diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1756ffc1..17830c19 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,19 @@
 
 所有重要更改都将记录在此文件中。
 
+## [4.3.0] - 2026-09-12
+
+### LivingMemory 2.7 适配
+
+- 功能融合页新增 LivingMemory **官方面板**入口：LivingMemory 2.6.0 起移除独立 WebUI、改为自带 AstrBot 官方插件页（`pages/dashboard/index.html`）。集成服务现在会自动探测插件 `pages/` 目录与 AstrBot 主配置 `dashboard.host/port`，生成 `dashboard.official_page_url`（AstrBot Dashboard 前端 hash 路由 `/#/plugin-page/<插件名>/<页名>`）。
+- 功能融合页 LivingMemory 卡片新增「官方面板」按钮（新窗口打开，复用浏览器内 AstrBot 会话 JWT）；LivingMemory 嵌入壳由「面板不可用」改为「面板禁止内嵌 + 新窗口打开」（官方插件页固定返回 `X-Frame-Options: SAMEORIGIN` 且资产需 JWT 换取，iframe 无法携带凭据，属预期行为，`embeddable` 相应置为 `false`）。
+- 伴随插件契约核对（对照 livingmemory 2.7.0-beta.1、group_chat_plus V1.2.3.hotfix.2）：注册名、`initializer.memory_engine`、`memory_engine.graph_store`、`graph_store.get_graph_snapshot` 签名与返回键、`memory_engine.get_statistics` 全部保持，本地记忆图谱直读链路无需改动；LivingMemory 2.6.x 引入的全量快照防御上限只作用于本插件未调用的 `get_full_graph_snapshot`。
+- AstrBot 兼容性核对至 v4.28（commit e606a3037）：本插件使用的全部 API 面（`astrbot.api.*`、`astrbot.api.event.filter`、`astrbot.api.web.request`、provider/star/config 工具）在 v4.28 中无变更。
+
+### 版本
+
+- 版本号由 4.2.0 提升至 **4.3.0**。
+
 ## [4.2.0] - 2026-09-05
 
 ### 黑话导入
diff --git a/README.md b/README.md
index 2bde46ad..bfd1b4dd 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,7 @@
 
 让 AstrBot 在群聊中持续采集、学习、审查并注入上下文，使 Bot 逐步具备表达风格、群组黑话、社交关系、长期记忆和人格演化能力。
 
-[![Version](https://img.shields.io/badge/version-4.2.0-blue.svg)](https://github.com/NickCharlie/astrbot_plugin_self_learning)
+[![Version](https://img.shields.io/badge/version-4.3.0-blue.svg)](https://github.com/NickCharlie/astrbot_plugin_self_learning)
 [![License](https://img.shields.io/badge/license-AGPL--3.0-green.svg)](LICENSE)
 [![AstrBot](https://img.shields.io/badge/AstrBot-%3E%3D4.11.4-orange.svg)](https://github.com/Soulter/AstrBot)
 [![Python](https://img.shields.io/badge/python-3.11%2B-blue.svg)](https://www.python.org/)
diff --git a/README_EN.md b/README_EN.md
index 3ff3fed9..6fe1c236 100644
--- a/README_EN.md
+++ b/README_EN.md
@@ -14,7 +14,7 @@
 
 <br>
 
-[![Version](https://img.shields.io/badge/version-4.2.0-blue.svg)](https://github.com/NickCharlie/astrbot_plugin_self_learning) [![License](https://img.shields.io/badge/license-AGPL--3.0-green.svg)](LICENSE) [![AstrBot](https://img.shields.io/badge/AstrBot-%3E%3D4.11.4-orange.svg)](https://github.com/Soulter/AstrBot) [![Python](https://img.shields.io/badge/python-3.11%2B-blue.svg)](https://www.python.org/)
+[![Version](https://img.shields.io/badge/version-4.3.0-blue.svg)](https://github.com/NickCharlie/astrbot_plugin_self_learning) [![License](https://img.shields.io/badge/license-AGPL--3.0-green.svg)](LICENSE) [![AstrBot](https://img.shields.io/badge/AstrBot-%3E%3D4.11.4-orange.svg)](https://github.com/Soulter/AstrBot) [![Python](https://img.shields.io/badge/python-3.11%2B-blue.svg)](https://www.python.org/)
 
 [Features](#what-we-can-do) · [Quick Start](#quick-start) · [Web UI](#visual-management-interface) · [Community](#community) · [Contributing](CONTRIBUTING.md)
 
diff --git a/__init__.py b/__init__.py
index 6932e825..9c763cf0 100644
--- a/__init__.py
+++ b/__init__.py
@@ -1,5 +1,5 @@
 # AstrBot 自学习插件
-__version__ = "4.2.0"
+__version__ = "4.3.0"
 
 # Ensure parent namespace packages ("data", "data.plugins") are
 # durably registered in sys.modules.  AstrBot loads plugins via
diff --git a/docs/README.md b/docs/README.md
index 4ab87625..5dbe4684 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -6,7 +6,7 @@ AstrBot 自主学习插件的实现文档和使用文档。
 
 - 插件名: `astrbot_plugin_self_learning`
 - 展示名: `self-learning`
-- 当前元数据版本: `4.2.0`
+- 当前元数据版本: `4.3.0`
 - 最低 AstrBot 版本: `4.11.4`
 - 主要入口: `main.py`
 - 配置入口: `_conf_schema.json`, `config.py`
diff --git a/docs/integrations.md b/docs/integrations.md
index add886a7..f2d2b008 100644
--- a/docs/integrations.md
+++ b/docs/integrations.md
@@ -77,7 +77,7 @@ Dashboard -> 功能融合
 页面内容:
 
 - Self Learning 当前面板。
-- LivingMemory 状态、外部面板入口和本地图谱适配 API 列表。
+- LivingMemory 状态、官方插件页/外部面板入口和本地图谱适配 API 列表。
 - Group Chat Plus 状态、面板入口和开发 API 列表。
 - `Integration_Settings` 快速编辑。
 - Self Learning Hub 稳定 HTTP 契约和可对接能力。
@@ -154,6 +154,7 @@ GET /api/hub/v1/status
 | `delegated` | 当前能力是否已委托 |
 | `plugin` | AstrBot star 元信息 |
 | `dashboard` | 面板 URL、本地图谱路由、入口类型；`embeddable` 为 `false` 表示面板响应头禁止 iframe 嵌入（如 Group Chat Plus 的 `X-Frame-Options: DENY`），此时嵌入壳会提示改用新窗口打开 |
+| `dashboard.official_page_url` | 伴随插件自带 AstrBot 官方插件页时的入口（LivingMemory 2.6.0+）。指向 AstrBot Dashboard 前端 hash 路由 `/#/plugin-page/<插件名>/<页名>`，由集成服务探测插件 `pages/<页名>/index.html` 与主配置 `dashboard.host/port` 自动生成；该页面需 AstrBot 会话 JWT，iframe 内不可用，只能新窗口打开（功能融合页的「官方面板」按钮） |
 | `dev_api` | 该插件公开 API 列表 |
 | `settings_group` | 相关配置组 |
 
@@ -262,8 +263,9 @@ ECharts 图谱 payload。记忆图和知识图谱都会优先读取 LivingMemory
 | Dashboard 显示未委托 | 目标插件是否已加载、启用、名称是否匹配 |
 | LivingMemory 已安装但仍写入本地记忆 | `delegate_memory_to_livingmemory` 和 `disable_local_memory_when_delegated` 是否为 `true` |
 | Group Chat Plus 已安装但仍创建本地回复器 | `delegate_reply_to_group_chat_plus` 和 `disable_local_reply_when_delegated` 是否为 `true` |
-| 面板入口为空 | 目标插件 Web 面板是否开启；图谱模块仍可通过本插件 `/api/graphs/*` 查看 |
+| 面板入口为空 | 目标插件 Web 面板是否开启；LivingMemory 2.6.0+ 由集成服务自动探测其官方插件页（`pages/` 目录 + AstrBot 主配置 `dashboard` 段），图谱模块仍可通过本插件 `/api/graphs/*` 查看 |
 | Group Chat Plus 嵌入壳显示"面板禁止内嵌" | 该面板自 v1.2.x 起返回 `X-Frame-Options: DENY`，无法被 iframe 嵌入，属预期行为；集成服务会探测响应头并自动改用新窗口入口 |
+| LivingMemory 嵌入壳显示"面板禁止内嵌" | AstrBot 官方插件页固定返回 `X-Frame-Options: SAMEORIGIN` 且资产需 JWT 换取，iframe 内无法携带凭据，属预期行为；请用嵌入壳或功能融合页的「官方面板」新窗口打开 |
 | API 列表不匹配 | 以目标插件当前开发 API 为准，更新 `webui/services/integration_service.py` |
 
 ## 测试
diff --git a/metadata.yaml b/metadata.yaml
index 1d321cd7..7355be79 100644
--- a/metadata.yaml
+++ b/metadata.yaml
@@ -2,7 +2,7 @@ name: "astrbot_plugin_self_learning"
 author: "NickMo, EterUltimate"
 display_name: "self-learning"
 description: "SELF LEARNING 自主学习插件 — 让 AI 聊天机器人自主学习对话风格、理解群组黑话、管理社交关系与好感度、自适应人格演化，像真人一样自然对话。(使用前必须手动备份人格数据)"
-version: "4.2.0"
+version: "4.3.0"
 repo: "https://github.com/NickCharlie/astrbot_plugin_self_learning"
 tags:
   - "自学习"
diff --git a/tests/unit/test_integration_service.py b/tests/unit/test_integration_service.py
index 784ee212..62443631 100644
--- a/tests/unit/test_integration_service.py
+++ b/tests/unit/test_integration_service.py
@@ -339,3 +339,140 @@ def test_embed_shell_keeps_iframe_when_embedding_allowed():
 
     assert '<iframe id="companion-frame"' in html
     assert "面板禁止内嵌" not in html
+
+
+def _lm_official_page_container(memory_star, *, astrbot_config=None):
+    delegation = SimpleNamespace(
+        status=lambda: {
+            "memory_delegated": True,
+            "memory_plugin": "astrbot_plugin_livingmemory",
+            "reply_delegated": False,
+            "reply_plugin": None,
+        },
+        memory_plugin=lambda: memory_star,
+        reply_plugin=lambda: None,
+    )
+    return SimpleNamespace(
+        plugin_config=SimpleNamespace(
+            delegate_memory_to_livingmemory=True,
+            livingmemory_plugin_name="astrbot_plugin_livingmemory",
+            disable_local_memory_when_delegated=True,
+            delegate_reply_to_group_chat_plus=False,
+            group_chat_plus_plugin_name="astrbot_plugin_group_chat_plus",
+            disable_local_reply_when_delegated=True,
+            knowledge_engine="legacy",
+            lightrag_query_mode="local",
+        ),
+        astrbot_config=astrbot_config,
+        webui_config=SimpleNamespace(host="127.0.0.1", port=8989),
+        feature_delegation=delegation,
+    )
+
+
+async def test_livingmemory_official_page_detected_from_plugin_pages(tmp_path):
+    # LM 2.6.0+ 移除独立 WebUI，改为自带 AstrBot 官方插件页 pages/dashboard/index.html
+    (tmp_path / "pages" / "dashboard").mkdir(parents=True)
+    (tmp_path / "pages" / "dashboard" / "index.html").write_text(
+        "<html></html>", encoding="utf-8"
+    )
+    memory_star = SimpleNamespace(
+        name="astrbot_plugin_livingmemory",
+        display_name="astrbot_plugin_livingmemory",
+        root_dir_name="astrbot_plugin_livingmemory",
+        module_path=str(tmp_path / "main.py"),
+        star_cls=SimpleNamespace(),
+    )
+    container = _lm_official_page_container(
+        memory_star,
+        astrbot_config={"dashboard": {"host": "0.0.0.0", "port": 6185}},
+    )
+
+    payload = await IntegrationService(container).get_status()
+    dashboards = {item["id"]: item for item in payload["dashboards"]}
+    dashboard = dashboards["livingmemory"]["dashboard"]
+    expected = (
+        "http://127.0.0.1:6185/#/plugin-page/"
+        "astrbot_plugin_livingmemory/dashboard"
+    )
+    assert dashboard["official_page_url"] == expected
+    assert dashboard["embeddable"] is False
+    assert dashboard["external_url"] is None
+    assert dashboard["available"] is True
+
+    embed = await IntegrationService(container).get_embed_target("livingmemory")
+    assert embed["target_url"] == expected
+    assert embed["embeddable"] is False
+    assert embed["available"] is True
+    assert "新窗口" in embed["message"]
+
+
+async def test_livingmemory_official_page_resolves_dotted_module_path(tmp_path):
+    # 生产环境 star/base.py 会把 StarMetadata.module_path 覆写为 cls.__module__
+    # （点分导入路径），需通过 sys.modules 中已加载模块的 __file__ 还原插件目录。
+    import types
+
+    (tmp_path / "pages" / "dashboard").mkdir(parents=True)
+    (tmp_path / "pages" / "dashboard" / "index.html").write_text(
+        "<html></html>", encoding="utf-8"
+    )
+    fake_module = types.ModuleType("data.plugins.astrbot_plugin_livingmemory.main")
+    fake_module.__file__ = str(tmp_path / "main.py")
+    memory_star = SimpleNamespace(
+        name="astrbot_plugin_livingmemory",
+        display_name="astrbot_plugin_livingmemory",
+        root_dir_name="astrbot_plugin_livingmemory",
+        module_path="data.plugins.astrbot_plugin_livingmemory.main",
+        star_cls=SimpleNamespace(),
+    )
+    container = _lm_official_page_container(
+        memory_star,
+        astrbot_config={"dashboard": {"host": "0.0.0.0", "port": 6185}},
+    )
+
+    with patch.dict(
+        sys.modules,
+        {"data.plugins.astrbot_plugin_livingmemory.main": fake_module},
+    ):
+        payload = await IntegrationService(container).get_status()
+
+    dashboard = {
+        item["id"]: item for item in payload["dashboards"]
+    }["livingmemory"]["dashboard"]
+    assert dashboard["official_page_url"] == (
+        "http://127.0.0.1:6185/#/plugin-page/astrbot_plugin_livingmemory/dashboard"
+    )
+    assert dashboard["embeddable"] is False
+
+
+async def test_livingmemory_official_page_absent_without_pages_or_origin(tmp_path):
+    memory_star = SimpleNamespace(
+        name="astrbot_plugin_livingmemory",
+        display_name="astrbot_plugin_livingmemory",
+        root_dir_name="astrbot_plugin_livingmemory",
+        module_path=str(tmp_path / "main.py"),
+        star_cls=SimpleNamespace(),
+    )
+
+    # 插件没有 pages/ 目录：无从推断官方页入口
+    container = _lm_official_page_container(memory_star)
+    payload = await IntegrationService(container).get_status()
+    dashboard = {
+        item["id"]: item for item in payload["dashboards"]
+    }["livingmemory"]["dashboard"]
+    assert dashboard["official_page_url"] is None
+    assert dashboard["embeddable"] is None
+
+    # 有 pages/ 但容器没有 astrbot_config：拿不到 AstrBot Dashboard origin
+    (tmp_path / "pages" / "dashboard").mkdir(parents=True)
+    (tmp_path / "pages" / "dashboard" / "index.html").write_text(
+        "<html></html>", encoding="utf-8"
+    )
+    payload = await IntegrationService(container).get_status()
+    dashboard = {
+        item["id"]: item for item in payload["dashboards"]
+    }["livingmemory"]["dashboard"]
+    assert dashboard["official_page_url"] is None
+
+    embed = await IntegrationService(container).get_embed_target("livingmemory")
+    assert embed["target_url"] is None
+    assert embed["available"] is False
diff --git a/web_res/static/dashboard/assets/index-B_IP2WTj.css b/web_res/static/dashboard/assets/index-B-FWb1Zi.css
similarity index 59%
rename from web_res/static/dashboard/assets/index-B_IP2WTj.css
rename to web_res/static/dashboard/assets/index-B-FWb1Zi.css
index a603e70d..097b95c4 100644
--- a/web_res/static/dashboard/assets/index-B_IP2WTj.css
+++ b/web_res/static/dashboard/assets/index-B-FWb1Zi.css
@@ -1 +1 @@
-@charset "UTF-8";*{box-sizing:border-box}html{min-width:320px;background:var(--bg)}body{margin:0;color:var(--text);background:var(--bg);font:14px/1.55 Inter,Microsoft YaHei,PingFang SC,system-ui,sans-serif;-webkit-font-smoothing:antialiased}button,input,select,textarea{font:inherit}button,a{-webkit-tap-highlight-color:transparent}a{color:inherit;text-decoration:none}pre{white-space:pre-wrap;overflow-wrap:anywhere;font:12px/1.6 ui-monospace,Consolas,monospace}h1,h2,h3{text-wrap:pretty}details summary{cursor:pointer;color:var(--accent, var(--primary))}.page{animation:page-in var(--duration-slow) var(--ease-out) both}.page-kicker{display:flex;align-items:center;gap:6px;color:var(--accent, var(--primary));font-size:11px;letter-spacing:.12em;font-weight:700}.page-kicker .material-icons{font-size:15px}.section-label{margin:26px 0 12px;font-size:12px;font-weight:600;color:var(--muted);text-transform:uppercase;letter-spacing:.08em}.inline-actions{display:flex;align-items:center;gap:8px;flex-wrap:wrap}.two-column{display:grid;grid-template-columns:minmax(0,1.4fr) minmax(320px,.8fr);gap:16px}.metrics-grid{display:grid;grid-template-columns:repeat(4,minmax(0,1fr));gap:12px;margin-bottom:16px}.data-list,.review-list,.check-list{display:grid;gap:8px}.check-row{padding:12px;display:flex;justify-content:space-between;gap:12px;background:var(--surface-alt);border-radius:var(--radius)}.check-row div{display:grid}.check-row small{color:var(--muted)}.chart-lg{height:360px}.footer-note{color:var(--muted);font-size:12px}.data-row{padding:14px;border:1px solid var(--border);border-radius:var(--radius);transition:border-color var(--duration) ease-out}.data-row:hover{border-color:var(--border-strong)}.data-row p{margin:3px 0;color:var(--muted)}.data-row .inline-actions{margin-top:12px}.data-row small{color:var(--muted)}.data-row-main{display:flex;align-items:center;justify-content:space-between;gap:12px}.data-row-main>div{display:grid}@keyframes page-in{0%{opacity:0;transform:translateY(4px)}}@media(max-width:1100px){.metrics-grid{grid-template-columns:repeat(2,1fr)}.two-column{grid-template-columns:1fr}}@media(max-width:760px){.metrics-grid{grid-template-columns:1fr}}@media(prefers-reduced-motion:reduce){*,*:before,*:after{scroll-behavior:auto!important;animation-duration:.01ms!important;animation-iteration-count:1!important;transition-duration:.01ms!important}}._ui-button_rvkki_241{min-height:36px;padding:7px 12px;display:inline-flex;align-items:center;justify-content:center;gap:6px;color:var(--text);background:var(--surface);border:1px solid var(--border);border-radius:var(--radius);font-weight:500;white-space:nowrap;cursor:pointer;transition:border-color var(--duration) ease-out,background var(--duration) ease-out,color var(--duration) ease-out}._ui-button_rvkki_241:hover:not(:disabled){background:var(--surface-hover);border-color:var(--border-strong)}._ui-button_rvkki_241:active:not(:disabled){background:var(--surface-alt)}._ui-button_rvkki_241:focus-visible{outline:none;box-shadow:0 0 0 2px var(--accent-soft, var(--primary-soft));border-color:var(--accent, var(--primary))}._ui-button_rvkki_241:disabled{opacity:.45;cursor:not-allowed}._ui-button_rvkki_241 ._material-icons_rvkki_273{font-size:17px}._size-sm_rvkki_277{min-height:30px;padding:4px 8px;font-size:12px}._icon-only_rvkki_283{width:36px;padding:7px}._icon-only_rvkki_283>span:last-child{display:none}._tone-primary_rvkki_291{color:#fff;border-color:transparent;background:var(--primary)}._tone-primary_rvkki_291:hover:not(:disabled){background:var(--primary-strong);border-color:transparent}._tone-primary_rvkki_291:active:not(:disabled){background:var(--primary-strong)}._tone-success_rvkki_304{color:var(--success);background:var(--success-soft)}._tone-success_rvkki_304:hover:not(:disabled){background:var(--success-soft);border-color:var(--success)}._tone-warning_rvkki_313{color:var(--warning);background:var(--warning-soft)}._tone-warning_rvkki_313:hover:not(:disabled){background:var(--warning-soft);border-color:var(--warning)}._tone-danger_rvkki_322{color:var(--danger);background:var(--danger-soft)}._tone-danger_rvkki_322:hover:not(:disabled){background:var(--danger-soft);border-color:var(--danger)}._ui-spinner_133zy_241{width:15px;height:15px;display:inline-block;border:2px 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h2{margin:0;display:flex;align-items:center;gap:7px;font-size:14px;font-weight:600;letter-spacing:-.01em}._ui-panel-head_1levk_250 h2 ._material-icons_1levk_267{color:var(--accent, var(--primary));font-size:18px}._ui-panel-head_1levk_250 p{margin:2px 0 0;color:var(--muted);font-size:12px}._ui-panel-actions_1levk_277{display:flex;align-items:center;gap:8px}._ui-panel-body_1levk_283{padding:18px}@media(max-width:760px){._ui-panel-head_1levk_250{align-items:flex-start;flex-direction:column}}._stat-card_bgyeo_241{position:relative;overflow:hidden;padding-top:14px}._stat-card_bgyeo_241:before{content:"";position:absolute;top:0;left:0;right:0;height:2px;background:var(--accent, var(--primary));opacity:.85}._stat-card_bgyeo_241 strong{display:block;margin-top:10px;font-size:28px;font-weight:650;letter-spacing:-.03em;font-variant-numeric:tabular-nums}._stat-card_bgyeo_241 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diff --git a/web_res/static/dashboard/assets/index-BUfCwZyG.js b/web_res/static/dashboard/assets/index-BUfCwZyG.js
deleted file mode 100644
index dfb7c2da..00000000
--- a/web_res/static/dashboard/assets/index-BUfCwZyG.js
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+#slx-app {
+  --primary: #2f7fd1;
+  --accent: #2f7fd1;
+  --radius: 4px;
+}
+
+/* 示例：面板直角 + 加粗发丝线 */
+.slx-panel {
+  border-radius: 4px;
+  border-width: 1.5px;
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Hs="_candidate_6o705_9",Qs="_selected_6o705_30",Ws="_avatar_6o705_39",Ae={"source-toolbar":"_source-toolbar_6o705_1","candidate-list":"_candidate-list_6o705_9","profile-list":"_profile-list_6o705_10",candidate:Hs,selected:Qs,avatar:Ws,"profile-icon":"_profile-icon_6o705_40","candidate-copy":"_candidate-copy_6o705_50","candidate-meta":"_candidate-meta_6o705_51","profile-row":"_profile-row_6o705_52","profile-scope":"_profile-scope_6o705_53","learn-bar":"_learn-bar_6o705_85"};var Jn=_("<div>"),Js=_("<div aria-label=可学习群友>"),Ys=_("<div><span>"),Xs=_("<div class=page>"),Zs=_("<option> · <!> 人"),eo=_("<button type=button><span>person</span><span><strong></strong><small>QQ </small></span><span><b></b><small>条消息"),to=_("<div><span></span><div><strong></strong><small>QQ <!> · <!> · <!> 条样本</small></div><div><span>生效群组</span><b></b><small>");const et=e=>Array.isArray(e)?e:[];function no(){const 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diff --git a/web_res/static/dashboard/index.html b/web_res/static/dashboard/index.html
index 1f2ba388..ee7883fa 100644
--- a/web_res/static/dashboard/index.html
+++ b/web_res/static/dashboard/index.html
@@ -6,9 +6,9 @@
     <meta name="theme-color" content="#f4f7fb" />
     <link rel="stylesheet" href="/static/vendor/material-icons/material-icons.css" />
     <title>自主学习 · 监控板</title>
-    <script type="module" crossorigin src="/static/dashboard/assets/index-BUfCwZyG.js"></script>
+    <script type="module" crossorigin src="/static/dashboard/assets/index-DfjsDeQS.js"></script>
     <link rel="modulepreload" crossorigin href="/static/dashboard/assets/echarts-BFYZiO-4.js">
-    <link rel="stylesheet" crossorigin href="/static/dashboard/assets/index-B_IP2WTj.css">
+    <link rel="stylesheet" crossorigin href="/static/dashboard/assets/index-B-FWb1Zi.css">
   </head>
   <body>
     <noscript>此监控板需要启用 JavaScript。</noscript>
diff --git a/web_src/package.json b/web_src/package.json
index 70c40d48..65317f59 100644
--- a/web_src/package.json
+++ b/web_src/package.json
@@ -1,6 +1,6 @@
 {
   "name": "astrbot-self-learning-dashboard",
-  "version": "4.2.0",
+  "version": "4.3.0",
   "description": "Solid.js source for the self-learning plugin dashboard",
   "type": "module",
   "scripts": {
diff --git a/web_src/src/components/business/IntegrationCard.module.scss b/web_src/src/components/business/IntegrationCard.module.scss
index 45df57b1..11518958 100644
--- a/web_src/src/components/business/IntegrationCard.module.scss
+++ b/web_src/src/components/business/IntegrationCard.module.scss
@@ -24,3 +24,9 @@
     font-size: 30px;
   }
 }
+
+.integration-card-actions {
+  display: flex;
+  flex-wrap: wrap;
+  gap: 8px;
+}
diff --git a/web_src/src/components/business/IntegrationCard.tsx b/web_src/src/components/business/IntegrationCard.tsx
index 18747c0a..3ad2180a 100644
--- a/web_src/src/components/business/IntegrationCard.tsx
+++ b/web_src/src/components/business/IntegrationCard.tsx
@@ -5,7 +5,11 @@ import { textOrDash } from '../../lib/format';
 import { object } from '../../pages/shared';
 import styles from './IntegrationCard.module.scss';
 
-export function IntegrationCard(props: { item: IntegrationItem; onOpen?: () => void }) {
+export function IntegrationCard(props: {
+  item: IntegrationItem;
+  onOpen?: () => void;
+  onOpenOfficial?: () => void;
+}) {
   const available = () => props.item.active === true || object(props.item.dashboard).available === true;
   return (
     <Card class={styles['integration-card']}>
@@ -15,7 +19,10 @@ export function IntegrationCard(props: { item: IntegrationItem; onOpen?: () => v
       </div>
       <h3>{textOrDash(props.item.title ?? props.item.name ?? props.item.id)}</h3>
       <p>{textOrDash(props.item.description ?? props.item.role)}</p>
-      <Show when={props.onOpen}><Button icon="open_in_new" disabled={!available()} onClick={props.onOpen}>打开面板</Button></Show>
+      <div class={styles['integration-card-actions']}>
+        <Show when={props.onOpen}><Button icon="open_in_new" disabled={!available()} onClick={props.onOpen}>打开面板</Button></Show>
+        <Show when={props.onOpenOfficial}><Button icon="dashboard" disabled={!available()} onClick={props.onOpenOfficial}>官方面板</Button></Show>
+      </div>
     </Card>
   );
 }
diff --git a/web_src/src/pages/integrations/IntegrationsPage.tsx b/web_src/src/pages/integrations/IntegrationsPage.tsx
index 7b5c380a..78a80c18 100644
--- a/web_src/src/pages/integrations/IntegrationsPage.tsx
+++ b/web_src/src/pages/integrations/IntegrationsPage.tsx
@@ -112,11 +112,26 @@ export function IntegrationsPage() {
     }
     if (url) window.open(url, '_blank', 'noopener,noreferrer');
   };
+  const openOfficialPage = (item: IntegrationItem) => {
+    const url = resolveHostUrl(String(object(item.dashboard).official_page_url ?? ''));
+    if (url) window.open(url, '_blank', 'noopener,noreferrer');
+  };
   return (
     <div class="page">
       <PageHeader title="功能融合" description="查看配套插件状态，并导入世界书与 QQ 聊天记录。" icon="extension" actions={<Button icon="refresh" onClick={dashboard.loadIntegrations}>刷新状态</Button>} />
       <Panel title="插件面板">
-        <div class={styles['integration-grid']}><For each={integrations()}>{(item) => <IntegrationCard item={item} onOpen={() => openIntegration(item)} />}</For></div>
+        <div class={styles['integration-grid']}>
+          <For each={integrations()}>{(item) => {
+            const officialUrl = String(object(item.dashboard).official_page_url ?? '');
+            return (
+              <IntegrationCard
+                item={item}
+                onOpen={() => openIntegration(item)}
+                onOpenOfficial={officialUrl ? () => openOfficialPage(item) : undefined}
+              />
+            );
+          }}</For>
+        </div>
       </Panel>
       <div class={`two-column ${styles['integration-imports']}`}>
         <Panel title="世界书导入" hint="先预览统计，再执行导入">
diff --git a/webui/services/integration_service.py b/webui/services/integration_service.py
index 3acf9794..1ca9e615 100644
--- a/webui/services/integration_service.py
+++ b/webui/services/integration_service.py
@@ -3,10 +3,12 @@
 from __future__ import annotations
 
 import asyncio
+import sys
 import time
 import urllib.request
-from typing import Any, Dict, Optional, Tuple
-from urllib.parse import urlsplit
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Tuple
+from urllib.parse import quote, urlsplit
 
 try:
     from ...config import get_config_cost_warnings
@@ -103,6 +105,55 @@ def _join_url(base_url: Optional[str], path: str) -> Optional[str]:
     return f"{base_url.rstrip('/')}/{path.lstrip('/')}"
 
 
+def _astrbot_dashboard_origin(astrbot_config: Any) -> Optional[str]:
+    """AstrBot Dashboard 的本机 origin（host/port 取自主配置 dashboard 段）。"""
+    dashboard = _safe_get(astrbot_config, "dashboard")
+    if dashboard is None:
+        return None
+    return _http_url(_safe_get(dashboard, "host", "0.0.0.0"), _safe_get(dashboard, "port"))
+
+
+def _discover_plugin_pages(module_path: Any) -> List[str]:
+    """列出插件 ``pages/`` 下带 index.html 的页面名（AstrBot 官方插件页约定）。
+
+    AstrBot 的 ``StarMetadata.module_path`` 可能是插件入口文件路径，也可能是
+    点分导入路径（``star/base.py`` 会用 ``cls.__module__`` 覆写，如
+    ``data.plugins.<插件名>.main``）。后者通过 ``sys.modules`` 里已加载模块的
+    ``__file__`` 还原插件目录；页面目录位于入口文件自身或上级目录的
+    ``pages/`` 下，无法定位时返回空列表。
+    """
+    if not module_path:
+        return []
+    raw = str(module_path).strip()
+    if not raw:
+        return []
+
+    bases: List[Path] = []
+    base = Path(raw)
+    bases.extend((base, base.parent))
+    module = sys.modules.get(raw)
+    module_file = getattr(module, "__file__", None)
+    if module_file:
+        module_base = Path(module_file)
+        bases.extend((module_base, module_base.parent))
+
+    for candidate in bases:
+        pages_root = candidate / "pages"
+        try:
+            if not pages_root.is_dir():
+                continue
+            names = sorted(
+                item.name
+                for item in pages_root.iterdir()
+                if item.is_dir() and (item / "index.html").is_file()
+            )
+        except OSError:
+            continue
+        if names:
+            return names
+    return []
+
+
 def _frame_headers_block(headers: Any, parent_origin: Optional[str] = None) -> bool:
     """判断响应头是否禁止父页面（self_learning WebUI）以 iframe 嵌入。"""
     xfo = str(headers.get("X-Frame-Options", "") or "").strip().strip("'\"").lower()
@@ -380,6 +431,8 @@ def _livingmemory_dashboard(self, star: Any, status: Dict[str, Any]) -> Dict[str
                 _safe_get(webui_settings, "port", 8888),
             )
 
+        official_page_url = self._livingmemory_official_page_url(star)
+
         return {
             "id": "livingmemory",
             "title": "LivingMemory",
@@ -391,7 +444,10 @@ def _livingmemory_dashboard(self, star: Any, status: Dict[str, Any]) -> Dict[str
                 "available": bool(dashboard_url or plugin),
                 "url": LIVINGMEMORY_EMBED_URL,
                 "external_url": dashboard_url,
-                "official_page_url": None,
+                "official_page_url": official_page_url,
+                # AstrBot 官方插件页固定返回 X-Frame-Options: SAMEORIGIN，且页面
+                # 资产需 JWT（Authorization 头）换取，iframe 带不了凭据，只能新窗口打开。
+                "embeddable": False if (official_page_url and not dashboard_url) else None,
                 "route": "#/graphs",
                 "label": "本地图谱",
                 "kind": "embedded_external" if dashboard_url else "local_graph",
@@ -405,6 +461,23 @@ def _livingmemory_dashboard(self, star: Any, status: Dict[str, Any]) -> Dict[str
             "settings_group": "Integration_Settings",
         }
 
+    def _livingmemory_official_page_url(self, star: Any) -> Optional[str]:
+        """LivingMemory 2.6.0+ 自带 AstrBot 官方插件页（pages/<页名>/index.html）。
+
+        用户入口是 AstrBot Dashboard 前端 hash 路由 ``/#/plugin-page/<插件名>/<页名>``，
+        打开时复用浏览器内 AstrBot 会话的 JWT，因此只作为新窗口链接暴露，
+        不作为 iframe 目标。
+        """
+        astrbot_config = getattr(self.container, "astrbot_config", None)
+        origin = _astrbot_dashboard_origin(astrbot_config)
+        if not origin or star is None:
+            return None
+        plugin_name = str(getattr(star, "name", "") or "").strip()
+        pages = _discover_plugin_pages(getattr(star, "module_path", None))
+        if not plugin_name or not pages:
+            return None
+        return f"{origin}/#/plugin-page/{quote(plugin_name, safe='')}/{quote(pages[0], safe='')}"
+
     def _dashboard_origin(self) -> Optional[str]:
         """父页面（self_learning WebUI / AstrBot Dashboard）的 origin。"""
         webui_config = getattr(self.container, "webui_config", None)