diff --git a/app/modules/feishu/feishu.py b/app/modules/feishu/feishu.py
index 2b943db8..993591ff 100644
--- a/app/modules/feishu/feishu.py
+++ b/app/modules/feishu/feishu.py
@@ -1,9 +1,11 @@
+import asyncio
 import json
 import threading
 import uuid
 from typing import Any, Dict, List, Optional, Tuple
 
 import lark_oapi as lark
+import lark_oapi.ws.client as lark_ws_client_module
 from lark_oapi.api.im.v1 import (
     CreateMessageRequest,
     CreateMessageRequestBody,
@@ -56,6 +58,7 @@ class Feishu:
         self._ready = threading.Event()
         self._stop_event = threading.Event()
         self._ws_thread: Optional[threading.Thread] = None
+        self._ws_loop: Optional[asyncio.AbstractEventLoop] = None
         self._user_chat_mapping: Dict[str, str] = {}
         self._user_receive_id_type_mapping: Dict[str, str] = {}
         self._chat_open_mapping: Dict[str, str] = {}
@@ -100,6 +103,18 @@ class Feishu:
 
     def _run_ws_client(self) -> None:
         """在后台线程中运行飞书长连接客户端。"""
+        original_select = lark_ws_client_module._select
+        original_loop = lark_ws_client_module.loop
+        loop = asyncio.new_event_loop()
+        self._ws_loop = loop
+        asyncio.set_event_loop(loop)
+        lark_ws_client_module.loop = loop
+
+        async def _wait_for_stop() -> None:
+            while not self._stop_event.is_set():
+                await asyncio.sleep(1)
+
+        lark_ws_client_module._select = _wait_for_stop
         try:
             self._ws_client = lark.ws.Client(
                 self._app_id,
@@ -116,6 +131,23 @@ class Feishu:
             self._ready.clear()
             if not self._stop_event.is_set():
                 logger.error(f"飞书长连接服务启动失败：{err}")
+        finally:
+            lark_ws_client_module._select = original_select
+            lark_ws_client_module.loop = original_loop
+            pending_tasks = [
+                task
+                for task in asyncio.all_tasks(loop)
+                if not task.done()
+            ]
+            for task in pending_tasks:
+                task.cancel()
+            if pending_tasks:
+                loop.run_until_complete(
+                    asyncio.gather(*pending_tasks, return_exceptions=True)
+                )
+            loop.close()
+            asyncio.set_event_loop(None)
+            self._ws_loop = None
 
     def _forward_to_message_chain(self, payload: dict) -> None:
         """将飞书入站消息转发到统一消息入口，复用现有交互主链。"""
@@ -262,14 +294,16 @@ class Feishu:
         self._stop_event.set()
         self._ready.clear()
         ws_client = self._ws_client
+        ws_loop = self._ws_loop
         if ws_client:
             try:
                 ws_client._auto_reconnect = False
-                if ws_client._conn is not None:
-                    try:
-                        ws_client._conn.close()
-                    except Exception as err:
-                        logger.debug(f"关闭飞书连接失败：{err}")
+                if ws_loop and ws_loop.is_running():
+                    disconnect_future = asyncio.run_coroutine_threadsafe(
+                        ws_client._disconnect(),
+                        ws_loop,
+                    )
+                    disconnect_future.result(timeout=5)
             except Exception as err:
                 logger.debug(f"停止飞书客户端失败：{err}")
         if self._ws_thread and self._ws_thread.is_alive():
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 974cce11..6bb9a39a 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -66,10 +66,18 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 # 安装 Python 构建依赖并创建虚拟环境
 WORKDIR /app
 COPY requirements.in requirements.in
+COPY scripts/uv-pip-compat.sh /usr/local/bin/uv-pip-compat
 RUN python3 -m venv ${VENV_PATH} \
-    && pip install --upgrade "pip" \
-    && pip install "Cython~=3.1.2" "pip-tools" \
-    && pip-compile requirements.in \
+    && env UV_INSTALL_DIR=/usr/local/bin sh -c "$(curl -LsSf https://astral.sh/uv/install.sh)" \
+    && chmod +x /usr/local/bin/uv-pip-compat \
+    && ln -sf /usr/local/bin/uv ${VENV_PATH}/bin/uv \
+    && ln -sf /usr/local/bin/uv-pip-compat ${VENV_PATH}/bin/pip \
+    && ln -sf /usr/local/bin/uv-pip-compat ${VENV_PATH}/bin/pip3 \
+    && ln -sf /usr/local/bin/uv-pip-compat ${VENV_PATH}/bin/pip3.12 \
+    && ln -sf /usr/local/bin/uv-pip-compat ${VENV_PATH}/bin/pip-compile \
+    && ln -sf /usr/local/bin/uv-pip-compat ${VENV_PATH}/bin/pip-sync \
+    && pip install "Cython~=3.1.2" \
+    && pip-compile requirements.in -o requirements.txt \
     && pip install -r requirements.txt
 
 # 下载准备代码
@@ -98,6 +106,8 @@ ENV LD_PRELOAD="/usr/local/lib/libjemalloc.so"
 
 # python 环境
 COPY --from=prepare_venv --chmod=777 ${VENV_PATH} ${VENV_PATH}
+COPY --from=prepare_venv /usr/local/bin/uv /usr/local/bin/uv
+COPY --from=prepare_venv /usr/local/bin/uv-pip-compat /usr/local/bin/uv-pip-compat
 
 # playwright 环境
 RUN playwright install-deps chromium \
diff --git a/docker/entrypoint.sh b/docker/entrypoint.sh
index 2f787f83..23e2a2b3 100644
--- a/docker/entrypoint.sh
+++ b/docker/entrypoint.sh
@@ -229,7 +229,7 @@ function ensure_backend_runtime_dependencies() {
     fi
 
     WARN "→ 检测到后端核心依赖异常，开始尝试恢复主程序依赖..."
-    local -a pip_cmd=("${VENV_PATH}/bin/python3" "-m" "pip" "install" "-r" "/app/requirements.txt")
+    local -a pip_cmd=("${VENV_PATH}/bin/pip" "install" "-r" "/app/requirements.txt")
     if [ -n "${PIP_PROXY}" ]; then
         pip_cmd+=("-i" "${PIP_PROXY}")
     elif [ -n "${PROXY_HOST}" ]; then
diff --git a/docker/update.sh b/docker/update.sh
index 55fa2be7..fb9fc1bc 100644
--- a/docker/update.sh
+++ b/docker/update.sh
@@ -69,13 +69,13 @@ function install_backend_and_download_resources() {
             # 复制新的requirements.in
             cp "${TMP_PATH}/App/requirements.in" /app/requirements.in
             # 重新编译依赖
-            if ! ${VENV_PATH}/bin/pip-compile /app/requirements.in; then
+            if ! ${VENV_PATH}/bin/pip-compile /app/requirements.in -o /app/requirements.txt; then
                 ERROR "依赖编译失败，恢复原依赖"
                 cp /tmp/requirements.txt.backup /app/requirements.txt
                 return 1
             fi
             # 安装新依赖
-            if ! ${VENV_PATH}/bin/pip install ${PIP_OPTIONS} --root-user-action=ignore -r /app/requirements.txt; then
+            if ! ${VENV_PATH}/bin/pip install ${PIP_OPTIONS} -r /app/requirements.txt; then
                 ERROR "依赖安装失败，恢复原依赖"
                 cp /tmp/requirements.txt.backup /app/requirements.txt
                 return 1
diff --git a/scripts/bootstrap-local.sh b/scripts/bootstrap-local.sh
index 5f6556f5..b97cfac2 100755
--- a/scripts/bootstrap-local.sh
+++ b/scripts/bootstrap-local.sh
@@ -427,7 +427,7 @@ ensure_prereqs() {
     exit 1
   fi
 
-  if ! ensure_base_tools || ! ensure_python; then
+  if ! ensure_base_tools || ! ensure_python || ! ensure_uv; then
     python_install_hint
     exit 1
   fi
diff --git a/scripts/local_setup.py b/scripts/local_setup.py
index d36d4c01..02ddb428 100644
--- a/scripts/local_setup.py
+++ b/scripts/local_setup.py
@@ -541,6 +541,71 @@ def get_venv_python(venv_dir: Path) -> Path:
     return venv_dir / "bin" / "python"
 
 
+def get_venv_bin_dir(venv_dir: Path) -> Path:
+    if os.name == "nt":
+        return venv_dir / "Scripts"
+    return venv_dir / "bin"
+
+
+def get_venv_pip(venv_dir: Path) -> Path:
+    if os.name == "nt":
+        return get_venv_bin_dir(venv_dir) / "pip.exe"
+    return get_venv_bin_dir(venv_dir) / "pip"
+
+
+def _ensure_uv_available_for_venv(venv_dir: Path, venv_python: Path) -> Optional[Path]:
+    if os.name == "nt":
+        return None
+
+    venv_bin = get_venv_bin_dir(venv_dir)
+    uv_bin = venv_bin / "uv"
+    if uv_bin.exists():
+        return uv_bin
+
+    system_uv = shutil.which("uv")
+    if system_uv:
+        uv_target = Path(system_uv).expanduser().resolve()
+        print_step(f"复用系统 uv：{uv_target}")
+        if uv_bin.exists() or uv_bin.is_symlink():
+            uv_bin.unlink()
+        uv_bin.symlink_to(uv_target)
+        return uv_bin
+
+    print_step("当前未检测到 uv，先在虚拟环境内安装 uv")
+    run([str(venv_python), "-m", "pip", "install", "--upgrade", "pip", "uv"])
+    if uv_bin.exists():
+        return uv_bin
+    raise RuntimeError("uv 安装完成，但虚拟环境中未找到 uv 可执行文件")
+
+
+def configure_venv_pip_compat(venv_dir: Path, venv_python: Path) -> Path:
+    if os.name == "nt":
+        return get_venv_pip(venv_dir)
+
+    _ensure_uv_available_for_venv(venv_dir, venv_python)
+    venv_bin = get_venv_bin_dir(venv_dir)
+    wrapper_src = ROOT / "scripts" / "uv-pip-compat.sh"
+    wrapper_dst = venv_bin / "uv-pip-compat"
+    shutil.copy2(wrapper_src, wrapper_dst)
+    wrapper_dst.chmod(0o755)
+
+    python_version = get_python_version(str(venv_python))
+    compat_links = {
+        "pip",
+        "pip3",
+        f"pip{python_version[0]}",
+        f"pip{python_version[0]}.{python_version[1]}",
+        "pip-compile",
+        "pip-sync",
+    }
+    for link_name in compat_links:
+        link_path = venv_bin / link_name
+        if link_path.exists() or link_path.is_symlink():
+            link_path.unlink()
+        link_path.symlink_to(wrapper_dst.name)
+    return get_venv_pip(venv_dir)
+
+
 def ensure_supported_python(python_bin: str) -> None:
     version = get_python_version(python_bin)
     if version < MIN_PYTHON_VERSION:
@@ -2566,6 +2631,7 @@ def install_deps(*, python_bin: str, venv_dir: Path, recreate: bool) -> Path:
     ensure_supported_python(python_bin)
     venv_dir = venv_dir.expanduser().resolve()
     venv_python = get_venv_python(venv_dir)
+    venv_pip = get_venv_pip(venv_dir)
     print_step(f"使用 Python 解释器：{python_bin}")
 
     if recreate and venv_dir.exists():
@@ -2578,13 +2644,15 @@ def install_deps(*, python_bin: str, venv_dir: Path, recreate: bool) -> Path:
     else:
         print_step(f"复用已有虚拟环境：{venv_dir}")
 
-    print_step("升级 pip")
-    run([str(venv_python), "-m", "pip", "install", "--upgrade", "pip"])
+    if os.name == "nt":
+        print_step("升级 pip")
+        run([str(venv_python), "-m", "pip", "install", "--upgrade", "pip"])
+    else:
+        print_step("为虚拟环境配置 uv 兼容 pip 命令")
+        venv_pip = configure_venv_pip_compat(venv_dir, venv_python)
 
     print_step("安装项目依赖")
-    run(
-        [str(venv_python), "-m", "pip", "install", "-r", str(ROOT / "requirements.txt")]
-    )
+    run([str(venv_pip), "install", "-r", str(ROOT / "requirements.txt")])
     return venv_python
 
 
diff --git a/scripts/uv-pip-compat.sh b/scripts/uv-pip-compat.sh
new file mode 100644
index 00000000..b3158219
--- /dev/null
+++ b/scripts/uv-pip-compat.sh
@@ -0,0 +1,56 @@
+#!/bin/sh
+
+set -eu
+
+SCRIPT_PATH="$0"
+SCRIPT_DIR=$(CDPATH= cd -- "$(dirname -- "$SCRIPT_PATH")" && pwd)
+COMMAND_NAME=$(basename -- "$SCRIPT_PATH")
+
+if [ "${COMMAND_NAME}" = "uv-pip-compat" ] || [ "${COMMAND_NAME}" = "uv-pip-compat.sh" ]; then
+    if [ "$#" -eq 0 ]; then
+        echo "用法: uv-pip-compat <pip|pip-compile|pip-sync> [args...]" >&2
+        exit 2
+    fi
+    COMMAND_NAME="$1"
+    shift
+fi
+
+if [ -x "${SCRIPT_DIR}/uv" ]; then
+    UV_BIN="${SCRIPT_DIR}/uv"
+elif command -v uv >/dev/null 2>&1; then
+    UV_BIN=$(command -v uv)
+else
+    echo "未找到 uv，可执行 pip 兼容层无法继续运行。" >&2
+    exit 127
+fi
+
+case "${COMMAND_NAME}" in
+    pip|pip3|pip3.*)
+        if [ "$#" -eq 0 ]; then
+            exec "${UV_BIN}" pip --help
+        fi
+
+        case "$1" in
+            -V|--version|version)
+                exec "${UV_BIN}" --version
+                ;;
+            help)
+                shift
+                exec "${UV_BIN}" help pip "$@"
+                ;;
+            *)
+                exec "${UV_BIN}" pip "$@"
+                ;;
+        esac
+        ;;
+    pip-compile)
+        exec "${UV_BIN}" pip compile "$@"
+        ;;
+    pip-sync)
+        exec "${UV_BIN}" pip sync "$@"
+        ;;
+    *)
+        echo "不支持的 pip 兼容命令入口：${COMMAND_NAME}" >&2
+        exit 2
+        ;;
+esac
diff --git a/tests/test_feishu.py b/tests/test_feishu.py
index baf11d8d..488a3242 100644
--- a/tests/test_feishu.py
+++ b/tests/test_feishu.py
@@ -1,4 +1,5 @@
 import sys
+import asyncio
 import json
 import unittest
 from types import ModuleType, SimpleNamespace
@@ -195,6 +196,51 @@ class TestFeishu(unittest.TestCase):
         self.assertEqual(response.message_id, "om_789")
         self.assertEqual(response.chat_id, "oc_789")
 
+    def test_run_ws_client_binds_thread_local_event_loop(self):
+        client = self._build_client()
+        original_loop = object()
+        fake_ws_client = MagicMock()
+        created_loops = []
+        real_new_event_loop = asyncio.new_event_loop
+
+        def _new_loop():
+            loop = real_new_event_loop()
+            created_loops.append(loop)
+            return loop
+
+        with patch("app.modules.feishu.feishu.lark_ws_client_module.loop", original_loop), patch(
+            "app.modules.feishu.feishu.lark_ws_client_module._select",
+            new=MagicMock(return_value=None),
+        ), patch("app.modules.feishu.feishu.asyncio.new_event_loop", side_effect=_new_loop), patch(
+            "app.modules.feishu.feishu.lark.ws.Client", return_value=fake_ws_client
+        ), patch.object(
+            fake_ws_client, "start", side_effect=lambda: None
+        ) as mock_start:
+            client._run_ws_client()
+
+        self.assertIsNone(client._ws_loop)
+        mock_start.assert_called_once()
+        self.assertEqual(len(created_loops), 1)
+        self.assertTrue(created_loops[0].is_closed())
+
+    def test_stop_disconnects_ws_client_via_threadsafe_loop(self):
+        client = self._build_client()
+        stop_loop = MagicMock()
+        stop_loop.is_running.return_value = True
+        client._ws_loop = stop_loop
+        client._ws_client = MagicMock()
+        client._ws_thread = MagicMock()
+        client._ws_thread.is_alive.return_value = False
+
+        future = MagicMock()
+        future.result.return_value = None
+
+        with patch("app.modules.feishu.feishu.asyncio.run_coroutine_threadsafe", return_value=future) as runner:
+            client.stop()
+
+        runner.assert_called_once()
+        future.result.assert_called_once_with(timeout=5)
+
 
 if __name__ == "__main__":
     unittest.main()