diff --git a/agentscope-core/src/main/java/io/agentscope/core/tool/ToolMethodInvoker.java b/agentscope-core/src/main/java/io/agentscope/core/tool/ToolMethodInvoker.java
index c0776541f..59a8ae737 100644
--- a/agentscope-core/src/main/java/io/agentscope/core/tool/ToolMethodInvoker.java
+++ b/agentscope-core/src/main/java/io/agentscope/core/tool/ToolMethodInvoker.java
@@ -336,11 +336,25 @@ private Object convertFromString(String stringValue, Class<?> targetType) {
     /**
      * Handle invocation errors with informative messages.
      *
+     * <p>Special handling for {@link ToolSuspendException}: if found in the exception chain,
+     * it will be re-thrown to allow proper suspension handling by {@link ToolExecutor}.
+     *
      * @param e the exception
      * @return ToolResultBlock with error message
+     * @throws ToolSuspendException if found in the exception chain
      */
     private ToolResultBlock handleInvocationError(Exception e) {
+        // Check if the exception itself is ToolSuspendException
+        if (e instanceof ToolSuspendException) {
+            throw (ToolSuspendException) e;
+        }
+
         Throwable cause = e.getCause();
+        // Check for ToolSuspendException in the exception chain
+        if (cause instanceof ToolSuspendException) {
+            throw (ToolSuspendException) cause;
+        }
+
         String errorMsg =
                 cause != null
                         ? ExceptionUtils.getErrorMessage(cause)
diff --git a/agentscope-core/src/test/java/io/agentscope/core/tool/ToolMethodInvokerTest.java b/agentscope-core/src/test/java/io/agentscope/core/tool/ToolMethodInvokerTest.java
index 73b5a2f4f..fcdd9838d 100644
--- a/agentscope-core/src/test/java/io/agentscope/core/tool/ToolMethodInvokerTest.java
+++ b/agentscope-core/src/test/java/io/agentscope/core/tool/ToolMethodInvokerTest.java
@@ -15,6 +15,8 @@
  */
 package io.agentscope.core.tool;
 
+import static org.junit.Assert.assertThrows;
+
 import io.agentscope.core.message.ToolResultBlock;
 import io.agentscope.core.message.ToolUseBlock;
 import io.agentscope.core.tool.test.ToolTestUtils;
@@ -121,6 +123,24 @@ public int parsableIntString(
                 @ToolParam(name = "value", description = "value") String value) {
             return Integer.parseInt(value);
         }
+
+        public String suspendTool(
+                @ToolParam(name = "reason", description = "reason") String reason) {
+            throw new ToolSuspendException(reason);
+        }
+
+        public java.util.concurrent.CompletableFuture<String> suspendToolAsync(
+                @ToolParam(name = "reason", description = "reason") String reason) {
+            return java.util.concurrent.CompletableFuture.supplyAsync(
+                    () -> {
+                        throw new ToolSuspendException(reason);
+                    });
+        }
+
+        public reactor.core.publisher.Mono<String> suspendToolMono(
+                @ToolParam(name = "reason", description = "reason") String reason) {
+            return reactor.core.publisher.Mono.error(new ToolSuspendException(reason));
+        }
     }
 
     @Test
@@ -493,6 +513,54 @@ void testConvertFromString_LargeNumbers() throws Exception {
                 String.valueOf(Double.MAX_VALUE), ToolTestUtils.extractContent(response2));
     }
 
+    @Test
+    void testToolSuspendException_SyncMethod() throws Exception {
+        TestTools tools = new TestTools();
+        Method method = TestTools.class.getMethod("suspendTool", String.class);
+
+        Map<String, Object> input = new HashMap<>();
+        input.put("reason", "Waiting for external API");
+
+        assertThrows(
+                ToolSuspendException.class,
+                () -> {
+                    invokeWithParam(tools, method, input);
+                });
+    }
+
+    @Test
+    void testToolSuspendException_CompletableFuture() throws Exception {
+        TestTools tools = new TestTools();
+        Method method = TestTools.class.getMethod("suspendToolAsync", String.class);
+
+        Map<String, Object> input = new HashMap<>();
+        input.put("reason", "Async suspension required");
+
+        assertThrows(
+                ToolSuspendException.class,
+                () -> {
+                    invokeWithParam(tools, method, input);
+                });
+    }
+
+    @Test
+    void testToolSuspendException_Mono() throws Exception {
+        TestTools tools = new TestTools();
+        Method method = TestTools.class.getMethod("suspendToolMono", String.class);
+
+        Map<String, Object> input = new HashMap<>();
+        input.put("reason", "Reactive suspension needed");
+
+        try {
+            ToolResultBlock response = invokeWithParam(tools, method, input);
+            Assertions.fail("Should throw ToolSuspendException");
+        } catch (ToolSuspendException e) {
+            Assertions.assertEquals("Reactive suspension needed", e.getReason());
+        } catch (Exception e) {
+            Assertions.fail("Unexpected exception: " + e.getMessage());
+        }
+    }
+
     @Test
     void testConvertFromString_NegativeNumbers() throws Exception {
         TestTools tools = new TestTools();