diff --git a/src/locales/en-US/models.ts b/src/locales/en-US/models.ts
index d2e7d15c..557d7325 100644
--- a/src/locales/en-US/models.ts
+++ b/src/locales/en-US/models.ts
@@ -147,5 +147,6 @@ export default {
   'models.table.apiAccessInfo.openaiCompatible': 'OpenAI Compatible',
   'models.table.apiAccessInfo.jinaCompatible': 'Jina Compatible',
   'models.table.apiAccessInfo.gotoCreate': 'Go to Create',
-  'models.search.parts': '{n} parts'
+  'models.search.parts': '{n} parts',
+  'models.search.evaluate.error': 'An error occurred during evaluation: '
 };
diff --git a/src/locales/ja-JP/models.ts b/src/locales/ja-JP/models.ts
index f26c3430..66157770 100644
--- a/src/locales/ja-JP/models.ts
+++ b/src/locales/ja-JP/models.ts
@@ -144,7 +144,8 @@ export default {
   'models.table.apiAccessInfo.openaiCompatible': 'OpenAI Compatible',
   'models.table.apiAccessInfo.jinaCompatible': 'Jina Compatible',
   'models.table.apiAccessInfo.gotoCreate': 'Go to Create',
-  'models.search.parts': '{n} parts'
+  'models.search.parts': '{n} parts',
+  'models.search.evaluate.error': 'An error occurred during evaluation: '
 };
 
 // ========== To-Do: Translate Keys (Remove After Translation) ==========
@@ -176,5 +177,6 @@ export default {
 // 26. 'models.form.backend.vllm',
 // 27. 'models.form.backend.voxbox',
 // 28. 'models.form.backend.mindie',
-// 29. 'models.search.parts'
+// 29. 'models.search.parts',
+// 30. 'models.search.evaluate.error',
 // ========== End of To-Do List ==========
diff --git a/src/locales/ru-RU/models.ts b/src/locales/ru-RU/models.ts
index 30a146d8..a55f34d0 100644
--- a/src/locales/ru-RU/models.ts
+++ b/src/locales/ru-RU/models.ts
@@ -148,9 +148,10 @@ export default {
   'models.table.apiAccessInfo.openaiCompatible': 'Совместимо с OpenAI',
   'models.table.apiAccessInfo.jinaCompatible': 'Совместимо с Jina',
   'models.table.apiAccessInfo.gotoCreate': 'Перейти к созданию',
-  'models.search.parts': '{n} частей'
+  'models.search.parts': '{n} частей',
+  'models.search.evaluate.error': 'An error occurred during evaluation: '
 };
 
 // ========== To-Do: Translate Keys (Remove After Translation) ==========
-
+// 1. 'models.search.evaluate.error'
 // ========== End of To-Do List ==========
diff --git a/src/locales/zh-CN/models.ts b/src/locales/zh-CN/models.ts
index 1ad76bd1..1faef89c 100644
--- a/src/locales/zh-CN/models.ts
+++ b/src/locales/zh-CN/models.ts
@@ -140,5 +140,6 @@ export default {
   'models.table.apiAccessInfo.openaiCompatible': 'OpenAI 兼容',
   'models.table.apiAccessInfo.jinaCompatible': 'Jina 兼容',
   'models.table.apiAccessInfo.gotoCreate': '去创建',
-  'models.search.parts': '{n} 个文件'
+  'models.search.parts': '{n} 个文件',
+  'models.search.evaluate.error': '评估过程中发生了错误：'
 };
diff --git a/src/pages/llmodels/components/compatible-alert.tsx b/src/pages/llmodels/components/compatible-alert.tsx
index c4e531d3..06208be8 100644
--- a/src/pages/llmodels/components/compatible-alert.tsx
+++ b/src/pages/llmodels/components/compatible-alert.tsx
@@ -37,7 +37,7 @@ const DivWrapper = styled.div`
 const CloseWrapper = styled.div`
   display: none;
   position: absolute;
-  top: 14px;
+  top: 16px;
   right: 28px;
   line-height: 1;
   cursor: pointer;
diff --git a/src/pages/llmodels/components/incompatiable-info.tsx b/src/pages/llmodels/components/incompatiable-info.tsx
index fe767613..06c04bae 100644
--- a/src/pages/llmodels/components/incompatiable-info.tsx
+++ b/src/pages/llmodels/components/incompatiable-info.tsx
@@ -19,12 +19,6 @@ const CompatibleTag = styled(Tag)`
   padding-inline: 0;
 `;
 
-const ClaimTag = styled(Tag)`
-  margin: 0;
-  opacity: 0.7;
-  border-radius: var(--border-radius-base);
-`;
-
 const IncompatibleInfo = styled.div`
   display: flex;
   flex-direction: column;
@@ -35,10 +29,13 @@ const IncompatibleInfo = styled.div`
     padding-left: 16px;
     color: var(--color-white-secondary);
     list-style: none;
+    &.error-msg {
+      padding-left: 0;
+    }
     li {
       position: relative;
     }
-    li::before {
+    li.normal::before {
       position: absolute;
       content: '';
       display: inline-block;
@@ -56,8 +53,29 @@ const SMTitle = styled.div<{ $isTitle?: boolean }>`
   font-weight: ${(props) => (props.$isTitle ? 'bold' : 'normal')};
   font-size: var(--font-size-small);
 `;
+
+const MessageList = ({
+  messageList,
+  error
+}: {
+  messageList: string[];
+  error?: boolean;
+}) => {
+  return (
+    <ul className={`${error ? 'error-msg' : ''}`}>
+      {messageList.map((item, index) => (
+        <li key={index} className={`${!error ? 'normal' : 'error'}`}>
+          {item}
+        </li>
+      ))}
+    </ul>
+  );
+};
+
 const IncompatiableInfo: React.FC<IncompatiableInfoProps> = (props) => {
   const { data, isEvaluating } = props;
+  const { error, error_message, compatibility_messages, scheduling_messages } =
+    data || {};
   const intl = useIntl();
 
   if (isEvaluating) {
@@ -72,30 +90,28 @@ const IncompatiableInfo: React.FC<IncompatiableInfoProps> = (props) => {
   if (!data || data?.compatible) {
     return null;
   }
+  const messageList = [
+    ...(compatibility_messages || []),
+    ...(scheduling_messages || []),
+    ...(error_message ? [error_message] : [])
+  ];
   return (
     <TooltipOverlayScroller
       maxHeight={200}
       title={
         <IncompatibleInfo>
           <SMTitle $isTitle={true}>
-            {intl.formatMessage({ id: 'models.form.incompatible' })}
+            {error
+              ? intl.formatMessage({ id: 'models.search.evaluate.error' })
+              : intl.formatMessage({ id: 'models.form.incompatible' })}
           </SMTitle>
-          {
-            <ul>
-              {data?.compatibility_messages.map((item, index) => (
-                <li key={index}>{item}</li>
-              ))}
-              {data?.scheduling_messages.map((item, index) => (
-                <li key={index}>{item}</li>
-              ))}
-            </ul>
-          }
+          <MessageList messageList={messageList} error={error}></MessageList>
         </IncompatibleInfo>
       }
     >
       <CompatibleTag
         icon={<WarningOutlined />}
-        color="warning"
+        color={error ? 'error' : 'warning'}
         bordered={false}
       ></CompatibleTag>
     </TooltipOverlayScroller>
diff --git a/src/pages/llmodels/components/search-model.tsx b/src/pages/llmodels/components/search-model.tsx
index 23089996..9f5de275 100644
--- a/src/pages/llmodels/components/search-model.tsx
+++ b/src/pages/llmodels/components/search-model.tsx
@@ -195,7 +195,7 @@ const SearchModel: React.FC<SearchInputProps> = (props) => {
           token: checkTokenRef.current?.token
         }
       );
-      return evaluations.results || [];
+      return evaluations.results;
     } catch (error) {
       return [];
     }
diff --git a/src/pages/llmodels/config/types.ts b/src/pages/llmodels/config/types.ts
index eb52387a..109807f4 100644
--- a/src/pages/llmodels/config/types.ts
+++ b/src/pages/llmodels/config/types.ts
@@ -218,6 +218,8 @@ export interface EvaluateResult {
   compatibility_messages: string[];
   scheduling_messages: string[];
   default_spec: Record<string, any>;
+  error?: boolean;
+  error_message?: string;
   resource_claim?: {
     ram: number;
     vram: number;
diff --git a/src/pages/llmodels/hooks/index.ts b/src/pages/llmodels/hooks/index.ts
index 1ce8a268..a2163a8a 100644
--- a/src/pages/llmodels/hooks/index.ts
+++ b/src/pages/llmodels/hooks/index.ts
@@ -292,9 +292,21 @@ export const useCheckCompatibility = () => {
       compatible,
       compatibility_messages = [],
       scheduling_messages = [],
-      resource_claim
+      resource_claim,
+      error,
+      error_message
     } = evaluateResult || {};
 
+    // error message
+    if (error) {
+      return {
+        show: true,
+        type: 'danger',
+        title: intl.formatMessage({ id: 'models.search.evaluate.error' }),
+        message: error_message || ''
+      };
+    }
+
     const hasClaim = !!resource_claim?.ram || !!resource_claim?.vram;
 
     let msgData = {
diff --git a/src/pages/playground/components/ground-left.tsx b/src/pages/playground/components/ground-left.tsx
index fef291b1..53319bc5 100644
--- a/src/pages/playground/components/ground-left.tsx
+++ b/src/pages/playground/components/ground-left.tsx
@@ -2,7 +2,7 @@ import { useIntl } from '@umijs/max';
 import { Spin } from 'antd';
 import classNames from 'classnames';
 import 'overlayscrollbars/overlayscrollbars.css';
-import {
+import React, {
   forwardRef,
   useImperativeHandle,
   useMemo,
@@ -144,7 +144,7 @@ const GroundLeft: React.FC<MessageProps> = forwardRef((props, ref) => {
             </div>
           </>
         </div>
-        {tokenResult && (
+        {tokenResult && !loading && (
           <div style={{ height: 40 }}>
             <ReferenceParams usage={tokenResult}></ReferenceParams>
           </div>
diff --git a/src/pages/playground/components/multiple-chat/model-item.tsx b/src/pages/playground/components/multiple-chat/model-item.tsx
index abcb78a2..9c47b455 100644
--- a/src/pages/playground/components/multiple-chat/model-item.tsx
+++ b/src/pages/playground/components/multiple-chat/model-item.tsx
@@ -260,7 +260,9 @@ const ModelItem: React.FC<ModelItemProps> = forwardRef((props, ref) => {
             }}
           ></Select>
         </span>
-        <ReferenceParams usage={tokenResult} scaleable></ReferenceParams>
+        {tokenResult && !loading && (
+          <ReferenceParams usage={tokenResult} scaleable></ReferenceParams>
+        )}
         <span className="action">
           <Dropdown
             menu={{