diff --git a/server/skillhub-app/src/main/java/com/iflytek/skillhub/observability/MessageCarrierAdapter.java b/server/skillhub-app/src/main/java/com/iflytek/skillhub/observability/MessageCarrierAdapter.java
index 2fb26318..721d4167 100644
--- a/server/skillhub-app/src/main/java/com/iflytek/skillhub/observability/MessageCarrierAdapter.java
+++ b/server/skillhub-app/src/main/java/com/iflytek/skillhub/observability/MessageCarrierAdapter.java
@@ -4,12 +4,16 @@ import io.micrometer.observation.transport.Propagator;
 
 /**
  * Adapts transport-specific message headers to the common observation boundary.
+ *
+ * <p>Implementations should operate on a transport envelope or header collection, never on a
+ * business DTO. Micrometer uses the inherited getter and setter to extract and inject propagation
+ * fields without exposing a concrete tracing implementation to the transport.</p>
  */
 public interface MessageCarrierAdapter<C>
         extends Propagator.Getter<C>, Propagator.Setter<C> {
 
     /**
-     * Removes every value associated with a transport header.
+     * Removes every value associated with a transport header before trusted context is injected.
      */
     void remove(C carrier, String key);
 }
diff --git a/server/skillhub-app/src/main/java/com/iflytek/skillhub/observability/MessageObservationSupport.java b/server/skillhub-app/src/main/java/com/iflytek/skillhub/observability/MessageObservationSupport.java
index 4e84e1bd..48f25995 100644
--- a/server/skillhub-app/src/main/java/com/iflytek/skillhub/observability/MessageObservationSupport.java
+++ b/server/skillhub-app/src/main/java/com/iflytek/skillhub/observability/MessageObservationSupport.java
@@ -15,13 +15,20 @@ import java.util.function.Supplier;
  * Propagates tracing and request correlation across asynchronous message transports.
  *
  * <p>The message carrier owns transport metadata. Business payloads remain independent from
- * Micrometer, OpenTelemetry, MDC, and a concrete tracing backend.</p>
+ * Micrometer, OpenTelemetry, MDC, and a concrete tracing backend. A transport integrates by
+ * providing a {@link MessageCarrierAdapter}, then wrapping the actual send and per-message
+ * processing operations with this component.</p>
  */
 @Component
 public class MessageObservationSupport {
 
+    /**
+     * Reserved transport field for log correlation when distributed tracing is disabled.
+     */
     public static final String REQUEST_ID_FIELD = "skillhub.request_id";
 
+    // The propagation boundary owns these fields. Removing existing values prevents business
+    // metadata from forging a parent trace or leaking stale context into a newly published message.
     private static final Set<String> OWNED_TRANSPORT_FIELDS = Set.of(
             REQUEST_ID_FIELD,
             "traceparent",
@@ -53,6 +60,9 @@ public class MessageObservationSupport {
         validateArguments(messagingSystem, destination, carrier, action);
         Objects.requireNonNull(carrierAdapter, "carrierAdapter must not be null");
         OWNED_TRANSPORT_FIELDS.forEach(field -> carrierAdapter.remove(carrier, field));
+
+        // Request ID is propagated independently because it must remain useful in modes where no
+        // tracing handler is registered. Micrometer injects W3C trace fields when tracing is active.
         String requestId = requestIdAccessor.current();
         if (RequestIdAccessor.isValid(requestId)) {
             carrierAdapter.set(carrier, REQUEST_ID_FIELD, requestId);
@@ -63,10 +73,11 @@ public class MessageObservationSupport {
         senderContext.setRemoteServiceName(messagingSystem);
         return observe(
                 "skillhub.message.publish",
-                destination + " publish",
+                "publish " + destination,
                 messagingSystem,
                 destination,
                 "publish",
+                "send",
                 senderContext,
                 action
         );
@@ -88,6 +99,9 @@ public class MessageObservationSupport {
         receiverContext.setCarrier(carrier);
         receiverContext.setRemoteServiceName(messagingSystem);
 
+        // Micrometer scopes the extracted trace context when the Observation starts. Scope the
+        // independently propagated Request ID over the same processing boundary and restore both
+        // before the worker thread is reused.
         String propagatedRequestId = carrierAdapter.get(carrier, REQUEST_ID_FIELD);
         RequestIdAccessor.Scope requestIdScope = requestIdAccessor.openNullable(
                 RequestIdAccessor.isValid(propagatedRequestId) ? propagatedRequestId : null
@@ -95,10 +109,11 @@ public class MessageObservationSupport {
         try (requestIdScope) {
             return observe(
                     "skillhub.message.process",
-                    destination + " process",
+                    "process " + destination,
                     messagingSystem,
                     destination,
                     "process",
+                    "process",
                     receiverContext,
                     action
             );
@@ -122,7 +137,8 @@ public class MessageObservationSupport {
             String contextualName,
             String messagingSystem,
             String destination,
-            String operation,
+            String operationName,
+            String operationType,
             Observation.Context transportContext,
             Supplier<T> action
     ) {
@@ -130,7 +146,8 @@ public class MessageObservationSupport {
                 .createNotStarted(observationName, () -> transportContext, observationRegistry)
                 .contextualName(contextualName)
                 .lowCardinalityKeyValue("messaging.system", messagingSystem)
-                .lowCardinalityKeyValue("messaging.operation.type", operation)
+                .lowCardinalityKeyValue("messaging.operation.name", operationName)
+                .lowCardinalityKeyValue("messaging.operation.type", operationType)
                 .highCardinalityKeyValue("messaging.destination.name", destination)
                 .start();
         try (Observation.Scope ignored = observation.openScope()) {
diff --git a/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/AbstractStreamConsumer.java b/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/AbstractStreamConsumer.java
index 01a73e77..67ab8fef 100644
--- a/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/AbstractStreamConsumer.java
+++ b/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/AbstractStreamConsumer.java
@@ -205,6 +205,7 @@ public abstract class AbstractStreamConsumer<T> {
         if (messages == null || messages.isEmpty()) {
             return;
         }
+        // Scope each entry independently because one XREADGROUP batch may contain unrelated traces.
         messages.forEach(this::handleMessage);
     }
 
@@ -243,6 +244,8 @@ public abstract class AbstractStreamConsumer<T> {
 
     private void handleFailure(T payload, int retryCount, Exception e) {
         if (retryCount < MAX_RETRY_COUNT) {
+            // Retry publication remains inside the current consumer scope, so the new producer
+            // span and message carrier continue the original trace.
             retryMessage(payload, retryCount + 1);
             return;
         }
diff --git a/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/RedisStreamMessageCarrier.java b/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/RedisStreamMessageCarrier.java
index acbb349b..0752d1fc 100644
--- a/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/RedisStreamMessageCarrier.java
+++ b/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/RedisStreamMessageCarrier.java
@@ -6,6 +6,10 @@ import java.util.Map;
 
 /**
  * Adapts Redis Stream field maps to the transport-neutral message observation boundary.
+ *
+ * <p>Redis Stream entries do not have a separate header collection, so reserved propagation fields
+ * share the entry map with business fields. {@code MessageObservationSupport} owns and sanitizes
+ * those reserved fields; business payload types remain unaware of them.</p>
  */
 final class RedisStreamMessageCarrier {
 
diff --git a/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/RedissonScanTaskProducer.java b/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/RedissonScanTaskProducer.java
index 144693f1..691669c5 100644
--- a/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/RedissonScanTaskProducer.java
+++ b/server/skillhub-app/src/main/java/com/iflytek/skillhub/stream/RedissonScanTaskProducer.java
@@ -50,6 +50,7 @@ public class RedissonScanTaskProducer implements ScanTaskProducer {
         }
 
         RStream<String, String> stream = redissonClient.getStream(streamKey, StringCodec.INSTANCE);
+        // Starting the producer Observation injects trusted propagation fields before XADD.
         StreamMessageId messageId = messageObservationSupport.observePublish(
                 RedisStreamMessageCarrier.MESSAGING_SYSTEM,
                 streamKey,
diff --git a/server/skillhub-app/src/test/java/com/iflytek/skillhub/observability/MessageObservationSupportTest.java b/server/skillhub-app/src/test/java/com/iflytek/skillhub/observability/MessageObservationSupportTest.java
index 02f114df..cc1b585d 100644
--- a/server/skillhub-app/src/test/java/com/iflytek/skillhub/observability/MessageObservationSupportTest.java
+++ b/server/skillhub-app/src/test/java/com/iflytek/skillhub/observability/MessageObservationSupportTest.java
@@ -1,7 +1,9 @@
 package com.iflytek.skillhub.observability;
 
 import com.iflytek.skillhub.observability.tracing.SkillHubTracingConfiguration;
+import io.micrometer.common.KeyValue;
 import io.micrometer.observation.Observation;
+import io.micrometer.observation.ObservationHandler;
 import io.micrometer.observation.ObservationRegistry;
 import io.micrometer.tracing.Span;
 import io.micrometer.tracing.Tracer;
@@ -151,6 +153,74 @@ class MessageObservationSupportTest {
                 .isEqualTo("trusted-request");
     }
 
+    @Test
+    void shouldUseOpenTelemetryMessagingOperationSemantics() {
+        ObservationRegistry observationRegistry = ObservationRegistry.create();
+        List<Observation.Context> stoppedContexts = new ArrayList<>();
+        observationRegistry.observationConfig().observationHandler(
+                new ObservationHandler<Observation.Context>() {
+                    @Override
+                    public void onStop(Observation.Context context) {
+                        stoppedContexts.add(context);
+                    }
+
+                    @Override
+                    public boolean supportsContext(Observation.Context context) {
+                        return true;
+                    }
+                }
+        );
+        MessageObservationSupport support = new MessageObservationSupport(
+                observationRegistry,
+                new RequestIdAccessor()
+        );
+        TestCarrier carrier = new TestCarrier();
+
+        support.observePublish(
+                "redis",
+                "skillhub:scan:requests",
+                carrier,
+                TEST_CARRIER_ADAPTER,
+                () -> null
+        );
+        support.observeProcess(
+                "redis",
+                "skillhub:scan:requests",
+                carrier,
+                TEST_CARRIER_ADAPTER,
+                () -> null
+        );
+
+        Observation.Context publish = findContext(stoppedContexts, "skillhub.message.publish");
+        assertThat(publish.getContextualName()).isEqualTo("publish skillhub:scan:requests");
+        assertThat(lowCardinalityValue(publish, "messaging.operation.name")).isEqualTo("publish");
+        assertThat(lowCardinalityValue(publish, "messaging.operation.type")).isEqualTo("send");
+
+        Observation.Context process = findContext(stoppedContexts, "skillhub.message.process");
+        assertThat(process.getContextualName()).isEqualTo("process skillhub:scan:requests");
+        assertThat(lowCardinalityValue(process, "messaging.operation.name")).isEqualTo("process");
+        assertThat(lowCardinalityValue(process, "messaging.operation.type")).isEqualTo("process");
+    }
+
+    private Observation.Context findContext(
+            List<Observation.Context> contexts,
+            String observationName
+    ) {
+        return contexts.stream()
+                .filter(context -> observationName.equals(context.getName()))
+                .findFirst()
+                .orElseThrow();
+    }
+
+    private String lowCardinalityValue(Observation.Context context, String key) {
+        for (KeyValue keyValue : context.getLowCardinalityKeyValues()) {
+            if (key.equals(keyValue.getKey())) {
+                return keyValue.getValue();
+            }
+        }
+        return null;
+    }
+
     private ContextValues currentValues(RequestIdAccessor requestIdAccessor, Tracer tracer) {
         Span currentSpan = tracer.currentSpan();
         return new ContextValues(