diff --git a/debian/dde-tray-loader.install b/debian/dde-tray-loader.install
index a4b10661..eff77342 100644
--- a/debian/dde-tray-loader.install
+++ b/debian/dde-tray-loader.install
@@ -19,6 +19,7 @@ usr/lib/dde-dock/plugins/system-trays/libkeyboard-layout.so
 usr/share/dock-tray-network-plugin/translations
 usr/share/dde-dock/icons/dcc-setting
 usr/share/dde-dock/translations
+usr/share/trayplugin-loader/translations
 usr/share/dock-wirelesscasting-plugin/translations
 usr/share/dde-tray-network-core/translations
 usr/share/dsg/configs/org.deepin.dde.dock/org.deepin.dde.dock.plugin.common.json
diff --git a/src/loader/CMakeLists.txt b/src/loader/CMakeLists.txt
index 29a8551d..cb0a1e87 100644
--- a/src/loader/CMakeLists.txt
+++ b/src/loader/CMakeLists.txt
@@ -2,11 +2,15 @@
 #
 # SPDX-License-Identifier: CC0-1.0
 
-find_package(Qt5 REQUIRED COMPONENTS Core Widgets)
+find_package(Qt5 REQUIRED COMPONENTS Core Widgets LinguistTools)
 find_package(Dtk REQUIRED COMPONENTS Gui Widget)
 
 file(GLOB SRCS "*.h" "*.cpp" "../../interfaces/*.h" "utils/*.h" "utils/*.cpp")
 
+file(GLOB TS_FILES "translations/*.ts")
+qt5_add_translation(QM_FILES ${TS_FILES})
+add_custom_target(trayloader_translations ALL DEPENDS ${QM_FILES})
+
 add_executable(trayplugin-loader
     main.cpp
     dockdbusproxy.cpp
@@ -45,3 +49,6 @@ dtk_add_config_meta_files(APPID org.deepin.dde.dock FILES ./configs/org.deepin.d
 #schemas
 install(FILES configs/com.deepin.dde.control-center.gschema.xml DESTINATION ${CMAKE_INSTALL_DATADIR}/glib-2.0/schemas)
 install(FILES configs/com.deepin.dde.dock.module.gschema.xml DESTINATION ${CMAKE_INSTALL_DATADIR}/glib-2.0/schemas)
+
+# 安装 .qm 文件
+install(FILES ${QM_FILES} DESTINATION ${CMAKE_INSTALL_DATADIR}/trayplugin-loader/translations)
diff --git a/src/loader/generate_translations.sh b/src/loader/generate_translations.sh
new file mode 100644
index 00000000..c07fc8f3
--- /dev/null
+++ b/src/loader/generate_translations.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+
+# 定义源文件目录
+SRC_DIR="./"
+
+# 定义翻译文件目录
+TS_DIR="translations"
+
+# 定义需要生成的语言代码
+LANGUAGES=("zh_CN" "es_ES")
+
+# 生成通用翻译文件
+COMMON_TS_FILE="${TS_DIR}/trayplugin-loader.ts"
+lupdate ${SRC_DIR} -ts ${COMMON_TS_FILE}
+echo "Generated ${COMMON_TS_FILE}"
+
+# 循环生成翻译文件
+for LANG in "${LANGUAGES[@]}"; do
+    TS_FILE="${TS_DIR}/trayplugin-loader_${LANG}.ts"
+    lupdate ${SRC_DIR} -ts ${TS_FILE}
+    echo "Generated ${TS_FILE}"
+done
diff --git a/src/loader/main.cpp b/src/loader/main.cpp
index 8bf10e80..ad9ba79a 100644
--- a/src/loader/main.cpp
+++ b/src/loader/main.cpp
@@ -67,6 +67,12 @@ int main(int argc, char *argv[], char *envp[])
     app.setAttribute(Qt::AA_UseHighDpiPixmaps, true);
     app.setQuitOnLastWindowClosed(false);
 
+    // 创建翻译器
+    QTranslator translator;
+    if (translator.load(QString("/usr/share/trayplugin-loader/translations/trayplugin-loader_%1").arg(QLocale().name()))) {
+        app.installTranslator(&translator);
+    }
+
     QList<QString> translateDirs;
     auto dataDirs = DStandardPaths::standardLocations(QStandardPaths::GenericDataLocation);
     for (const auto &path : dataDirs) {
diff --git a/src/loader/translations/trayplugin-loader.ts b/src/loader/translations/trayplugin-loader.ts
new file mode 100644
index 00000000..30afd5f1
--- /dev/null
+++ b/src/loader/translations/trayplugin-loader.ts
@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!DOCTYPE TS>
+<TS version="2.1">
+<context>
+    <name>QuickPluginItem</name>
+    <message>
+        <location filename="../quickpluginitem.cpp" line="120"/>
+        <source>Remove from dock</source>
+        <translation type="unfinished"></translation>
+    </message>
+    <message>
+        <location filename="../quickpluginitem.cpp" line="120"/>
+        <source>Pin to dock</source>
+        <translation type="unfinished"></translation>
+    </message>
+</context>
+</TS>
diff --git a/src/loader/translations/trayplugin-loader_es_ES.ts b/src/loader/translations/trayplugin-loader_es_ES.ts
new file mode 100644
index 00000000..6d639f68
--- /dev/null
+++ b/src/loader/translations/trayplugin-loader_es_ES.ts
@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!DOCTYPE TS>
+<TS version="2.1" language="es_ES">
+<context>
+    <name>QuickPluginItem</name>
+    <message>
+        <location filename="../quickpluginitem.cpp" line="120"/>
+        <source>Remove from dock</source>
+        <translation type="unfinished"></translation>
+    </message>
+    <message>
+        <location filename="../quickpluginitem.cpp" line="120"/>
+        <source>Pin to dock</source>
+        <translation type="unfinished"></translation>
+    </message>
+</context>
+</TS>
diff --git a/src/loader/translations/trayplugin-loader_zh_CN.ts b/src/loader/translations/trayplugin-loader_zh_CN.ts
new file mode 100644
index 00000000..a7a2c71c
--- /dev/null
+++ b/src/loader/translations/trayplugin-loader_zh_CN.ts
@@ -0,0 +1,17 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!DOCTYPE TS>
+<TS version="2.1" language="zh_CN">
+<context>
+    <name>QuickPluginItem</name>
+    <message>
+        <location filename="../quickpluginitem.cpp" line="120"/>
+        <source>Remove from dock</source>
+        <translation>从任务栏移除</translation>
+    </message>
+    <message>
+        <location filename="../quickpluginitem.cpp" line="120"/>
+        <source>Pin to dock</source>
+        <translation>固定到任务栏</translation>
+    </message>
+</context>
+</TS>