diff --git a/Makefile b/Makefile
index 8b743474..f2dd20b9 100644
--- a/Makefile
+++ b/Makefile
@@ -1,5 +1,5 @@
 
-.PHONY: up down logs lint format
+.PHONY: up up-lite down logs lint format
 
 PYTEST_ARGS ?=
 
@@ -13,6 +13,13 @@ up:
 down:
 	docker compose down
 
+up-lite:
+	@if [ ! -f .env ]; then \
+		echo "Error: .env file not found. Please create it from .env.template"; \
+		exit 1; \
+	fi
+	LITE_MODE=true docker compose up -d postgres redis minio api worker web
+
 logs:
 	@docker logs --tail=50 api-dev
 	@echo "\n\nBranch: $$(git branch --show-current)"
diff --git a/backend/package/yuxi/knowledge/__init__.py b/backend/package/yuxi/knowledge/__init__.py
index e0dc6a0a..abbd3401 100644
--- a/backend/package/yuxi/knowledge/__init__.py
+++ b/backend/package/yuxi/knowledge/__init__.py
@@ -2,15 +2,20 @@ import os
 
 from ..config import config
 from .factory import KnowledgeBaseFactory
-from .graphs.upload_graph_service import UploadGraphService
 from .implementations.dify import DifyKB
-from .implementations.lightrag import LightRagKB
-from .implementations.milvus import MilvusKB
 from .manager import KnowledgeBaseManager
 
-# 注册知识库类型
-KnowledgeBaseFactory.register("milvus", MilvusKB, {"description": "基于 Milvus 的生产级向量知识库，适合高性能部署"})
-KnowledgeBaseFactory.register("lightrag", LightRagKB, {"description": "基于图检索的知识库，支持实体关系构建和复杂查询"})
+_LITE_MODE = os.environ.get("LITE_MODE", "").lower() in ("true", "1")
+
+if not _LITE_MODE:
+    from .graphs.upload_graph_service import UploadGraphService
+    from .implementations.lightrag import LightRagKB
+    from .implementations.milvus import MilvusKB
+
+    # 注册知识库类型
+    KnowledgeBaseFactory.register("milvus", MilvusKB, {"description": "基于 Milvus 的生产级向量知识库，适合高性能部署"})
+    KnowledgeBaseFactory.register("lightrag", LightRagKB, {"description": "基于图检索的知识库，支持实体关系构建和复杂查询"})
+
 KnowledgeBaseFactory.register("dify", DifyKB, {"description": "连接 Dify Dataset 的只读检索知识库"})
 
 # 创建知识库管理器
@@ -18,9 +23,25 @@ work_dir = os.path.join(config.save_dir, "knowledge_base_data")
 knowledge_base = KnowledgeBaseManager(work_dir)
 
 # 创建图数据库实例
-graph_base = UploadGraphService()
+if _LITE_MODE:
+    from ..utils import logger
 
-# 向后兼容：让 GraphDatabase 指向 UploadGraphService
-GraphDatabase = UploadGraphService
+    class _LiteGraphStub:
+        """Lite 模式下的图数据库占位实例，所有操作报告为不可用"""
 
-__all__ = ["GraphDatabase", "UploadGraphService", "knowledge_base", "graph_base"]
+        def is_running(self):
+            return False
+
+        def get_graph_info(self, *args, **kwargs):
+            return None
+
+    graph_base = _LiteGraphStub()
+    # 向后兼容
+    GraphDatabase = _LiteGraphStub
+    logger.info("LITE_MODE enabled, knowledge graph services disabled")
+else:
+    graph_base = UploadGraphService()
+    # 向后兼容：让 GraphDatabase 指向 UploadGraphService
+    GraphDatabase = UploadGraphService
+
+__all__ = ["GraphDatabase", "knowledge_base", "graph_base"]
diff --git a/backend/package/yuxi/knowledge/graphs/adapters/base.py b/backend/package/yuxi/knowledge/graphs/adapters/base.py
index bf2d4ad6..9bdf8916 100644
--- a/backend/package/yuxi/knowledge/graphs/adapters/base.py
+++ b/backend/package/yuxi/knowledge/graphs/adapters/base.py
@@ -155,6 +155,9 @@ class Neo4jConnectionManager:
     def __init__(self):
         self.driver = None
         self.status = "closed"
+        if os.environ.get("LITE_MODE", "").lower() in ("true", "1"):
+            logger.info("LITE_MODE enabled, skipping Neo4j connection")
+            return
         self._connect()
 
     def _connect(self):
diff --git a/backend/server/routers/__init__.py b/backend/server/routers/__init__.py
index a148c318..7399cf4d 100644
--- a/backend/server/routers/__init__.py
+++ b/backend/server/routers/__init__.py
@@ -1,20 +1,20 @@
+import os
+
 from fastapi import APIRouter
 
 from server.routers.auth_router import auth
 from server.routers.chat_router import chat
 from server.routers.dashboard_router import dashboard
 from server.routers.department_router import department
-from server.routers.graph_router import graph
-from server.routers.knowledge_router import knowledge
-from server.routers.evaluation_router import evaluation
 from server.routers.mcp_router import mcp
-from server.routers.mindmap_router import mindmap
 from server.routers.skill_router import skills
 from server.routers.subagent_router import subagents_router
 from server.routers.system_router import system
 from server.routers.task_router import tasks
 from server.routers.tool_router import tools
 
+_LITE_MODE = os.environ.get("LITE_MODE", "").lower() in ("true", "1")
+
 router = APIRouter()
 
 # 注册路由结构
@@ -23,12 +23,20 @@ router.include_router(auth)  # /api/auth/*
 router.include_router(chat)  # /api/chat/*
 router.include_router(dashboard)  # /api/dashboard/*
 router.include_router(department)  # /api/departments/*
-router.include_router(knowledge)  # /api/knowledge/*
-router.include_router(evaluation)  # /api/evaluation/*
-router.include_router(mindmap)  # /api/mindmap/*
-router.include_router(graph)  # /api/graph/*
 router.include_router(tasks)  # /api/tasks/*
 router.include_router(mcp)  # /api/system/mcp-servers/*
 router.include_router(skills)  # /api/system/skills/*
 router.include_router(subagents_router)  # /api/system/subagents/*
 router.include_router(tools)  # /api/system/tools/*
+
+if not _LITE_MODE:
+    from server.routers.graph_router import graph
+    from server.routers.knowledge_router import knowledge
+    from server.routers.evaluation_router import evaluation
+    from server.routers.mindmap_router import mindmap
+
+    router.include_router(knowledge)  # /api/knowledge/*
+    router.include_router(evaluation)  # /api/evaluation/*
+    router.include_router(mindmap)  # /api/mindmap/*
+    router.include_router(graph)  # /api/graph/*
+
diff --git a/backend/server/utils/lifespan.py b/backend/server/utils/lifespan.py
index afc21140..e1655b5b 100644
--- a/backend/server/utils/lifespan.py
+++ b/backend/server/utils/lifespan.py
@@ -37,10 +37,14 @@ async def lifespan(app: FastAPI):
         raise
 
     # 初始化知识库管理器
-    try:
-        await knowledge_base.initialize()
-    except Exception as e:
-        logger.error(f"Failed to initialize knowledge base manager: {e}")
+    import os
+    if os.environ.get("LITE_MODE", "").lower() in ("true", "1"):
+        logger.info("LITE_MODE enabled, skipping knowledge base initialization")
+    else:
+        try:
+            await knowledge_base.initialize()
+        except Exception as e:
+            logger.error(f"Failed to initialize knowledge base manager: {e}")
 
     # 预热 Redis（run 队列）
     try:
diff --git a/docker-compose.yml b/docker-compose.yml
index 9bf074ca..42341bc2 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -58,8 +58,6 @@ services:
         condition: service_healthy
       redis:
         condition: service_healthy
-      milvus:
-        condition: service_healthy
       minio:
         condition: service_healthy
 
@@ -88,6 +86,7 @@ services:
       - .env
     environment:
       - HOST_IP=${HOST_IP:-}
+      - LITE_MODE=${LITE_MODE:-}
       - POSTGRES_URL=${POSTGRES_URL:-postgresql+asyncpg://${POSTGRES_USER:-postgres}:${POSTGRES_PASSWORD:-postgres}@postgres:5432/${POSTGRES_DB:-yuxi_know}}
       - REDIS_URL=${REDIS_URL:-redis://redis:6379/0}
       - RUN_EVENTS_STREAM_TTL_SECONDS=${RUN_EVENTS_STREAM_TTL_SECONDS:-7200}
@@ -114,8 +113,6 @@ services:
         condition: service_healthy
       redis:
         condition: service_healthy
-      milvus:
-        condition: service_healthy
       minio:
         condition: service_healthy
 
@@ -141,11 +138,14 @@ services:
       - NODE_ENV=development
       - VITE_API_URL=http://api:5050
       - VITE_USE_RUNS_API=${VITE_USE_RUNS_API:-false}
+      - VITE_LITE_MODE=${LITE_MODE:-}
     command: pnpm run server
     restart: unless-stopped
 
   # region neo4j
   graph:
+    profiles:
+      - full
     image: neo4j:5.26
     container_name: graph
     ports:
@@ -171,6 +171,8 @@ services:
   # endregion neo4j
 
   etcd:
+    profiles:
+      - full
     container_name: milvus-etcd-dev
     image: quay.io/coreos/etcd:v3.5.5
     environment:
@@ -215,6 +217,8 @@ services:
     restart: unless-stopped
 
   milvus:
+    profiles:
+      - full
     image: milvusdb/milvus:v2.5.6
     container_name: milvus
     command: ["milvus", "run", "standalone"]
diff --git a/docs/intro/quick-start.md b/docs/intro/quick-start.md
index 4e10a059..b0e1c39a 100644
--- a/docs/intro/quick-start.md
+++ b/docs/intro/quick-start.md
@@ -72,6 +72,16 @@ docker compose up --build -d
 
 服务首次启动需要等待镜像拉取和编译，请耐心等待 2-3 分钟。
 
+::: tip 轻量模式（Lite Mode）
+如果你不需要知识库和知识图谱功能，可以使用轻量模式启动，跳过 Milvus、Neo4j、etcd 等服务，节省系统资源：
+
+```bash
+make up-lite
+```
+
+轻量模式仅启动核心服务（前端、后端、PostgreSQL、Redis、MinIO），前端侧边栏会自动隐藏知识库和图谱入口。切换回完整模式只需运行 `make up`。
+:::
+
 ### 步骤四：访问系统
 
 服务启动后，访问以下地址：
diff --git a/scripts/init.sh b/scripts/init.sh
index ee6b67fc..9a5dfe1a 100644
--- a/scripts/init.sh
+++ b/scripts/init.sh
@@ -71,7 +71,7 @@ images=(
 # Pull each image
 for image in "${images[@]}"; do
     echo "🔄 Pulling ${image}..."
-    if bash docker/pull_image.sh "$image"; then
+    if bash scripts/pull_image.sh "$image"; then
         echo "✅ Successfully pulled ${image}"
     else
         echo "❌ Failed to pull ${image}"
diff --git a/web/src/layouts/AppLayout.vue b/web/src/layouts/AppLayout.vue
index ad35e9a6..88abd222 100644
--- a/web/src/layouts/AppLayout.vue
+++ b/web/src/layouts/AppLayout.vue
@@ -99,6 +99,8 @@ console.log(route)
 const activeTaskCount = computed(() => activeCountRef.value || 0)
 
 // 下面是导航菜单部分，添加智能体项
+const isLiteMode = import.meta.env.VITE_LITE_MODE === 'true'
+
 const mainList = computed(() => {
   const items = [
     {
@@ -110,20 +112,22 @@ const mainList = computed(() => {
   ]
 
   if (userStore.isAdmin) {
-    items.push(
-      {
-        name: '图谱',
-        path: '/graph',
-        icon: Waypoints,
-        activeIcon: Waypoints
-      },
-      {
-        name: '知识库',
-        path: '/database',
-        icon: LibraryBig,
-        activeIcon: LibraryBig
-      }
-    )
+    if (!isLiteMode) {
+      items.push(
+        {
+          name: '图谱',
+          path: '/graph',
+          icon: Waypoints,
+          activeIcon: Waypoints
+        },
+        {
+          name: '知识库',
+          path: '/database',
+          icon: LibraryBig,
+          activeIcon: LibraryBig
+        }
+      )
+    }
 
     if (userStore.isSuperAdmin) {
       items.push({
diff --git a/web/src/views/LoginView.vue b/web/src/views/LoginView.vue
index d17f5561..77c5ec66 100644
--- a/web/src/views/LoginView.vue
+++ b/web/src/views/LoginView.vue
@@ -40,9 +40,9 @@
         <div class="card-side is-form">
           <div class="form-wrapper">
             <header class="form-header">
-              <p class="welcome-text">欢迎登录</p>
               <!-- 如果是在初始化，显示特定标题 -->
               <h2 v-if="isFirstRun" class="init-title">系统初始化，请创建超级管理员</h2>
+              <p v-else class="welcome-text">欢迎登录</p>
             </header>
 
             <div class="login-content" :class="{ 'is-initializing': isFirstRun }">
@@ -651,7 +651,6 @@ onUnmounted(() => {
   width: 900px;
   max-width: 95vw;
   height: 560px;
-  max-height: 80vh;
   background: var(--gray-0);
   border-radius: 16px;
   box-shadow: 0 0px 40px var(--shadow-1);
@@ -729,6 +728,10 @@ onUnmounted(() => {
   }
 }
 
+.login-form.login-form--init :deep(.ant-form-item) {
+  margin-bottom: 14px;
+}
+
 .third-party-login {
   margin-top: 16px;
   .divider {