diff --git a/Dockerfile b/Dockerfile
index fa3be94a..00060987 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -10,7 +10,7 @@ FROM python:3.11-slim
 ENV DEBIAN_FRONTEND=noninteractive \
     PYTHONUNBUFFERED=1 \
     PIP_NO_CACHE_DIR=1 \
-    VITE_API_BASE_URL=/api \
+    VITE_API_BASE_URL=""  \
     HF_HUB_OFFLINE=0 \
     SENTENCE_TRANSFORMERS_HOME=/root/.cache/huggingface
 
diff --git a/backend/app/services/graphiti_service.py b/backend/app/services/graphiti_service.py
index ef8783f2..ee5d1f6c 100644
--- a/backend/app/services/graphiti_service.py
+++ b/backend/app/services/graphiti_service.py
@@ -316,9 +316,13 @@ class MinimaxLLMClient(LLMClient):
 def _strip_reasoning_and_fence(s: str) -> str:
     """Remove <think>...</think> reasoning blocks and markdown code fences."""
     s = s.strip()
-    # Strip <think>...</think> blocks
+    # Strip <think>...</think> AND <think>...</think> reasoning blocks.
+    # M2.7 (the active model) emits the lowercase <think> tag; M3/Qwen emits <think>.
+    # Both must be stripped before JSON extraction.
     import re
     s = re.sub(r"<think>.*?</think>", "", s, flags=re.DOTALL)
+    s = re.sub(r"<think>.*?</think>", "", s, flags=re.DOTALL)
+    s = re.sub(r"<antmlthinking>.*?</antmlthinking>", "", s, flags=re.DOTALL)
     s = s.strip()
     # Strip markdown code fences
     if s.startswith("```"):
@@ -475,14 +479,30 @@ def _normalize_extraction_payload(data: Dict[str, Any], model: Type[BaseModel])
 
         # Only rename entity_type_id if missing and the model expects it
         if "entity_type_id" in model_field_set and "entity_type_id" not in item_norm:
+            # M2.7 commonly emits "entity_types": ["Country", "Entity"] (a plural
+            # list of strings) instead of the singular "type"/"entity_type".
+            # Try the singular aliases first, then the plural list.
+            chosen = None
             for alias in ("type", "entity_type", "label", "category", "kind"):
                 if alias in item_norm:
-                    val = item_norm.pop(alias)
-                    if isinstance(val, int):
-                        item_norm["entity_type_id"] = val
-                    elif isinstance(val, str):
-                        item_norm["entity_type_id"] = _entity_type_id_for_label(val)
+                    chosen = item_norm.pop(alias)
                     break
+            if chosen is None and "entity_types" in item_norm:
+                v = item_norm.pop("entity_types")
+                if isinstance(v, list) and v:
+                    for candidate in v:
+                        if isinstance(candidate, str) and candidate.lower() != "entity":
+                            chosen = candidate
+                            break
+                    if chosen is None:
+                        chosen = v[0] if isinstance(v[0], str) else None
+                elif isinstance(v, str):
+                    chosen = v
+            if chosen is not None:
+                if isinstance(chosen, int):
+                    item_norm["entity_type_id"] = chosen
+                elif isinstance(chosen, str):
+                    item_norm["entity_type_id"] = _entity_type_id_for_label(chosen)
 
         # episode_indices default — M3 sometimes emits {"item": "0"} (JSON-schema
         # items shape) or a bare string instead of a list of ints.
diff --git a/frontend/src/api/graph.js b/frontend/src/api/graph.js
index ef90a2b6..70d81e91 100644
--- a/frontend/src/api/graph.js
+++ b/frontend/src/api/graph.js
@@ -68,3 +68,16 @@ export function getProject(projectId) {
     method: 'get'
   })
 }
+
+/**
+ * 列出项目（最近 N 个），用于首页 history 视图显示
+ * @param {Number} limit
+ * @returns {Promise}
+ */
+export function listProjects(limit = 20) {
+  return service({
+    url: '/api/graph/project/list',
+    method: 'get',
+    params: { limit }
+  })
+}
diff --git a/frontend/src/api/index.js b/frontend/src/api/index.js
index e840e116..cf19910c 100644
--- a/frontend/src/api/index.js
+++ b/frontend/src/api/index.js
@@ -3,7 +3,7 @@ import i18n from '../i18n'
 
 // 创建axios实例
 const service = axios.create({
-  baseURL: import.meta.env.VITE_API_BASE_URL || 'http://localhost:5001',
+  baseURL: import.meta.env.VITE_API_BASE_URL ?? 'http://localhost:5001',
   timeout: 300000, // 5分钟超时（本体生成可能需要较长时间）
   headers: {
     'Content-Type': 'application/json'
diff --git a/frontend/src/components/HistoryDatabase.vue b/frontend/src/components/HistoryDatabase.vue
index d6c6e9a5..7df8aa56 100644
--- a/frontend/src/components/HistoryDatabase.vue
+++ b/frontend/src/components/HistoryDatabase.vue
@@ -21,7 +21,7 @@
     <div v-if="projects.length > 0" class="cards-container" :class="{ expanded: isExpanded }" :style="containerStyle">
       <div 
         v-for="(project, index) in projects" 
-        :key="project.simulation_id"
+        :key="project.simulation_id || project.project_id"
         class="project-card"
         :class="{ expanded: isExpanded, hovering: hoveringCard === index }"
         :style="getCardStyle(index)"
@@ -195,6 +195,26 @@ import { ref, computed, onMounted, onUnmounted, onActivated, watch, nextTick } f
 import { useRouter, useRoute } from 'vue-router'
 import { useI18n } from 'vue-i18n'
 import { getSimulationHistory } from '../api/simulation'
+import { listProjects } from '../api/graph'
+
+// Normalize a project record from /api/graph/project/list into the same
+// shape the card UI expects (which was originally designed for
+// /api/simulation/history items). Projects come from disk (the "graph was
+// built" view) — simulations come from the agent run. We merge both so the
+// homepage history is non-empty.
+function projectToHistoryItem(p) {
+  return {
+    project_id: p.project_id,
+    simulation_id: p.simulation_id || null,
+    report_id: p.report_id || null,
+    name: p.name,
+    simulation_requirement: p.simulation_requirement || p.analysis_summary || '',
+    created_at: p.created_at,
+    files: p.files || [],
+    graph_id: p.graph_id,
+    _source: 'project',
+  }
+}
 
 const router = useRouter()
 const route = useRoute()
@@ -440,10 +460,32 @@ const goToReport = () => {
 const loadHistory = async () => {
   try {
     loading.value = true
-    const response = await getSimulationHistory(20)
-    if (response.success) {
-      projects.value = response.data || []
+    // Fetch BOTH simulations and projects in parallel, then merge by project_id
+    // so the homepage history shows the user's actual graph work, not just
+    // agent-run simulations (which most users will have zero of).
+    const [simResp, projResp] = await Promise.all([
+      getSimulationHistory(20).catch(() => ({ success: false, data: [] })),
+      listProjects(20).catch(() => ({ success: false, data: [] })),
+    ])
+
+    const sims = (simResp?.success && Array.isArray(simResp.data)) ? simResp.data : []
+    const projs = (projResp?.success && Array.isArray(projResp.data)) ? projResp.data.map(projectToHistoryItem) : []
+
+    // Merge with simulations taking priority (they have richer fields),
+    // but include every project the user has ever built a graph for.
+    const seen = new Set()
+    const merged = []
+    for (const s of sims) {
+      if (s.project_id) seen.add(s.project_id)
+      merged.push(s)
     }
+    for (const p of projs) {
+      if (!seen.has(p.project_id)) merged.push(p)
+    }
+    // Newest first
+    merged.sort((a, b) => (b.created_at || '').localeCompare(a.created_at || ''))
+
+    projects.value = merged
   } catch (error) {
     console.error('加载历史项目失败:', error)
     projects.value = []
diff --git a/frontend/src/router/index.js b/frontend/src/router/index.js
index 62d23201..35279332 100644
--- a/frontend/src/router/index.js
+++ b/frontend/src/router/index.js
@@ -1,5 +1,6 @@
 import { createRouter, createWebHistory } from 'vue-router'
 import Home from '../views/Home.vue'
+import GraphView from '../views/GraphView.vue'
 import Process from '../views/MainView.vue'
 import SimulationView from '../views/SimulationView.vue'
 import SimulationRunView from '../views/SimulationRunView.vue'
@@ -12,6 +13,12 @@ const routes = [
     name: 'Home',
     component: Home
   },
+  {
+    path: '/graph/:id',
+    name: 'Graph',
+    component: GraphView,
+    props: true
+  },
   {
     path: '/process/:projectId',
     name: 'Process',
diff --git a/frontend/src/views/GraphView.vue b/frontend/src/views/GraphView.vue
new file mode 100644
index 00000000..e7e5ce9c
--- /dev/null
+++ b/frontend/src/views/GraphView.vue
@@ -0,0 +1,71 @@
+<template>
+  <div class="graph-redirect">
+    <div class="loader">
+      <div class="spinner" />
+      <h2>Loading graph…</h2>
+      <p v-if="graphId">graph_id: <code>{{ graphId }}</code></p>
+      <p v-if="error" class="err">{{ error }}</p>
+    </div>
+  </div>
+</template>
+
+<script setup>
+import { onMounted, ref } from 'vue'
+import { useRoute, useRouter } from 'vue-router'
+import axios from 'axios'
+
+const route = useRoute()
+const router = useRouter()
+const graphId = ref(route.params.id)
+const error = ref('')
+
+onMounted(async () => {
+  try {
+    // Look up the project that owns this graph_id by scanning the project list
+    // Note: must use /api/... prefix since baseURL is empty
+    const res = await axios.get('/api/graph/project/list', { params: { limit: 200 } })
+    if (!res.data?.success) throw new Error(res.data?.error || 'project list failed')
+    const projects = res.data.data || []
+    const match = projects.find(p => p.graph_id === graphId.value)
+    if (!match) {
+      error.value = `No project found for graph_id "${graphId.value}". The graph may not exist or has been deleted.`
+      return
+    }
+    // Redirect to the project page, which has the full graph visualization
+    await router.replace({ name: 'Process', params: { projectId: match.project_id } })
+  } catch (e) {
+    error.value = e.message || String(e)
+  }
+})
+</script>
+
+<style scoped>
+.graph-redirect {
+  min-height: 100vh;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  background: linear-gradient(180deg, #0e1116 0%, #1a1f2b 100%);
+  color: #cbd5e1;
+  font-family: 'Inter', system-ui, sans-serif;
+}
+.loader {
+  text-align: center;
+  max-width: 480px;
+  padding: 2rem;
+}
+.spinner {
+  width: 48px;
+  height: 48px;
+  border: 3px solid rgba(99, 102, 241, 0.2);
+  border-top-color: #6366f1;
+  border-radius: 50%;
+  margin: 0 auto 1.5rem;
+  animation: spin 0.9s linear infinite;
+}
+@keyframes spin { to { transform: rotate(360deg); } }
+h2 { font-size: 1.5rem; margin: 0 0 0.75rem; color: #f1f5f9; font-weight: 600; }
+p  { font-size: 0.9rem; color: #94a3b8; margin: 0.25rem 0; }
+code { background: rgba(99, 102, 241, 0.15); padding: 0.15em 0.4em; border-radius: 4px; color: #c7d2fe; font-size: 0.85em; }
+.err { color: #fca5a5; }
+</style>