diff --git a/sample/WebApi.Test.Unit/Program.cs b/sample/WebApi.Test.Unit/Program.cs
index 800a2407..89a30ab8 100644
--- a/sample/WebApi.Test.Unit/Program.cs
+++ b/sample/WebApi.Test.Unit/Program.cs
@@ -1,4 +1,3 @@
-using EasilyNET.Core.Misc;
 using Serilog;
 using Serilog.Events;
 using Serilog.Sinks.OpenTelemetry;
@@ -10,7 +9,6 @@
 #endif
 
 Console.Title = $"❤️ {Constant.InstanceName}";
-AssemblyHelper.AddExcludeLibs("Npgsql.");
 var builder = WebApplication.CreateBuilder(args);
 
 // 配置Kestrel支持HTTP1,2,3
diff --git a/src/EasilyNET.Core/Misc/AssemblyHelper.cs b/src/EasilyNET.Core/Misc/AssemblyHelper.cs
index 31ca8790..2c0c058d 100644
--- a/src/EasilyNET.Core/Misc/AssemblyHelper.cs
+++ b/src/EasilyNET.Core/Misc/AssemblyHelper.cs
@@ -1,3 +1,6 @@
+using System.Collections.Concurrent;
+using System.Collections.Frozen;
+using System.Diagnostics;
 using System.Reflection;
 using System.Runtime.Loader;
 using Microsoft.Extensions.DependencyModel;
@@ -10,52 +13,43 @@ namespace EasilyNET.Core.Misc;
 /// <summary>
 /// 程序集帮助类
 /// </summary>
-// ReSharper disable once UnusedType.Global
 public static class AssemblyHelper
 {
-    private static readonly HashSet<string> Filters = ["dotnet-", "Microsoft.", "mscorlib", "netstandard", "System", "Windows", "PresentationUI"];
-
-    /// <summary>
-    /// 需要排除的项目
-    /// </summary>
-    private static readonly HashSet<string> FilterLibs = [];
+    private static readonly ConcurrentDictionary<string, Assembly?> AssemblyCache = [];
 
     /// <summary>
     /// 构造函数
     /// </summary>
     static AssemblyHelper()
     {
-        AllAssemblies = DependencyContext.Default?.GetDefaultAssemblyNames().Where(c => c.Name is not null && !Filters.Any(c.Name.StartsWith) && !FilterLibs.Any(c.Name.StartsWith)).Select(Assembly.Load);
-        AllTypes = AllAssemblies.AsNotNull().SelectMany(c => c.GetTypes());
+        AllAssemblies = LoadAssemblies();
+        AllTypes = AllAssemblies.SelectMany(c => c.GetTypes());
     }
 
     /// <summary>
     /// 获取所有扫描到符合条件的程序集
     /// </summary>
-    public static IEnumerable<Assembly>? AllAssemblies { get; }
+    public static IEnumerable<Assembly> AllAssemblies { get; }
 
     /// <summary>
     /// 获取所有扫描到符合条件的程序集中的类型
     /// </summary>
-    public static IEnumerable<Type>? AllTypes { get; }
-
-    /// <summary>
-    /// 添加排除项目,该排除项目可能会影响AutoDependenceInjection自动注入,请使用的时候自行测试.
-    /// </summary>
-    /// <param name="names"></param>
-    public static void AddExcludeLibs(params string[] names) => FilterLibs.AddRangeIfNotContains(names);
+    public static IEnumerable<Type> AllTypes { get; }
 
     /// <summary>
     /// 根据程序集名字得到程序集
     /// </summary>
     /// <param name="assemblyNames"></param>
     /// <returns></returns>
-    public static IEnumerable<Assembly> GetAssembliesByName(params string[] assemblyNames) => assemblyNames.Select(o => AssemblyLoadContext.Default.LoadFromAssemblyPath(Path.Combine(AppContext.BaseDirectory, $"{o}.dll")));
+    public static IEnumerable<Assembly> GetAssembliesByName(params string[] assemblyNames)
+    {
+        return assemblyNames.Select(name => AssemblyLoadContext.Default.LoadFromAssemblyPath(Path.Combine(AppContext.BaseDirectory, $"{name}.dll")));
+    }
 
     /// <summary>
     /// 查找指定条件的类型
     /// </summary>
-    public static IEnumerable<Type> FindTypes(Func<Type, bool> predicate) => AllTypes.AsNotNull().Where(predicate);
+    public static IEnumerable<Type> FindTypes(Func<Type, bool> predicate) => AllTypes.Where(predicate);
 
     /// <summary>
     /// 查找所有指定特性标记的类型
@@ -69,10 +63,72 @@ static AssemblyHelper()
     /// </summary>
     /// <param name="type"></param>
     /// <returns></returns>
-    public static IEnumerable<Type> FindTypesByAttribute(Type type) => AllTypes.AsNotNull().Where(a => a.IsDefined(type, true)).Distinct();
+    public static IEnumerable<Type> FindTypesByAttribute(Type type) => AllTypes.Where(a => a.IsDefined(type, true)).Distinct();
 
     /// <summary>
     /// 查找指定条件的类型
     /// </summary>
-    public static IEnumerable<Assembly> FindAllItems(Func<Assembly, bool> predicate) => AllAssemblies.AsNotNull().Where(predicate);
+    public static IEnumerable<Assembly> FindAllItems(Func<Assembly, bool> predicate) => AllAssemblies.Where(predicate);
+
+    private static IEnumerable<Assembly> LoadAssemblies()
+    {
+        var assemblyNames = DependencyContext.Default?.GetDefaultAssemblyNames().Where(c => c.Name is not null).ToFrozenSet();
+        if (assemblyNames is null) yield break;
+        var batchSize = (int)Math.Ceiling((double)assemblyNames.Count / Environment.ProcessorCount); // 计算每组的大小
+        var loadedAssemblies = new ConcurrentBag<Assembly>();
+        if (assemblyNames.Count >= Environment.ProcessorCount)
+        {
+            var batches = assemblyNames.Select((name, index) => new { name, index })
+                                       .GroupBy(x => x.index / batchSize)
+                                       .Select(g => g.Select(x => x.name));
+            Parallel.ForEach(batches, batch =>
+            {
+                foreach (var assemblyName in batch)
+                {
+                    LoadAssembly(assemblyName, loadedAssemblies);
+                }
+            });
+        }
+        else
+        {
+            foreach (var assemblyName in assemblyNames)
+            {
+                LoadAssembly(assemblyName, loadedAssemblies);
+            }
+        }
+        foreach (var assembly in loadedAssemblies)
+        {
+            yield return assembly;
+        }
+    }
+
+    private static void LoadAssembly(AssemblyName assemblyName, ConcurrentBag<Assembly> loadedAssemblies)
+    {
+        if (AssemblyCache.TryGetValue(assemblyName.FullName, out var cachedAssembly))
+        {
+            if (cachedAssembly is not null)
+            {
+                loadedAssemblies.Add(cachedAssembly);
+            }
+            return;
+        }
+        try
+        {
+            var assembly = Assembly.Load(assemblyName);
+            AssemblyCache[assemblyName.FullName] = assembly;
+            // 预检查程序集中的类型，确保可以加载
+            _ = assembly.GetTypes();
+            loadedAssemblies.Add(assembly);
+        }
+        catch (ReflectionTypeLoadException)
+        {
+            AssemblyCache[assemblyName.FullName] = null;
+            Debug.WriteLine($"无法加载程序集中的某些类型: {assemblyName.Name}, 将跳过.");
+        }
+        catch (Exception ex)
+        {
+            AssemblyCache[assemblyName.FullName] = null;
+            Debug.WriteLine($"加载程序集失败: {assemblyName.Name}, 错误: {ex.Message}");
+        }
+    }
 }
\ No newline at end of file