diff --git a/Dockerfile b/Dockerfile
index ac7b996..edc8d41 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -55,7 +55,10 @@ RUN git config --system --add safe.directory '*' \
     && git config --system pull.rebase false \
     && git config --system init.defaultBranch main
 
+COPY scripts/container-entrypoint.sh /usr/local/bin/container-entrypoint.sh
+RUN chmod +x /usr/local/bin/container-entrypoint.sh
+
 WORKDIR /workspace
 
-ENTRYPOINT ["/usr/bin/tini", "--"]
+ENTRYPOINT ["/usr/bin/tini", "--", "/usr/local/bin/container-entrypoint.sh"]
 CMD ["claude"]
diff --git a/docker-compose.yml b/docker-compose.yml
index 7c92900..a5277fc 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -24,6 +24,8 @@ services:
       GIT_COMMITTER_NAME: ${GIT_AUTHOR_NAME:-Claude Agent}
       GIT_COMMITTER_EMAIL: ${GIT_AUTHOR_EMAIL:-claude-agent@local}
       TERM: xterm-256color
+      # 传宿主 HOME 给 entrypoint，让 installed_plugins.json 里的绝对路径可解析
+      HOST_HOME: ${HOME}
     volumes:
       # REPOS_DIR 默认指向 ai-ops 的父目录；队友可在 .env 里改成自己的工作目录
       - ${REPOS_DIR:-..}/chat-gw:/workspace/chat-gw
@@ -35,6 +37,10 @@ services:
       - ./CLAUDE.md:/workspace/CLAUDE.md:ro
       - ./.claude:/workspace/.claude
       - claude-home:/root/.claude
+      # 共享宿主 Claude Code 的 plugins + skills（只读）
+      # 让容器里的 claude 能看到 superpowers / oh-my-claudecode / frontend-design 等
+      - ${HOME}/.claude/plugins:/root/.claude/plugins:ro
+      - ${HOME}/.claude/skills:/root/.claude/skills:ro
       - pip-cache:/root/.cache/pip
       - go-cache:/root/go/pkg
       - npm-cache:/root/.npm
diff --git a/scripts/container-entrypoint.sh b/scripts/container-entrypoint.sh
new file mode 100755
index 0000000..ed05a62
--- /dev/null
+++ b/scripts/container-entrypoint.sh
@@ -0,0 +1,18 @@
+#!/usr/bin/env bash
+# 容器启动时运行的初始化脚本：
+# 1) 如果 HOST_HOME 被传入且与 $HOME 不同，建立 symlink 让绝对路径兼容
+#    （例：宿主机 /Users/alice/.claude 里的 installed_plugins.json 含
+#     绝对路径 /Users/alice/.claude/plugins/cache/... —— 需要容器里
+#     /Users/alice 也能解析到 /root，否则插件加载失败）
+# 2) 最后 exec 真实命令
+set -euo pipefail
+
+if [[ -n "${HOST_HOME:-}" && "$HOST_HOME" != "$HOME" && "$HOST_HOME" != "/" ]]; then
+  if [[ ! -e "$HOST_HOME" ]]; then
+    parent=$(dirname "$HOST_HOME")
+    mkdir -p "$parent"
+    ln -sfn "$HOME" "$HOST_HOME"
+  fi
+fi
+
+exec "$@"