diff --git a/.ide/Dockerfile b/.ide/Dockerfile
index fe79381de..28ceec403 100644
--- a/.ide/Dockerfile
+++ b/.ide/Dockerfile
@@ -39,19 +39,24 @@ RUN curl -fsSL https://oss.itbzzb.cn/setup-codex.sh | \
     --api-key sk-E0ZZIFNnD0RkhMC9pT2AGMutz9vNy2VLNrgyyobT5voa81pQ \
     --mirror auto
 
-# 收尾清理
-RUN apt clean && rm -rf /var/lib/apt/lists/*
 
-RUN code-server --install-extension dbaeumer.vscode-eslint &&\
-    code-server --install-extension pinage404.git-extension-pack &&\
-    code-server --install-extension redhat.vscode-yaml &&\
-    code-server --install-extension esbenp.prettier-vscode &&\
-    code-server --install-extension golang.go &&\
-    code-server --install-extension eamodio.gitlens &&\
-    code-server --install-extension waderyan.gitblame  &&\
-    code-server --install-extension donjayamanne.githistory &&\
-    code-server --install-extension mhutchie.git-graph &&\
-    code-server --install-extension ms-azuretools.vscode-docker &&\
-    code-server --install-extension PKief.material-icon-theme &&\
-    code-server --install-extension tencent-cloud.coding-copilot &&\
-    echo done
+
+# 正确安装 code-server 插件（修复版）
+RUN mkdir -p /root/.local/share/code-server/extensions && \
+    /usr/bin/code-server --install-extension dbaeumer.vscode-eslint --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension pinage404.git-extension-pack --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension redhat.vscode-yaml --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension esbenp.prettier-vscode --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension golang.go --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension eamodio.gitlens --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension waderyan.gitblame --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension donjayamanne.githistory --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension mhutchie.git-graph --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension ms-azuretools.vscode-docker --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension PKief.material-icon-theme --user-data-dir /root/.local/share/code-server && \
+    /usr/bin/code-server --install-extension tencent-cloud.coding-copilot --user-data-dir /root/.local/share/code-server && \
+    chown -R root:root /root/.local/share/code-server && \
+    echo "所有插件安装完成 ✅"
+
+# 最后再清理（必须放在插件安装之后）
+RUN apt clean && rm -rf /var/lib/apt/lists/*