diff --git a/.idea/misc.xml b/.idea/misc.xml
index d4f59ee..ba2352d 100644
--- a/.idea/misc.xml
+++ b/.idea/misc.xml
@@ -1,3 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ASMPluginConfiguration">
     <asm skipDebug="false" skipFrames="false" skipCode="false" expandFrames="false" />
@@ -7,6 +8,9 @@
     <asm skipDebug="true" skipFrames="true" skipCode="false" expandFrames="false" />
     <groovy codeStyle="LEGACY" />
   </component>
+  <component name="Black">
+    <option name="sdkName" value="Python 3.12 (NIGANMA)" />
+  </component>
   <component name="ExternalStorageConfigurationManager" enabled="true" />
   <component name="FindBugsConfigurable">
     <option name="make" value="true" />
diff --git a/build.gradle b/build.gradle
index 6c220a3..5c1c68e 100644
--- a/build.gradle
+++ b/build.gradle
@@ -15,10 +15,17 @@ group = 'com.axis.innovators.box'
 version = '0.0.1'
 
 repositories {
-    mavenLocal()
-    maven { url "https://maven.aliyun.com/repository/public" }
+    maven { setUrl("https://maven.aliyun.com/repository/central") }
+    maven { setUrl("https://maven.aliyun.com/repository/jcenter") }
+    maven { setUrl("https://maven.aliyun.com/repository/google") }
+    maven { setUrl("https://maven.aliyun.com/repository/gradle-plugin") }
+    maven { setUrl("https://maven.aliyun.com/repository/public") }
+    maven { setUrl("https://jitpack.io") }
+    maven { setUrl("https://maven.aliyun.com/nexus/content/groups/public/") }
+    maven { setUrl("https://maven.aliyun.com/nexus/content/repositories/jcenter") }
+    gradlePluginPortal()
+    google()
     mavenCentral()
-    jcenter()
 }
 
 dependencies {
@@ -48,6 +55,10 @@ dependencies {
     implementation 'com.formdev:flatlaf:3.2.1'          // FlatLaf核心
     implementation 'com.formdev:flatlaf-extras:3.2.1'   // 扩展组件
     implementation 'com.formdev:flatlaf-intellij-themes:3.2.1'   // 官方主题包
+
+    implementation 'org.python:jython-standalone:2.7.3'
+
+    implementation 'com.google.code.gson:gson:2.10.1'
 }
 
 // 分离依赖项到 libs 目录
diff --git a/plug-in/python/Testing/main.py b/plug-in/python/Testing/main.py
new file mode 100644
index 0000000..ecbb55d
--- /dev/null
+++ b/plug-in/python/Testing/main.py
@@ -0,0 +1,62 @@
+"""
+工具模块初始化脚本
+功能：向Axis Innovators Box注册自定义工具类别和工具项
+作者：tzdwindows 7
+版本：1.1
+"""
+from com.axis.innovators.box.python import PyLocalSide
+from javax.swing import AbstractAction
+
+class MyAction(AbstractAction):
+    def actionPerformed(self, event):
+        """工具项点击事件处理"""
+        print("[DEBUG] Tool item clicked! Event source:", event.getSource())
+
+def onStartup():
+    """
+    系统启动时自动执行的初始化逻辑
+    功能：
+    1. 创建工具类别
+    2. 创建工具项并绑定动作
+    3. 注册到系统全局工具集
+    """
+    print('[INFO] 正在初始化自定义工具...')
+
+    # --------------------------
+    # 创建工具类别（参数顺序：显示名称，图标资源名，描述）
+    # --------------------------
+    tool_category = PyLocalSide.getToolCategory(
+        u"数据分析工具",          # 显示名称（GUI可见）
+        u"analytics_icon.png",   # 图标文件名（需存在于资源目录）
+        u"高级数据分析功能集合"     # 悬停提示描述
+    )
+
+    # --------------------------
+    # 创建工具项（参数顺序：显示名称，图标，描述，ID，动作对象）
+    # --------------------------
+    tool_action = MyAction()
+    tool_item = PyLocalSide.getToolItem(
+        u"数据可视化",           # 工具项显示名称
+        u"chart_icon.png",       # 工具项图标
+        u"生成交互式数据图表",     # 工具项描述
+        1001,                   # 工具项唯一ID（需在配置中统一管理）
+        tool_action             # 点击触发的动作
+    )
+    tool_category.addTool(tool_item)
+
+    # --------------------------
+    # 注册工具类别到系统（参数：类别对象，全局唯一注册名称）
+    # --------------------------
+    PyLocalSide.addToolCategory(
+        tool_category,
+        u"custom_module::data_analysis_tools"  # 推荐命名规则：模块名::功能名
+    )
+    print('[SUCCESS] 工具类别注册成功')
+
+if __name__ == '__main__':
+    result = 0
+    errorResult = ""
+
+# 确保Jython运行时可以访问onStartup函数
+# 原理：将函数显式绑定到全局字典
+globals()['onStartup'] = onStartup
\ No newline at end of file
diff --git a/plug-in/python/Testing/metadata.json b/plug-in/python/Testing/metadata.json
new file mode 100644
index 0000000..0aacb29
--- /dev/null
+++ b/plug-in/python/Testing/metadata.json
@@ -0,0 +1,13 @@
+{
+    "id": "testing",
+    "name": "测试",
+    "version": "0.0.1",
+    "description": "测试插件",
+    "author": "tzdwindows 7",
+    "dependencies": [],
+
+    "_comment": {
+        "warning": "本文件为插件元数据配置，修改后需重启应用生效",
+        "path": "插件资源应放置在plugins/{id}/目录下"
+    }
+}
diff --git a/src/main/java/com/axis/innovators/box/AxisInnovatorsBox.java b/src/main/java/com/axis/innovators/box/AxisInnovatorsBox.java
index 2c44ff2..62c6eb5 100644
--- a/src/main/java/com/axis/innovators/box/AxisInnovatorsBox.java
+++ b/src/main/java/com/axis/innovators/box/AxisInnovatorsBox.java
@@ -6,6 +6,7 @@ import com.axis.innovators.box.events.StartupEvent;
 import com.axis.innovators.box.gui.*;
 import com.axis.innovators.box.plugins.PluginDescriptor;
 import com.axis.innovators.box.plugins.PluginLoader;
+import com.axis.innovators.box.plugins.PluginPyLoader;
 import com.axis.innovators.box.register.RegistrationSettingsItem;
 import com.axis.innovators.box.register.RegistrationTool;
 import com.axis.innovators.box.register.RegistrationTopic;
@@ -14,6 +15,7 @@ import com.axis.innovators.box.tools.ArgsParser;
 import com.axis.innovators.box.tools.LibraryLoad;
 import com.axis.innovators.box.tools.StateManager;
 import com.axis.innovators.box.tools.SystemInfoUtil;
+import com.axis.innovators.box.util.PythonResult;
 import com.formdev.flatlaf.FlatLightLaf;
 import org.apache.logging.log4j.LogManager;
 import org.apache.logging.log4j.Logger;
@@ -24,7 +26,6 @@ import java.awt.*;
 import java.awt.event.ActionEvent;
 import java.io.*;
 import java.util.ArrayList;
-import java.util.Arrays;
 import java.util.List;
 import java.util.Map;
 
@@ -34,7 +35,7 @@ import java.util.Map;
  */
 public class AxisInnovatorsBox {
     private static final Logger logger = LogManager.getLogger(AxisInnovatorsBox.class);
-    private static final String VERSIONS = "0.0.1";
+    private static final String VERSIONS = "0.0.2";
     private static final String[] AUTHOR = new String[]{
             "tzdwindows 7"
     };
@@ -60,6 +61,7 @@ public class AxisInnovatorsBox {
         this.args = args;
     }
 
+
     static {
         try {
             LibraryLoad.loadLibrary("FridaNative");
@@ -349,6 +351,7 @@ public class AxisInnovatorsBox {
                     logger.info("Loaded plugins Started");
                     main.progressBarManager.updateMainProgress(++main.completedTasks);
                     PluginLoader.loadPlugins();
+                    PluginPyLoader.loadAllPlugins();
                     logger.info("Loaded plugins End");
 
                     main.progressBarManager.close();
@@ -357,6 +360,16 @@ public class AxisInnovatorsBox {
                         try {
                             main.ex = new MainWindow();
                             GlobalEventBus.EVENT_BUS.post(new StartupEvent(main));
+                            PluginPyLoader.getLoadedPlugins().forEach((pluginId, pyPluginDescriptor) -> {
+                                if (pyPluginDescriptor.getLastResult().getInterpreter() != null){
+                                    PythonResult result = pyPluginDescriptor.getLastResult();
+                                    try {
+                                        result.callFunction("onStartup");
+                                    } catch (Exception e) {
+                                        logger.error("Failed to call onStartup function", e);
+                                    }
+                                }
+                            });
                             main.runWindow();
                         } catch (Exception e) {
                             logger.error("There was a problem starting the main thread", e);
diff --git a/src/main/java/com/axis/innovators/box/gui/LoadIcon.java b/src/main/java/com/axis/innovators/box/gui/LoadIcon.java
index 9c20243..d1942b6 100644
--- a/src/main/java/com/axis/innovators/box/gui/LoadIcon.java
+++ b/src/main/java/com/axis/innovators/box/gui/LoadIcon.java
@@ -8,6 +8,7 @@ import org.apache.logging.log4j.Logger;
 import javax.swing.*;
 import java.awt.*;
 import java.awt.image.BufferedImage;
+import java.io.File;
 import java.net.URL;
 
 /**
@@ -35,11 +36,16 @@ public class LoadIcon {
      * @param size 图片大小
      * @return ImageIcon对象
      */
-    public static ImageIcon loadIcon(Class<?> clazz ,String filename, int size) {
+    public static ImageIcon loadIcon(Class<?> clazz, String filename, int size) {
         try {
-            if (filename.isEmpty()){
+            if (filename.isEmpty()) {
                 return createPlaceholderIcon(size);
             }
+
+            if (new File(filename).isAbsolute()) {
+                return loadAbsolutePathIcon(filename, size);
+            }
+
             String fullPath = ICON_PATH + filename;
             URL imgUrl = clazz.getResource(fullPath);
             if (imgUrl == null) {
@@ -53,6 +59,16 @@ public class LoadIcon {
         }
     }
 
+    private static ImageIcon loadAbsolutePathIcon(String absolutePath, int size) {
+        try {
+            Image image = new ImageIcon(absolutePath).getImage();
+            return new ImageIcon(image.getScaledInstance(size, size, Image.SCALE_SMOOTH));
+        } catch (Exception e) {
+            logger.error("Failed to load absolute path icon '{}'", absolutePath, e);
+            return createPlaceholderIcon(size);
+        }
+    }
+
     /**
      * 加载图片,另一个版本
      * @param clazz resources包所在的jar
diff --git a/src/main/java/com/axis/innovators/box/plugins/PluginMetadata.java b/src/main/java/com/axis/innovators/box/plugins/PluginMetadata.java
new file mode 100644
index 0000000..9854d02
--- /dev/null
+++ b/src/main/java/com/axis/innovators/box/plugins/PluginMetadata.java
@@ -0,0 +1,39 @@
+package com.axis.innovators.box.plugins;
+
+import com.google.gson.annotations.SerializedName;
+
+import java.util.ArrayList;
+import java.util.List;
+
+public class PluginMetadata {
+    @SerializedName("id")
+    private String id;
+
+    @SerializedName("name")
+    private String name;
+
+    @SerializedName("version")
+    private String version = "1.0.0";
+
+    @SerializedName("description")
+    private String description = "";
+
+    @SerializedName("author")
+    private String author = "Unknown";
+
+    @SerializedName("dependencies")
+    private List<String> dependencies = new ArrayList<>();
+
+    public String getId() { return id; }
+    public String getName() { return name; }
+    public String getVersion() { return version; }
+    public String getDescription() { return description; }
+    public String getAuthor() { return author; }
+    public List<String> getDependencies() { return dependencies; }
+
+    public boolean isValid() {
+        return id != null && !id.isEmpty() &&
+                name != null && !name.isEmpty() &&
+                version != null && !version.isEmpty();
+    }
+}
diff --git a/src/main/java/com/axis/innovators/box/plugins/PluginPyLoader.java b/src/main/java/com/axis/innovators/box/plugins/PluginPyLoader.java
new file mode 100644
index 0000000..ac9ac3e
--- /dev/null
+++ b/src/main/java/com/axis/innovators/box/plugins/PluginPyLoader.java
@@ -0,0 +1,191 @@
+package com.axis.innovators.box.plugins;
+
+import com.axis.innovators.box.AxisInnovatorsBox;
+import com.axis.innovators.box.tools.FolderCreator;
+import com.axis.innovators.box.util.PythonResult;
+import com.axis.innovators.box.util.RunPython;
+import com.google.gson.Gson;
+import com.google.gson.JsonSyntaxException;
+import org.apache.logging.log4j.LogManager;
+import org.apache.logging.log4j.Logger;
+
+import java.io.File;
+import java.io.IOException;
+import java.io.Reader;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.concurrent.CountDownLatch;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.Executors;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.atomic.AtomicInteger;
+import java.util.stream.Collectors;
+import java.util.stream.Stream;
+
+/**
+ * @author tzdwindows 7
+ */
+public class PluginPyLoader {
+    public static final String PLUGIN_PATH = FolderCreator.getPyPluginFolder();
+    private static final Logger LOGGER = LogManager.getLogger(PluginPyLoader.class);
+    private static final Map<String, PyPluginDescriptor> loadedPlugins = new HashMap<>();
+    private static final int CORE_POOL_SIZE = Runtime.getRuntime().availableProcessors();
+
+    /**
+     * Python插件描述类
+     */
+    public static class PyPluginDescriptor {
+        private final String id;
+        private final String name;
+        private final Path scriptPath;
+        private final Path pluginRoot;
+        private boolean enabled;
+        private PythonResult lastResult;
+
+        public PyPluginDescriptor(String id, String name, Path pluginRoot) {
+            this.id = id;
+            this.name = name;
+            this.pluginRoot = pluginRoot;
+            this.scriptPath = pluginRoot.resolve("main.py");
+            this.enabled = false;
+        }
+
+        // Getters
+        public String getId() { return id; }
+        public String getName() { return name; }
+        public Path getScriptPath() { return scriptPath; }
+        public boolean isEnabled() { return enabled; }
+        public PythonResult getLastResult() { return lastResult; }
+    }
+
+    /**
+     * 加载所有Python插件
+     */
+    public static void loadAllPlugins() {
+        if (PLUGIN_PATH == null || PLUGIN_PATH.isEmpty()) {
+            LOGGER.warn("Python plugin path not configured");
+            return;
+        }
+
+        try (Stream<Path> pathStream = Files.walk(Path.of(PLUGIN_PATH), 3)) {
+            List<Path> pluginPaths = pathStream
+                    .filter(path -> path.endsWith("main.py"))
+                    .collect(Collectors.toList());
+
+            ExecutorService executor = Executors.newFixedThreadPool(CORE_POOL_SIZE);
+            CountDownLatch latch = new CountDownLatch(pluginPaths.size());
+            AtomicInteger progressCounter = new AtomicInteger(0);
+            int total = pluginPaths.size();
+
+            for (Path path : pluginPaths) {
+                executor.submit(() -> {
+                    try {
+                        loadPlugin(path);
+                        int currentProgress = progressCounter.incrementAndGet();
+                        updateProgress(currentProgress, total);
+                    } finally {
+                        latch.countDown();
+                    }
+                });
+            }
+
+            latch.await(5, TimeUnit.MINUTES);
+            executor.shutdownNow();
+        } catch (IOException | InterruptedException e) {
+            LOGGER.error("Plugin loading interrupted", e);
+            Thread.currentThread().interrupt();
+        }
+    }
+
+    private static void updateProgress(int current, int total) {
+        AxisInnovatorsBox.getMain().progressBarManager.updateSubProgress(
+                "Loading Python Plugins",
+                current,
+                total
+        );
+    }
+
+    /**
+     * 加载单个Python插件
+     */
+    private static void loadPlugin(Path scriptPath) {
+        try {
+            Path pluginRoot = scriptPath.getParent();
+
+            PyPluginDescriptor descriptor = readPluginMetadata(pluginRoot);
+
+            List<String> dependencies = new ArrayList<>();
+            dependencies.add(pluginRoot.toString());
+            Path libsPath = pluginRoot.resolve("libs");
+            if (Files.exists(libsPath)) {
+                dependencies.add(libsPath.toString());
+            }
+
+            PythonResult result = RunPython.executeWithJython(
+                    scriptPath.toString(),
+                    dependencies
+            );
+
+            descriptor.lastResult = result;
+            descriptor.enabled = result.getExitCode() == 0;
+
+            loadedPlugins.put(descriptor.id, descriptor);
+            LOGGER.info("Loaded Python plugin: {} - {}", descriptor.id, descriptor.name);
+
+        } catch (Exception e) {
+            LOGGER.error("Failed to load plugin at {}", scriptPath, e);
+        }
+    }
+
+    /**
+     * 读取插件元数据（从metadata.json）
+     */
+    private static PyPluginDescriptor readPluginMetadata(Path pluginRoot) throws IOException {
+        String pluginId = pluginRoot.getFileName().toString();
+        String pluginName = pluginId;
+        Gson gson = new Gson();
+        Path metaFile = pluginRoot.resolve("metadata.json");
+        if (Files.exists(metaFile)) {
+            try (Reader reader = Files.newBufferedReader(metaFile)) {
+                PluginMetadata meta = gson.fromJson(reader, PluginMetadata.class);
+                if (meta.getId() != null && !meta.getId().isEmpty()) {
+                    pluginId = meta.getId();
+                }
+                if (meta.getName() != null && !meta.getName().isEmpty()) {
+                    pluginName = meta.getName();
+                }
+                if (!meta.getDependencies().isEmpty()) {
+                    LOGGER.info("Plugin {} requires dependencies: {}", pluginId, meta.getDependencies());
+                }
+            } catch (JsonSyntaxException e) {
+                LOGGER.error("Invalid JSON format in {}", metaFile, e);
+            } catch (IOException e) {
+                LOGGER.error("Failed to read {}", metaFile, e);
+            }
+        }
+
+        return new PyPluginDescriptor(pluginId, pluginName, pluginRoot);
+    }
+
+    /**
+     * 获取所有已加载插件
+     */
+    public static Map<String, PyPluginDescriptor> getLoadedPlugins() {
+        return new HashMap<>(loadedPlugins);
+    }
+
+    /**
+     * 重新加载指定插件
+     */
+    public static void reloadPlugin(String pluginId) {
+        PyPluginDescriptor descriptor = loadedPlugins.get(pluginId);
+        if (descriptor != null) {
+            loadedPlugins.remove(pluginId);
+            loadPlugin(descriptor.scriptPath);
+        }
+    }
+}
diff --git a/src/main/java/com/axis/innovators/box/python/PyLocalSide.java b/src/main/java/com/axis/innovators/box/python/PyLocalSide.java
new file mode 100644
index 0000000..048ce07
--- /dev/null
+++ b/src/main/java/com/axis/innovators/box/python/PyLocalSide.java
@@ -0,0 +1,53 @@
+package com.axis.innovators.box.python;
+
+import com.axis.innovators.box.AxisInnovatorsBox;
+import com.axis.innovators.box.gui.MainWindow;
+import com.axis.innovators.box.register.LanguageManager;
+
+import javax.swing.*;
+import java.awt.event.ActionEvent;
+
+/**
+ * 在py脚本的程序调用本程序注册各种信息
+ * @author tzdwindows 7
+ */
+public class PyLocalSide {
+    public static void addLanguage(String languageName,
+                                   String registeredName,
+                                   String languageFileName) {
+        LanguageManager.Language language = new LanguageManager.Language(
+                languageName,
+                registeredName,
+                languageFileName
+        );
+        LanguageManager.addLanguage(language);
+    }
+    public static MainWindow.ToolCategory getToolCategory(String name,
+                                                          String icon,
+                                                          String description) {
+
+        return new MainWindow.ToolCategory(name, icon, description);
+    }
+
+    public static Action getAction(Runnable runnable){
+        return new AbstractAction() {
+            @Override
+            public void actionPerformed(ActionEvent e) {
+                runnable.run();
+            }
+        };
+    }
+    public static MainWindow.ToolItem getToolItem(String title,
+                                                  String icon,
+                                                  String description,
+                                                  int id,
+                                                  Action action){
+        System.out.println(action);
+        return new MainWindow.ToolItem(title, icon, description, id, action);
+    }
+
+    public static void addToolCategory(MainWindow.ToolCategory category, String registeredName){
+        AxisInnovatorsBox.getMain().
+                getRegistrationTool().addToolCategory(category, registeredName);
+    }
+}
diff --git a/src/main/java/com/axis/innovators/box/register/LanguageManager.java b/src/main/java/com/axis/innovators/box/register/LanguageManager.java
index 699571d..59d8285 100644
--- a/src/main/java/com/axis/innovators/box/register/LanguageManager.java
+++ b/src/main/java/com/axis/innovators/box/register/LanguageManager.java
@@ -117,8 +117,6 @@ public class LanguageManager {
         return sb.toString().isEmpty() ? "无内容变更" : sb.toString();
     }
 
-
-
     /**
      * 加载语言
      * @param languageName 语言注册名
diff --git a/src/main/java/com/axis/innovators/box/register/RegistrationSettingsItem.java b/src/main/java/com/axis/innovators/box/register/RegistrationSettingsItem.java
index 9543b30..97a2c3c 100644
--- a/src/main/java/com/axis/innovators/box/register/RegistrationSettingsItem.java
+++ b/src/main/java/com/axis/innovators/box/register/RegistrationSettingsItem.java
@@ -6,6 +6,8 @@ import com.axis.innovators.box.gui.LoadIcon;
 import com.axis.innovators.box.gui.WindowsJDialog;
 import com.axis.innovators.box.plugins.PluginDescriptor;
 import com.axis.innovators.box.plugins.PluginLoader;
+import com.axis.innovators.box.plugins.PluginPyLoader;
+import com.axis.innovators.box.util.PythonResult;
 import org.apache.logging.log4j.LogManager;
 import org.apache.logging.log4j.Logger;
 import org.tzd.lm.LM;
@@ -50,15 +52,15 @@ public class RegistrationSettingsItem extends WindowsJDialog {
         registrationSettingsItem.addSettings(
                 pluginPanel, language.getText("settings.1.title"),
                 null, language.getText("settings.1.tip"), "system:settings_plugins_item"
-                );
+        );
         registrationSettingsItem.addSettings(
                 generalPanel, language.getText("settings.2.title"),
                 null, language.getText("settings.2.tip"), "system:settings_appearance_item"
-                );
+        );
         registrationSettingsItem.addSettings(
                 aboutPanel, language.getText("settings.3.title"),
                 null, language.getText("settings.3.tip"), "system:settings_information_item"
-                );
+        );
         registrationSettingsItem.addSettings(
                 themePanel, language.getText("settings.4.title"),
                 null, language.getText("settings.4.tip"), "system:settings_theme_item"
@@ -253,13 +255,13 @@ public class RegistrationSettingsItem extends WindowsJDialog {
                 UIManager.setLookAndFeel(theme);
             }
             JOptionPane.showMessageDialog(null, language.getText("settings.4.load_theme_success")
-                    + themeName + language.getText("settings.4.load_theme_success.2"),
+                            + themeName + language.getText("settings.4.load_theme_success.2"),
                     language.getText("settings.4.load_theme_success.3"), JOptionPane.INFORMATION_MESSAGE);
             registrationTopic.setLoading(registeredName);
             themeList.repaint();
         } catch (Exception e) {
             JOptionPane.showMessageDialog(null, language.getText("settings.4.load_theme_error")
-                    + e.getMessage(),
+                            + e.getMessage(),
                     language.getText("settings.4.load_theme_error.title"),
                     JOptionPane.ERROR_MESSAGE);
         }
@@ -330,24 +332,40 @@ public class RegistrationSettingsItem extends WindowsJDialog {
         JPanel panel = new JPanel(new BorderLayout());
 
         String[] columns = {
+                language.getText("settings.1.columns.0"),
                 language.getText("settings.1.columns.1"),
                 language.getText("settings.1.columns.2"),
                 language.getText("settings.1.columns.3")
         };
+
+        List<Object[]> pluginData = new ArrayList<>();
+
+        for (PluginDescriptor plugin : PluginLoader.getLoadedPlugins()) {
+            pluginData.add(new Object[]{
+                    "Java",
+                    plugin.getName(),
+                    String.join(", ", plugin.getSupportedVersions()),
+                    plugin.getDescription()
+            });
+        }
+
+        for (PluginPyLoader.PyPluginDescriptor plugin : PluginPyLoader.getLoadedPlugins().values()) {
+            pluginData.add(new Object[]{
+                    "Python",
+                    plugin.getName(),
+                    "N/A",
+                    plugin.getLastResult().getOutput()
+            });
+        }
+
         DefaultTableModel model = new DefaultTableModel(columns, 0) {
             @Override
             public boolean isCellEditable(int row, int column) {
                 return false;
             }
         };
-
-        List<PluginDescriptor> plugins = PluginLoader.getLoadedPlugins();
-        for (PluginDescriptor plugin : plugins) {
-            model.addRow(new Object[]{
-                    plugin.getName(),
-                    String.join(", ", plugin.getSupportedVersions()),
-                    plugin.getDescription()
-            });
+        for (Object[] row : pluginData) {
+            model.addRow(row);
         }
 
         JTable table = new JTable(model);
@@ -360,8 +378,21 @@ public class RegistrationSettingsItem extends WindowsJDialog {
                 if (e.getClickCount() == 2) {
                     int selectedRow = table.getSelectedRow();
                     if (selectedRow >= 0) {
-                        PluginDescriptor selectedPlugin = plugins.get(selectedRow);
-                        showPluginDetails(selectedPlugin);
+                        String pluginType = (String) model.getValueAt(selectedRow, 0);
+                        String pluginId = "";
+
+                        try {
+                            if ("Java".equals(pluginType)) {
+                                PluginDescriptor selectedPlugin = PluginLoader.getLoadedPlugins().get(selectedRow);
+                                showPluginDetails(selectedPlugin);
+                            }
+                        } catch (Exception ex) {
+                            logger.error("Failed to show plugin details [ID:{}]", pluginId, ex);
+                            JOptionPane.showMessageDialog(panel,
+                                    "插件信息加载失败：" + ex.getMessage(),
+                                    "系统错误",
+                                    JOptionPane.ERROR_MESSAGE);
+                        }
                     }
                 }
             }
@@ -373,7 +404,6 @@ public class RegistrationSettingsItem extends WindowsJDialog {
 
         return panel;
     }
-
     private static void showPluginDetails(PluginDescriptor plugin) {
         JDialog dialog = new JDialog(AxisInnovatorsBox.getMain().getMainWindow(), "插件详细信息", true);
         dialog.setLayout(new BorderLayout());
@@ -536,7 +566,7 @@ public class RegistrationSettingsItem extends WindowsJDialog {
             Object key = keys.nextElement();
             Object value = UIManager.get(key);
             if (value instanceof Font) {
-                Font derived = font.deriveFont(((Font)value).getStyle());
+                Font derived = font.deriveFont(((Font) value).getStyle());
                 UIManager.put(key, derived);
             }
         }
@@ -558,17 +588,18 @@ public class RegistrationSettingsItem extends WindowsJDialog {
 
     /**
      * 注册设置项
+     *
      * @param tabbedPanesSettings 设置页面
-     * @param title 标题
-     * @param icon 显示图标（可为null）
-     * @param tip 描述
-     * @param registeredName 注册名（必须是唯一的）
+     * @param title               标题
+     * @param icon                显示图标（可为null）
+     * @param tip                 描述
+     * @param registeredName      注册名（必须是唯一的）
      */
     private void addSettings(JPanel tabbedPanesSettings,
-                            String title,
-                            Icon icon,
-                            String tip,
-                            String registeredName) {
+                             String title,
+                             Icon icon,
+                             String tip,
+                             String registeredName) {
         if (mainWindow != null) {
             if (!mainWindow.isWindow()) {
                 registrationItem(tabbedPanesSettings, title, icon, tip, registeredName);
@@ -582,22 +613,23 @@ public class RegistrationSettingsItem extends WindowsJDialog {
 
     /**
      * 注册设置项
+     *
      * @param tabbedPanesSettings 设置页面
-     * @param title 标题
-     * @param icon 显示图标（可为null）
-     * @param tip 描述
-     * @param plugin 插件
-     * @param registeredName 注册名（必须是唯一的）
+     * @param title               标题
+     * @param icon                显示图标（可为null）
+     * @param tip                 描述
+     * @param plugin              插件
+     * @param registeredName      注册名（必须是唯一的）
      */
     public void addSettings(JPanel tabbedPanesSettings,
-                             String title,
-                             Icon icon,
-                             String tip,
-                             PluginDescriptor plugin,
-                             String registeredName) {
+                            String title,
+                            Icon icon,
+                            String tip,
+                            PluginDescriptor plugin,
+                            String registeredName) {
         if (mainWindow != null) {
             if (!mainWindow.isWindow()) {
-                registrationItem(tabbedPanesSettings, title, icon, tip,plugin.getRegistrationName()
+                registrationItem(tabbedPanesSettings, title, icon, tip, plugin.getRegistrationName()
                         + ":" +
                         registeredName);
             } else {
@@ -610,6 +642,7 @@ public class RegistrationSettingsItem extends WindowsJDialog {
 
     /**
      * 通过 PluginDescriptor 查询整个插件装载的注册项
+     *
      * @param plugin 插件描述符
      * @return List<RegistrationSettingsItem> 与指定插件相关的注册设置项列表
      */
@@ -637,6 +670,7 @@ public class RegistrationSettingsItem extends WindowsJDialog {
 
     /**
      * 获取设置项
+     *
      * @param id id
      * @return JPanel对象
      */
@@ -651,6 +685,7 @@ public class RegistrationSettingsItem extends WindowsJDialog {
 
     /**
      * 通过注册名获取UUID
+     *
      * @param registeredName 注册名
      * @return UUID
      */
@@ -665,6 +700,7 @@ public class RegistrationSettingsItem extends WindowsJDialog {
 
     /**
      * 注册设置项
+     *
      * @param registrationSettingsItem 注册设置项
      */
     public void addRegistrationSettingsItem(RegistrationSettingsItem registrationSettingsItem) {
@@ -677,6 +713,7 @@ public class RegistrationSettingsItem extends WindowsJDialog {
 
     /**
      * 注册设置项
+     *
      * @param tabbedPane JTabbedPane
      */
     public void registration(JTabbedPane tabbedPane) {
@@ -687,6 +724,7 @@ public class RegistrationSettingsItem extends WindowsJDialog {
 
     /**
      * 获取所有注册设置项
+     *
      * @return List<RegistrationSettingsItem>
      */
     public static List<RegistrationSettingsItem> getRegistrationSettingsItemList() {
diff --git a/src/main/java/com/axis/innovators/box/register/RegistrationTool.java b/src/main/java/com/axis/innovators/box/register/RegistrationTool.java
index 7cd448b..ae0780d 100644
--- a/src/main/java/com/axis/innovators/box/register/RegistrationTool.java
+++ b/src/main/java/com/axis/innovators/box/register/RegistrationTool.java
@@ -68,7 +68,7 @@ public class RegistrationTool {
      * 注册ToolCategory
      * @param toolCategory ToolCategory
      */
-    private boolean addToolCategory(MainWindow.ToolCategory toolCategory,
+    public boolean addToolCategory(MainWindow.ToolCategory toolCategory,
                                 String registeredName) {
         if (!main.isWindow()) {
             if (registeredNameList.contains(registeredName)) {
diff --git a/src/main/java/com/axis/innovators/box/tools/FolderCreator.java b/src/main/java/com/axis/innovators/box/tools/FolderCreator.java
index 1ea9c79..2336da9 100644
--- a/src/main/java/com/axis/innovators/box/tools/FolderCreator.java
+++ b/src/main/java/com/axis/innovators/box/tools/FolderCreator.java
@@ -42,6 +42,15 @@ public class FolderCreator {
         return folder;
     }
 
+    public static String getPyPluginFolder() {
+        String folder = createFolder(PLUGIN_PATH + "\\python");
+        if (folder == null) {
+            logger.error("Plugin folder creation failed, please use administrator privileges to execute this procedure");
+            return null;
+        }
+        return folder;
+    }
+
     public static String getModelFolder() {
         String folder = createFolder(MODEL_PATH);
         if (folder == null) {
diff --git a/src/main/java/com/axis/innovators/box/util/PythonResult.java b/src/main/java/com/axis/innovators/box/util/PythonResult.java
new file mode 100644
index 0000000..8bbad70
--- /dev/null
+++ b/src/main/java/com/axis/innovators/box/util/PythonResult.java
@@ -0,0 +1,121 @@
+package com.axis.innovators.box.util;
+
+import org.python.core.Py;
+import org.python.core.PyException;
+import org.python.util.PythonInterpreter;
+import java.util.Objects;
+
+/**
+ * 增强的Python脚本执行结果封装
+ */
+public final class PythonResult implements AutoCloseable {
+    private final int exitCode;
+    private final Object output;
+    private final PythonInterpreter interpreter;
+
+    PythonResult(int exitCode, Object output, PythonInterpreter interpreter) {
+        this.exitCode = exitCode;
+        this.output = output;
+        this.interpreter = interpreter;
+    }
+
+    /**
+     * 创建成功结果
+     */
+    public static PythonResult success(Object output, PythonInterpreter interpreter) {
+        return new PythonResult(0, output, Objects.requireNonNull(interpreter));
+    }
+
+    /**
+     * 创建错误结果
+     */
+    public static PythonResult error(int exitCode, String message) {
+        return new PythonResult(exitCode, message, null);
+    }
+
+    public static PythonResult of(int exitCode, Object output, PythonInterpreter interpreter) {
+        return new PythonResult(exitCode, output, interpreter);
+    }
+
+    public int getExitCode() {
+        return exitCode;
+    }
+
+    public Object getOutput() {
+        return output;
+    }
+
+    public boolean isSuccess() {
+        return exitCode == 0 && interpreter != null;
+    }
+
+    /**
+     * 获取解释器实例
+     * @throws IllegalStateException 如果解释器不可用
+     */
+    public PythonInterpreter getInterpreter() {
+        if (interpreter == null) {
+            throw new IllegalStateException("Python interpreter not available");
+        }
+        return interpreter;
+    }
+
+    /**
+     * 安全调用Python函数
+     * @param functionName 目标函数名称
+     * @param parameters 函数参数（支持基本类型和字符串）
+     * @return 函数执行结果
+     * @throws IllegalStateException 如果解释器不可用
+     * @throws RuntimeException 如果Python执行出错
+     */
+    public Object callFunction(String functionName, Object... parameters) {
+        PythonInterpreter pyInterp = this.getInterpreter();
+        if (pyInterp == null) {
+            throw new IllegalStateException("Interpreter not available");
+        }
+
+        try {
+            StringBuilder args = new StringBuilder();
+            for (Object param : parameters) {
+                if (param instanceof String) {
+                    args.append("\"").append(param.toString().replace("\"", "\\\"")).append("\",");
+                } else if (param instanceof Number || param instanceof Boolean) {
+                    args.append(param).append(",");
+                } else {
+                    args.append("\"").append(param.toString()).append("\",");
+                }
+            }
+
+            if (!args.isEmpty()) {
+                args.deleteCharAt(args.length() - 1);
+            }
+
+            String callExpr = functionName + "(" + args.toString() + ")";
+            return pyInterp.eval(callExpr);
+        } catch (PyException e) {
+            throw new RuntimeException("Python error: " + e.getMessage());
+        }
+    }
+
+    public boolean isValid() {
+        return this.interpreter != null;
+    }
+
+    @Override
+    public void close() {
+        if (interpreter != null) {
+            interpreter.cleanup();
+            interpreter.close();
+        }
+    }
+
+    @Override
+    public String toString() {
+        return String.format(
+                "PythonResult{exitCode=%d, output=%s, interpreter=%s}",
+                exitCode,
+                output,
+                interpreter != null ? "available" : "null"
+        );
+    }
+}
\ No newline at end of file
diff --git a/src/main/java/com/axis/innovators/box/util/RunPython.java b/src/main/java/com/axis/innovators/box/util/RunPython.java
new file mode 100644
index 0000000..2681112
--- /dev/null
+++ b/src/main/java/com/axis/innovators/box/util/RunPython.java
@@ -0,0 +1,93 @@
+package com.axis.innovators.box.util;
+
+import org.python.core.PyException;
+import org.python.core.PySyntaxError;
+import org.python.util.PythonInterpreter;
+import java.io.File;
+import java.io.IOException;
+import java.nio.charset.StandardCharsets;
+import java.nio.file.*;
+import java.util.*;
+
+/**
+ * Python解释器工具类
+ * @author tzdwindows 7
+ */
+public class RunPython {
+    private static final String AST_PROCESSOR =
+            "def __process_code(raw_code):\n" +
+                    "    try:\n" +
+                    "        import ast, traceback\n" +
+                    "        tree = ast.parse(raw_code)\n" +
+                    "        for node in ast.walk(tree):\n" +
+                    "            if isinstance(node, ast.FunctionDef):\n" +
+                    "                node.returns = None\n" +
+                    "                for arg in node.args.args:\n" +
+                    "                    arg.annotation = None\n" +
+                    "        return compile(tree, '<string>', 'exec')\n" +
+                    "    except Exception:\n" +
+                    "        return compile(raw_code, '<string>', 'exec')\n";
+
+    // 线程局部存储优化
+    private static final ThreadLocal<PythonInterpreter> PY_THREAD_LOCAL =
+            ThreadLocal.withInitial(() -> {
+                PythonInterpreter pi = new PythonInterpreter();
+                pi.exec("from __future__ import print_function");
+                pi.exec("import sys");
+                pi.exec(AST_PROCESSOR);
+                return pi;
+            });
+
+    public static PythonResult executeWithJython(String scriptPath) {
+        return executeWithJython(scriptPath, Collections.emptyList());
+    }
+
+    public static Object callPythonFunction(PythonResult result,
+                                            String functionName,
+                                            Object... params) {
+        if (result == null || !result.isValid()) {
+            return "INVALID_INTERPRETER";
+        }
+        try {
+            return result.callFunction(functionName, params);
+        } catch (Exception e) {
+            return "CALL_ERROR: " + e.getMessage();
+        }
+    }
+
+    public static PythonResult executeWithJython(String scriptPath,
+                                                 List<String> dependencyPaths) {
+        PythonInterpreter pi = PY_THREAD_LOCAL.get();
+        try {
+            pi.cleanup();
+            pi.exec("sys.path = []");
+
+            pi.exec("import sys");
+            pi.exec("reload(sys)");
+            pi.exec("sys.setdefaultencoding('utf-8')");
+
+            dependencyPaths.stream()
+                    .map(dep -> new File(dep).getAbsolutePath().replace("\\", "/"))
+                    .forEach(path -> pi.exec("sys.path.append(r'" + path + "')"));
+
+            String code = Files.readString(Path.of(scriptPath), StandardCharsets.UTF_8);
+            pi.set("raw_code", code);
+            pi.exec("exec(__process_code(raw_code))");
+
+            return PythonResult.of(
+                    Optional.ofNullable(pi.get("result", Integer.class)).orElse(0),
+                    Optional.ofNullable(pi.get("errorResult", String.class)).orElse(""),
+                    pi
+            );
+        } catch (NoSuchFileException e) {
+            return PythonResult.error(-2, "FILE_NOT_FOUND: " + scriptPath);
+        } catch (IOException e) {
+            return PythonResult.error(-3, "IO_ERROR: " + e.getMessage());
+        } catch (PySyntaxError e) {
+            String errorMsg = "SYNTAX_ERROR: " + e.value.toString();
+            return PythonResult.error(-4, errorMsg);
+        } catch (PyException e) {
+            return PythonResult.error(-5, "RUNTIME_ERROR: " + e.getMessage());
+        }
+    }
+}
\ No newline at end of file