diff --git a/web/src/components/GraphCanvas.vue b/web/src/components/GraphCanvas.vue
index 95be6686..cf74fdad 100644
--- a/web/src/components/GraphCanvas.vue
+++ b/web/src/components/GraphCanvas.vue
@@ -8,6 +8,19 @@
       <div class="canvas-content">
         <slot name="content" />
       </div>
+      <!-- Statistical Info Panel -->
+      <div class="graph-stats-panel" v-if="graphData.nodes.length > 0">
+        <div class="stat-item">
+          <span class="stat-label">节点</span>
+          <span class="stat-value">{{ graphData.nodes.length }}</span>
+          <span v-if="graphInfo?.node_count" class="stat-total">/ {{ graphInfo.node_count }}</span>
+        </div>
+        <div class="stat-item">
+          <span class="stat-label">边</span>
+          <span class="stat-value">{{ graphData.edges.length }}</span>
+          <span v-if="graphInfo?.edge_count" class="stat-total">/ {{ graphInfo.edge_count }}</span>
+        </div>
+      </div>
       <div v-if="$slots.bottom" class="overlay bottom">
         <slot name="bottom" />
       </div>
@@ -26,6 +39,10 @@ const props = defineProps({
     required: true,
     default: () => ({ nodes: [], edges: [] })
   },
+  graphInfo: {
+    type: Object,
+    default: () => ({})
+  },
   labelField: { type: String, default: 'name' },
   autoFit: { type: Boolean, default: true },
   autoResize: { type: Boolean, default: true },
@@ -423,6 +440,45 @@ defineExpose({
     height: 100%;
   }
 
+  .graph-stats-panel {
+    position: absolute;
+    bottom: 20px;
+    left: 20px;
+    display: flex;
+    align-items: center;
+    gap: 16px;
+    padding: 6px 12px;
+    background: var(--color-trans-light);
+    border: 1px solid var(--color-border-secondary);
+    border-radius: 8px;
+    box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);
+    pointer-events: auto;
+    z-index: 10;
+    font-size: 13px;
+    backdrop-filter: blur(4px);
+
+    .stat-item {
+      display: flex;
+      align-items: center;
+      gap: 4px;
+
+      .stat-label {
+        color: var(--color-text-secondary);
+        font-weight: 500;
+      }
+
+      .stat-value {
+        color: var(--color-text);
+        font-weight: 600;
+      }
+
+      .stat-total {
+        color: var(--color-text-quaternary);
+        font-size: 11px;
+      }
+    }
+  }
+
   .slots {
     // 让整层覆盖容器默认不接收指针事件（便于穿透到底下画布）
     pointer-events: none;
diff --git a/web/src/components/GraphInfoPanel.vue b/web/src/components/GraphInfoPanel.vue
deleted file mode 100644
index 7a5b52ac..00000000
--- a/web/src/components/GraphInfoPanel.vue
+++ /dev/null
@@ -1,131 +0,0 @@
-<template>
-  <div class="graph-info-panel">
-    <div class="info-item">
-      <span class="info-label">实体</span>
-      <span class="info-value">{{ graphData.nodes.length }}</span>
-      <span v-if="graphInfo?.entity_count" class="info-total">/ {{ graphInfo.entity_count }}</span>
-    </div>
-
-    <div class="info-item">
-      <span class="info-label">关系</span>
-      <span class="info-value">{{ graphData.edges.length }}</span>
-      <span v-if="graphInfo?.relationship_count" class="info-total">/ {{ graphInfo.relationship_count }}</span>
-    </div>
-
-  
-    <div v-if="unindexedCount > 0" class="info-item warning">
-      <span class="info-label">未索引</span>
-      <span class="info-value warning">{{ unindexedCount }}</span>
-      <a-button
-        v-if="modelMatched"
-        type="primary"
-        size="small"
-        @click="$emit('index-nodes')"
-      >
-        添加索引
-      </a-button>
-      <a-tooltip v-else title="向量模型不匹配，无法添加索引">
-        <a-button type="default" size="small" disabled>
-          模型不匹配
-        </a-button>
-      </a-tooltip>
-    </div>
-
-    </div>
-</template>
-
-<script setup>
-
-const props = defineProps({
-  graphInfo: {
-    type: Object,
-    default: () => ({})
-  },
-  graphData: {
-    type: Object,
-    default: () => ({ nodes: [], edges: [] })
-  },
-  unindexedCount: {
-    type: Number,
-    default: 0
-  },
-  modelMatched: {
-    type: Boolean,
-    default: true
-  }
-})
-
-defineEmits(['index-nodes'])
-</script>
-
-<style lang="less" scoped>
-.graph-info-panel {
-  display: flex;
-  align-items: center;
-  gap: 24px;
-  padding: 8px 16px;
-  background: var(--gray-50);
-  backdrop-filter: blur(10px);
-  -webkit-backdrop-filter: blur(10px);
-  border-radius: 8px;
-  margin: 0;
-  border: 1px solid var(--gray-0);
-  flex-wrap: wrap;
-  align-self: flex-start;
-
-  @media (max-width: 768px) {
-    gap: 16px;
-    padding: 12px 16px;
-  }
-}
-
-.info-item {
-  display: flex;
-  align-items: center;
-  gap: 6px;
-  font-size: 14px;
-
-  &.warning {
-    color: var(--color-warning-500);
-  }
-}
-
-.info-label {
-  color: var(--gray-700);
-  font-weight: 500;
-}
-
-.info-value {
-  color: var(--gray-1000);
-  font-weight: 600;
-
-  &.warning {
-    color: var(--color-warning-500);
-  }
-}
-
-.info-total {
-  color: var(--gray-600);
-  font-size: 12px;
-}
-
-:deep(.ant-btn-primary) {
-  font-size: 12px;
-  height: 28px;
-  padding: 0 12px;
-  border-radius: 6px;
-  background: var(--main-500);
-  border-color: var(--main-500);
-  transition: all 0.2s ease;
-
-  &:hover {
-    background: var(--main-600);
-    border-color: var(--main-600);
-    box-shadow: 0 2px 4px rgba(1, 97, 121, 0.2);
-  }
-
-  &:active {
-    transform: translateY(1px);
-  }
-}
-</style>
\ No newline at end of file
diff --git a/web/src/components/LightRAGInfoPanel.vue b/web/src/components/LightRAGInfoPanel.vue
deleted file mode 100644
index 2afad6f2..00000000
--- a/web/src/components/LightRAGInfoPanel.vue
+++ /dev/null
@@ -1,74 +0,0 @@
-<template>
-  <div class="lightrag-info-panel">
-    <div class="info-item">
-      <span class="info-label">节点</span>
-      <span class="info-value">{{ stats?.total_nodes || 0 }}</span>
-    </div>
-
-    <div class="info-item">
-      <span class="info-label">边</span>
-      <span class="info-value">{{ stats?.total_edges || 0 }}</span>
-    </div>
-
-    
-      </div>
-</template>
-
-<script setup>
-import { computed } from 'vue'
-
-const props = defineProps({
-  stats: {
-    type: Object,
-    default: () => ({})
-  },
-  graphData: {
-    type: Object,
-    default: () => ({ nodes: [], edges: [] })
-  },
-  databaseName: {
-    type: String,
-    default: ''
-  }
-})
-
-</script>
-
-<style lang="less" scoped>
-.lightrag-info-panel {
-  display: flex;
-  align-items: center;
-  gap: 24px;
-  padding: 8px 16px;
-  background: var(--gray-50);
-  backdrop-filter: blur(10px);
-  -webkit-backdrop-filter: blur(10px);
-  border-radius: 8px;
-  margin: 0;
-  border: 1px solid var(--gray-0);
-  flex-wrap: wrap;
-  align-self: flex-start;
-
-  @media (max-width: 768px) {
-    gap: 16px;
-    padding: 12px 16px;
-  }
-}
-
-.info-item {
-  display: flex;
-  align-items: center;
-  gap: 6px;
-  font-size: 14px;
-}
-
-.info-label {
-  color: var(--gray-700);
-  font-weight: 500;
-}
-
-.info-value {
-  color: var(--gray-1000);
-  font-weight: 600;
-}
-</style>
\ No newline at end of file
diff --git a/web/src/views/GraphView.vue b/web/src/views/GraphView.vue
index 405a40e6..25951247 100644
--- a/web/src/views/GraphView.vue
+++ b/web/src/views/GraphView.vue
@@ -50,6 +50,7 @@
       <GraphCanvas
         ref="graphRef"
         :graph-data="graph.graphData"
+        :graph-info="formattedGraphInfo"
         :highlight-keywords="[state.searchInput]"
         @node-click="graph.handleNodeClick"
         @edge-click="graph.handleEdgeClick"
@@ -94,24 +95,6 @@
         <template #content>
           <a-empty v-show="graph.graphData.nodes.length === 0" style="padding: 4rem 0;"/>
         </template>
-        <template #bottom>
-          <div class="footer">
-            <GraphInfoPanel
-              v-if="isNeo4j"
-              :graph-info="graphInfo"
-              :graph-data="graph.graphData"
-              :unindexed-count="unindexedCount"
-              :model-matched="modelMatched"
-              @index-nodes="indexNodes"
-            />
-            <LightRAGInfoPanel
-              v-else
-              :stats="state.lightragStats"
-              :graph-data="graph.graphData"
-              :database-name="getDatabaseName()"
-            />
-          </div>
-        </template>
         </GraphCanvas>
         <!-- 详情浮动卡片 -->
         <GraphDetailPanel
@@ -125,12 +108,12 @@
       </div>
 
       <a-modal
-      :open="state.showModal" title="上传文件"
-      @ok="addDocumentByFile"
-      @cancel="handleModalCancel"
-      ok-text="添加到图数据库" cancel-text="取消"
-      :confirm-loading="state.processing"
-      :ok-button-props="{ disabled: !hasValidFile }">
+        :open="state.showModal" title="上传文件"
+        @ok="addDocumentByFile"
+        @cancel="handleModalCancel"
+        ok-text="添加到图数据库" cancel-text="取消"
+        :confirm-loading="state.processing"
+        :ok-button-props="{ disabled: !hasValidFile }">
       <div class="upload">
         <div class="note">
           <p>上传的文件内容参考 test/data/A_Dream_of_Red_Mansions_tiny.jsonl 中的格式：</p>
@@ -193,8 +176,6 @@ import HeaderComponent from '@/components/HeaderComponent.vue';
 import { neo4jApi, unifiedApi } from '@/apis/graph_api';
 import { useUserStore } from '@/stores/user';
 import GraphCanvas from '@/components/GraphCanvas.vue';
-import GraphInfoPanel from '@/components/GraphInfoPanel.vue';
-import LightRAGInfoPanel from '@/components/LightRAGInfoPanel.vue';
 import GraphDetailPanel from '@/components/GraphDetailPanel.vue';
 import UploadModal from '@/components/FileUploadModal.vue';
 import { useGraph } from '@/composables/useGraph';
@@ -228,13 +209,6 @@ const state = reactive({
 })
 
 const isNeo4j = computed(() => {
-  // 当 selectedDbId 是 'neo4j' 时，或者以 'kb_' 开头时，我们认为它是 Neo4j 驱动的
-  // 但是对于 kb_ 开头的，我们可能想要使用 LightRAGInfoPanel 的展示风格（因为它有 stats）
-  // 或者复用 GraphInfoPanel。
-  // GraphInfoPanel 是为 'neo4j' 全局图设计的，包含了 model matching 检查等。
-  // KBs (kb_*) 使用 Neo4j 存储，但逻辑上更接近 LightRAG 的"知识库"概念。
-  // 为了让 LightRAGInfoPanel 能够展示 stats (get_stats 已经更新支持 kb_),
-  // 我们这里让 kb_ ID 返回 false，这样会进入 LightRAGInfoPanel 分支。
   return state.selectedDbId === 'neo4j';
 });
 
@@ -248,6 +222,20 @@ const unindexedCount = computed(() => {
   return graphInfo.value?.unindexed_node_count || 0;
 });
 
+const formattedGraphInfo = computed(() => {
+  if (isNeo4j.value) {
+    return {
+      node_count: graphInfo.value?.entity_count || 0,
+      edge_count: graphInfo.value?.relationship_count || 0
+    }
+  } else {
+    return {
+      node_count: state.lightragStats?.total_nodes || 0,
+      edge_count: state.lightragStats?.total_edges || 0
+    }
+  }
+})
+
 const loadDatabases = async () => {
   state.loadingDatabases = true;
   try {
@@ -636,8 +624,7 @@ const goToDatabasePage = () => {
   overflow: hidden;
   background: var(--gray-10);
 
-  .actions,
-  .footer {
+  .actions {
     display: flex;
     justify-content: space-between;
     margin: 20px 0;