diff --git a/src/api/AI.js b/src/api/AI.js
index 2fa83f9..24895f9 100644
--- a/src/api/AI.js
+++ b/src/api/AI.js
@@ -217,10 +217,13 @@ export function uploadResourceFile(data) {
 }
 // 学情分析
 export function getLearningAnalysis(params) {
-  let { stuNeed,stuData}=params
+  const { stuNeed, stuData } = params
   return request({
-    url: import.meta.env.VITE_APP_AI_API+'learnAnalysis/getStuPersonLearnAnalysis?stuNeed='+stuNeed,
+    url: import.meta.env.VITE_APP_AI_API + 'learnAnalysis/getStuPersonLearnAnalysis',
     method: 'POST',
-    data:stuData
+    params: { stuNeed },
+    data: stuData,
+    // AI 服务使用独立鉴权，不能携带本系统的登录令牌。
+    headers: { isToken: false }
   })
-}
\ No newline at end of file
+}
diff --git a/src/views/analysis-of-students/analysis.vue b/src/views/analysis-of-students/analysis.vue
index 740d3f2..174562b 100644
--- a/src/views/analysis-of-students/analysis.vue
+++ b/src/views/analysis-of-students/analysis.vue
@@ -12,7 +12,8 @@
       <h3>此处为AI根据学情数据进行的智能分析，从个人成绩和实训时长角度给出分析结果，仅供参考</h3>
     </div>
     <div class="content">
-      <div class="analysis">
+      <el-empty v-if="scoreLoaded && !hasScoreData" class="empty-score" description="暂无成绩数据，暂时无法进行AI学情分析" />
+      <div v-else class="analysis">
         <template v-for="item in dialogue" :key="item.role">
           <template v-for="chid in item.child" :key="chid" v-if="item.role == roleId">
             <div class="analysis-item" @click="analysis(chid)">{{ chid.name }}</div>
@@ -57,39 +58,62 @@ const dialogue = ref([
   },
 ]);
 const scoreList = ref([]);
-const getScoreList = () => {
-  if (roleId.value == 4) {
-    indexApi.getStuModuleDetail({ userId: userStore.userInfo.userId }).then((res) => {
-      scoreList.value = res.data;
-      proxy.$cache.session.setJSON("scoreList", scoreList.value);
-    });
-  } else {
-    scoreApi
-      .getScoreList({
+const scoreLoaded = ref(false);
+const hasScoreData = ref(false);
+const hasTeacherScoreData = (row) => {
+  return Number(row.completedTaskCount || 0) > 0 || moduleMap.some(({ key }) => row[`${key}Score`] !== null && row[`${key}Score`] !== undefined);
+};
+const getScoreList = async () => {
+  scoreLoaded.value = false;
+  scoreList.value = [];
+  hasScoreData.value = false;
+  proxy.$cache.session.remove("scoreList");
+  try {
+    if (roleId.value == 4) {
+      const res = await indexApi.getStuModuleDetail({ userId: userStore.userInfo.userId });
+      scoreList.value = Array.isArray(res?.data) ? res.data : [];
+      hasScoreData.value = scoreList.value.length > 0;
+    } else {
+      const res = await scoreApi.getScoreList({
         index: 1,
         size: 1000,
         schoolId: userStore.userInfo.schoolId,
-      })
-      .then((res) => {
-        const transformedData = res.data.list.map((item) => ({
-          name: item.name,
-          className: item.className,
-          schoolId: item.schoolId,
-          scores: moduleMap.map(({ key, name }) => ({
-            moduleName: name,
-            score: item[`${key}Score`] || 0,
-            // 总成绩
-            totalScore: item.score || 0,
-            // 总排名
-            totalRank: item.stuRank || null,
-          })),
-        }));
-        proxy.$cache.session.setJSON("scoreList", transformedData);
       });
+      const rows = Array.isArray(res?.data?.list) ? res.data.list : [];
+      hasScoreData.value = rows.some(hasTeacherScoreData);
+      scoreList.value = rows.map((item) => ({
+        name: item.name,
+        className: item.className,
+        schoolId: item.schoolId,
+        scores: moduleMap.map(({ key, name }) => ({
+          moduleName: name,
+          score: item[`${key}Score`] || 0,
+          // 总成绩
+          totalScore: item.score || 0,
+          // 总排名
+          totalRank: item.stuRank || null,
+        })),
+      }));
+    }
+    if (hasScoreData.value) {
+      proxy.$cache.session.setJSON("scoreList", scoreList.value);
+    } else {
+      proxy.$message.warning("暂无成绩数据，暂时无法进行AI学情分析");
+    }
+  } catch (error) {
+    proxy.$message.error("成绩数据加载失败，请稍后重试");
+  } finally {
+    scoreLoaded.value = true;
   }
 };
 // 分析
 const analysis = (val) => {
+  if (!scoreLoaded.value) {
+    return proxy.$message.warning("成绩数据正在加载，请稍候");
+  }
+  if (!hasScoreData.value) {
+    return proxy.$message.warning("暂无成绩数据，暂时无法进行AI学情分析");
+  }
   proxy.$cache.session.setJSON("msg", val.msg);
   router.push("/ai/learning-situation-dialogue");
 };
@@ -165,6 +189,13 @@ onMounted(() => {
         background: linear-gradient(-90deg, #1160ff 0%, #1994ff 100%);
       }
     }
+    .empty-score {
+      height: 100%;
+      --el-empty-description-margin-top: 16px;
+      :deep(.el-empty__description p) {
+        color: #ffffff;
+      }
+    }
     .brief-introduction {
       display: flex;
       justify-content: center;
@@ -176,4 +207,4 @@ onMounted(() => {
     }
   }
 }
-</style>
\ No newline at end of file
+</style>
diff --git a/src/views/analysis-of-students/dialogue.vue b/src/views/analysis-of-students/dialogue.vue
index 3f42f89..337de72 100644
--- a/src/views/analysis-of-students/dialogue.vue
+++ b/src/views/analysis-of-students/dialogue.vue
@@ -159,16 +159,20 @@ const gInterrupt = () => {
   }
 };
 // 获取分析
-const getAnalysis = () => {
+const getAnalysis = async () => {
   loading.value = true;
-  AI.getLearningAnalysis({ stuNeed: proxy.$cache.session.getJSON("msg"), stuData: proxy.$cache.session.getJSON("scoreList") }).then((res) => {
+  try {
+    const res = await AI.getLearningAnalysis({ stuNeed: proxy.$cache.session.getJSON("msg"), stuData: proxy.$cache.session.getJSON("scoreList") });
     messages.value.push({
       id: Date.now(),
       role: "assistant",
       content: res,
     });
+  } catch (error) {
+    proxy.$message.error("AI学情分析暂时不可用，请稍后重试");
+  } finally {
     loading.value = false;
-  });
+  }
 };
 // 计算高度的函数
 const updateHeight = () => {
@@ -425,4 +429,4 @@ onUnmounted(() => {
 .el-scrollbar {
   --el-scrollbar-bg-color: transparent !important;
 }
-</style>
\ No newline at end of file
+</style>
diff --git a/tests/ai-learning-analysis.static.test.cjs b/tests/ai-learning-analysis.static.test.cjs
new file mode 100644
index 0000000..8c26a49
--- /dev/null
+++ b/tests/ai-learning-analysis.static.test.cjs
@@ -0,0 +1,29 @@
+const fs = require("node:fs");
+const path = require("node:path");
+const test = require("node:test");
+const assert = require("node:assert/strict");
+
+const root = path.resolve(__dirname, "..");
+const apiSource = fs.readFileSync(path.join(root, "src/api/AI.js"), "utf8");
+const analysisSource = fs.readFileSync(path.join(root, "src/views/analysis-of-students/analysis.vue"), "utf8");
+const dialogueSource = fs.readFileSync(path.join(root, "src/views/analysis-of-students/dialogue.vue"), "utf8");
+
+test("learning analysis request does not send the commerce login token", () => {
+  const requestBlock = apiSource.match(/export function getLearningAnalysis[\s\S]*?\n}/)?.[0] || "";
+  assert.match(requestBlock, /headers:\s*\{\s*isToken:\s*false\s*}/);
+  assert.match(requestBlock, /params:\s*\{\s*stuNeed\s*}/);
+});
+
+test("learning analysis page handles empty and failed score data", () => {
+  assert.match(analysisSource, /暂无成绩数据，暂时无法进行AI学情分析/);
+  assert.match(analysisSource, /proxy\.\$cache\.session\.remove\("scoreList"\)/);
+  assert.match(analysisSource, /rows\.some\(hasTeacherScoreData\)/);
+  assert.match(analysisSource, /completedTaskCount/);
+  assert.match(analysisSource, /if \(!hasScoreData\.value\)/);
+  assert.match(analysisSource, /finally\s*\{\s*scoreLoaded\.value = true/);
+});
+
+test("AI analysis failure always closes the loading overlay", () => {
+  assert.match(dialogueSource, /AI学情分析暂时不可用，请稍后重试/);
+  assert.match(dialogueSource, /finally\s*\{\s*loading\.value = false/);
+});