diff --git a/api/src/main/java/run/halo/app/plugin/BasePlugin.java b/api/src/main/java/run/halo/app/plugin/BasePlugin.java
index d010998c56..18765375fb 100644
--- a/api/src/main/java/run/halo/app/plugin/BasePlugin.java
+++ b/api/src/main/java/run/halo/app/plugin/BasePlugin.java
@@ -2,9 +2,7 @@
 
 import lombok.extern.slf4j.Slf4j;
 import org.pf4j.Plugin;
-import org.pf4j.PluginWrapper;
 import org.springframework.lang.NonNull;
-import org.springframework.util.Assert;
 
 /**
  * This class will be extended by all plugins and serve as the common class between a plugin and
@@ -16,17 +14,10 @@
 @Slf4j
 public class BasePlugin extends Plugin {
 
-    protected PluginContext context;
-
-    @Deprecated
-    public BasePlugin(PluginWrapper wrapper) {
-        super(wrapper);
-        log.info("Initialized plugin {}", wrapper.getPluginId());
-    }
+    protected final PluginContext context;
 
     /**
      * Constructor a plugin with the given plugin context.
-     * TODO Mark {@link PluginContext} as final to prevent modification.
      *
      * @param pluginContext plugin context must not be null.
      */
@@ -34,26 +25,6 @@ public BasePlugin(PluginContext pluginContext) {
         this.context = pluginContext;
     }
 
-    /**
-     * use {@link #BasePlugin(PluginContext)} instead of.
-     *
-     * @deprecated since 2.10.0
-     */
-    public BasePlugin() {
-    }
-
-    /**
-     * Compatible with old constructors, if the plugin is not use
-     * {@link #BasePlugin(PluginContext)} constructor then base plugin factory will use this
-     * method to set plugin context.
-     *
-     * @param context plugin context must not be null.
-     */
-    final void setContext(PluginContext context) {
-        Assert.notNull(context, "Plugin context must not be null");
-        this.context = context;
-    }
-
     @NonNull
     public PluginContext getContext() {
         return context;
diff --git a/application/src/main/java/run/halo/app/plugin/DefaultPluginApplicationContextFactory.java b/application/src/main/java/run/halo/app/plugin/DefaultPluginApplicationContextFactory.java
index 0d29e3290d..95563b325b 100644
--- a/application/src/main/java/run/halo/app/plugin/DefaultPluginApplicationContextFactory.java
+++ b/application/src/main/java/run/halo/app/plugin/DefaultPluginApplicationContextFactory.java
@@ -85,7 +85,6 @@ public ApplicationContext create(String pluginId) {
         sw.start("RegisterBeans");
         var beanFactory = context.getBeanFactory();
         context.registerBean(AggregatedRouterFunction.class);
-        beanFactory.registerSingleton("pluginWrapper", pluginWrapper);
 
         if (pluginWrapper.getPlugin() instanceof SpringPlugin springPlugin) {
             beanFactory.registerSingleton("pluginContext", springPlugin.getPluginContext());
diff --git a/application/src/main/java/run/halo/app/plugin/HaloPluginManager.java b/application/src/main/java/run/halo/app/plugin/HaloPluginManager.java
index 76b44f870e..1dafb4b455 100644
--- a/application/src/main/java/run/halo/app/plugin/HaloPluginManager.java
+++ b/application/src/main/java/run/halo/app/plugin/HaloPluginManager.java
@@ -15,7 +15,6 @@
 import org.pf4j.ExtensionFinder;
 import org.pf4j.JarPluginLoader;
 import org.pf4j.JarPluginRepository;
-import org.pf4j.PluginDescriptor;
 import org.pf4j.PluginDescriptorFinder;
 import org.pf4j.PluginFactory;
 import org.pf4j.PluginLoader;
@@ -95,17 +94,6 @@ protected PluginDescriptorFinder createPluginDescriptorFinder() {
         return new YamlPluginDescriptorFinder();
     }
 
-    @Override
-    protected PluginWrapper createPluginWrapper(PluginDescriptor pluginDescriptor, Path pluginPath,
-        ClassLoader pluginClassLoader) {
-        // create the plugin wrapper
-        log.debug("Creating wrapper for plugin '{}'", pluginPath);
-        var pluginWrapper =
-            new HaloPluginWrapper(this, pluginDescriptor, pluginPath, pluginClassLoader);
-        pluginWrapper.setPluginFactory(getPluginFactory());
-        return pluginWrapper;
-    }
-
     @Override
     protected PluginLoader createPluginLoader() {
         var compoundLoader = new CompoundPluginLoader();
diff --git a/application/src/main/java/run/halo/app/plugin/HaloPluginWrapper.java b/application/src/main/java/run/halo/app/plugin/HaloPluginWrapper.java
deleted file mode 100644
index f784400ab4..0000000000
--- a/application/src/main/java/run/halo/app/plugin/HaloPluginWrapper.java
+++ /dev/null
@@ -1,34 +0,0 @@
-package run.halo.app.plugin;
-
-import java.nio.file.Files;
-import java.nio.file.Path;
-import org.pf4j.PluginDescriptor;
-import org.pf4j.PluginManager;
-import org.pf4j.PluginWrapper;
-import org.pf4j.RuntimeMode;
-
-/**
- * A wrapper over plugin instance for Halo.
- *
- * @author guqing
- * @since 2.10.0
- */
-public class HaloPluginWrapper extends PluginWrapper {
-
-    private final RuntimeMode runtimeMode;
-
-    /**
-     * Creates a new plugin wrapper to manage the specified plugin.
-     */
-    public HaloPluginWrapper(PluginManager pluginManager, PluginDescriptor descriptor,
-        Path pluginPath, ClassLoader pluginClassLoader) {
-        super(pluginManager, descriptor, pluginPath, pluginClassLoader);
-        this.runtimeMode = Files.isDirectory(pluginPath)
-            ? RuntimeMode.DEVELOPMENT : RuntimeMode.DEPLOYMENT;
-    }
-
-    @Override
-    public RuntimeMode getRuntimeMode() {
-        return runtimeMode;
-    }
-}
diff --git a/application/src/main/java/run/halo/app/plugin/SpringPlugin.java b/application/src/main/java/run/halo/app/plugin/SpringPlugin.java
index 0eaaba3615..0acc144782 100644
--- a/application/src/main/java/run/halo/app/plugin/SpringPlugin.java
+++ b/application/src/main/java/run/halo/app/plugin/SpringPlugin.java
@@ -40,9 +40,6 @@ public void start() {
             log.info("After publishing plugin starting event for plugin {}", pluginId);
             if (pluginOpt.isPresent()) {
                 this.delegate = pluginOpt.get();
-                if (this.delegate instanceof BasePlugin basePlugin) {
-                    basePlugin.setContext(pluginContext);
-                }
                 log.info("Starting {} for plugin {}", this.delegate, pluginId);
                 this.delegate.start();
                 log.info("Started {} for plugin {}", this.delegate, pluginId);
diff --git a/application/src/main/java/run/halo/app/plugin/event/HaloPluginLoadedEvent.java b/application/src/main/java/run/halo/app/plugin/event/HaloPluginLoadedEvent.java
deleted file mode 100644
index 23861984d9..0000000000
--- a/application/src/main/java/run/halo/app/plugin/event/HaloPluginLoadedEvent.java
+++ /dev/null
@@ -1,22 +0,0 @@
-package run.halo.app.plugin.event;
-
-import org.pf4j.PluginWrapper;
-import org.springframework.context.ApplicationEvent;
-
-/**
- * @author guqing
- * @since 2.0.0
- */
-public class HaloPluginLoadedEvent extends ApplicationEvent {
-    private final PluginWrapper pluginWrapper;
-
-
-    public HaloPluginLoadedEvent(Object source, PluginWrapper pluginWrapper) {
-        super(source);
-        this.pluginWrapper = pluginWrapper;
-    }
-
-    public PluginWrapper getPluginWrapper() {
-        return pluginWrapper;
-    }
-}