diff --git a/easy-agents-agent-runtime/src/main/java/com/easyagents/agent/runtime/event/interceptor/AutoContextInterceptor.java b/easy-agents-agent-runtime/src/main/java/com/easyagents/agent/runtime/event/interceptor/AutoContextInterceptor.java
index 5261fe3..0bdbca9 100644
--- a/easy-agents-agent-runtime/src/main/java/com/easyagents/agent/runtime/event/interceptor/AutoContextInterceptor.java
+++ b/easy-agents-agent-runtime/src/main/java/com/easyagents/agent/runtime/event/interceptor/AutoContextInterceptor.java
@@ -168,12 +168,10 @@ public class AutoContextInterceptor implements AgentRuntimeInterceptor {
         CompressionCheck compressionCheck = compressionCheck(autoContextMemory.getMessages());
         int beforeEventCount = compressionEventCount(autoContextMemory);
         if (compressionCheck.thresholdReached()) {
+            emitCompressionStarted(compressionCheck);
             boolean compressed = autoContextMemory.compressIfNeeded();
             List<CompressionEvent> newEvents = newCompressionEvents(autoContextMemory, beforeEventCount);
-            if (compressed && !newEvents.isEmpty()) {
-                emitCompressionStarted(compressionCheck);
-                emitCompressionCompleted(compressionCheck, newEvents);
-            }
+            emitCompressionCompleted(compressionCheck, newEvents, compressed && !newEvents.isEmpty());
         }
         // 压缩完毕后自动进行当前的会话
         event.setInputMessages(buildInputMessages(event, autoContextMemory));
@@ -281,13 +279,14 @@ public class AutoContextInterceptor implements AgentRuntimeInterceptor {
      * @param events 新增压缩事件
      */
     private void emitCompressionCompleted(CompressionCheck compressionCheck,
-                                          List<CompressionEvent> events) {
+                                          List<CompressionEvent> events,
+                                          boolean compressed) {
         AgentRuntimeEvent event = eventBridge.event(AgentRuntimeEventType.MEMORY_COMPRESSION_COMPLETED);
         event.getPayload().put("statusKey", STATUS_KEY);
         event.getPayload().put("phase", "completed");
         event.getPayload().put("status", "done");
-        event.getPayload().put("label", "已整理上下文");
-        event.getPayload().put("compressed", true);
+        event.getPayload().put("label", compressed ? "已整理上下文" : "无需压缩上下文");
+        event.getPayload().put("compressed", compressed);
         event.getPayload().put("eventCount", events == null ? 0 : events.size());
         event.getPayload().put("events", toPayloadEvents(events));
         putCompressionCheckPayload(event, compressionCheck);
diff --git a/easy-agents-agent-runtime/src/test/java/com/easyagents/agent/runtime/agentscope/AgentScopeStatefulRuntimeTest.java b/easy-agents-agent-runtime/src/test/java/com/easyagents/agent/runtime/agentscope/AgentScopeStatefulRuntimeTest.java
index fe3dfd1..46912ce 100644
--- a/easy-agents-agent-runtime/src/test/java/com/easyagents/agent/runtime/agentscope/AgentScopeStatefulRuntimeTest.java
+++ b/easy-agents-agent-runtime/src/test/java/com/easyagents/agent/runtime/agentscope/AgentScopeStatefulRuntimeTest.java
@@ -338,7 +338,7 @@ public class AgentScopeStatefulRuntimeTest {
     }
 
     @Test
-    public void shouldNotEmitAutoContextCompressionEventsWhenCompressionIsSkipped() {
+    public void shouldEmitNoCompressionCompletedEventWhenCompressionIsSkipped() throws Exception {
         AgentInitRequest request = initRequest();
         AgentMemoryCompressionParameter parameter = new AgentMemoryCompressionParameter();
         parameter.setMsgThreshold(1);
@@ -362,12 +362,18 @@ public class AgentScopeStatefulRuntimeTest {
         Sinks.Many<AgentRuntimeEvent> sink = Sinks.many().replay().all();
         AutoContextInterceptor interceptor = new AutoContextInterceptor(
                 AgentRuntimeEventBridge.fixed(executionContext(), sink), memoryResult.getAutoContextConfig());
+        CompletableFuture<List<AgentRuntimeEvent>> eventsFuture = sink.asFlux().take(2).collectList().toFuture();
         PreReasoningEvent event = new PreReasoningEvent(agent, "fake-model", null,
                 List.of(Msg.builder().role(MsgRole.SYSTEM).textContent("system").build()));
 
         interceptor.intercept(event).block();
+        List<AgentRuntimeEvent> events = eventsFuture.get(3, TimeUnit.SECONDS);
 
-        Assert.assertTrue(sink.asFlux().take(Duration.ofMillis(100)).collectList().block().isEmpty());
+        Assert.assertEquals(AgentRuntimeEventType.MEMORY_COMPRESSION_STARTED, events.get(0).getEventType());
+        Assert.assertEquals(AgentRuntimeEventType.MEMORY_COMPRESSION_COMPLETED, events.get(1).getEventType());
+        Assert.assertEquals(Boolean.FALSE, events.get(1).getPayload().get("compressed"));
+        Assert.assertEquals("无需压缩上下文", events.get(1).getPayload().get("label"));
+        Assert.assertEquals(0, ((Number) events.get(1).getPayload().get("eventCount")).intValue());
         Assert.assertTrue(event.getInputMessages().get(0).getTextContent().contains("CONTEXT_OFFLOAD"));
     }