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/docker-compose.yml b/docker-compose.yml
index 5602ae65..111d8129 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 ####
@@ -36,7 +18,6 @@ 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/plugins:/MaiMBot/plugins # 插件目录
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 "$@"