diff --git a/.github/workflows/docker-image-dev.yml b/.github/workflows/docker-image-dev.yml
index 63fdafee..186a2539 100644
--- a/.github/workflows/docker-image-dev.yml
+++ b/.github/workflows/docker-image-dev.yml
@@ -30,9 +30,6 @@ jobs:
       # - name: Clone maim_message
       #   run: git clone https://github.com/MaiM-with-u/maim_message maim_message
 
-      - name: Clone lpmm
-        run: git clone https://github.com/Mai-with-u/MaiMBot-LPMM.git MaiMBot-LPMM
-
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
         with:
@@ -84,9 +81,6 @@ jobs:
       # - name: Clone maim_message
       #   run: git clone https://github.com/MaiM-with-u/maim_message maim_message
 
-      - name: Clone lpmm
-        run: git clone https://github.com/Mai-with-u/MaiMBot-LPMM.git MaiMBot-LPMM
-
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
         with:
diff --git a/.github/workflows/docker-image-main.yml b/.github/workflows/docker-image-main.yml
index 3d9b14ab..498c89ac 100644
--- a/.github/workflows/docker-image-main.yml
+++ b/.github/workflows/docker-image-main.yml
@@ -34,9 +34,6 @@ jobs:
       # - name: Clone maim_message
       #   run: git clone https://github.com/MaiM-with-u/maim_message maim_message
 
-      - name: Clone lpmm
-        run: git clone https://github.com/Mai-with-u/MaiMBot-LPMM.git MaiMBot-LPMM
-
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
         with:
@@ -87,9 +84,6 @@ jobs:
       # - name: Clone maim_message
       #   run: git clone https://github.com/MaiM-with-u/maim_message maim_message
 
-      - name: Clone lpmm
-        run: git clone https://github.com/Mai-with-u/MaiMBot-LPMM.git MaiMBot-LPMM
-
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
         with:
diff --git a/Dockerfile b/Dockerfile
index 6061ad44..91ad6b99 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,44 +1,27 @@
-# 编译 LPMM
-FROM python:3.13-slim AS lpmm-builder
-COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
-
-WORKDIR /MaiMBot-LPMM
-
-# 同级目录下需要有 MaiMBot-LPMM
-COPY MaiMBot-LPMM /MaiMBot-LPMM
-
-# 安装编译器和编译依赖
-RUN apt-get update && apt-get install -y build-essential
-RUN uv pip install --system --upgrade pip
-RUN cd /MaiMBot-LPMM && uv pip install --system -r requirements.txt
-
-# 编译 LPMM
-RUN cd /MaiMBot-LPMM/lib/quick_algo && python build_lib.py --cleanup --cythonize --install
-
-# 运行环境
+# Runtime image
 FROM python:3.13-slim
 COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
-# 工作目录
+# Working directory
 WORKDIR /MaiMBot
 
 ENV MAIBOT_LEGACY_0X_UPGRADE_CONFIRMED=1
 
-# 复制依赖列表
+# Copy dependency list
 COPY requirements.txt .
 
 RUN apt-get update && apt-get install -y git
 
-# 从编译阶段复制 LPMM 编译结果
-COPY --from=lpmm-builder /usr/local/lib/python3.13/site-packages/ /usr/local/lib/python3.13/site-packages/
-
-# 安装运行时依赖
+# Install runtime dependencies
 RUN uv pip install --system --upgrade pip
 RUN uv pip install --system -r requirements.txt
 
-# 复制项目代码
+# Copy project source
 COPY . .
 
+RUN git clone --depth 1 --branch plugin https://github.com/Mai-with-u/MaiBot-Napcat-Adapter.git plugin-templates/MaiBot-Napcat-Adapter
+RUN chmod +x docker-entrypoint.sh
+
 EXPOSE 8000
 
-ENTRYPOINT [ "python","bot.py" ]
+ENTRYPOINT [ "./docker-entrypoint.sh" ]
diff --git a/dashboard/package.json b/dashboard/package.json
index 593113c1..c2338c25 100644
--- a/dashboard/package.json
+++ b/dashboard/package.json
@@ -1,7 +1,7 @@
 {
   "name": "maibot-dashboard",
   "private": true,
-  "version": "1.0.1",
+  "version": "1.0.2",
   "type": "module",
   "main": "./out/main/index.js",
   "scripts": {
diff --git a/dashboard/src/components/layout/Sidebar.tsx b/dashboard/src/components/layout/Sidebar.tsx
index 55392b13..df28de66 100644
--- a/dashboard/src/components/layout/Sidebar.tsx
+++ b/dashboard/src/components/layout/Sidebar.tsx
@@ -29,7 +29,7 @@ export function Sidebar({
   return (
     <aside
       className={cn(
-        'fixed inset-y-0 left-0 z-50 isolate flex flex-col border-r transition-all duration-300 lg:relative lg:z-0',
+        'fixed inset-y-0 left-0 z-50 isolate flex flex-col border-r transition-all duration-300 lg:relative lg:z-0 lg:h-full',
         inheritsPageBackground ? 'bg-transparent' : 'bg-card',
         // 移动端始终显示完整宽度，桌面端根据 sidebarOpen 切换
         'w-64 lg:w-auto',
@@ -46,9 +46,11 @@ export function Sidebar({
 
       <ScrollArea className={cn(
         'relative z-10',
-        "flex-1 overflow-x-hidden",
+        "min-h-0 flex-1 overflow-x-hidden",
         !sidebarOpen && "lg:w-16"
-      )}>
+      )}
+      viewportClassName="[&>div]:!block"
+      >
         <nav
           aria-label={t('a11y.sidebarNav')}
           className={cn(
diff --git a/dashboard/src/components/tour/tour-renderer.tsx b/dashboard/src/components/tour/tour-renderer.tsx
index 8ec07103..781201b9 100644
--- a/dashboard/src/components/tour/tour-renderer.tsx
+++ b/dashboard/src/components/tour/tour-renderer.tsx
@@ -6,7 +6,9 @@ import { useTour } from './use-tour'
 // Joyride 主题配置
 const joyrideStyles = {
   options: {
-    zIndex: 10000,
+    // 提到 portal 容器（99999）之上，确保 overlay/spotlight/tooltip 都在最上层；
+    // overlay 的 z-index 由 react-joyride 内部基于 options.zIndex 推算，必须大于 floater 才能让 tooltip 按钮可点击。
+    zIndex: 100000,
     primaryColor: 'hsl(var(--color-primary))',
     textColor: 'hsl(var(--color-foreground))',
     backgroundColor: 'hsl(var(--color-background))',
@@ -197,13 +199,6 @@ export function TourRenderer() {
       locale={locale}
       scrollOffset={80}
       scrollToFirstStep
-      floaterProps={{
-        styles: {
-          floater: {
-            zIndex: 99999,
-          },
-        },
-      }}
     />
   )
 
diff --git a/dashboard/src/components/ui/dialog.tsx b/dashboard/src/components/ui/dialog.tsx
index 8509d085..c140e12f 100644
--- a/dashboard/src/components/ui/dialog.tsx
+++ b/dashboard/src/components/ui/dialog.tsx
@@ -54,7 +54,7 @@ const DialogContent = React.forwardRef<
     <DialogPrimitive.Content
       ref={ref}
       className={cn(
-        "fixed left-[50%] top-[50%] z-50 grid w-[min(calc(100vw-2rem),var(--dialog-width,32rem))] max-h-[calc(100vh-2rem)] translate-x-[-50%] translate-y-[-50%] gap-4 overflow-hidden border bg-background p-6 shadow-lg duration-200 data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[state=closed]:slide-out-to-left-1/2 data-[state=closed]:slide-out-to-top-[48%] data-[state=open]:slide-in-from-left-1/2 data-[state=open]:slide-in-from-top-[48%] sm:rounded-lg",
+        "fixed left-[50%] top-[50%] z-50 flex w-[min(calc(100vw-2rem),var(--dialog-width,32rem))] max-h-[calc(100vh-2rem)] translate-x-[-50%] translate-y-[-50%] flex-col gap-4 overflow-hidden border bg-background p-6 shadow-lg duration-200 data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[state=closed]:slide-out-to-left-1/2 data-[state=closed]:slide-out-to-top-[48%] data-[state=open]:slide-in-from-left-1/2 data-[state=open]:slide-in-from-top-[48%] sm:rounded-lg",
         className
       )}
       onPointerDownOutside={preventOutsideClose ? (e) => e.preventDefault() : undefined}
@@ -94,13 +94,17 @@ const DialogContent = React.forwardRef<
 DialogContent.displayName = DialogPrimitive.Content.displayName
 
 const DialogBody = React.forwardRef<HTMLDivElement, DialogBodyProps>(
-  ({ className, children, allowHorizontalScroll = false, contentClassName, scrollbars, viewportClassName, ...props }, ref) => (
+  ({ className, children, allowHorizontalScroll = false, contentClassName, scrollbars, viewportClassName, type, ...props }, ref) => (
+    // 关键：在 flex-col 的 DialogContent 中，DialogBody 既要在内容多时撑到 max-h 上限并滚动，
+    // 又要在内容少时让 dialog 自然收缩。直接在 ScrollArea Root 上 flex-1 + min-h-0 即可：
+    // Radix Viewport 内部 wrapper 默认 display:table 会撑开自然高度，所以需要强制 block。
     <ScrollArea
       ref={ref as never}
-      className={cn("min-h-0 flex-1", className)}
+      className={cn("min-h-0 flex-1 flex flex-col", className)}
       contentClassName={cn(allowHorizontalScroll && "min-w-full w-max", contentClassName)}
       scrollbars={scrollbars ?? (allowHorizontalScroll ? "both" : "vertical")}
-      viewportClassName={cn("pr-4", viewportClassName)}
+      viewportClassName={cn("min-h-0 flex-1 pr-4 [&>div]:!block", viewportClassName)}
+      type={type ?? "always"}
       {...props}
     >
       {children}
diff --git a/dashboard/src/components/ui/scroll-area.tsx b/dashboard/src/components/ui/scroll-area.tsx
index 34f463eb..056cccae 100644
--- a/dashboard/src/components/ui/scroll-area.tsx
+++ b/dashboard/src/components/ui/scroll-area.tsx
@@ -19,7 +19,10 @@ const ScrollArea = React.forwardRef<
     className={cn("relative overflow-hidden", className)}
     {...props}
   >
-    <ScrollAreaPrimitive.Viewport ref={viewportRef} className={cn("h-full w-full rounded-[inherit]", viewportClassName)}>
+    <ScrollAreaPrimitive.Viewport
+      ref={viewportRef}
+      className={cn("h-full w-full rounded-[inherit]", viewportClassName)}
+    >
       <div className={contentClassName}>{children}</div>
     </ScrollAreaPrimitive.Viewport>
     {scrollbars !== "horizontal" && <ScrollBar />}
diff --git a/dashboard/src/lib/config-api.ts b/dashboard/src/lib/config-api.ts
index cfb51108..fa4ac5da 100644
--- a/dashboard/src/lib/config-api.ts
+++ b/dashboard/src/lib/config-api.ts
@@ -158,7 +158,14 @@ export async function fetchProviderModels(
     endpoint,
   })
   const response = await fetchWithAuth(`/api/webui/models/list?${params}`)
-  return parseResponse<ModelListItem[]>(response)
+  // 后端返回 { success, models, provider, count }，需要展开取出 models 数组
+  const parsed = await parseResponse<{ models?: ModelListItem[] } | ModelListItem[]>(response)
+  if (!parsed.success) {
+    return parsed
+  }
+  const body = parsed.data
+  const models = Array.isArray(body) ? body : Array.isArray(body?.models) ? body.models : []
+  return { success: true, data: models }
 }
 
 /**
diff --git a/dashboard/src/lib/version.ts b/dashboard/src/lib/version.ts
index a6be3db1..8a261cfd 100644
--- a/dashboard/src/lib/version.ts
+++ b/dashboard/src/lib/version.ts
@@ -5,7 +5,7 @@
  * 修改此处的版本号后，所有展示版本的地方都会自动更新
  */
 
-export const APP_VERSION = '1.0.1'
+export const APP_VERSION = '1.0.2'
 export const APP_NAME = 'MaiBot Dashboard'
 export const APP_FULL_NAME = `${APP_NAME} v${APP_VERSION}`
 
diff --git a/dashboard/src/router.tsx b/dashboard/src/router.tsx
index f2c684d8..ef480e6a 100644
--- a/dashboard/src/router.tsx
+++ b/dashboard/src/router.tsx
@@ -85,11 +85,11 @@ const modelConfigRoute = createRoute({
   component: lazyRouteComponent(() => import('./routes/config/model'), 'ModelConfigPage'),
 })
 
-// 配置路由 - 麦麦适配器配置
+// 配置路由 - 麦麦适配器配置（已停用，引导跳转到插件配置；旧实现保留在 ./routes/config/adapter）
 const adapterConfigRoute = createRoute({
   getParentRoute: () => protectedRoute,
   path: '/config/adapter',
-  component: lazyRouteComponent(() => import('./routes/config/adapter'), 'AdapterConfigPage'),
+  component: lazyRouteComponent(() => import('./routes/config/adapter-disabled'), 'AdapterConfigPage'),
 })
 
 // 资源管理路由 - 表情包管理
diff --git a/dashboard/src/routes/config/adapter-disabled.tsx b/dashboard/src/routes/config/adapter-disabled.tsx
new file mode 100644
index 00000000..a084ba66
--- /dev/null
+++ b/dashboard/src/routes/config/adapter-disabled.tsx
@@ -0,0 +1,60 @@
+import { Link } from '@tanstack/react-router'
+import { ArrowRight, Info } from 'lucide-react'
+
+import { Alert, AlertDescription, AlertTitle } from '@/components/ui/alert'
+import { Button } from '@/components/ui/button'
+import {
+  Card,
+  CardContent,
+  CardDescription,
+  CardHeader,
+  CardTitle,
+} from '@/components/ui/card'
+import { ScrollArea } from '@/components/ui/scroll-area'
+
+/**
+ * 麦麦适配器配置 —— 禁用页
+ *
+ * 原页面（{@link import('./adapter').AdapterConfigPage}）的能力已迁移至
+ * 「插件配置」中的对应适配器插件。这里保留路由占位并引导用户跳转，
+ * 避免误用旧的 TOML 直接编辑路径。
+ */
+export function AdapterConfigPage() {
+  return (
+    <ScrollArea className="h-full">
+      <div className="mx-auto w-full max-w-3xl space-y-4 p-4 sm:space-y-6 sm:p-6">
+        <div>
+          <h1 className="text-2xl font-bold sm:text-3xl">麦麦适配器配置</h1>
+          <p className="text-muted-foreground mt-1 text-sm sm:mt-2 sm:text-base">
+            该界面已停用
+          </p>
+        </div>
+
+        <Alert>
+          <Info className="h-4 w-4" />
+          <AlertTitle>该配置入口已迁移</AlertTitle>
+          <AlertDescription>
+            适配器现已作为插件管理。请前往「插件配置」找到对应适配器插件（如 Napcat 适配器）进行配置。
+          </AlertDescription>
+        </Alert>
+
+        <Card>
+          <CardHeader>
+            <CardTitle>请前往插件配置</CardTitle>
+            <CardDescription>
+              在插件配置页面中，选择目标适配器插件即可修改其配置项。原适配器 TOML 直接编辑入口已停用，但相关代码与历史配置文件未被删除，可在需要时由开发者手动恢复。
+            </CardDescription>
+          </CardHeader>
+          <CardContent>
+            <Button asChild>
+              <Link to="/plugin-config">
+                打开插件配置
+                <ArrowRight className="ml-2 h-4 w-4" />
+              </Link>
+            </Button>
+          </CardContent>
+        </Card>
+      </div>
+    </ScrollArea>
+  )
+}
diff --git a/dashboard/src/routes/config/modelProvider/ProviderForm.tsx b/dashboard/src/routes/config/modelProvider/ProviderForm.tsx
index 8095caa3..d7094ffa 100644
--- a/dashboard/src/routes/config/modelProvider/ProviderForm.tsx
+++ b/dashboard/src/routes/config/modelProvider/ProviderForm.tsx
@@ -138,7 +138,11 @@ export function ProviderForm({
           </DialogDescription>
         </DialogHeader>
 
-        <form onSubmit={(e) => { e.preventDefault(); handleSaveEdit(); }} autoComplete="off">
+        <form
+          onSubmit={(e) => { e.preventDefault(); handleSaveEdit(); }}
+          autoComplete="off"
+          className="contents"
+        >
           <DialogBody>
           <div className="grid gap-4 py-4">
             <div className="grid gap-2" data-tour="provider-template-select">
diff --git a/dashboard/src/routes/plugins/InstalledTab.tsx b/dashboard/src/routes/plugins/InstalledTab.tsx
index a2ffe04d..3447f949 100644
--- a/dashboard/src/routes/plugins/InstalledTab.tsx
+++ b/dashboard/src/routes/plugins/InstalledTab.tsx
@@ -16,6 +16,7 @@ interface InstalledTabProps {
   checkPluginCompatibility: (plugin: PluginInfo) => boolean
   needsUpdate: (plugin: PluginInfo) => boolean
   getStatusBadge: (plugin: PluginInfo) => React.JSX.Element | null
+  getIncompatibleReason: (plugin: PluginInfo) => string | null
 }
 
 export function InstalledTab({
@@ -33,6 +34,7 @@ export function InstalledTab({
   checkPluginCompatibility,
   needsUpdate,
   getStatusBadge,
+  getIncompatibleReason,
 }: InstalledTabProps) {
   // 过滤已安装插件
   const filteredPlugins = plugins.filter(plugin => {
@@ -80,6 +82,7 @@ export function InstalledTab({
           checkPluginCompatibility={checkPluginCompatibility}
           needsUpdate={needsUpdate}
           getStatusBadge={getStatusBadge}
+          getIncompatibleReason={getIncompatibleReason}
         />
       ))}
     </div>
diff --git a/dashboard/src/routes/plugins/MarketplaceTab.tsx b/dashboard/src/routes/plugins/MarketplaceTab.tsx
index bcd4b8c2..e623530c 100644
--- a/dashboard/src/routes/plugins/MarketplaceTab.tsx
+++ b/dashboard/src/routes/plugins/MarketplaceTab.tsx
@@ -16,6 +16,7 @@ interface MarketplaceTabProps {
   checkPluginCompatibility: (plugin: PluginInfo) => boolean
   needsUpdate: (plugin: PluginInfo) => boolean
   getStatusBadge: (plugin: PluginInfo) => React.JSX.Element | null
+  getIncompatibleReason: (plugin: PluginInfo) => string | null
 }
 
 export function MarketplaceTab({
@@ -33,6 +34,7 @@ export function MarketplaceTab({
   checkPluginCompatibility,
   needsUpdate,
   getStatusBadge,
+  getIncompatibleReason,
 }: MarketplaceTabProps) {
   // 过滤插件
   const filteredPlugins = plugins.filter(plugin => {
@@ -76,6 +78,7 @@ export function MarketplaceTab({
           checkPluginCompatibility={checkPluginCompatibility}
           needsUpdate={needsUpdate}
           getStatusBadge={getStatusBadge}
+          getIncompatibleReason={getIncompatibleReason}
         />
       ))}
     </div>
diff --git a/dashboard/src/routes/plugins/PluginCard.tsx b/dashboard/src/routes/plugins/PluginCard.tsx
index ad6d3f1e..93a0fdb1 100644
--- a/dashboard/src/routes/plugins/PluginCard.tsx
+++ b/dashboard/src/routes/plugins/PluginCard.tsx
@@ -20,6 +20,7 @@ interface PluginCardProps {
   checkPluginCompatibility: (plugin: PluginInfo) => boolean
   needsUpdate: (plugin: PluginInfo) => boolean
   getStatusBadge: (plugin: PluginInfo) => React.JSX.Element | null
+  getIncompatibleReason: (plugin: PluginInfo) => string | null
 }
 
 export function PluginCard({
@@ -34,6 +35,7 @@ export function PluginCard({
   checkPluginCompatibility,
   needsUpdate,
   getStatusBadge,
+  getIncompatibleReason,
 }: PluginCardProps) {
   const navigate = useNavigate()
 
@@ -114,8 +116,14 @@ export function PluginCard({
             needsUpdate(plugin) ? (
               <Button 
                 size="sm"
-                disabled={!gitStatus?.installed}
-                title={!gitStatus?.installed ? 'Git 未安装' : undefined}
+                disabled={!gitStatus?.installed || (maimaiVersion !== null && !checkPluginCompatibility(plugin))}
+                title={
+                  !gitStatus?.installed
+                    ? 'Git 未安装'
+                    : (maimaiVersion !== null && !checkPluginCompatibility(plugin))
+                      ? (getIncompatibleReason(plugin) ?? '插件与当前麦麦版本不兼容')
+                      : undefined
+                }
                 onClick={() => onUpdate(plugin)}
               >
                 <RefreshCw className="h-4 w-4 mr-1" />
@@ -145,7 +153,7 @@ export function PluginCard({
                 !gitStatus?.installed 
                   ? 'Git 未安装' 
                   : (maimaiVersion !== null && !checkPluginCompatibility(plugin))
-                    ? `不兼容当前版本 (需要 ${plugin.manifest?.host_application?.min_version || '未知'}${plugin.manifest?.host_application?.max_version ? ` - ${plugin.manifest.host_application.max_version}` : '+'}，当前 ${maimaiVersion?.version})`
+                    ? (getIncompatibleReason(plugin) ?? '插件与当前麦麦版本不兼容')
                     : undefined
               }
               onClick={() => onInstall(plugin)}
diff --git a/dashboard/src/routes/plugins/index.tsx b/dashboard/src/routes/plugins/index.tsx
index 2446c570..51013669 100644
--- a/dashboard/src/routes/plugins/index.tsx
+++ b/dashboard/src/routes/plugins/index.tsx
@@ -268,8 +268,8 @@ function PluginsPageContent() {
 
   // 获取插件状态徽章
   const getStatusBadge = (plugin: PluginInfo) => {
-    // 优先显示兼容性状态
-    if (!plugin.installed && maimaiVersion && !checkPluginCompatibility(plugin)) {
+    // 优先显示兼容性状态（已安装但不兼容也需要提示，避免用户误以为可继续更新）
+    if (maimaiVersion && !checkPluginCompatibility(plugin)) {
       return (
         <Badge variant="destructive" className="gap-1">
           <AlertCircle className="h-3 w-3" />
@@ -317,9 +317,20 @@ function PluginsPageContent() {
   }
 
   // 检查插件兼容性
+  // 规则：
+  // 1. manifest_version === 1 的插件在麦麦 >= 1.0.0 时一律视为不兼容（旧 manifest 已不再被宿主接受）；
+  // 2. 否则若声明了 host_application 范围，则按版本范围判定。
   const checkPluginCompatibility = (plugin: PluginInfo): boolean => {
-    if (!maimaiVersion || !plugin.manifest?.host_application) return true
-    
+    if (!maimaiVersion) return true
+
+    // manifest v1 在 1.0.0+ 麦麦上不再兼容
+    const manifestVersion = plugin.manifest?.manifest_version ?? 1
+    if (manifestVersion <= 1 && maimaiVersion.version_major >= 1) {
+      return false
+    }
+
+    if (!plugin.manifest?.host_application) return true
+
     return isPluginCompatible(
       plugin.manifest.host_application.min_version,
       plugin.manifest.host_application.max_version,
@@ -327,11 +338,35 @@ function PluginsPageContent() {
     )
   }
 
+  // 不兼容原因（用于 UI 提示）
+  const getIncompatibleReason = (plugin: PluginInfo): string | null => {
+    if (!maimaiVersion) return null
+    const manifestVersion = plugin.manifest?.manifest_version ?? 1
+    if (manifestVersion <= 1 && maimaiVersion.version_major >= 1) {
+      return `该插件使用旧版 manifest (v${manifestVersion})，已不被麦麦 ${maimaiVersion.version} 支持`
+    }
+    if (plugin.manifest?.host_application && !isPluginCompatible(
+      plugin.manifest.host_application.min_version,
+      plugin.manifest.host_application.max_version,
+      maimaiVersion
+    )) {
+      const min = plugin.manifest.host_application.min_version || '未知'
+      const max = plugin.manifest.host_application.max_version
+      const range = max ? `${min} - ${max}` : `${min}+`
+      return `不兼容当前版本 (需要 ${range}，当前 ${maimaiVersion.version})`
+    }
+    return null
+  }
+
   // 检查是否需要更新（市场版本比已安装版本新）
   const needsUpdate = (plugin: PluginInfo): boolean => {
     if (!plugin.installed || !plugin.installed_version || !plugin.manifest?.version) {
       return false
     }
+    // 不兼容的插件不允许更新
+    if (!checkPluginCompatibility(plugin)) {
+      return false
+    }
     
     const installedVer = plugin.installed_version.trim()
     const marketVer = plugin.manifest.version.trim()
@@ -368,7 +403,7 @@ function PluginsPageContent() {
     if (maimaiVersion && !checkPluginCompatibility(plugin)) {
       toast({
         title: '无法安装',
-        description: '插件与当前麦麦版本不兼容',
+        description: getIncompatibleReason(plugin) ?? '插件与当前麦麦版本不兼容',
         variant: 'destructive',
       })
       return
@@ -526,6 +561,16 @@ function PluginsPageContent() {
       return
     }
 
+    // 不兼容的插件不允许更新
+    if (maimaiVersion && !checkPluginCompatibility(plugin)) {
+      toast({
+        title: '无法更新',
+        description: getIncompatibleReason(plugin) ?? '插件与当前麦麦版本不兼容',
+        variant: 'destructive',
+      })
+      return
+    }
+
     try {
       const updateResult = await updatePlugin(
         plugin.id,
@@ -833,6 +878,7 @@ function PluginsPageContent() {
             checkPluginCompatibility={checkPluginCompatibility}
             needsUpdate={needsUpdate}
             getStatusBadge={getStatusBadge}
+            getIncompatibleReason={getIncompatibleReason}
           />
         ) : activeTab === 'installed' ? (
           <InstalledTab
@@ -850,6 +896,7 @@ function PluginsPageContent() {
             checkPluginCompatibility={checkPluginCompatibility}
             needsUpdate={needsUpdate}
             getStatusBadge={getStatusBadge}
+            getIncompatibleReason={getIncompatibleReason}
           />
         ) : (
           <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-6">
diff --git a/docker-compose.yml b/docker-compose.yml
index 5602ae65..853990b1 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,22 +1,4 @@
 services:
-  adapters:
-    container_name: maim-bot-adapters
-    #### prod ####
-    image: unclas/maimbot-adapter:latest
-    # image: infinitycat/maimbot-adapter:latest
-    #### dev ####
-    # image: unclas/maimbot-adapter:dev
-    # image: infinitycat/maimbot-adapter:dev
-    environment:
-      - TZ=Asia/Shanghai
-#    ports:
-#      - "8095:8095"
-    volumes:
-      - ./docker-config/adapters/config.toml:/adapters/config.toml # 持久化adapters配置文件
-      - ./data/adapters:/adapters/data # adapters 数据持久化
-    restart: always
-    networks:
-      - maim_bot
   core:
     container_name: maim-bot-core
     #### prod ####
@@ -27,6 +9,8 @@ services:
     # image: infinitycat/maibot:dev
     environment:
       - TZ=Asia/Shanghai
+      - EULA_AGREE=1b662741904d7155d1ce1c00b3530d0d
+      - PRIVACY_AGREE=9943b855e72199d0f5016ea39052f1b6
       - MAIBOT_LEGACY_0X_UPGRADE_CONFIRMED=1 # Docker 无法交互确认旧版升级迁移，默认跳过确认提示
 #      - EULA_AGREE=1b662741904d7155d1ce1c00b3530d0d # 同意EULA
 #      - PRIVACY_AGREE=9943b855e72199d0f5016ea39052f1b6 # 同意EULA
@@ -36,9 +20,9 @@ services:
     volumes:
       # 监听地址和端口已迁移到 ./docker-config/mmc/bot_config.toml 的 maim_message 与 webui 配置段
       - ./docker-config/mmc:/MaiMBot/config # 持久化bot配置文件
-      - ./docker-config/adapters:/MaiMBot/adapters-config # adapter配置文件夹映射
       - ./data/MaiMBot/maibot_statistics.html:/MaiMBot/maibot_statistics.html #统计数据输出
       - ./data/MaiMBot:/MaiMBot/data # 共享目录
+      - ./data/MaiMBot/emoji:/data/emoji # 持久化表情包
       - ./data/MaiMBot/plugins:/MaiMBot/plugins # 插件目录
       - ./data/MaiMBot/logs:/MaiMBot/logs # 日志目录
       # - site-packages:/usr/local/lib/python3.13/site-packages # 持久化Python包，需要时启用
diff --git a/docker-entrypoint.sh b/docker-entrypoint.sh
new file mode 100644
index 00000000..c439e9a8
--- /dev/null
+++ b/docker-entrypoint.sh
@@ -0,0 +1,13 @@
+#!/bin/sh
+set -eu
+
+ADAPTER_TEMPLATE="/MaiMBot/plugin-templates/MaiBot-Napcat-Adapter"
+ADAPTER_TARGET="/MaiMBot/plugins/MaiBot-Napcat-Adapter"
+
+mkdir -p /MaiMBot/plugins
+
+if [ ! -e "$ADAPTER_TARGET" ] && [ -d "$ADAPTER_TEMPLATE" ]; then
+    cp -a "$ADAPTER_TEMPLATE" "$ADAPTER_TARGET"
+fi
+
+exec python bot.py "$@"
diff --git a/pyproject.toml b/pyproject.toml
index 3ebfed3f..a63e074a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,8 +19,8 @@ dependencies = [
     "jieba>=0.42.1",
     "json-repair>=0.47.6",
     "maim-message>=0.6.2",
-    "maibot-dashboard==1.0.0.dev2026040439",
-    "maibot-plugin-sdk>=2.3.0",
+    "maibot-dashboard==1.0.1.dev2026050251",
+    "maibot-plugin-sdk>=2.4.0",
     "matplotlib>=3.10.5",
     "mcp",
     "msgpack>=1.1.2",
diff --git a/pytests/test_maisaka_timing_gate.py b/pytests/test_maisaka_timing_gate.py
index 02b314da..ec7eaf98 100644
--- a/pytests/test_maisaka_timing_gate.py
+++ b/pytests/test_maisaka_timing_gate.py
@@ -1,6 +1,7 @@
 from datetime import datetime
 from types import SimpleNamespace
 
+import asyncio
 import pytest
 
 from src.core.tooling import ToolExecutionResult, ToolInvocation
@@ -8,6 +9,7 @@ from src.llm_models.payload_content.tool_option import ToolCall
 from src.maisaka.chat_loop_service import ChatResponse, MaisakaChatLoopService
 from src.maisaka.context_messages import AssistantMessage, TIMING_GATE_INVALID_TOOL_HINT_SOURCE
 from src.maisaka.reasoning_engine import MaisakaReasoningEngine
+from src.maisaka.runtime import MaisakaHeartFlowChatting
 
 
 def _build_chat_response(tool_calls: list[ToolCall]) -> ChatResponse:
@@ -173,6 +175,29 @@ def test_timing_gate_invalid_tool_hint_only_visible_to_timing_gate() -> None:
     assert planner_history == []
 
 
+def test_forced_timing_trigger_bypasses_message_frequency_threshold() -> None:
+    runtime = SimpleNamespace(
+        _STATE_WAIT="wait",
+        _agent_state="stop",
+        _message_turn_scheduled=False,
+        _internal_turn_queue=asyncio.Queue(),
+        _has_pending_messages=lambda: True,
+        _get_pending_message_count=lambda: 1,
+        _has_forced_timing_trigger=lambda: True,
+        _cancel_deferred_message_turn_task=lambda: None,
+    )
+
+    def _fail_get_message_trigger_threshold() -> int:
+        raise AssertionError("@/提及必回不应被普通聊天频率阈值拦住")
+
+    runtime._get_message_trigger_threshold = _fail_get_message_trigger_threshold
+
+    MaisakaHeartFlowChatting._schedule_message_turn(runtime)  # type: ignore[arg-type]
+
+    assert runtime._message_turn_scheduled is True
+    assert runtime._internal_turn_queue.get_nowait() == "message"
+
+
 def test_finish_tool_is_not_written_back_to_history() -> None:
     finish_call = ToolCall(call_id="finish-call", func_name="finish", args={})
     reply_call = ToolCall(call_id="reply-call", func_name="reply", args={})
@@ -213,3 +238,47 @@ def test_finish_tool_removes_empty_assistant_history_message() -> None:
     )
 
     assert runtime._chat_history == []
+
+
+def test_timing_gate_head_trim_keeps_short_history() -> None:
+    messages = [
+        AssistantMessage(content="第一条消息", timestamp=datetime.now()),
+        AssistantMessage(content="第二条消息", timestamp=datetime.now()),
+    ]
+
+    trimmed_messages = MaisakaHeartFlowChatting._drop_head_context_messages(
+        messages,
+        drop_context_count=3,
+    )
+
+    assert trimmed_messages == messages
+
+
+def test_timing_gate_head_trim_keeps_history_within_config_limit() -> None:
+    messages = [
+        AssistantMessage(content=f"消息 {index}", timestamp=datetime.now())
+        for index in range(10)
+    ]
+
+    trimmed_messages = MaisakaHeartFlowChatting._drop_head_context_messages(
+        messages,
+        drop_context_count=7,
+        trim_threshold_context_count=10,
+    )
+
+    assert trimmed_messages == messages
+
+
+def test_timing_gate_head_trim_applies_after_config_limit_exceeded() -> None:
+    messages = [
+        AssistantMessage(content=f"消息 {index}", timestamp=datetime.now())
+        for index in range(11)
+    ]
+
+    trimmed_messages = MaisakaHeartFlowChatting._drop_head_context_messages(
+        messages,
+        drop_context_count=7,
+        trim_threshold_context_count=10,
+    )
+
+    assert trimmed_messages == messages[7:]
diff --git a/requirements.txt b/requirements.txt
index c5f5af3d..cbe42b42 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -9,7 +9,7 @@ httpx
 jieba>=0.42.1
 json-repair>=0.47.6
 maim-message>=0.6.2
-maibot-plugin-sdk>=1.2.3,<2.0.0
+maibot-plugin-sdk>=2.4.0
 mcp
 msgpack>=1.1.2
 numpy>=2.2.6
diff --git a/src/chat/utils/utils.py b/src/chat/utils/utils.py
index 5ac2d256..2d5f3f3a 100644
--- a/src/chat/utils/utils.py
+++ b/src/chat/utils/utils.py
@@ -223,7 +223,7 @@ def is_mentioned_bot_in_message(message: SessionMessage) -> tuple[bool, bool, fl
                 break
 
     # 7) 概率设置
-    if is_at and getattr(global_config.chat, "at_bot_inevitable_reply", 1):
+    if is_at and getattr(global_config.chat, "inevitable_at_reply", 1):
         reply_probability = 1.0
         logger.debug("被@，回复概率设置为100%")
     elif is_mentioned and getattr(global_config.chat, "mentioned_bot_reply", 1):
diff --git a/src/config/config.py b/src/config/config.py
index dcd5e7eb..b7994e5f 100644
--- a/src/config/config.py
+++ b/src/config/config.py
@@ -57,7 +57,7 @@ MODEL_CONFIG_PATH: Path = (CONFIG_DIR / "model_config.toml").resolve().absolute(
 LEGACY_ENV_PATH: Path = (PROJECT_ROOT / ".env").resolve().absolute()
 MMC_VERSION: str = "1.0.0"
 CONFIG_VERSION: str = "8.9.20"
-MODEL_CONFIG_VERSION: str = "1.14.3"
+MODEL_CONFIG_VERSION: str = "1.14.5"
 
 logger = get_logger("config")
 
diff --git a/src/config/default_model_config.py b/src/config/default_model_config.py
index 7ae93a43..e74653ae 100644
--- a/src/config/default_model_config.py
+++ b/src/config/default_model_config.py
@@ -11,26 +11,29 @@ DEFAULT_PROVIDER_TEMPLATES: list[dict[str, Any]] = [
         "base_url": "https://dashscope.aliyuncs.com/compatible-mode/v1",
         "api_key": "your-api-key",
         "auth_type": OpenAICompatibleAuthType.BEARER.value,
+        "max_retry": 3,
+        "timeout": 100,
+        "retry_interval": 8,
     }
 ]
 
 DEFAULT_TASK_CONFIG_TEMPLATES: dict[str, dict[str, Any]] = {
     "utils": {
-        "model_list": ["qwen3.5-35b-a3b-nonthink"],
+        "model_list": ["deepseek-v4-flash"],
         "max_tokens": 4096,
         "temperature": 0.5,
         "slow_threshold": 15.0,
         "selection_strategy": "random",
     },
     "replyer": {
-        "model_list": ["ali-glm-5"],
+        "model_list": ["deepseek-v4-pro-think", "deepseek-v4-pro-nonthink"],
         "max_tokens": 4096,
         "temperature": 1,
         "slow_threshold": 120.0,
         "selection_strategy": "random",
     },
     "planner": {
-        "model_list": ["qwen3.5-35b-a3b", "qwen3.5-122b-a10b", "qwen3.5-flash"],
+        "model_list": ["deepseek-v4-flash"],
         "max_tokens": 8000,
         "temperature": 0.7,
         "slow_threshold": 12.0,
@@ -61,40 +64,30 @@ DEFAULT_TASK_CONFIG_TEMPLATES: dict[str, dict[str, Any]] = {
 
 DEFAULT_MODEL_TEMPLATES: list[dict[str, Any]] = [
     {
-        "model_identifier": "glm-5",
-        "name": "ali-glm-5",
+        "model_identifier": "deepseek-v4-pro",
+        "name": "deepseek-v4-pro-think",
         "api_provider": "BaiLian",
-        "price_in": 3.0,
-        "price_out": 14.0,
-        "temperature": 1.0,
+        "price_in": 12.0,
+        "price_out": 24.0,
         "visual": False,
-        "extra_params": {"enable_thinking": False},
+        "extra_params": {"enable_thinking": "True"},
     },
     {
-        "model_identifier": "qwen3.5-122b-a10b",
-        "name": "qwen3.5-122b-a10b",
+        "model_identifier": "deepseek-v4-pro",
+        "name": "deepseek-v4-pro-nonthink",
         "api_provider": "BaiLian",
-        "price_in": 0.8,
-        "price_out": 6.4,
-        "visual": True,
+        "price_in": 12.0,
+        "price_out": 24.0,
+        "visual": False,
         "extra_params": {"enable_thinking": "false"},
     },
     {
-        "model_identifier": "qwen3.5-35b-a3b",
-        "name": "qwen3.5-35b-a3b",
+        "model_identifier": "deepseek-v4-flash",
+        "name": "deepseek-v4-flash",
         "api_provider": "BaiLian",
-        "price_in": 0.4,
-        "price_out": 3.2,
-        "visual": True,
-        "extra_params": {},
-    },
-    {
-        "model_identifier": "qwen3.5-35b-a3b",
-        "name": "qwen3.5-35b-a3b-nonthink",
-        "api_provider": "BaiLian",
-        "price_in": 0.4,
-        "price_out": 3.2,
-        "visual": True,
+        "price_in": 1.0,
+        "price_out": 2.0,
+        "visual": False,
         "extra_params": {"enable_thinking": "false"},
     },
     {
diff --git a/src/config/model_configs.py b/src/config/model_configs.py
index 08ee9c6d..caf7e5c7 100644
--- a/src/config/model_configs.py
+++ b/src/config/model_configs.py
@@ -172,7 +172,7 @@ class APIProvider(ConfigBase):
     """工具参数解析模式。可选值：`auto`、`strict`、`repair`、`double_decode`。"""
 
     max_retry: int = Field(
-        default=2,
+        default=3,
         ge=0,
         json_schema_extra={
             "x-widget": "input",
@@ -182,7 +182,7 @@ class APIProvider(ConfigBase):
     """最大重试次数 (单个模型API调用失败, 最多重试的次数)"""
 
     timeout: int = Field(
-        default=10,
+        default=60,
         ge=1,
         json_schema_extra={
             "x-widget": "input",
@@ -193,7 +193,7 @@ class APIProvider(ConfigBase):
     """API调用的超时时长 (超过这个时长, 本次请求将被视为"请求超时", 单位: 秒)"""
 
     retry_interval: int = Field(
-        default=10,
+        default=5,
         ge=1,
         json_schema_extra={
             "x-widget": "input",
diff --git a/src/emoji_system/maisaka_tool.py b/src/emoji_system/maisaka_tool.py
index 75c0bb19..33601000 100644
--- a/src/emoji_system/maisaka_tool.py
+++ b/src/emoji_system/maisaka_tool.py
@@ -4,8 +4,6 @@ from collections.abc import Awaitable, Callable, Sequence
 from dataclasses import dataclass, field
 from typing import Any, Optional, TYPE_CHECKING
 
-import random
-
 from src.chat.message_receive.chat_manager import chat_manager
 from src.cli.maisaka_cli_sender import CLI_PLATFORM_NAME, render_cli_message
 from src.common.data_models.image_data_model import MaiEmoji
@@ -121,45 +119,13 @@ def _normalize_emotions(emoji: MaiEmoji) -> list[str]:
     return []
 
 
-async def select_emoji_for_maisaka(
-    *,
-    requested_emotion: str = "",
-    reasoning: str = "",
-    context_texts: Sequence[str] | None = None,
-    sample_size: int = 30,
-) -> tuple[MaiEmoji | None, str]:
-    """为 Maisaka 选择一个合适的表情。"""
-
-    del reasoning, context_texts
-
-    available_emojis = list(emoji_manager.emojis)
-    if not available_emojis:
-        return None, ""
-
-    normalized_requested_emotion = requested_emotion.strip()
-    if normalized_requested_emotion:
-        matched_emojis = [
-            emoji
-            for emoji in available_emojis
-            if normalized_requested_emotion.lower() in (emotion.lower() for emotion in _normalize_emotions(emoji))
-        ]
-        if matched_emojis:
-            return random.choice(matched_emojis), normalized_requested_emotion
-
-    sampled_emojis = random.sample(
-        available_emojis,
-        min(max(sample_size, 1), len(available_emojis)),
-    )
-    return random.choice(sampled_emojis), ""
-
-
 async def send_emoji_for_maisaka(
     *,
     stream_id: str,
+    emoji_selector: EmojiSelector,
     requested_emotion: str = "",
     reasoning: str = "",
     context_texts: Sequence[str] | None = None,
-    emoji_selector: EmojiSelector | None = None,
 ) -> MaisakaEmojiSendResult:
     """为 Maisaka 选择并发送一个表情。"""
 
@@ -194,20 +160,12 @@ async def send_emoji_for_maisaka(
         normalized_context_texts = _normalize_context_texts(before_select_kwargs.get("context_texts"))
     sample_size = _coerce_positive_int(before_select_kwargs.get("sample_size"), sample_size)
 
-    if emoji_selector is None:
-        selected_emoji, matched_emotion = await select_emoji_for_maisaka(
-            requested_emotion=normalized_requested_emotion,
-            reasoning=normalized_reasoning,
-            context_texts=normalized_context_texts,
-            sample_size=sample_size,
-        )
-    else:
-        selected_emoji, matched_emotion = await emoji_selector(
-            normalized_requested_emotion,
-            normalized_reasoning,
-            normalized_context_texts,
-            sample_size,
-        )
+    selected_emoji, matched_emotion = await emoji_selector(
+        normalized_requested_emotion,
+        normalized_reasoning,
+        normalized_context_texts,
+        sample_size,
+    )
     after_select_result = await _get_runtime_manager().invoke_hook(
         "emoji.maisaka.after_select",
         stream_id=stream_id,
diff --git a/src/maisaka/builtin_tool/send_emoji.py b/src/maisaka/builtin_tool/send_emoji.py
index b1853452..e9bd292a 100644
--- a/src/maisaka/builtin_tool/send_emoji.py
+++ b/src/maisaka/builtin_tool/send_emoji.py
@@ -2,6 +2,7 @@
 
 from datetime import datetime
 from io import BytesIO
+from json import dumps
 from random import sample
 from typing import Any, Dict, Optional
 
@@ -17,9 +18,8 @@ from src.emoji_system.maisaka_tool import send_emoji_for_maisaka
 from src.common.data_models.image_data_model import MaiEmoji
 from src.common.data_models.message_component_data_model import ImageComponent, MessageSequence, TextComponent
 from src.common.logger import get_logger
-from src.config.config import global_config
+from src.config.config import config_manager, global_config
 from src.core.tooling import ToolExecutionContext, ToolExecutionResult, ToolInvocation, ToolSpec
-from src.llm_models.payload_content.resp_format import RespFormat, RespFormatType
 from src.llm_models.payload_content.message import MessageBuilder, RoleType
 from src.maisaka.context_messages import (
     LLMContextMessage,
@@ -221,6 +221,7 @@ def _build_send_emoji_monitor_detail(
     detail: Dict[str, Any] = {}
     if isinstance(request_messages, list) and request_messages:
         detail["request_messages"] = request_messages
+        detail["prompt_text"] = dumps(request_messages, ensure_ascii=False, indent=2)
     if reasoning_text.strip():
         detail["reasoning_text"] = reasoning_text.strip()
     if output_text.strip():
@@ -279,6 +280,24 @@ def _build_send_emoji_monitor_metadata(
     return {}
 
 
+def _resolve_emoji_selector_model_task_name() -> str:
+    """根据 planner 模型视觉能力选择表情选择子代理的模型任务。"""
+
+    model_config = config_manager.get_model_config()
+    planner_models = [
+        model_name
+        for model_name in model_config.model_task_config.planner.model_list
+        if str(model_name).strip()
+    ]
+    models_by_name = {model.name: model for model in model_config.models}
+    if planner_models and all(
+        model_name in models_by_name and models_by_name[model_name].visual
+        for model_name in planner_models
+    ):
+        return "planner"
+    return "vlm"
+
+
 async def _select_emoji_with_sub_agent(
     tool_ctx: BuiltinToolRuntimeContext,
     reasoning: str,
@@ -326,7 +345,8 @@ async def _select_emoji_with_sub_agent(
     prompt_llm_message = prompt_message.to_llm_message()
     if prompt_llm_message is not None:
         request_messages.append(prompt_llm_message)
-    candidate_llm_message = candidate_message.to_llm_message()
+    candidate_to_llm_message = getattr(candidate_message, "to_llm_message", None)
+    candidate_llm_message = candidate_to_llm_message() if callable(candidate_to_llm_message) else None
     if candidate_llm_message is not None:
         request_messages.append(candidate_llm_message)
     serialized_request_messages = serialize_prompt_messages(request_messages)
@@ -337,10 +357,7 @@ async def _select_emoji_with_sub_agent(
         system_prompt=system_prompt,
         extra_messages=[prompt_message, candidate_message],
         max_tokens=_EMOJI_SUB_AGENT_MAX_TOKENS,
-        response_format=RespFormat(
-            format_type=RespFormatType.JSON_SCHEMA,
-            schema=EmojiSelectionResult,
-        ),
+        model_task_name=_resolve_emoji_selector_model_task_name(),
     )
     selection_duration_ms = round((datetime.now() - selection_started_at).total_seconds() * 1000, 2)
 
@@ -409,12 +426,16 @@ async def handle_tool(
         "reason": "",
     }
     selection_metadata: Dict[str, Any] = {"reason": "", "monitor_detail": {}}
+    requested_emotion = ""
+    if isinstance(invocation.arguments, dict):
+        requested_emotion = str(invocation.arguments.get("emotion") or "").strip()
 
     logger.info(f"{tool_ctx.runtime.log_prefix} 触发表情包发送工具")
 
     try:
         send_result = await send_emoji_for_maisaka(
             stream_id=tool_ctx.runtime.session_id,
+            requested_emotion=requested_emotion,
             reasoning=tool_ctx.engine.last_reasoning_content,
             context_texts=context_texts,
             emoji_selector=lambda _requested_emotion, reasoning, context_texts, sample_size: _select_emoji_with_sub_agent(
diff --git a/src/maisaka/chat_loop_service.py b/src/maisaka/chat_loop_service.py
index 63ec38e8..f32f48c7 100644
--- a/src/maisaka/chat_loop_service.py
+++ b/src/maisaka/chat_loop_service.py
@@ -194,6 +194,7 @@ class MaisakaChatLoopService:
         session_id: Optional[str] = None,
         is_group_chat: Optional[bool] = None,
         max_tokens: int = 2048,
+        model_task_name: str = "planner",
     ) -> None:
         """初始化 Maisaka 对话循环服务。
 
@@ -205,6 +206,7 @@ class MaisakaChatLoopService:
         """
 
         self._max_tokens = max_tokens
+        self._model_task_name = model_task_name.strip() or "planner"
         self._is_group_chat = is_group_chat
         self._session_id = session_id or ""
         self._extra_tools: List[ToolOption] = []
@@ -236,17 +238,18 @@ class MaisakaChatLoopService:
         )
 
     def _get_llm_chat_client(self, request_kind: str) -> LLMServiceClient:
-        """获取当前请求类型对应的 planner LLM 客户端。"""
+        """获取当前请求类型对应的 LLM 客户端。"""
 
         request_type = self._resolve_llm_request_type(request_kind)
-        llm_client = self._llm_chat_clients.get(request_type)
+        client_key = f"{self._model_task_name}:{request_type}"
+        llm_client = self._llm_chat_clients.get(client_key)
         if llm_client is None:
             llm_client = LLMServiceClient(
-                task_name="planner",
+                task_name=self._model_task_name,
                 request_type=request_type,
                 session_id=self._session_id,
             )
-            self._llm_chat_clients[request_type] = llm_client
+            self._llm_chat_clients[client_key] = llm_client
         return llm_client
 
     @staticmethod
diff --git a/src/maisaka/runtime.py b/src/maisaka/runtime.py
index a96eaf11..88c6e4a0 100644
--- a/src/maisaka/runtime.py
+++ b/src/maisaka/runtime.py
@@ -473,13 +473,18 @@ class MaisakaHeartFlowChatting:
     def _update_message_trigger_state(self, message: SessionMessage) -> None:
         """补齐消息中的 @/提及 标记，并在命中时启用强制 continue。"""
 
-        detected_mentioned, detected_at, _ = is_mentioned_bot_in_message(message)
+        detected_mentioned, detected_at, reply_probability_boost = is_mentioned_bot_in_message(message)
         if detected_at:
             message.is_at = True
         if detected_mentioned:
             message.is_mentioned = True
 
-        if not message.is_at and not message.is_mentioned:
+        should_force_reply = (
+            reply_probability_boost >= 1.0
+            or (message.is_at and global_config.chat.inevitable_at_reply)
+            or (message.is_mentioned and global_config.chat.mentioned_bot_reply)
+        )
+        if not should_force_reply or (not message.is_at and not message.is_mentioned):
             return
 
         self._arm_force_next_timing_continue(
@@ -537,6 +542,11 @@ class MaisakaHeartFlowChatting:
         self._force_next_timing_reason = ""
         return reason
 
+    def _has_forced_timing_trigger(self) -> bool:
+        """判断是否已有 @/提及必回触发，需绕过普通频率阈值。"""
+
+        return self._force_next_timing_continue
+
     def _bind_planner_interrupt_flag(self, interrupt_flag: asyncio.Event) -> None:
         """绑定当前可打断请求使用的中断标记。"""
         self._planner_interrupt_flag = interrupt_flag
@@ -590,6 +600,7 @@ class MaisakaHeartFlowChatting:
         extra_messages: Optional[Sequence[LLMContextMessage]] = None,
         interrupt_flag: asyncio.Event | None = None,
         max_tokens: int = 512,
+        model_task_name: str = "planner",
         response_format: RespFormat | None = None,
         tool_definitions: Optional[Sequence[ToolDefinitionInput]] = None,
     ) -> ChatResponse:
@@ -603,6 +614,7 @@ class MaisakaHeartFlowChatting:
         sub_agent_history = self._drop_head_context_messages(
             selected_history,
             drop_head_context_count,
+            trim_threshold_context_count=context_message_limit,
         )
         if extra_messages:
             sub_agent_history.extend(list(extra_messages))
@@ -612,6 +624,7 @@ class MaisakaHeartFlowChatting:
             session_id=self.session_id,
             is_group_chat=self.chat_stream.is_group_session,
             max_tokens=max_tokens,
+            model_task_name=model_task_name,
         )
         sub_agent.set_interrupt_flag(interrupt_flag)
         return await sub_agent.chat_loop_step(
@@ -625,12 +638,21 @@ class MaisakaHeartFlowChatting:
     def _drop_head_context_messages(
         chat_history: Sequence[LLMContextMessage],
         drop_context_count: int,
+        *,
+        trim_threshold_context_count: int | None = None,
     ) -> list[LLMContextMessage]:
         """从已选上下文头部丢弃指定数量的普通上下文消息。"""
 
         if drop_context_count <= 0:
             return list(chat_history)
 
+        context_message_count = sum(1 for message in chat_history if message.count_in_context)
+        if trim_threshold_context_count is not None and context_message_count <= trim_threshold_context_count:
+            return list(chat_history)
+
+        if context_message_count <= drop_context_count:
+            return list(chat_history)
+
         first_kept_index = 0
         dropped_context_count = 0
         while (
@@ -867,6 +889,12 @@ class MaisakaHeartFlowChatting:
         if pending_count <= 0:
             return
 
+        if self._has_forced_timing_trigger():
+            self._cancel_deferred_message_turn_task()
+            self._message_turn_scheduled = True
+            self._internal_turn_queue.put_nowait("message")
+            return
+
         trigger_threshold = self._get_message_trigger_threshold()
         if pending_count >= trigger_threshold or self._should_trigger_message_turn_by_idle_compensation(
             pending_count=pending_count,
diff --git a/src/webui/routers/model.py b/src/webui/routers/model.py
index fad701ba..27323835 100644
--- a/src/webui/routers/model.py
+++ b/src/webui/routers/model.py
@@ -146,6 +146,11 @@ async def _fetch_models_from_provider(
         client_config = build_openai_compatible_client_config(provider)
         headers.update(client_config.default_headers)
         params.update(client_config.default_query)
+        # build_openai_compatible_client_config 在“默认 Bearer”场景下，
+        # 会把 api_key 留在 client_config.api_key 中交给 OpenAI SDK 自行注入 Authorization 头，
+        # 而不会写入 default_headers。这里我们用 httpx 直接发请求，需要手动补上鉴权头/参数。
+        if client_config.api_key and "Authorization" not in headers:
+            headers["Authorization"] = f"Bearer {client_config.api_key}"
 
     try:
         async with httpx.AsyncClient(timeout=30.0) as client: