diff --git a/.agent/skills/smoke-test/SKILL.md b/.agent/skills/smoke-test/SKILL.md
index 685e8b761..263b05a9f 100644
--- a/.agent/skills/smoke-test/SKILL.md
+++ b/.agent/skills/smoke-test/SKILL.md
@@ -59,7 +59,7 @@ smoke-test/
 2. **Check pnpm** - Package manager
 3. **Check uv** - Python package manager
 4. **Check nginx** - Reverse proxy
-5. **Check required ports** - Confirm that ports 2026, 3000, 8001, and 2024 are not occupied
+5. **Check required ports** - Confirm that ports 2026, 3000, and 8001 are not occupied
 
 **Docker mode environment check** (if Docker is selected):
 1. **Check whether Docker is installed** - Run `docker --version`
@@ -93,17 +93,17 @@ smoke-test/
 ### Phase 5: Service Health Check
 
 **Local mode health check**:
-1. **Check process status** - Confirm that LangGraph, Gateway, Frontend, and Nginx processes are all running
+1. **Check process status** - Confirm that Gateway, Frontend, and Nginx processes are all running
 2. **Check frontend service** - Visit `http://localhost:2026` and verify that the page loads
 3. **Check API Gateway** - Verify the `http://localhost:2026/health` endpoint
-4. **Check LangGraph service** - Verify the availability of relevant endpoints
+4. **Check LangGraph-compatible API** - Verify the `/api/langgraph/*` route exposed by Gateway
 5. **Frontend route smoke check** - Run `bash .agent/skills/smoke-test/scripts/frontend_check.sh` to verify key routes under `/workspace`
 
 **Docker mode health check** (when using Docker):
 1. **Check container status** - Run `docker ps` and confirm that all containers are running
 2. **Check frontend service** - Visit `http://localhost:2026` and verify that the page loads
 3. **Check API Gateway** - Verify the `http://localhost:2026/health` endpoint
-4. **Check LangGraph service** - Verify the availability of relevant endpoints
+4. **Check LangGraph-compatible API** - Verify the `/api/langgraph/*` route exposed by Gateway
 5. **Frontend route smoke check** - Run `bash .agent/skills/smoke-test/scripts/frontend_check.sh` to verify key routes under `/workspace`
 
 ### Optional Functional Verification
@@ -135,7 +135,7 @@ smoke-test/
 
 The following warnings can appear during smoke testing and do not block a successful result:
 - Feishu/Lark SSL errors in Gateway logs (certificate verification failure) can be ignored if that channel is not enabled
-- Warnings in LangGraph logs about missing methods in the custom checkpointer, such as `adelete_for_runs` or `aprune`, do not affect the core functionality
+- Warnings in Gateway logs about missing methods in the custom checkpointer, such as `adelete_for_runs` or `aprune`, do not affect the core functionality
 
 ## Key Tools
 
diff --git a/.agent/skills/smoke-test/references/SOP.md b/.agent/skills/smoke-test/references/SOP.md
index fc05608de..0dfac7c1a 100644
--- a/.agent/skills/smoke-test/references/SOP.md
+++ b/.agent/skills/smoke-test/references/SOP.md
@@ -138,7 +138,6 @@ This document describes the detailed operating steps for each phase of the DeerF
    lsof -i :2026  # Main port
    lsof -i :3000  # Frontend
    lsof -i :8001  # Gateway
-   lsof -i :2024  # LangGraph
    ```
 
 **Success Criteria**: All ports are free, or they are occupied only by DeerFlow-related processes.
@@ -258,7 +257,7 @@ This document describes the detailed operating steps for each phase of the DeerF
 **Steps**:
 1. Run `make dev-daemon` (background mode)
 
-**Description**: This command starts all services (LangGraph, Gateway, Frontend, Nginx).
+**Description**: This command starts all services (Gateway embedded runtime, Frontend, Nginx).
 
 **Notes**:
 - `make dev` runs in the foreground and stops with Ctrl+C
@@ -272,7 +271,6 @@ This document describes the detailed operating steps for each phase of the DeerF
 **Steps**:
 1. Wait 90-120 seconds for all services to start completely
 2. You can monitor startup progress by checking these log files:
-   - `logs/langgraph.log`
    - `logs/gateway.log`
    - `logs/frontend.log`
    - `logs/nginx.log`
@@ -316,11 +314,10 @@ This document describes the detailed operating steps for each phase of the DeerF
 **Steps**:
 1. Run the following command to check processes:
    ```bash
-   ps aux | grep -E "(langgraph|uvicorn|next|nginx)" | grep -v grep
+   ps aux | grep -E "(uvicorn|next|nginx)" | grep -v grep
    ```
 
 **Success Criteria**: Confirm that the following processes are running:
-- LangGraph (`langgraph dev`)
 - Gateway (`uvicorn app.gateway.app:app`)
 - Frontend (`next dev` or `next start`)
 - Nginx (`nginx`)
@@ -356,10 +353,11 @@ curl http://localhost:2026/health
 
 ---
 
-#### 5.1.4 Check LangGraph Service
+#### 5.1.4 Check LangGraph-compatible API
 
 **Steps**:
-1. Visit relevant LangGraph endpoints to verify availability
+1. Visit `http://localhost:2026/api/langgraph/assistants/lead_agent` to verify Gateway's LangGraph-compatible API route is reachable.
+2. A `401` response is acceptable when authentication is enabled and no session cookie is provided.
 
 ---
 
@@ -373,7 +371,6 @@ curl http://localhost:2026/health
    - `deer-flow-nginx`
    - `deer-flow-frontend`
    - `deer-flow-gateway`
-   - `deer-flow-langgraph` (if not in gateway mode)
 
 ---
 
@@ -406,10 +403,11 @@ curl http://localhost:2026/health
 
 ---
 
-#### 5.2.4 Check LangGraph Service
+#### 5.2.4 Check LangGraph-compatible API
 
 **Steps**:
-1. Visit relevant LangGraph endpoints to verify availability
+1. Visit `http://localhost:2026/api/langgraph/assistants/lead_agent` to verify Gateway's LangGraph-compatible API route is reachable.
+2. A `401` response is acceptable when authentication is enabled and no session cookie is provided.
 
 ---
 
diff --git a/.agent/skills/smoke-test/references/troubleshooting.md b/.agent/skills/smoke-test/references/troubleshooting.md
index 242289140..87533d5b0 100644
--- a/.agent/skills/smoke-test/references/troubleshooting.md
+++ b/.agent/skills/smoke-test/references/troubleshooting.md
@@ -254,7 +254,6 @@ Processes exit quickly after running `make dev-daemon`.
 **Solutions**:
 1. Check log files:
    ```bash
-   tail -f logs/langgraph.log
    tail -f logs/gateway.log
    tail -f logs/frontend.log
    tail -f logs/nginx.log
@@ -367,24 +366,7 @@ Errors appear in `gateway.log`.
    uv sync
    ```
 
-4. Confirm that the LangGraph service is running normally (if not in gateway mode)
-
----
-
-### Issue: LangGraph Fails to Start
-
-**Symptoms**:
-Errors appear in `langgraph.log`.
-
-**Solutions**:
-1. Check LangGraph logs:
-   ```bash
-   tail -f logs/langgraph.log
-   ```
-
-2. Check config.yaml
-3. Check whether Python dependencies are complete
-4. Confirm that port 2024 is not occupied
+4. Confirm that the Gateway process is running normally.
 
 ---
 
@@ -519,7 +501,7 @@ Accessing `/health` returns an error or times out.
 
 2. Confirm that config.yaml exists and has valid formatting
 3. Check whether Python dependencies are complete
-4. Confirm that the LangGraph service is running normally
+4. Confirm that the Gateway process is running normally.
 
 **Solutions** (Docker mode):
 1. Check gateway container logs:
@@ -529,7 +511,7 @@ Accessing `/health` returns an error or times out.
 
 2. Confirm that config.yaml is mounted correctly
 3. Check whether Python dependencies are complete
-4. Confirm that the LangGraph service is running normally
+4. Confirm that the Gateway process is running normally.
 
 ---
 
@@ -539,7 +521,7 @@ Accessing `/health` returns an error or times out.
 
 #### View All Service Processes
 ```bash
-ps aux | grep -E "(langgraph|uvicorn|next|nginx)" | grep -v grep
+ps aux | grep -E "(uvicorn|next|nginx)" | grep -v grep
 ```
 
 #### View Service Logs
@@ -548,7 +530,6 @@ ps aux | grep -E "(langgraph|uvicorn|next|nginx)" | grep -v grep
 tail -f logs/*.log
 
 # View specific service logs
-tail -f logs/langgraph.log
 tail -f logs/gateway.log
 tail -f logs/frontend.log
 tail -f logs/nginx.log
diff --git a/.agent/skills/smoke-test/scripts/check_local_env.sh b/.agent/skills/smoke-test/scripts/check_local_env.sh
index 8a77e847b..66f871cfd 100755
--- a/.agent/skills/smoke-test/scripts/check_local_env.sh
+++ b/.agent/skills/smoke-test/scripts/check_local_env.sh
@@ -65,7 +65,7 @@ if ! command -v lsof >/dev/null 2>&1; then
     echo "  Install lsof and rerun this check"
     all_passed=false
 else
-    for port in 2026 3000 8001 2024; do
+    for port in 2026 3000 8001; do
         if lsof -i :$port >/dev/null 2>&1; then
             echo "⚠  Port $port is already in use:"
             lsof -i :$port | head -2
diff --git a/.agent/skills/smoke-test/scripts/deploy_local.sh b/.agent/skills/smoke-test/scripts/deploy_local.sh
index b17baffd0..1d32ab00c 100755
--- a/.agent/skills/smoke-test/scripts/deploy_local.sh
+++ b/.agent/skills/smoke-test/scripts/deploy_local.sh
@@ -54,7 +54,6 @@ echo "=========================================="
 echo ""
 echo "🌐 Access URL: http://localhost:2026"
 echo "📋 View logs:"
-echo "   - logs/langgraph.log"
 echo "   - logs/gateway.log"
 echo "   - logs/frontend.log"
 echo "   - logs/nginx.log"
diff --git a/.agent/skills/smoke-test/scripts/health_check.sh b/.agent/skills/smoke-test/scripts/health_check.sh
index 12bb9913e..09fa3867a 100755
--- a/.agent/skills/smoke-test/scripts/health_check.sh
+++ b/.agent/skills/smoke-test/scripts/health_check.sh
@@ -76,12 +76,11 @@ if [ "$mode" = "docker" ]; then
         all_passed=false
     fi
 else
-    summary_hint="logs/{langgraph,gateway,frontend,nginx}.log"
+    summary_hint="logs/{gateway,frontend,nginx}.log"
     print_step "1. Checking local service ports..."
     check_listen_port "Nginx" 2026
     check_listen_port "Frontend" 3000
     check_listen_port "Gateway" 8001
-    check_listen_port "LangGraph" 2024
 fi
 echo ""
 
@@ -104,8 +103,8 @@ else
 fi
 echo ""
 
-echo "5. Checking LangGraph service..."
-check_http_status "LangGraph service" "http://localhost:2024/" "200|301|302|307|308|404"
+echo "5. Checking LangGraph-compatible Gateway API..."
+check_http_status "LangGraph-compatible Gateway API" "http://localhost:2026/api/langgraph/assistants/lead_agent" "200|401"
 echo ""
 
 echo "=========================================="
diff --git a/.agent/skills/smoke-test/templates/report.docker.template.md b/.agent/skills/smoke-test/templates/report.docker.template.md
index 56e313851..7313ed105 100644
--- a/.agent/skills/smoke-test/templates/report.docker.template.md
+++ b/.agent/skills/smoke-test/templates/report.docker.template.md
@@ -78,7 +78,7 @@
 - [x] Container status - {{status_containers}}
 - [x] Frontend service - {{status_frontend}}
 - [x] API Gateway - {{status_api_gateway}}
-- [x] LangGraph service - {{status_langgraph}}
+- [x] LangGraph-compatible Gateway API - {{status_langgraph}}
 
 **Phase Status**: {{stage5_status}}
 
@@ -147,7 +147,6 @@ Commit Message: {{git_commit_message}}
 | deer-flow-nginx | {{nginx_status}} | {{nginx_uptime}} |
 | deer-flow-frontend | {{frontend_status}} | {{frontend_uptime}} |
 | deer-flow-gateway | {{gateway_status}} | {{gateway_uptime}} |
-| deer-flow-langgraph | {{langgraph_status}} | {{langgraph_uptime}} |
 
 ---
 
diff --git a/.agent/skills/smoke-test/templates/report.local.template.md b/.agent/skills/smoke-test/templates/report.local.template.md
index 1f0790ec8..faf8861ab 100644
--- a/.agent/skills/smoke-test/templates/report.local.template.md
+++ b/.agent/skills/smoke-test/templates/report.local.template.md
@@ -80,7 +80,7 @@
 - [x] Process status - {{status_processes}}
 - [x] Frontend service - {{status_frontend}}
 - [x] API Gateway - {{status_api_gateway}}
-- [x] LangGraph service - {{status_langgraph}}
+- [x] LangGraph-compatible Gateway API - {{status_langgraph}}
 
 **Phase Status**: {{stage5_status}}
 
@@ -152,7 +152,7 @@ Commit Message: {{git_commit_message}}
 | Nginx | {{nginx_status}} | {{nginx_endpoint}} |
 | Frontend | {{frontend_status}} | {{frontend_endpoint}} |
 | Gateway | {{gateway_status}} | {{gateway_endpoint}} |
-| LangGraph | {{langgraph_status}} | {{langgraph_endpoint}} |
+| Gateway LangGraph API | {{langgraph_status}} | {{langgraph_endpoint}} |
 
 ---
 
@@ -166,7 +166,7 @@ Commit Message: {{git_commit_message}}
 
 ### If the Test Fails
 1. [ ] Review references/troubleshooting.md for common solutions
-2. [ ] Check local logs: `logs/{langgraph,gateway,frontend,nginx}.log`
+2. [ ] Check local logs: `logs/{gateway,frontend,nginx}.log`
 3. [ ] Verify configuration file format and content
 4. [ ] If needed, fully reset the environment: `make stop && make clean && make install && make dev-daemon`
 
diff --git a/backend/CLAUDE.md b/backend/CLAUDE.md
index b655b2225..a7a22e7af 100644
--- a/backend/CLAUDE.md
+++ b/backend/CLAUDE.md
@@ -343,7 +343,7 @@ Proxied through nginx: `/api/langgraph/*` → Gateway LangGraph-compatible runti
 - **Cache invalidation**: Detects config file changes via mtime comparison
 - **Transports**: stdio (command-based), SSE, HTTP
 - **OAuth (HTTP/SSE)**: Supports token endpoint flows (`client_credentials`, `refresh_token`) with automatic token refresh + Authorization header injection
-- **Runtime updates**: Gateway API saves to extensions_config.json; LangGraph detects via mtime
+- **Runtime updates**: Gateway API saves to extensions_config.json; the Gateway-embedded runtime detects changes via mtime
 
 ### Skills System (`packages/harness/deerflow/skills/`)
 
@@ -370,7 +370,7 @@ Proxied through nginx: `/api/langgraph/*` → Gateway LangGraph-compatible runti
 
 ### IM Channels System (`app/channels/`)
 
-Bridges external messaging platforms (Feishu, Slack, Telegram, DingTalk) to the DeerFlow agent via the LangGraph Server.
+Bridges external messaging platforms (Feishu, Slack, Telegram, DingTalk) to the DeerFlow agent via Gateway's LangGraph-compatible API.
 
 
 **Architecture**: Channels communicate with Gateway through the `langgraph-sdk` HTTP client (same as the frontend), ensuring threads are created and managed server-side. The internal SDK client injects process-local internal auth plus a matching CSRF cookie/header pair so Gateway accepts state-changing thread/run requests from channel workers without relying on browser session cookies.
diff --git a/backend/app/gateway/routers/mcp.py b/backend/app/gateway/routers/mcp.py
index d38406266..168fbab69 100644
--- a/backend/app/gateway/routers/mcp.py
+++ b/backend/app/gateway/routers/mcp.py
@@ -276,10 +276,9 @@ async def update_mcp_configuration(request: McpConfigUpdateRequest) -> McpConfig
 
         logger.info(f"MCP configuration updated and saved to: {config_path}")
 
-        # NOTE: No need to reload/reset cache here - LangGraph Server (separate process)
-        # will detect config file changes via mtime and reinitialize MCP tools automatically
-
-        # Reload the configuration and update the global cache
+        # Reload the Gateway configuration and update the global cache. The
+        # agent runtime lives in Gateway, so this keeps API reads and tool
+        # execution aligned after extensions_config.json changes.
         reloaded_config = reload_extensions_config()
         servers = {name: _mask_server_config(McpServerConfigResponse(**server.model_dump())) for name, server in reloaded_config.mcp_servers.items()}
         return McpConfigResponse(mcp_servers=servers)
diff --git a/backend/docs/AUTH_TEST_PLAN.md b/backend/docs/AUTH_TEST_PLAN.md
index e5245d60b..bae2dc222 100644
--- a/backend/docs/AUTH_TEST_PLAN.md
+++ b/backend/docs/AUTH_TEST_PLAN.md
@@ -4,10 +4,12 @@
 
 | 模式 | 启动命令 | Auth 层 | 端口 |
 |------|---------|---------|------|
-| 标准模式 | `make dev` | Gateway AuthMiddleware + LangGraph auth | 2026 (nginx) |
-| Gateway 模式 | `make dev-pro` | Gateway AuthMiddleware（全量） | 2026 (nginx) |
+| 标准模式 | `make dev` | Gateway AuthMiddleware（全量） | 2026 (nginx) |
 | 直连 Gateway | `cd backend && make gateway` | Gateway AuthMiddleware | 8001 |
-| 直连 LangGraph | `cd backend && make dev` | LangGraph auth | 2024 |
+| 直连 LangGraph 兼容性 | 手动运行 LangGraph 工具链时使用 | LangGraph auth | 2024 |
+
+`make dev`、Docker dev 和生产部署默认都运行 Gateway embedded runtime。
+`app.gateway.langgraph_auth` 仅用于保留的直连 LangGraph 工具链 / Studio 兼容性测试，不是标准服务启动路径。
 
 每种模式下都需执行以下测试。
 
@@ -21,10 +23,8 @@
 # 清除已有数据
 rm -f backend/.deer-flow/data/deerflow.db
 
-# 选择模式启动
-make dev          # 标准模式
-# 或
-make dev-pro      # Gateway 模式
+# 启动标准模式（Gateway embedded runtime）
+make dev
 ```
 
 **验证点：**
@@ -57,7 +57,7 @@ make dev
 
 ## 二、接口流程测试
 
-> 以下用 `BASE=http://localhost:2026` 为例。标准模式和 Gateway 模式都用此地址。
+> 以下用 `BASE=http://localhost:2026` 为例。标准模式经 nginx 暴露此地址。
 > 直连测试替换为对应端口。
 >
 > **CSRF token 提取**：多处用到从 cookie jar 提取 CSRF token，统一使用：
@@ -211,20 +211,18 @@ curl -s -X POST $BASE/api/threads/search \
 
 **预期：** 返回 0 或仅包含 user2 自己的 thread
 
-### 2.3 标准模式 LangGraph Server 隔离
+### 2.3 LangGraph-compatible Gateway 路由隔离
 
-> 仅在标准模式下测试。Gateway 模式不跑 LangGraph Server。
-
-#### TC-API-10: LangGraph 端点需要 cookie
+#### TC-API-10: LangGraph-compatible 端点需要 cookie
 
 ```bash
-# 不带 cookie 访问 LangGraph 接口
+# 不带 cookie 访问 LangGraph-compatible 接口
 curl -s -w "%{http_code}" $BASE/api/langgraph/threads
 ```
 
 **预期：** 401
 
-#### TC-API-11: LangGraph 带 cookie 可访问
+#### TC-API-11: LangGraph-compatible 路由带 cookie 可访问
 
 ```bash
 curl -s $BASE/api/langgraph/threads -b user1.txt | jq length
@@ -232,10 +230,10 @@ curl -s $BASE/api/langgraph/threads -b user1.txt | jq length
 
 **预期：** 200，返回 user1 的 thread 列表
 
-#### TC-API-12: LangGraph 隔离 — 用户只看到自己的
+#### TC-API-12: LangGraph-compatible 路由隔离 — 用户只看到自己的
 
 ```bash
-# user2 查 LangGraph threads
+# user2 查 threads
 curl -s $BASE/api/langgraph/threads -b user2.txt | jq length
 ```
 
@@ -1234,21 +1232,11 @@ P2=$(awk -F': ' '/^password:/ {print $2}' /tmp/deerflow-reset-p2.txt)
 ## 七、模式差异测试
 
 > 以下用 `GW=http://localhost:8001` 表示直连 Gateway，`BASE=http://localhost:2026` 表示经 nginx。
-> Gateway 模式启动命令：`make dev-pro`（或 `./scripts/serve.sh --dev --gateway`）。
+> 标准启动命令：`make dev`（或 `./scripts/serve.sh --dev`）。
 
-### 7.1 标准模式独有
+### 7.1 标准启动模式
 
-> 启动命令：`make dev`（或 `./scripts/serve.sh --dev`）
-
-#### TC-MODE-01: LangGraph Server 独立运行，需 cookie
-
-```bash
-# 无 cookie 访问 LangGraph
-curl -s -w "%{http_code}" -o /dev/null $BASE/api/langgraph/threads/search
-# 预期: 403（LangGraph auth handler 拒绝）
-```
-
-#### TC-MODE-02: LangGraph auth 的 token_version 检查
+#### TC-MODE-01: Gateway AuthMiddleware 的 token_version 检查
 
 ```bash
 # 登录拿 cookie
@@ -1261,9 +1249,9 @@ curl -s -X POST $BASE/api/v1/auth/change-password \
   -b cookies.txt -H "Content-Type: application/json" -H "X-CSRF-Token: $CSRF" \
   -d '{"current_password":"正确密码","new_password":"NewPass1!"}' -c new_cookies.txt
 
-# 用旧 cookie 访问 LangGraph
+# 用旧 cookie 访问 LangGraph-compatible 路由
 curl -s -w "%{http_code}" $BASE/api/langgraph/threads/search -b cookies.txt
-# 预期: 403（token_version 不匹配）
+# 预期: 401（token_version 不匹配）
 
 # 用新 cookie 访问
 CSRF2=$(grep csrf_token new_cookies.txt | awk '{print $NF}')
@@ -1272,7 +1260,7 @@ curl -s -w "%{http_code}" -X POST $BASE/api/langgraph/threads/search \
 # 预期: 200
 ```
 
-#### TC-MODE-03: LangGraph auth 的 owner filter 隔离
+#### TC-MODE-02: Gateway owner filter 隔离
 
 ```bash
 # user1 创建 thread
@@ -1297,18 +1285,9 @@ print('OK: user2 sees', len(threads), 'threads, none belong to user1')
 "
 ```
 
-### 7.2 Gateway 模式独有
-
-> 启动命令：`make dev-pro`（或 `./scripts/serve.sh --dev --gateway`）
-> 无 LangGraph Server 进程，agent runtime 嵌入 Gateway。
-
-#### TC-MODE-04: 所有请求经 AuthMiddleware
+#### TC-MODE-03: 所有请求经 AuthMiddleware
 
 ```bash
-# 确认 LangGraph Server 未运行
-curl -s -w "%{http_code}" -o /dev/null http://localhost:2024/ok
-# 预期: 000（连接被拒）
-
 # Gateway API 受保护
 curl -s -w "%{http_code}" -o /dev/null $BASE/api/models
 # 预期: 401
@@ -1319,7 +1298,7 @@ curl -s -w "%{http_code}" -o /dev/null -X POST $BASE/api/langgraph/threads/searc
 # 预期: 401
 ```
 
-#### TC-MODE-05: Gateway 模式下完整 auth 流程
+#### TC-MODE-04: 标准模式下完整 auth 流程
 
 ```bash
 # 登录
@@ -1334,7 +1313,7 @@ curl -s -X POST $BASE/api/langgraph/threads \
   -d '{"metadata":{}}' | python3 -c "import sys,json; print(json.load(sys.stdin)['thread_id'])"
 # 预期: 返回 thread_id
 
-# CSRF 保护（Gateway 模式下 CSRFMiddleware 直接覆盖所有路由）
+# CSRF 保护（CSRFMiddleware 覆盖所有 Gateway 路由）
 curl -s -w "%{http_code}" -o /dev/null -X POST $BASE/api/langgraph/threads \
   -b cookies.txt -H "Content-Type: application/json" -d '{"metadata":{}}'
 # 预期: 403（CSRF token missing）
@@ -1433,7 +1412,7 @@ done
 
 ### 7.4 Docker 部署
 
-> 启动命令：`./scripts/deploy.sh`（标准）或 `./scripts/deploy.sh --gateway`（Gateway 模式）
+> 启动命令：`./scripts/deploy.sh`
 > Docker Compose 文件：`docker/docker-compose.yaml`
 >
 > 前置条件：
@@ -1542,16 +1521,16 @@ docker logs deer-flow-gateway 2>&1 | grep -iE "Password: .{15,}" && echo "FAIL:
 - 容器日志输出**路径**（不是密码本身），符合 CodeQL `py/clear-text-logging-sensitive-data` 规则
 - `grep "Password:"` 在日志中**应当无匹配**（旧行为已废弃，simplify pass 移除了日志泄露路径）
 
-#### TC-DOCKER-06: Gateway 模式 Docker 部署
+#### TC-DOCKER-06: Docker 部署
 
 ```bash
-# Gateway 模式：无 langgraph 容器
-./scripts/deploy.sh --gateway
+# 标准 Docker 模式：runtime 嵌入 gateway 容器
+./scripts/deploy.sh
 sleep 15
 
-# 确认 langgraph 容器不存在
-docker ps --filter name=deer-flow-langgraph --format '{{.Names}}' | wc -l
-# 预期: 0
+# 确认 gateway 容器存在
+docker ps --filter name=deer-flow-gateway --format '{{.Names}}'
+# 预期: deer-flow-gateway
 
 # auth 流程正常：未登录受保护接口返回 401
 curl -s -w "%{http_code}" -o /dev/null $BASE/api/models
diff --git a/backend/docs/TODO.md b/backend/docs/TODO.md
index 421e02ec7..27e45e6d8 100644
--- a/backend/docs/TODO.md
+++ b/backend/docs/TODO.md
@@ -26,7 +26,7 @@
   - Replace sync `requests` with `httpx.AsyncClient` in community tools (tavily, jina_ai, firecrawl, infoquest, image_search)
   - [x] Replace sync `model.invoke()` with async `model.ainvoke()` in title_middleware and memory updater
   - Consider `asyncio.to_thread()` wrapper for remaining blocking file I/O
-  - For production: use `langgraph up` (multi-worker) instead of `langgraph dev` (single-worker)
+  - For production: tune Gateway worker/runtime settings for long-running agent workloads
 
 ## Resolved Issues
 
diff --git a/backend/packages/harness/deerflow/mcp/cache.py b/backend/packages/harness/deerflow/mcp/cache.py
index f04fe0054..20cc48b1e 100644
--- a/backend/packages/harness/deerflow/mcp/cache.py
+++ b/backend/packages/harness/deerflow/mcp/cache.py
@@ -87,8 +87,7 @@ def get_cached_mcp_tools() -> list[BaseTool]:
 
     Also checks if the config file has been modified since last initialization,
     and re-initializes if needed. This ensures that changes made through the
-    Gateway API (which runs in a separate process) are reflected in the
-    LangGraph Server.
+    Gateway API are reflected in the Gateway-embedded LangGraph runtime.
 
     Returns:
         List of cached MCP tools.
diff --git a/backend/tests/test_gateway_runtime_cleanup.py b/backend/tests/test_gateway_runtime_cleanup.py
index 895e04885..050a20133 100644
--- a/backend/tests/test_gateway_runtime_cleanup.py
+++ b/backend/tests/test_gateway_runtime_cleanup.py
@@ -83,3 +83,24 @@ def test_frontend_rewrites_langgraph_prefix_to_gateway():
     assert "DEER_FLOW_INTERNAL_LANGGRAPH_BASE_URL" not in next_config
     assert "http://127.0.0.1:2024" not in next_config
     assert "langgraph-compat" not in api_client
+
+
+def test_smoke_test_docs_do_not_expect_standalone_langgraph_server():
+    smoke_files = {
+        ".agent/skills/smoke-test/SKILL.md": _read(".agent/skills/smoke-test/SKILL.md"),
+        ".agent/skills/smoke-test/references/SOP.md": _read(".agent/skills/smoke-test/references/SOP.md"),
+        ".agent/skills/smoke-test/references/troubleshooting.md": _read(".agent/skills/smoke-test/references/troubleshooting.md"),
+        ".agent/skills/smoke-test/scripts/check_local_env.sh": _read(".agent/skills/smoke-test/scripts/check_local_env.sh"),
+        ".agent/skills/smoke-test/scripts/deploy_local.sh": _read(".agent/skills/smoke-test/scripts/deploy_local.sh"),
+        ".agent/skills/smoke-test/scripts/health_check.sh": _read(".agent/skills/smoke-test/scripts/health_check.sh"),
+        ".agent/skills/smoke-test/templates/report.local.template.md": _read(".agent/skills/smoke-test/templates/report.local.template.md"),
+        ".agent/skills/smoke-test/templates/report.docker.template.md": _read(".agent/skills/smoke-test/templates/report.docker.template.md"),
+    }
+
+    for path, content in smoke_files.items():
+        assert "localhost:2024" not in content, path
+        assert "127.0.0.1:2024" not in content, path
+        assert "deer-flow-langgraph" not in content, path
+        assert "langgraph.log" not in content, path
+        assert "LangGraph service" not in content, path
+        assert "langgraph dev" not in content, path
diff --git a/frontend/.env.example b/frontend/.env.example
index c5d397e90..aeb458e5b 100644
--- a/frontend/.env.example
+++ b/frontend/.env.example
@@ -10,10 +10,11 @@
 # should be updated accordingly.
 
 # Backend API URLs (optional)
-# Leave these commented out to use the default nginx proxy (recommended for `make dev`)
-# Only set these if you need to connect to backend services directly
+# Leave these commented out to use the default nginx proxy (recommended for `make dev`).
+# Only set these if you need to connect to the Gateway service directly.
+# For split-origin browser access, also configure GATEWAY_CORS_ORIGINS.
 # NEXT_PUBLIC_BACKEND_BASE_URL="http://localhost:8001"
-# NEXT_PUBLIC_LANGGRAPH_BASE_URL="http://localhost:2024"
+# NEXT_PUBLIC_LANGGRAPH_BASE_URL="http://localhost:8001/api"
 
 # Server-only Gateway wiring used by SSR (auth checks, /api/* rewrites).
 # Defaults to localhost — only override for non-local deployments.
diff --git a/frontend/CLAUDE.md b/frontend/CLAUDE.md
index 1f66bf98e..d431670d2 100644
--- a/frontend/CLAUDE.md
+++ b/frontend/CLAUDE.md
@@ -88,7 +88,11 @@ Backend API URLs are optional; an nginx proxy is used by default:
 
 ```
 NEXT_PUBLIC_BACKEND_BASE_URL=http://localhost:8001
-NEXT_PUBLIC_LANGGRAPH_BASE_URL=http://localhost:2024
+NEXT_PUBLIC_LANGGRAPH_BASE_URL=http://localhost:8001/api
 ```
 
+Leave these unset for the standard `make dev` / Docker flow, where nginx serves
+the public `/api/langgraph/*` prefix and rewrites it to Gateway's native `/api/*`
+routes.
+
 Requires Node.js 22+ and pnpm 10.26.2+.