diff --git a/docker/Dockerfile.alpine.base b/docker/Dockerfile.alpine.base
index 8f1e74a..74d8513 100644
--- a/docker/Dockerfile.alpine.base
+++ b/docker/Dockerfile.alpine.base
@@ -7,8 +7,10 @@ ENV PATH="/app/envs/mise/shims:/app/envs/mise/bin:$PATH"
 RUN sed -i 's/dl-cdn.alpinelinux.org/mirrors.tuna.tsinghua.edu.cn/g' /etc/apk/repositories \
     && apk add --no-cache \
         tzdata git bash curl wget vim htop ca-certificates rsync \
+        python3 \
         # Python build dependencies
         build-base libffi-dev openssl-dev bzip2-dev zlib-dev readline-dev sqlite-dev ncurses-dev xz-dev \
+    && ln -sf /usr/bin/python3 /usr/bin/python \
     && cp /usr/share/zoneinfo/${TZ} /etc/localtime \
     && echo "${TZ}" > /etc/timezone \
     && rm -rf /var/cache/apk/*
@@ -16,10 +18,10 @@ RUN sed -i 's/dl-cdn.alpinelinux.org/mirrors.tuna.tsinghua.edu.cn/g' /etc/apk/re
 # 安装 mise
 RUN curl https://mise.run | MISE_INSTALL_PATH=/usr/local/bin/mise sh
 
-# 使用 mise 安装最新版本的 Node.js 和 Python
-# 暂时安装到 /opt/mise-base，启动时会复制到 /app/envs/mise
+# 使用 mise 安装运行时
 ENV MISE_DATA_DIR=/opt/mise-base
 ENV MISE_CONFIG_DIR=/opt/mise-base
 ENV MISE_HTTP_TIMEOUT=300
-RUN (mise use -g node@latest python@latest || mise use -g node@latest python@latest || mise use -g node@latest python@latest) \
+ENV PYTHON_BUILD_MIRROR_URL=https://pyenv.pages.dev/api/mirror/binaries
+RUN (mise use -g node@22 python@3.12 || mise use -g node@22 python@3.12) \
     && mise prune -- -f
diff --git a/docker/Dockerfile.base b/docker/Dockerfile.base
index cbf2870..0ae76c9 100644
--- a/docker/Dockerfile.base
+++ b/docker/Dockerfile.base
@@ -19,10 +19,11 @@ RUN sed -i 's@deb.debian.org@mirrors.tuna.tsinghua.edu.cn@g' /etc/apt/sources.li
 # 安装 mise
 RUN curl https://mise.run | MISE_INSTALL_PATH=/usr/local/bin/mise sh
 
-# 使用 mise 安装最新版本的 Node.js 和 Python
-# 暂时安装到 /opt/mise-base，启动时会复制到 /app/envs/mise
+# 使用 mise 安装 Node.js 和 Python
 ENV MISE_DATA_DIR=/opt/mise-base
 ENV MISE_CONFIG_DIR=/opt/mise-base
 ENV MISE_HTTP_TIMEOUT=300
-RUN (mise use -g node@latest python@latest || mise use -g node@latest python@latest || mise use -g node@latest python@latest) \
+# 使用镜像源加速 Python 编译下载
+ENV PYTHON_BUILD_MIRROR_URL=https://pyenv.pages.dev/api/mirror/binaries
+RUN (mise use -g node@22 python@3.12 || mise use -g node@22 python@3.12) \
     && mise prune -- -f
diff --git a/docker/Dockerfile.debian13.base b/docker/Dockerfile.debian13.base
index c7611e1..c2ab862 100644
--- a/docker/Dockerfile.debian13.base
+++ b/docker/Dockerfile.debian13.base
@@ -11,18 +11,20 @@ RUN sed -i 's@deb.debian.org@mirrors.tuna.tsinghua.edu.cn@g' /etc/apt/sources.li
     && apt-get update \
     && apt-get install -y --no-install-recommends \
          tzdata git gcc curl wget vim htop ca-certificates rsync \
+         python3-full \
          build-essential libssl-dev zlib1g-dev libbz2-dev \
          libreadline-dev libsqlite3-dev libncursesw5-dev \
          xz-utils tk-dev libxml2-dev libxmlsec1-dev libffi-dev liblzma-dev \
+    && ln -sf /usr/bin/python3 /usr/bin/python \
     && rm -rf /var/lib/apt/lists/*
 
 # 安装 mise
 RUN curl https://mise.run | MISE_INSTALL_PATH=/usr/local/bin/mise sh
 
-# 使用 mise 安装最新版本的 Node.js 和 Python
-# 暂时安装到 /opt/mise-base，启动时会复制到 /app/envs/mise
+# 使用 mise 安装运行时
 ENV MISE_DATA_DIR=/opt/mise-base
 ENV MISE_CONFIG_DIR=/opt/mise-base
 ENV MISE_HTTP_TIMEOUT=300
-RUN (mise use -g node@latest python@latest || mise use -g node@latest python@latest || mise use -g node@latest python@latest) \
+ENV PYTHON_BUILD_MIRROR_URL=https://pyenv.pages.dev/api/mirror/binaries
+RUN (mise use -g node@22 python@3.12 || mise use -g node@22 python@3.12) \
     && mise prune -- -f