、'.join(peak_hours[:2])}，在这个时间段发起动作更容易拿到首轮反馈。",
+        })
+
+    if dominant_plugins:
+        action_cards.append({
+            "type": "feature",
+            "title": "建议优先强化已被接受的功能入口",
+            "summary": f"先围绕 {dominant_plugins[0]} 做菜单、公告或欢迎语曝光。",
+            "detail": f"当前群里真实被用起来的功能更偏向 {'、'.join(dominant_plugins[:3])}，说明这类能力更容易被接受，适合作为下一阶段主推入口。",
+        })
+
+    if activation_candidates:
+        candidate_names = [str(item.get("display_name") or "").strip() for item in activation_candidates[:3] if str(item.get("display_name") or "").strip()]
+        action_cards.append({
+            "type": "activation",
+            "title": "建议优先激活边缘活跃成员",
+            "summary": f"可以先针对 {'、'.join(candidate_names) if candidate_names else '近 7~30 天边缘成员'} 做轻量召回。",
+            "detail": "这批成员不是长期沉默用户，仍有回流可能，更适合通过低门槛互动、固定提醒或轻福利重新拉回讨论。",
+        })
+
+    if focus_topics:
+        action_cards.append({
+            "type": "topic",
+            "title": "建议围绕当前高频主题设计话题入口",
+            "summary": f"优先从 {focus_topics[0]}、{focus_topics[1] if len(focus_topics) > 1 else focus_topics[0]} 这类主题切入。",
+            "detail": "与其硬推通用活动，不如顺着群里原本就在讨论的内容做问题、投票、接龙或功能引导，转化更自然。",
+        })
+
+    if core_members:
+        core_names = [str(item.get("display_name") or "").strip() for item in core_members[:3] if str(item.get("display_name") or "").strip()]
+        action_cards.append({
+            "type": "core",
+            "title": "建议借核心成员带动扩散",
+            "summary": f"可以优先让 {'、'.join(core_names) if core_names else '核心活跃成员'} 参与首轮互动。",
+            "detail": "核心成员往往能决定首轮响应速度和讨论氛围，先让他们接住话题，比单纯增加曝光更有效。",
+        })
+
+    if not action_cards:
+        action_cards.append({
+            "type": "fallback",
+            "title": "建议先继续积累群画像与使用数据",
+            "summary": "当前数据不足以给出更细的动作建议。",
+            "detail": "可以先保持基础运营动作，等群总结、成员画像和插件使用数据更完整后，再做更细的策略推荐。",
+        })
+
+    return action_cards[:4]
+
+
 # 旧群权限页入口兼容跳转
 @robot_bp.route('/')
 @login_required
@@ -373,6 +698,31 @@ def api_group_detail(group_id):
                 "desc": "当前活跃、消息量、插件调用都比较均衡，建议继续围绕高峰时段和高频插件做强化。"
             })
 
+        # 群运营分析 2.0 采用“增量增强”策略：
+        # 1. 现有 overview / diagnosis / operation_suggestions 等结构继续保留，避免影响旧页面；
+        # 2. 新增 ops_profile / ops_members / ops_actions 三类字段，供现有详情页逐步增强使用；
+        # 3. 即使某些增强数据暂时为空，也不应影响老内容展示。
+        ops_profile = _build_group_ops_profile(
+            server=server,
+            group_id=group_id,
+            group_name=group_name,
+            peak_hours=peak_hours,
+            plugin_stats=plugin_stats,
+        )
+        ops_members = _build_ops_member_segments(
+            server=server,
+            group_id=group_id,
+            speaker_ranking=speaker_ranking,
+            inactive_members=inactive_members,
+        )
+        recent_summaries = _load_recent_group_summaries(server, group_id, limit=3)
+        ops_actions = _build_ops_action_cards(
+            group_name=group_name,
+            ops_profile=ops_profile,
+            ops_members=ops_members,
+            plugin_stats=plugin_stats,
+        )
+
         return jsonify({
             "success": True,
             "data": {
@@ -442,6 +792,10 @@ def api_group_detail(group_id):
                 "plugin_summary": plugin_summary,
                 "plugin_stats": plugin_stats,
                 "operation_suggestions": operation_suggestions,
+                "ops_profile": ops_profile,
+                "ops_members": ops_members,
+                "ops_actions": ops_actions,
+                "recent_summaries": recent_summaries,
             }
         })
     except Exception as e:

admin/dashboard/server.py

@@ -18,6 +18,7 @@ from db.admin_account_db import AdminAccountDBOperator
 from db.emoji_asset_db import EmojiAssetDB
 from db.member_context_db import MemberContextDBOperator
 from db.message_storage import MessageStorageDB
+from db.message_summary_db import MessageSummaryDBOperator
 from db.stats_db import StatsDBOperator
 from db.task_db import TaskDBOperator
 from db.fun_command_rule_db import FunCommandRuleDBOperator
@@ -61,6 +62,11 @@ class DashboardServer:
             # 3. 因此这里优先复用 Robot 已初始化的 message_storage，没有则再安全回退到 DB 层对象。
             self.message_storage = getattr(robot_instance, "message_storage", None) or MessageStorageDB(self.db_manager)
             self.emoji_asset_db = getattr(self.message_storage, "emoji_asset_db", None) or EmojiAssetDB(self.db_manager)
+            # 群运营分析 2.0 会直接复用群消息总结表：
+            # 1. 这类数据已经由现有插件产出，不需要另起一套采集逻辑；
+            # 2. 统一在 DashboardServer 上挂载，便于多个后台蓝图复用；
+            # 3. 即使对应插件未在当前请求时运行，数据库读能力也应保持可用。
+            self.message_summary_db = MessageSummaryDBOperator(self.db_manager)
             self.contact_db: ContactsDBOperator = ContactsDBOperator(self.db_manager)
             self.member_context_db = MemberContextDBOperator(self.db_manager)
             self.task_db: TaskDBOperator = TaskDBOperator(self.db_manager)

admin/dashboard/templates/contacts_management.html

@@ -262,6 +262,140 @@
                     </el-col>
                 </el-row>
 
+                <!--
+                    群运营分析 2.0 先走“加法增强”：
+                    1. 老的健康度、趋势、排行继续保留；
+                    2. 新增群画像摘要，用更接近运营语言的方式解释群状态；
+                    3. 这样即使后面要调整 2.0 结构，也不会影响旧洞察面板。
+                -->
+                <div class="detail-section">
+                    <div class="section-title">
+                        <h3>群画像摘要</h3>
+                    </div>
+                    <el-row :gutter="16" class="detail-panels">
+                        <el-col :span="14">
+                            <el-card class="detail-card detail-card--profile" shadow="never">
+                                <div slot="header" class="detail-card-header">
+                                    <span>群定位与讨论风格</span>
+                                    <span class="detail-card-sub">2.0 增强摘要</span>
+                                </div>
+                                <div class="ops-profile-title">{% raw %}{{ groupInsight.ops_profile.group_identity || '综合交流型群' }}{% endraw %}</div>
+                                <div class="feature-chip-list">
+                                    <el-tag
+                                        v-for="tag in (groupInsight.ops_profile.profile_tags || [])"
+                                        :key="tag"
+                                        size="small"
+                                        type="info"
+                                        effect="plain">
+                                        {% raw %}{{ tag }}{% endraw %}
+                                    </el-tag>
+                                    <span v-if="!(groupInsight.ops_profile.profile_tags || []).length" class="empty-inline">暂无群画像标签</span>
+                                </div>
+                                <div class="ops-profile-summary">{% raw %}{{ groupInsight.ops_profile.summary_text || '暂无群画像摘要' }}{% endraw %}</div>
+                                <div class="ops-topic-block">
+                                    <div class="ops-subtitle">高频主题</div>
+                                    <div class="feature-chip-list">
+                                        <el-tag
+                                            v-for="topic in (groupInsight.ops_profile.focus_topics || [])"
+                                            :key="topic"
+                                            size="small"
+                                            type="success"
+                                            effect="plain">
+                                            {% raw %}{{ topic }}{% endraw %}
+                                        </el-tag>
+                                        <span v-if="!(groupInsight.ops_profile.focus_topics || []).length" class="empty-inline">暂无高频主题</span>
+                                    </div>
+                                </div>
+                                <div class="ops-topic-block" v-if="(groupInsight.ops_profile.unresolved_points || []).length">
+                                    <div class="ops-subtitle">待跟进问题</div>
+                                    <div class="ops-bullet-list">
+                                        <div v-for="item in groupInsight.ops_profile.unresolved_points" :key="item" class="ops-bullet-item">
+                                            {% raw %}{{ item }}{% endraw %}
+                                        </div>
+                                    </div>
+                                </div>
+                            </el-card>
+                        </el-col>
+                        <el-col :span="10">
+                            <el-card class="detail-card" shadow="never">
+                                <div slot="header" class="detail-card-header">
+                                    <span>最近群总结</span>
+                                    <span class="detail-card-sub">复用现有 message_summary</span>
+                                </div>
+                                <div class="ops-summary-timeline" v-if="(groupInsight.recent_summaries || []).length">
+                                    <div v-for="item in groupInsight.recent_summaries" :key="`${item.summary_type}-${item.period_key}`" class="ops-summary-item">
+                                        <div class="ops-summary-head">
+                                            <span class="ops-summary-period">{% raw %}{{ item.period_key || '-' }}{% endraw %}</span>
+                                            <span class="ops-summary-meta">{% raw %}{{ item.source_message_count || 0 }}{% endraw %} 条消息</span>
+                                        </div>
+                                        <div class="ops-summary-excerpt">{% raw %}{{ item.summary_excerpt || '暂无摘要内容' }}{% endraw %}</div>
+                                    </div>
+                                </div>
+                                <div v-else class="empty-inline">当前还没有可展示的群总结记录</div>
+                            </el-card>
+                        </el-col>
+                    </el-row>
+                </div>
+
+                <!--
+                    成员分层主要服务“下一步看谁”：
+                    1. 核心成员强调谁在带讨论；
+                    2. 高价值成员强调谁值得重点关注；
+                    3. 待激活成员强调谁最适合做轻量召回。
+                -->
+                <div class="detail-section">
+                    <div class="section-title">
+                        <h3>成员分层</h3>
+                    </div>
+                    <el-row :gutter="16" class="detail-panels detail-panels--triple">
+                        <el-col :span="8">
+                            <el-card class="detail-card" shadow="never">
+                                <div slot="header" class="detail-card-header">
+                                    <span>核心成员</span>
+                                    <span class="detail-card-sub">近30天发言核心</span>
+                                </div>
+                                <div class="ops-member-list" v-if="(groupInsight.ops_members.core_members || []).length">
+                                    <div v-for="item in groupInsight.ops_members.core_members" :key="item.wxid" class="ops-member-item">
+                                        <div class="ops-member-name">{% raw %}{{ item.display_name }}{% endraw %}</div>
+                                        <div class="ops-member-meta">消息数 {% raw %}{{ item.message_count }}{% endraw %} · {% raw %}{{ item.activity_level || '未分层' }}{% endraw %}</div>
+                                    </div>
+                                </div>
+                                <div v-else class="empty-inline">暂无核心成员数据</div>
+                            </el-card>
+                        </el-col>
+                        <el-col :span="8">
+                            <el-card class="detail-card" shadow="never">
+                                <div slot="header" class="detail-card-header">
+                                    <span>高价值成员</span>
+                                    <span class="detail-card-sub">最近一期身价快照</span>
+                                </div>
+                                <div class="ops-member-list" v-if="(groupInsight.ops_members.value_rank_members || []).length">
+                                    <div v-for="item in groupInsight.ops_members.value_rank_members" :key="item.wxid" class="ops-member-item">
+                                        <div class="ops-member-name">{% raw %}{{ item.display_name }}{% endraw %}</div>
+                                        <div class="ops-member-meta">#{% raw %}{{ item.rank_no }}{% endraw %} · {% raw %}{{ item.title || '成员' }}{% endraw %} · 分值 {% raw %}{{ item.score }}{% endraw %}</div>
+                                    </div>
+                                </div>
+                                <div v-else class="empty-inline">暂无高价值成员快照</div>
+                            </el-card>
+                        </el-col>
+                        <el-col :span="8">
+                            <el-card class="detail-card" shadow="never">
+                                <div slot="header" class="detail-card-header">
+                                    <span>待激活成员</span>
+                                    <span class="detail-card-sub">近7~30天边缘活跃</span>
+                                </div>
+                                <div class="ops-member-list" v-if="(groupInsight.ops_members.activation_candidates || []).length">
+                                    <div v-for="item in groupInsight.ops_members.activation_candidates" :key="item.wxid" class="ops-member-item">
+                                        <div class="ops-member-name">{% raw %}{{ item.display_name }}{% endraw %}</div>
+                                        <div class="ops-member-meta">距今 {% raw %}{{ item.inactivity_days }}{% endraw %} 天未发言</div>
+                                    </div>
+                                </div>
+                                <div v-else class="empty-inline">暂无待激活成员</div>
+                            </el-card>
+                        </el-col>
+                    </el-row>
+                </div>
+
                 <div class="detail-section">
                     <div class="section-title">
                         <h3>运营建议</h3>
@@ -280,6 +414,27 @@
                     </div>
                 </div>
 
+                <!--
+                    旧版运营建议更偏诊断提示；
+                    新增的动作建议更偏“下一步怎么做”。
+                    两层同时保留，便于后续比较哪种信息对你更有用。
+                -->
+                <div class="detail-section">
+                    <div class="section-title">
+                        <h3>可执行动作建议</h3>
+                    </div>
+                    <el-row :gutter="16" class="detail-panels detail-panels--double">
+                        <el-col :span="12" v-for="(item, index) in (groupInsight.ops_actions || [])" :key="`${item.type}-${index}`">
+                            <el-card class="detail-card action-card" shadow="never">
+                                <div class="action-card-type">{% raw %}{{ item.type || 'action' }}{% endraw %}</div>
+                                <div class="action-card-title">{% raw %}{{ item.title }}{% endraw %}</div>
+                                <div class="action-card-summary">{% raw %}{{ item.summary }}{% endraw %}</div>
+                                <div class="action-card-detail">{% raw %}{{ item.detail }}{% endraw %}</div>
+                            </el-card>
+                        </el-col>
+                    </el-row>
+                </div>
+
                 <el-row :gutter="16" class="detail-panels">
                     <el-col :span="12">
                         <el-card class="detail-card" shadow="never">
@@ -1810,11 +1965,87 @@
         display: grid; grid-template-columns: repeat(4, minmax(0, 1fr)); gap: 12px;
     }
     .detail-panels .el-col { margin-bottom: 16px; }
+    .detail-panels--triple .el-col,
+    .detail-panels--double .el-col { margin-bottom: 16px; }
     .detail-card { border-radius: 18px; }
+    .detail-card--profile {
+        background: linear-gradient(180deg, rgba(14,165,233,0.08), rgba(255,255,255,0.98));
+    }
     .detail-card-header {
         display: flex; align-items: center; justify-content: space-between; font-weight: 600; color: #0f172a;
     }
     .detail-card-sub { font-size: 12px; color: #94a3b8; font-weight: 500; }
+    .ops-profile-title {
+        font-size: 22px;
+        font-weight: 700;
+        color: #0f172a;
+        margin-bottom: 12px;
+    }
+    .ops-profile-summary {
+        margin-top: 14px;
+        padding: 14px 16px;
+        border-radius: 14px;
+        background: rgba(255,255,255,0.78);
+        border: 1px solid rgba(148,163,184,0.12);
+        color: #334155;
+        line-height: 1.8;
+        font-size: 13px;
+    }
+    .ops-topic-block {
+        margin-top: 16px;
+    }
+    .ops-subtitle {
+        font-size: 13px;
+        font-weight: 700;
+        color: #475569;
+        margin-bottom: 10px;
+    }
+    .ops-bullet-list {
+        display: flex;
+        flex-direction: column;
+        gap: 8px;
+    }
+    .ops-bullet-item {
+        padding: 10px 12px;
+        border-radius: 12px;
+        background: rgba(248,250,252,0.9);
+        color: #475569;
+        border: 1px solid rgba(148,163,184,0.12);
+        line-height: 1.6;
+        font-size: 12px;
+    }
+    .ops-summary-timeline {
+        display: flex;
+        flex-direction: column;
+        gap: 12px;
+    }
+    .ops-summary-item {
+        padding: 14px 14px 12px;
+        border-radius: 14px;
+        background: linear-gradient(180deg, rgba(248,250,252,0.9), rgba(255,255,255,0.98));
+        border: 1px solid rgba(148,163,184,0.12);
+    }
+    .ops-summary-head {
+        display: flex;
+        align-items: center;
+        justify-content: space-between;
+        gap: 10px;
+        margin-bottom: 8px;
+    }
+    .ops-summary-period {
+        font-size: 13px;
+        font-weight: 700;
+        color: #0f172a;
+    }
+    .ops-summary-meta {
+        font-size: 11px;
+        color: #94a3b8;
+    }
+    .ops-summary-excerpt {
+        font-size: 12px;
+        color: #475569;
+        line-height: 1.7;
+    }
     .feature-chip-list { display: flex; gap: 8px; flex-wrap: wrap; min-height: 60px; align-items: flex-start; }
     .empty-inline, .detail-inline-note { font-size: 12px; color: #64748b; }
     .group-announcement-wrap { display: flex; gap: 12px; align-items: flex-start; justify-content: space-between; }
@@ -1822,6 +2053,66 @@
     .detail-inline-note { margin-top: 12px; line-height: 1.6; }
     .suggestion-list { display: flex; flex-direction: column; gap: 12px; }
     .suggestion-item { border-radius: 14px; }
+    .ops-member-list {
+        display: flex;
+        flex-direction: column;
+        gap: 10px;
+    }
+    .ops-member-item {
+        padding: 12px 14px;
+        border-radius: 14px;
+        background: rgba(248,250,252,0.9);
+        border: 1px solid rgba(148,163,184,0.12);
+    }
+    .ops-member-name {
+        font-size: 13px;
+        font-weight: 700;
+        color: #0f172a;
+        margin-bottom: 6px;
+    }
+    .ops-member-meta {
+        font-size: 12px;
+        color: #64748b;
+        line-height: 1.6;
+    }
+    .action-card {
+        min-height: 180px;
+        background: linear-gradient(180deg, rgba(249,115,22,0.06), rgba(255,255,255,0.98));
+    }
+    .action-card-type {
+        display: inline-flex;
+        align-items: center;
+        justify-content: center;
+        min-height: 24px;
+        padding: 0 10px;
+        border-radius: 999px;
+        background: rgba(249,115,22,0.12);
+        color: #c2410c;
+        font-size: 11px;
+        font-weight: 700;
+        text-transform: uppercase;
+        letter-spacing: .04em;
+        margin-bottom: 10px;
+    }
+    .action-card-title {
+        font-size: 16px;
+        font-weight: 700;
+        color: #0f172a;
+        margin-bottom: 10px;
+        line-height: 1.5;
+    }
+    .action-card-summary {
+        font-size: 13px;
+        font-weight: 600;
+        color: #334155;
+        line-height: 1.7;
+        margin-bottom: 10px;
+    }
+    .action-card-detail {
+        font-size: 12px;
+        color: #64748b;
+        line-height: 1.8;
+    }
     .peak-hour-list { display: flex; gap: 10px; flex-wrap: wrap; margin-bottom: 14px; }
     .peak-hour-item {
         min-width: 132px; padding: 12px 14px; border-radius: 14px;
@@ -1946,6 +2237,8 @@
         .page-hero-actions, .detail-tags { justify-content: flex-start; }
         .hero-search, .group-search { width: 100%; }
         .diagnosis-grid { grid-template-columns: 1fr; }
+        .detail-panels--triple .el-col,
+        .detail-panels--double .el-col { width: 100%; }
         .chat-header-card { flex-direction: column; align-items: flex-start; }
         .chat-header-actions { justify-content: flex-start; }
         .message-content { max-width: 92%; }