diff --git a/frontend/web/src/components/intelligent_eval/EvalDetail.tsx b/frontend/web/src/components/intelligent_eval/EvalDetail.tsx
index 12811d9..a649d5e 100644
--- a/frontend/web/src/components/intelligent_eval/EvalDetail.tsx
+++ b/frontend/web/src/components/intelligent_eval/EvalDetail.tsx
@@ -1,6 +1,6 @@
 import { useCallback, useEffect, useState } from 'react'
 import {
-  Alert, Button, Card, Descriptions, Empty, Input, Modal, Popconfirm, Space, Spin, Tag, message,
+  Alert, Button, Card, Col, Descriptions, Empty, Input, Modal, Popconfirm, Progress, Row, Space, Spin, Tag, message,
 } from 'antd'
 import { FileTextOutlined, StopOutlined } from '@ant-design/icons'
 import { intelligentEvalsApi, type IntelligentEval, type IntelligentEvalSession } from '../../api'
@@ -125,111 +125,128 @@ export default function EvalDetail({ ev, targetName, onOpenReport, onChanged }:
         </Space>
       </div>
 
-      <Card size="small" title="基本信息" style={sectionCard}>
-        <Descriptions column={3} size="small">
-          <Descriptions.Item label="评测对象">{targetName}</Descriptions.Item>
-          <Descriptions.Item label="时间窗口">{ev.time_window_hours} 小时</Descriptions.Item>
-          <Descriptions.Item label="创建时间">{formatDateTime(ev.created_at)}</Descriptions.Item>
-          <Descriptions.Item label="开始时间">{formatDateTime(ev.started_at)}</Descriptions.Item>
-          <Descriptions.Item label="完成时间">{formatDateTime(ev.completed_at)}</Descriptions.Item>
-          <Descriptions.Item label="会话进度">{ev.completed_sessions}/{ev.session_count}</Descriptions.Item>
-        </Descriptions>
-      </Card>
-
-      <Card size="small" title="用户输入" style={sectionCard}>
-        <Descriptions column={1} size="small">
-          <Descriptions.Item label="评估目标">{ev.goal || '—'}</Descriptions.Item>
-          <Descriptions.Item label="考察意图">{ev.intent || '—'}</Descriptions.Item>
-          <Descriptions.Item label="角色描述">
-            <span style={{ whiteSpace: 'pre-wrap' }}>{ev.role_description || '—'}</span>
-          </Descriptions.Item>
-          <Descriptions.Item label="种子集">
-            {Object.keys(ev.seeds ?? {}).length === 0
-              ? '—'
-              : (
-                <pre style={{
-                  margin: 0, fontSize: 12, background: colors.bgSubtle,
-                  padding: 8, borderRadius: 6, overflowX: 'auto',
-                }}
-                >
-                  {JSON.stringify(ev.seeds, null, 2)}
-                </pre>
-              )}
-          </Descriptions.Item>
-        </Descriptions>
-      </Card>
-
-      {ev.status === 'planning' && (
-        ev.plan_feedback ? (
-          <Alert
-            style={sectionCard}
-            type="warning"
-            showIcon
-            message="计划已打回，OpenClaw 正在根据反馈重新规划"
-            description={ev.plan_feedback}
-          />
-        ) : (
-          <Card size="small" style={sectionCard}>
-            <Spin size="small" />
-            <span style={{ marginLeft: 10, color: colors.textSecondary }}>
-              OpenClaw 正在规划，产出粗计划后会自动进入待审批…
-            </span>
+      <Row gutter={16}>
+        <Col span={9}>
+          <Card size="small" title="基本信息" style={sectionCard}>
+            <Descriptions column={1} size="small">
+              <Descriptions.Item label="评测对象">{targetName}</Descriptions.Item>
+              <Descriptions.Item label="时间窗口">{ev.time_window_hours} 小时</Descriptions.Item>
+              <Descriptions.Item label="创建时间">{formatDateTime(ev.created_at)}</Descriptions.Item>
+              <Descriptions.Item label="开始时间">{formatDateTime(ev.started_at)}</Descriptions.Item>
+              <Descriptions.Item label="完成时间">{formatDateTime(ev.completed_at)}</Descriptions.Item>
+              <Descriptions.Item label="会话进度">{ev.completed_sessions}/{ev.session_count}</Descriptions.Item>
+            </Descriptions>
           </Card>
-        )
-      )}
 
-      {(ev.status === 'pending_approval' || ev.status === 'executing' || ev.status === 'completed') && (
-        <Card
-          size="small"
-          title="粗计划"
-          style={sectionCard}
-          extra={ev.status === 'pending_approval' && (
-            <Space>
-              <Button size="small" danger onClick={() => setRejectOpen(true)}>打回</Button>
-              <Button size="small" type="primary" loading={busy} onClick={approve}>批准并执行</Button>
-            </Space>
-          )}
-        >
-          <PlanView ev={ev} />
-        </Card>
-      )}
+          <Card size="small" title="用户输入" style={sectionCard}>
+            <Descriptions column={1} size="small">
+              <Descriptions.Item label="评估目标">{ev.goal || '—'}</Descriptions.Item>
+              <Descriptions.Item label="考察意图">{ev.intent || '—'}</Descriptions.Item>
+              <Descriptions.Item label="角色描述">
+                <span style={{ whiteSpace: 'pre-wrap' }}>{ev.role_description || '—'}</span>
+              </Descriptions.Item>
+              <Descriptions.Item label="种子集">
+                {Object.keys(ev.seeds ?? {}).length === 0
+                  ? '—'
+                  : (
+                    <pre style={{
+                      margin: 0, fontSize: 12, background: colors.bgSubtle,
+                      padding: 8, borderRadius: 6, overflowX: 'auto',
+                    }}
+                    >
+                      {JSON.stringify(ev.seeds, null, 2)}
+                    </pre>
+                  )}
+              </Descriptions.Item>
+            </Descriptions>
+          </Card>
+        </Col>
 
-      {showSessions && (
-        <Card size="small" title={`会话进度（${ev.completed_sessions}/${ev.session_count}）`} style={sectionCard}>
-          {sessions === null && <Spin size="small" />}
-          {sessions !== null && sessions.length === 0 && (
-            <div style={{ fontSize: 13, color: colors.textSecondary }}>
-              等待 OpenClaw 按粗计划的时间分布创建会话…
-            </div>
-          )}
-          {sessions?.map((s) => {
-            const sMeta = SESSION_STATUS[s.status]
-            return (
-              <div
-                key={s.id}
-                style={{
-                  display: 'flex', alignItems: 'center', gap: 8, flexWrap: 'wrap',
-                  padding: '6px 0', borderBottom: `1px solid ${colors.border}`, fontSize: 13,
-                }}
-              >
-                <b style={{ color: colors.text }}>{personaLabel(s.persona)}</b>
-                <Tag color={sMeta.color} style={{ margin: 0 }}>{sMeta.label}</Tag>
-                {s.dimension && <Tag style={{ margin: 0 }}>{s.dimension}</Tag>}
-                <span style={{ color: colors.textSecondary, flex: 1, minWidth: 120 }}>{s.goal}</span>
-                <span style={{ color: colors.textMuted }}>{s.turn_count} 轮</span>
-                {s.created_at && (
-                  <span style={{ color: colors.textMuted }}>{shortDateTime(s.created_at)}</span>
-                )}
-              </div>
+        <Col span={15}>
+          {ev.status === 'planning' && (
+            ev.plan_feedback ? (
+              <Alert
+                style={sectionCard}
+                type="warning"
+                showIcon
+                message="计划已打回，OpenClaw 正在根据反馈重新规划"
+                description={ev.plan_feedback}
+              />
+            ) : (
+              <Card size="small" style={sectionCard}>
+                <Spin size="small" />
+                <span style={{ marginLeft: 10, color: colors.textSecondary }}>
+                  OpenClaw 正在规划，产出粗计划后会自动进入待审批…
+                </span>
+              </Card>
             )
-          })}
-          {ev.status === 'executing' && (
-            <div style={{ fontSize: 12, color: colors.textMuted, marginTop: 8 }}>
-              会话由 OpenClaw 按粗计划的时间分布自唤醒创建，本页每 5 秒自动刷新
-            </div>
           )}
-        </Card>
-      )}
+
+          {(ev.status === 'pending_approval' || ev.status === 'executing' || ev.status === 'completed') && (
+            <Card
+              size="small"
+              title="粗计划"
+              style={sectionCard}
+              extra={ev.status === 'pending_approval' && (
+                <Space>
+                  <Button size="small" danger onClick={() => setRejectOpen(true)}>打回</Button>
+                  <Button size="small" type="primary" loading={busy} onClick={approve}>批准并执行</Button>
+                </Space>
+              )}
+            >
+              <PlanView ev={ev} />
+            </Card>
+          )}
+
+          {showSessions && (
+            <Card
+              size="small"
+              title={`会话进度（${ev.completed_sessions}/${ev.session_count}）`}
+              style={sectionCard}
+              extra={(
+                <Progress
+                  percent={ev.session_count ? Math.round((ev.completed_sessions / ev.session_count) * 100) : 0}
+                  size="small"
+                  style={{ width: 140 }}
+                />
+              )}
+            >
+              {sessions === null && <Spin size="small" />}
+              {sessions !== null && sessions.length === 0 && (
+                <div style={{ fontSize: 13, color: colors.textSecondary }}>
+                  等待 OpenClaw 按粗计划的时间分布创建会话…
+                </div>
+              )}
+              {sessions?.map((s) => {
+                const sMeta = SESSION_STATUS[s.status]
+                return (
+                  <div
+                    key={s.id}
+                    style={{
+                      display: 'flex', alignItems: 'center', gap: 8, flexWrap: 'wrap',
+                      padding: '6px 0', borderBottom: `1px solid ${colors.border}`, fontSize: 13,
+                    }}
+                  >
+                    <b style={{ color: colors.text }}>{personaLabel(s.persona)}</b>
+                    <Tag color={sMeta.color} style={{ margin: 0 }}>{sMeta.label}</Tag>
+                    {s.dimension && <Tag style={{ margin: 0 }}>{s.dimension}</Tag>}
+                    <span style={{ color: colors.textSecondary, flex: 1, minWidth: 120 }}>{s.goal}</span>
+                    <span style={{ color: colors.textMuted }}>{s.turn_count} 轮</span>
+                    {s.created_at && (
+                      <span style={{ color: colors.textMuted }}>{shortDateTime(s.created_at)}</span>
+                    )}
+                  </div>
+                )
+              })}
+              {ev.status === 'executing' && (
+                <div style={{ fontSize: 12, color: colors.textMuted, marginTop: 8 }}>
+                  会话由 OpenClaw 按粗计划的时间分布自唤醒创建，本页每 5 秒自动刷新
+                </div>
+              )}
+            </Card>
+          )}
+        </Col>
+      </Row>
 
       <Modal
         title="打回计划"
diff --git a/frontend/web/src/components/intelligent_eval/EvalReport.tsx b/frontend/web/src/components/intelligent_eval/EvalReport.tsx
index 0addb00..3decbb0 100644
--- a/frontend/web/src/components/intelligent_eval/EvalReport.tsx
+++ b/frontend/web/src/components/intelligent_eval/EvalReport.tsx
@@ -1,8 +1,9 @@
 import { useEffect, useState } from 'react'
 import {
-  Button, Card, Collapse, Empty, Space, Spin, Statistic, Tag, message,
+  Button, Card, Col, Collapse, Empty, Row, Space, Spin, Statistic, Tag, message,
 } from 'antd'
 import { ArrowLeftOutlined, DownloadOutlined } from '@ant-design/icons'
+import { Bar } from '@ant-design/charts'
 import ChatBubble from '../ChatBubble'
 import {
   intelligentEvalsApi,
@@ -143,6 +144,23 @@ export default function EvalReport({ ev, onBack }: EvalReportProps) {
   const findings = [...(report?.findings ?? [])]
     .sort((a, b) => severityOf(a.severity).order - severityOf(b.severity).order)
   const scores = Object.entries(report?.scores ?? {})
+  const overall = scores.length > 0
+    ? (scores.reduce((sum, [, v]) => sum + Number(v), 0) / scores.length).toFixed(1)
+    : null
+  const sevCounts = findings.reduce((acc, f) => {
+    acc[f.severity] = (acc[f.severity] ?? 0) + 1
+    return acc
+  }, {} as Record<string, number>)
+
+  const scoreData = scores.map(([dimension, score]) => ({ dimension, score: Number(score) }))
+  const scoreConfig = {
+    data: scoreData,
+    xField: 'dimension',
+    yField: 'score',
+    coordinate: { transform: [{ type: 'transpose' }] },
+    height: Math.max(160, scoreData.length * 44),
+    color: colors.primary,
+  }
 
   return (
     <div style={{ height: '100%', overflowY: 'auto', padding: '0 16px 16px' }}>
@@ -167,17 +185,36 @@ export default function EvalReport({ ev, onBack }: EvalReportProps) {
 
       {report && (
         <>
+          <Row gutter={[16, 16]} style={{ marginBottom: 16 }}>
+            <Col span={6}>
+              <Card size="small"><Statistic title="综合评分" value={overall ?? '—'} /></Card>
+            </Col>
+            <Col span={6}>
+              <Card size="small">
+                <Statistic title="问题发现" value={findings.length} />
+                <div style={{ fontSize: 12, color: colors.textMuted }}>
+                  高 {sevCounts.high ?? 0} · 中 {sevCounts.medium ?? 0} · 低 {sevCounts.low ?? 0}
+                </div>
+              </Card>
+            </Col>
+            <Col span={6}>
+              <Card size="small"><Statistic title="亮点" value={report.highlights.length} /></Card>
+            </Col>
+            <Col span={6}>
+              <Card size="small"><Statistic title="会话数" value={ev.session_count} /></Card>
+            </Col>
+          </Row>
+
+          {scoreData.length > 0 && (
+            <Card size="small" title="维度得分" style={sectionCard}>
+              <Bar {...scoreConfig} />
+            </Card>
+          )}
+
           <Card size="small" title="总结" style={sectionCard}>
             <div style={{ whiteSpace: 'pre-wrap', fontSize: 13, lineHeight: 1.8 }}>
               {report.summary}
             </div>
-            {scores.length > 0 && (
-              <div style={{ display: 'flex', gap: 32, marginTop: 12, flexWrap: 'wrap' }}>
-                {scores.map(([dimension, score]) => (
-                  <Statistic key={dimension} title={dimension} value={score} />
-                ))}
-              </div>
-            )}
           </Card>
 
           <Card size="small" title={`问题发现（${findings.length}）`} style={sectionCard}>