diff --git a/auth/src/main/java/com/alibaba/nacos/auth/GrpcProtocolAuthService.java b/auth/src/main/java/com/alibaba/nacos/auth/GrpcProtocolAuthService.java
index 7f0ae73688..2a57bb14aa 100644
--- a/auth/src/main/java/com/alibaba/nacos/auth/GrpcProtocolAuthService.java
+++ b/auth/src/main/java/com/alibaba/nacos/auth/GrpcProtocolAuthService.java
@@ -21,6 +21,7 @@ import com.alibaba.nacos.auth.annotation.Secured;
 import com.alibaba.nacos.auth.config.NacosAuthConfig;
 import com.alibaba.nacos.auth.context.GrpcIdentityContextBuilder;
 import com.alibaba.nacos.auth.parser.grpc.AbstractGrpcResourceParser;
+import com.alibaba.nacos.auth.parser.grpc.AiGrpcResourceParser;
 import com.alibaba.nacos.auth.parser.grpc.ConfigGrpcResourceParser;
 import com.alibaba.nacos.auth.parser.grpc.NamingGrpcResourceParser;
 import com.alibaba.nacos.auth.serveridentity.ServerIdentity;
@@ -57,6 +58,7 @@ public class GrpcProtocolAuthService extends AbstractProtocolAuthService<Request
         super.initialize();
         resourceParserMap.put(SignType.NAMING, new NamingGrpcResourceParser());
         resourceParserMap.put(SignType.CONFIG, new ConfigGrpcResourceParser());
+        resourceParserMap.put(SignType.AI, new AiGrpcResourceParser());
     }
     
     @Override
diff --git a/auth/src/main/java/com/alibaba/nacos/auth/parser/grpc/AiGrpcResourceParser.java b/auth/src/main/java/com/alibaba/nacos/auth/parser/grpc/AiGrpcResourceParser.java
new file mode 100644
index 0000000000..5277ce5de8
--- /dev/null
+++ b/auth/src/main/java/com/alibaba/nacos/auth/parser/grpc/AiGrpcResourceParser.java
@@ -0,0 +1,79 @@
+/*
+ * Copyright 1999-2025 Alibaba Group Holding Ltd.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.alibaba.nacos.auth.parser.grpc;
+
+import com.alibaba.nacos.api.ai.remote.request.AbstractAgentRequest;
+import com.alibaba.nacos.api.ai.remote.request.AbstractMcpRequest;
+import com.alibaba.nacos.api.ai.remote.request.ReleaseAgentCardRequest;
+import com.alibaba.nacos.api.ai.remote.request.ReleaseMcpServerRequest;
+import com.alibaba.nacos.api.remote.request.Request;
+import com.alibaba.nacos.common.utils.StringUtils;
+
+/**
+ * Ai Grpc resource parser.
+ *
+ * @author xiweng.yy
+ */
+public class AiGrpcResourceParser extends AbstractGrpcResourceParser {
+    
+    @Override
+    protected String getNamespaceId(Request request) {
+        if (request instanceof AbstractMcpRequest) {
+            return ((AbstractMcpRequest) request).getNamespaceId();
+        } else if (request instanceof AbstractAgentRequest) {
+            return ((AbstractAgentRequest) request).getNamespaceId();
+        }
+        return StringUtils.EMPTY;
+    }
+    
+    @Override
+    protected String getGroup(Request request) {
+        return StringUtils.EMPTY;
+    }
+    
+    @Override
+    protected String getResourceName(Request request) {
+        if (request instanceof AbstractMcpRequest) {
+            return getMcpName((AbstractMcpRequest) request);
+        } else if (request instanceof AbstractAgentRequest) {
+            return getAgentName((AbstractAgentRequest) request);
+        }
+        return StringUtils.EMPTY;
+    }
+    
+    private String getMcpName(AbstractMcpRequest request) {
+        String mcpName = request.getMcpName();
+        if (request instanceof ReleaseMcpServerRequest) {
+            ReleaseMcpServerRequest releaseMcpServerRequest = (ReleaseMcpServerRequest) request;
+            if (null != releaseMcpServerRequest.getServerSpecification()) {
+                mcpName = releaseMcpServerRequest.getServerSpecification().getName();
+            }
+        }
+        return StringUtils.isBlank(mcpName) ? StringUtils.EMPTY : mcpName;
+    }
+    
+    private String getAgentName(AbstractAgentRequest request) {
+        String agentName = request.getAgentName();
+        if (request instanceof ReleaseAgentCardRequest) {
+            ReleaseAgentCardRequest releaseAgentCardRequest = (ReleaseAgentCardRequest) request;
+            if (null != releaseAgentCardRequest.getAgentCard()) {
+                agentName = releaseAgentCardRequest.getAgentCard().getName();
+            }
+        }
+        return StringUtils.isBlank(agentName) ? StringUtils.EMPTY : agentName;
+    }
+}
diff --git a/auth/src/main/java/com/alibaba/nacos/auth/parser/http/AiHttpResourceParser.java b/auth/src/main/java/com/alibaba/nacos/auth/parser/http/AiHttpResourceParser.java
index fc58cf1df3..b4c69e69f7 100644
--- a/auth/src/main/java/com/alibaba/nacos/auth/parser/http/AiHttpResourceParser.java
+++ b/auth/src/main/java/com/alibaba/nacos/auth/parser/http/AiHttpResourceParser.java
@@ -17,7 +17,9 @@
 package com.alibaba.nacos.auth.parser.http;
 
 import com.alibaba.nacos.api.ai.constant.AiConstants;
+import com.alibaba.nacos.api.ai.model.a2a.AgentCard;
 import com.alibaba.nacos.api.common.Constants;
+import com.alibaba.nacos.common.utils.JacksonUtils;
 import com.alibaba.nacos.common.utils.StringUtils;
 import jakarta.servlet.http.HttpServletRequest;
 
@@ -30,6 +32,12 @@ import java.util.Properties;
  */
 public class AiHttpResourceParser extends AbstractHttpResourceParser {
     
+    public static final String MCP_PATH = "/ai/mcp";
+    
+    public static final String A2A_PATH = "/ai/a2a";
+    
+    private static final String AGENT_CARD_PARAM = "agentCard";
+    
     @Override
     protected String getNamespaceId(HttpServletRequest request) {
         String namespaceId = request.getParameter(Constants.NAMESPACE_ID);
@@ -46,10 +54,37 @@ public class AiHttpResourceParser extends AbstractHttpResourceParser {
     
     @Override
     protected String getResourceName(HttpServletRequest request) {
+        String url = request.getRequestURI();
+        if (url.contains(MCP_PATH)) {
+            return getMcpName(request);
+        } else if (url.contains(A2A_PATH)) {
+            return getAgentName(request);
+        }
+        return StringUtils.EMPTY;
+    }
+    
+    private String getMcpName(HttpServletRequest request) {
         String mcpName = request.getParameter("mcpName");
         return StringUtils.isBlank(mcpName) ? StringUtils.EMPTY : mcpName;
     }
     
+    private String getAgentName(HttpServletRequest request) {
+        String agentName = request.getParameter("agentName");
+        if (request.getParameterMap().containsKey(AGENT_CARD_PARAM)) {
+            agentName = deserializeAndGetAgentName(request.getParameter(AGENT_CARD_PARAM));
+        }
+        return StringUtils.isBlank(agentName) ? StringUtils.EMPTY : agentName;
+    }
+    
+    private String deserializeAndGetAgentName(String agentCardJson) {
+        try {
+            AgentCard agentCard = JacksonUtils.toObj(agentCardJson, AgentCard.class);
+            return agentCard.getName();
+        } catch (Exception ignored) {
+            return StringUtils.EMPTY;
+        }
+    }
+    
     @Override
     protected Properties getProperties(HttpServletRequest request) {
         return new Properties();