diff --git a/Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/AgentRegisterFactory.java b/Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/AgentRegisterFactory.java
deleted file mode 100644
index 9d1ae16c..00000000
--- a/Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/AgentRegisterFactory.java
+++ /dev/null
@@ -1,99 +0,0 @@
-package work.slhaf.partner.api.agent.factory;
-
-import org.reflections.util.ClasspathHelper;
-import work.slhaf.partner.api.agent.factory.capability.CapabilityAnnotationValidatorFactory;
-import work.slhaf.partner.api.agent.factory.capability.CapabilityInjectorFactory;
-import work.slhaf.partner.api.agent.factory.capability.CapabilityRegisterFactory;
-import work.slhaf.partner.api.agent.factory.component.ComponentAnnotationValidatorFactory;
-import work.slhaf.partner.api.agent.factory.component.ComponentInitHookExecuteFactory;
-import work.slhaf.partner.api.agent.factory.component.ComponentInjectorFactory;
-import work.slhaf.partner.api.agent.factory.component.ComponentRegisterFactory;
-import work.slhaf.partner.api.agent.factory.config.ConfigLoaderFactory;
-import work.slhaf.partner.api.agent.factory.context.AgentRegisterContext;
-import work.slhaf.partner.api.agent.factory.exception.ExternalModuleLoadFailedException;
-import work.slhaf.partner.api.agent.factory.exception.ExternalModulePathNotExistException;
-import work.slhaf.partner.api.agent.runtime.config.AgentConfigLoader;
-import work.slhaf.partner.api.agent.runtime.interaction.flow.AgentRunningFlow;
-
-import java.io.File;
-import java.net.URL;
-import java.util.ArrayList;
-import java.util.List;
-
-/**
- * <h2>Agent 注册工厂</h2>
- *
- * <p>
- * 具体流程依次按照 {@link AgentRegisterFactory#launch(String)} 方法顺序执行，最终将执行模块列表对应实例交给 {@link AgentConfigLoader} ，传递给 {@link AgentRunningFlow} 针对交互做出调用
- * <p/>
- */
-public class AgentRegisterFactory {
-
-    private static final List<URL> urls = new ArrayList<>();
-
-    private AgentRegisterFactory() {
-    }
-
-    public static void launch(String packageName) {
-        urls.addAll(packageNameToURL(packageName));
-        AgentRegisterContext registerContext = new AgentRegisterContext(urls);
-        //流程
-        //0. 加载配置
-        new ConfigLoaderFactory().execute(registerContext);
-        //1. 校验 Component 级别注解是否合规，避免注入到异常位置
-        new ComponentAnnotationValidatorFactory().execute(registerContext);
-        //2. 收集所有的 AgentComponent 实例
-        new ComponentRegisterFactory().execute(registerContext);
-        //3. 对模块与额外组件进行模块依赖注入
-        new ComponentInjectorFactory().execute(registerContext);
-        //4. 加载检查Capability层内容后进行能力层的内容注册
-        new CapabilityAnnotationValidatorFactory().execute(registerContext);
-        //5. 根据 Capability 相关的扫描结果构造 Capability 实例
-        new CapabilityRegisterFactory().execute(registerContext);
-        //6. 将 Capability 实例注入至各个 AgentComponent 中
-        new CapabilityInjectorFactory().execute(registerContext);
-        //7. 执行模块PreHook逻辑
-        new ComponentInitHookExecuteFactory().execute(registerContext);
-
-    }
-
-
-    /**
-     * 添加可扫描包
-     *
-     * @param packageName 指定的包名
-     */
-    public static void addScanPackage(String packageName) {
-        urls.addAll(packageNameToURL(packageName));
-    }
-
-    /**
-     * 添加外部模块目录
-     *
-     * @param externalPackagePath 指定的外部模块目录路径
-     */
-    public static void addScanDir(String externalPackagePath) {
-        File file = new File(externalPackagePath);
-        if (!file.exists() || !file.isDirectory()) {
-            throw new ExternalModulePathNotExistException("不存在的外部模块目录: " + externalPackagePath);
-        }
-        try {
-            File[] files = file.listFiles();
-            if (files == null || files.length == 0) {
-                throw new ExternalModulePathNotExistException("外部模块目录为空: " + externalPackagePath);
-            }
-            for (File f : files) {
-                if (f.getName().endsWith(".jar")) {
-                    urls.add(f.toURI().toURL());
-                }
-            }
-        } catch (Exception e) {
-            throw new ExternalModuleLoadFailedException("外部模块URL获取失败: " + externalPackagePath, e);
-        }
-    }
-
-    private static List<URL> packageNameToURL(String packageName) {
-        return ClasspathHelper.forPackage(packageName).stream().toList();
-    }
-
-}
diff --git a/Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/AgentRegisterFactory.kt b/Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/AgentRegisterFactory.kt
new file mode 100644
index 00000000..8e05ca23
--- /dev/null
+++ b/Partner-Framework/src/main/java/work/slhaf/partner/api/agent/factory/AgentRegisterFactory.kt
@@ -0,0 +1,72 @@
+package work.slhaf.partner.api.agent.factory
+
+import org.reflections.util.ClasspathHelper
+import work.slhaf.partner.api.agent.factory.capability.CapabilityAnnotationValidatorFactory
+import work.slhaf.partner.api.agent.factory.capability.CapabilityInjectorFactory
+import work.slhaf.partner.api.agent.factory.capability.CapabilityRegisterFactory
+import work.slhaf.partner.api.agent.factory.component.ComponentAnnotationValidatorFactory
+import work.slhaf.partner.api.agent.factory.component.ComponentInitHookExecuteFactory
+import work.slhaf.partner.api.agent.factory.component.ComponentInjectorFactory
+import work.slhaf.partner.api.agent.factory.component.ComponentRegisterFactory
+import work.slhaf.partner.api.agent.factory.config.ConfigLoaderFactory
+import work.slhaf.partner.api.agent.factory.context.AgentRegisterContext
+import work.slhaf.partner.api.agent.factory.exception.ExternalModuleLoadFailedException
+import work.slhaf.partner.api.agent.factory.exception.ExternalModulePathNotExistException
+import java.io.File
+import java.net.URL
+
+object AgentRegisterFactory {
+    private val urls: MutableList<URL> = mutableListOf()
+
+    @JvmStatic
+    fun launch(packageName: String) {
+        urls.addAll(packageNameToURL(packageName))
+        val registerContext = AgentRegisterContext(urls)
+        // 0. 加载配置
+        ConfigLoaderFactory().execute(registerContext)
+        // 1. 校验 Component 级别注解是否合规，避免注入到异常位置
+        ComponentAnnotationValidatorFactory().execute(registerContext)
+        // 2. 收集所有的 AgentComponent 实例
+        ComponentRegisterFactory().execute(registerContext)
+        // 3. 对模块与额外组件进行模块依赖注入
+        ComponentInjectorFactory().execute(registerContext)
+        // 4. 校验 Capability 注解与方法关系
+        CapabilityAnnotationValidatorFactory().execute(registerContext)
+        // 5. 根据 Capability 相关的扫描结果构造 Capability 实例
+        CapabilityRegisterFactory().execute(registerContext)
+        // 6. 将 Capability 实例注入至各个 AgentComponent 中
+        CapabilityInjectorFactory().execute(registerContext)
+        // 7. 执行模块 Init Hook 逻辑
+        ComponentInitHookExecuteFactory().execute(registerContext)
+    }
+
+    @JvmStatic
+    fun addScanPackage(packageName: String) {
+        urls.addAll(packageNameToURL(packageName))
+    }
+
+    @JvmStatic
+    fun addScanDir(externalPackagePath: String) {
+        val file = File(externalPackagePath)
+        if (!file.exists() || !file.isDirectory) {
+            throw ExternalModulePathNotExistException("不存在的外部模块目录: $externalPackagePath")
+        }
+        try {
+            val files = file.listFiles()
+                ?: throw ExternalModulePathNotExistException("外部模块目录为空: $externalPackagePath")
+            if (files.isEmpty()) {
+                throw ExternalModulePathNotExistException("外部模块目录为空: $externalPackagePath")
+            }
+            files.asSequence()
+                .filter { it.name.endsWith(".jar") }
+                .forEach { urls.add(it.toURI().toURL()) }
+        } catch (e: Exception) {
+            throw ExternalModuleLoadFailedException("外部模块URL获取失败: $externalPackagePath", e)
+        }
+    }
+
+    private fun packageNameToURL(packageName: String): List<URL> {
+        return ClasspathHelper.forPackage(packageName).toList()
+    }
+}
+