fix: improve llmwiki search integration

.vscode/launch.json

@@ -11,8 +11,7 @@
         "--host",
         "0.0.0.0",
         "--port",
-        "8001",
+        "8001"
-        "--reload"
       ],
       "cwd": "${workspaceFolder}/offline-backend-20260512/backend",
       "python": "${workspaceFolder}/offline-backend-20260512/backend/.venv/Scripts/python.exe",
@@ -24,6 +23,7 @@
         "WEKNORA_ADMIN_PASSWORD": "1qaz@WSX"
       },
       "console": "integratedTerminal",
+      "redirectOutput": true,
       "justMyCode": false,
       "subProcess": true
     },
@@ -31,7 +31,7 @@
       "name": "DeerFlow: Frontend Vite (5174)",
       "type": "node-terminal",
       "request": "launch",
-      "command": "npm run dev -- --host 0.0.0.0 --port 5174",
+      "command": "npm.cmd run dev -- --host 0.0.0.0 --port 5174",
       "cwd": "${workspaceFolder}/frontend-web",
       "env": {
         "VITE_BACKEND_BASE_URL": "http://127.0.0.1:8001",
@@ -40,21 +40,22 @@
       "serverReadyAction": {
         "pattern": "Local:\\s+(https?://[^\\s]+)",
         "uriFormat": "%s",
-        "action": "debugWithChrome",
+        "action": "openExternally"
-        "webRoot": "${workspaceFolder}/frontend-web"
       }
     },
     {
       "name": "DeerFlow: Open Frontend in Chrome",
-      "type": "pwa-chrome",
+      "type": "node-terminal",
       "request": "launch",
-      "url": "http://127.0.0.1:5174/",
+      "preLaunchTask": "DeerFlow: Start Full Stack and Wait",
-      "webRoot": "${workspaceFolder}/frontend-web"
+      "command": "powershell.exe -NoProfile -ExecutionPolicy Bypass -Command \"Start-Process 'http://127.0.0.1:5174/'\"",
+      "cwd": "${workspaceFolder}"
     }
   ],
   "compounds": [
     {
       "name": "DeerFlow: Full Stack (Backend + Frontend)",
+      "preLaunchTask": "DeerFlow: Stop Full Stack",
       "configurations": [
         "DeerFlow: Backend FastAPI (8001)",
         "DeerFlow: Frontend Vite (5174)"

.vscode/tasks.json

@@ -1,6 +1,58 @@
 {
   "version": "2.0.0",
   "tasks": [
+    {
+      "label": "DeerFlow: Start Full Stack and Wait",
+      "type": "process",
+      "command": "powershell.exe",
+      "args": [
+        "-NoProfile",
+        "-ExecutionPolicy",
+        "Bypass",
+        "-File",
+        "${workspaceFolder}/scripts/start-all-and-wait-frontend.ps1"
+      ],
+      "problemMatcher": []
+    },
+    {
+      "label": "DeerFlow: Start Full Stack",
+      "type": "process",
+      "command": "powershell.exe",
+      "args": [
+        "-NoProfile",
+        "-ExecutionPolicy",
+        "Bypass",
+        "-File",
+        "${workspaceFolder}/scripts/start-all.ps1"
+      ],
+      "problemMatcher": []
+    },
+    {
+      "label": "DeerFlow: Stop Full Stack",
+      "type": "process",
+      "command": "powershell.exe",
+      "args": [
+        "-NoProfile",
+        "-ExecutionPolicy",
+        "Bypass",
+        "-File",
+        "${workspaceFolder}/scripts/stop-all.ps1"
+      ],
+      "problemMatcher": []
+    },
+    {
+      "label": "DeerFlow: Status",
+      "type": "process",
+      "command": "powershell.exe",
+      "args": [
+        "-NoProfile",
+        "-ExecutionPolicy",
+        "Bypass",
+        "-File",
+        "${workspaceFolder}/scripts/status.ps1"
+      ],
+      "problemMatcher": []
+    },
     {
       "label": "DeerFlow: Check Local Dev Environment",
       "type": "shell",

frontend-web/src/components/workspace/messages/message-group.tsx

@@ -295,17 +295,19 @@ function ToolCall({
       </ChainOfThoughtStep>
     );
   }
-  if (name === "web_search" || searchItems.length > 0) {
+  if (name === "web_search" || searchItems.length > 0) {
-    const query = resolveSearchQuery(args, result);
+    const query = resolveSearchQuery(args, result);
-    let label: React.ReactNode = t.toolCalls.searchForRelatedInfo;
+    let label: React.ReactNode = t.toolCalls.searchForRelatedInfo;
-    if (query) {
+    if (query) {
-      label =
+      label =
-        name === "web_search"
+        name === "web_search"
-          ? t.toolCalls.searchOnWebFor(query)
+          ? `知识库检索 "${query}"`
-          : t.toolCalls.searchFor(query);
+          : t.toolCalls.searchFor(query);
-    }
+    } else if (name === "web_search") {
-    return (
+      label = "知识库检索";
-      <ChainOfThoughtStep key={id} label={label} icon={SearchIcon}>
+    }
+    return (
+      <ChainOfThoughtStep key={id} label={label} icon={SearchIcon}>
         {searchItems.length > 0 && (
           <WebSearchResultsList results={searchItems} />
         )}
@@ -520,12 +522,12 @@ function ToolCall({
         icon={WrenchIcon}
       ></ChainOfThoughtStep>
     );
-  }
+  }
-}
+}
-
+
-interface GenericCoTStep<T extends string = string> {
+interface GenericCoTStep<T extends string = string> {
-  id?: string;
+  id?: string;
-  messageId?: string;
+  messageId?: string;
   type: T;
 }
 

offline-backend-20260512/backend/app/gateway/llmwiki_rag.py

@@ -101,9 +101,9 @@ def _agent_bound_ids(body: Any) -> list[str]:
 
 
 def resolve_requested_llmwiki_knowledge_base_ids(body: Any) -> list[str]:
-    """Return selected ids plus custom-agent defaults, de-duplicated in order."""
+    """Return knowledge bases explicitly selected for the current conversation."""
 
-    return list(dict.fromkeys([*_agent_bound_ids(body), *_body_selected_ids(body)]))
+    return _body_selected_ids(body)
 
 
 def llmwiki_selection_requested(body: Any) -> bool:

offline-backend-20260512/backend/app/gateway/services.py

@@ -1045,6 +1045,10 @@ async def start_run(
         body_context["rag_mode_enabled"] = True
     if "llmwiki_knowledge_base_ids" not in body_context and llmwiki_rag.knowledge_base_ids:
         body_context["llmwiki_knowledge_base_ids"] = llmwiki_rag.knowledge_base_ids
+    if not llmwiki_rag.knowledge_base_ids:
+        existing_excluded = list(body_context.get("excluded_tools") or getattr(body, "excluded_tools", None) or [])
+        if "llmwiki_search" not in existing_excluded:
+            body_context["excluded_tools"] = [*existing_excluded, "llmwiki_search"]
     # Promote whitelisted top-level body fields into the context map so
     # callers can pass them either nested under ``context`` or as flat
     # top-level fields (``excluded_tools``, ``skill_stop_names``, …).

offline-backend-20260512/backend/packages/harness/deerflow/agents/lead_agent/prompt.py

@@ -2,11 +2,12 @@ from __future__ import annotations
 
 import asyncio
 import logging
-import os
+import os
-import threading
+import threading
-from datetime import datetime
+from datetime import datetime
-from functools import lru_cache
+from functools import lru_cache
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING
+from zoneinfo import ZoneInfo
 
 from deerflow.config.agents_config import load_agent_soul
 from deerflow.skills.storage import get_or_new_skill_storage
@@ -22,7 +23,20 @@ logger = logging.getLogger(__name__)
 # Truthy strings for boolean env vars. Mirrors the convention used by
 # DEER_FLOW_AUTH_DISABLED so operators don't have to learn yet another
 # spelling for "yes, turn this on".
-_TRUTHY = frozenset({"1", "true", "yes", "on", "y"})
+_TRUTHY = frozenset({"1", "true", "yes", "on", "y"})
+_BEIJING_TZ = ZoneInfo("Asia/Shanghai")
+
+
+def _current_time_context() -> str:
+    now = datetime.now(_BEIJING_TZ)
+    return (
+        f"\n<current_datetime timezone=\"Asia/Shanghai\">{now.strftime('%Y-%m-%d %H:%M:%S, %A')}</current_datetime>"
+        "\n<time_grounding>"
+        "When interpreting relative dates such as 今天, 昨天, 近几天, 最近, this week, or last month, "
+        "use current_datetime as the only reference point. Before calling web_search, rewrite relative "
+        "time expressions into concrete dates or date ranges in the query; never infer a stale year."
+        "</time_grounding>"
+    )
 
 
 def _is_offline_mode() -> bool:
@@ -761,7 +775,7 @@ RAG/reference display mode is enabled.
         acp_section=acp_and_mounts_section,
     )
 
-    prompt = prompt + rag_mode_section + f"\n<current_date>{datetime.now().strftime('%Y-%m-%d, %A')}</current_date>"
+    prompt = prompt + rag_mode_section + _current_time_context()
     return prompt
 
 
@@ -1359,7 +1373,7 @@ When a search, knowledge, skill, or MCP tool returns a result list:
         acp_section=acp_and_mounts_section,
     )
 
-    prompt = prompt + rag_mode_section + f"\n<current_date>{datetime.now().strftime('%Y-%m-%d, %A')}</current_date>"
+    prompt = prompt + rag_mode_section + _current_time_context()
 
     if is_notebook_mode:
         source_ids = notebook_source_ids or []

offline-backend-20260512/backend/packages/harness/deerflow/community/configurable_search/tools.py

@@ -6,8 +6,10 @@ import json
 import logging
 from copy import deepcopy
 from dataclasses import dataclass
+from datetime import datetime
 from typing import Any
 from urllib.parse import quote
+from zoneinfo import ZoneInfo
 
 import httpx
 from langchain.tools import tool
@@ -16,6 +18,12 @@ from deerflow.config import get_app_config
 from deerflow.config.tool_config import ToolConfig
 
 logger = logging.getLogger(__name__)
+_BEIJING_TZ = ZoneInfo("Asia/Shanghai")
+
+
+def _current_time_hint() -> str:
+    now = datetime.now(_BEIJING_TZ)
+    return now.strftime("%Y-%m-%d %H:%M:%S, %A, Asia/Shanghai")
 
 
 @dataclass(frozen=True)
@@ -87,6 +95,23 @@ def _text(value: Any) -> str:
     return str(value)
 
 
+def _metadata(item: dict[str, Any]) -> dict[str, Any]:
+    value = item.get("metadata")
+    return value if isinstance(value, dict) else {}
+
+
+def _first_text(*values: Any) -> str:
+    for value in values:
+        text = _text(value).strip()
+        if text:
+            return text
+    return ""
+
+
+def _looks_like_url(value: str) -> bool:
+    return value.startswith(("http://", "https://"))
+
+
 def _error_result(query: str, message: str) -> str:
     return json.dumps(
         {
@@ -100,10 +125,13 @@ def _error_result(query: str, message: str) -> str:
 
 
 def _normalize_results(data: Any, settings: ConfigurableSearchSettings) -> list[dict[str, str]]:
-    if not isinstance(data, dict):
+    if isinstance(data, list):
-        raise ValueError("search API response must be a JSON object")
+        raw_results = data
+    elif isinstance(data, dict):
+        raw_results = data.get("results")
+    else:
+        raise ValueError("search API response must be a JSON object or array")
 
-    raw_results = data.get("results")
     if not isinstance(raw_results, list):
         raise ValueError("search API response field 'results' must be an array")
 
@@ -113,8 +141,21 @@ def _normalize_results(data: Any, settings: ConfigurableSearchSettings) -> list[
             logger.warning("Ignoring non-object search result: %r", item)
             continue
 
-        rec_uuid = _text(item.get("recUuid")).strip()
+        metadata = _metadata(item)
-        original_url = _text(item.get("url")).strip()
+        rec_uuid = _first_text(item.get("recUuid"), item.get("rec_uuid"), metadata.get("recUuid"), metadata.get("rec_uuid"))
+        source = _first_text(item.get("source"), item.get("source1"), metadata.get("source"), metadata.get("source1"))
+        original_url = _first_text(
+            item.get("url"),
+            item.get("link"),
+            item.get("href"),
+            item.get("source_url"),
+            metadata.get("url"),
+            metadata.get("link"),
+            metadata.get("href"),
+            metadata.get("source_url"),
+        )
+        if not original_url and _looks_like_url(source):
+            original_url = source
         result_url = original_url
         if rec_uuid and settings.result_url_template:
             result_url = settings.result_url_template.replace(
@@ -122,14 +163,19 @@ def _normalize_results(data: Any, settings: ConfigurableSearchSettings) -> list[
                 quote(rec_uuid, safe=""),
             )
 
-        normalized.append(
+        normalized_item = {
-            {
+            "recUuid": rec_uuid,
-                "recUuid": rec_uuid,
+            "content": _first_text(item.get("content"), item.get("page_content"), metadata.get("content")),
-                "content": _text(item.get("content")),
+            "title": _first_text(item.get("title"), item.get("m_title"), metadata.get("m_title")),
-                "title": _text(item.get("title")),
+            "url": result_url,
-                "url": result_url,
+        }
-            }
+        if source:
-        )
+            normalized_item["source"] = source
+        publish_time = _first_text(item.get("time"), item.get("publish_time"), item.get("m_publish"), metadata.get("m_publish"))
+        if publish_time:
+            normalized_item["time"] = publish_time
+            normalized_item["publish_time"] = publish_time
+        normalized.append(normalized_item)
     return normalized
 
 
@@ -193,10 +239,14 @@ async def web_search_tool(query: str) -> str:
 
     Args:
         query: Focused search keywords or a natural-language retrieval question.
+            Interpret relative time expressions against the current time in
+            Asia/Shanghai, and include concrete dates/date ranges in the query
+            when the user asks about recent periods.
     """
 
     try:
         settings = ConfigurableSearchSettings.from_tool_config(get_app_config().get_tool_config("web_search"))
     except ValueError as exc:
         return _error_result(query, str(exc))
-    return await execute_search(query, settings)
+    grounded_query = f"{query.strip()}\n当前时间: {_current_time_hint()}" if query.strip() else query
+    return await execute_search(grounded_query, settings)

offline-backend-20260512/backend/packages/harness/deerflow/tools/builtins/llmwiki_search_tool.py

@@ -71,8 +71,8 @@ async def llmwiki_search_tool(
 ) -> str:
     """Search the LLMWiki knowledge selected for this conversation.
 
-    Use this tool when an answer can benefit from the user's managed knowledge
+    Use this tool only when the current conversation explicitly selected one
-    bases or the shared public LLMWiki. It only retrieves passages; it cannot
+    or more LLMWiki knowledge bases. It only retrieves passages; it cannot
     upload, edit, delete, publish or change permissions.
 
     Args:
@@ -90,26 +90,23 @@ async def llmwiki_search_tool(
     selected_ids = selected_knowledge_base_ids(context)
     allowed_ids = _agent_allowed_ids(context)
     if selected_ids is None:
-        selected_ids = allowed_ids
+        return "No LLMWiki knowledge base is selected for this conversation."
     elif allowed_ids is not None and not set(selected_ids).issubset(set(allowed_ids)):
         return "The conversation requested knowledge outside this agent's configured LLMWiki scope."
 
     if selected_ids == []:
         return "No LLMWiki knowledge base is selected for this conversation."
-    if selected_ids is not None:
+    rows = []
-        rows = []
+    for mapping_id in selected_ids:
-        for mapping_id in selected_ids:
+        row = await store.get_authorized(
-            row = await store.get_authorized(
+            mapping_id,
-                mapping_id,
+            user_id,
-                user_id,
+            write=False,
-                write=False,
+            is_admin=is_admin,
-                is_admin=is_admin,
+        )
-            )
+        if row is None:
-            if row is None:
+            return f"Knowledge base {mapping_id!r} is not available to the current user."
-                return f"Knowledge base {mapping_id!r} is not available to the current user."
+        rows.append(row)
-            rows.append(row)
-    else:
-        rows = await store.list_visible(user_id, scope="all", is_admin=False)
     if not rows:
         return "No authorized LLMWiki knowledge bases are available."
 

offline-backend-20260512/backend/packages/harness/tests/test_configurable_web_search.py

@@ -104,6 +104,82 @@ async def test_configurable_search_handles_empty_results() -> None:
     assert result == {"query": "nothing", "total_results": 0, "results": []}
 
 
+@pytest.mark.asyncio
+async def test_configurable_search_accepts_root_array_results() -> None:
+    async def handler(_: httpx.Request) -> httpx.Response:
+        return httpx.Response(
+            200,
+            json=[
+                {
+                    "recUuid": "root-array-record",
+                    "content": "direct array content",
+                    "title": "direct array title",
+                    "url": "https://original.example.test/root-array",
+                }
+            ],
+        )
+
+    result = json.loads(
+        await execute_search(
+            "array response",
+            _settings(result_url_template=""),
+            transport=httpx.MockTransport(handler),
+        )
+    )
+
+    assert result == {
+        "query": "array response",
+        "total_results": 1,
+        "results": [
+            {
+                "recUuid": "root-array-record",
+                "content": "direct array content",
+                "title": "direct array title",
+                "url": "https://original.example.test/root-array",
+            }
+        ],
+    }
+
+
+@pytest.mark.asyncio
+async def test_configurable_search_normalizes_metadata_wrapped_results() -> None:
+    async def handler(_: httpx.Request) -> httpx.Response:
+        return httpx.Response(
+            200,
+            json=[
+                {
+                    "page_content": "outer content",
+                    "metadata": {
+                        "m_title": "metadata title",
+                        "content": "metadata content",
+                        "source1": "https://source.example.test/article/1",
+                        "m_publish": "2026-08-13",
+                    },
+                }
+            ],
+        )
+
+    result = json.loads(
+        await execute_search(
+            "metadata response",
+            _settings(result_url_template=""),
+            transport=httpx.MockTransport(handler),
+        )
+    )
+
+    assert result["results"] == [
+        {
+            "recUuid": "",
+            "content": "outer content",
+            "title": "metadata title",
+            "source": "https://source.example.test/article/1",
+            "time": "2026-08-13",
+            "publish_time": "2026-08-13",
+            "url": "https://source.example.test/article/1",
+        }
+    ]
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
     ("response_factory", "expected_error"),

offline-backend-20260512/backend/tests/test_llmwiki_weknora.py

@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import json
+from types import SimpleNamespace
 
 import httpx
 import pytest
@@ -128,6 +129,18 @@ def test_conversation_selection_is_deduplicated_and_absence_is_distinct() -> Non
     assert selected_knowledge_base_ids({"llmwiki_knowledge_base_ids": ["kb-one", "kb-one", "", "kb-two"]}) == ["kb-one", "kb-two"]
 
 
+def test_llmwiki_rag_only_uses_explicit_conversation_selection() -> None:
+    from app.gateway.llmwiki_rag import resolve_requested_llmwiki_knowledge_base_ids
+
+    body = SimpleNamespace(
+        assistant_id="agent-with-bound-kb",
+        context={},
+        metadata={"llmwiki_knowledge_base_ids": ["kb-one", "kb-one", "", "kb-two"]},
+    )
+
+    assert resolve_requested_llmwiki_knowledge_base_ids(body) == ["kb-one", "kb-two"]
+
+
 def test_weknora_frame_bootstrap_accepts_query_token_only_for_frame_route() -> None:
     from app.gateway.deps import get_request_access_token
 

scripts/env.ps1

@@ -0,0 +1,55 @@
+$ErrorActionPreference = "Stop"
+
+$ScriptDir = Split-Path -Parent $MyInvocation.MyCommand.Path
+$RootDir = Resolve-Path (Join-Path $ScriptDir "..")
+
+$BackendDir = Join-Path $RootDir "offline-backend-20260512\backend"
+$FrontendDir = Join-Path $RootDir "frontend-web"
+$RuntimeDir = Join-Path $RootDir ".runtime"
+$LogDir = Join-Path $RuntimeDir "logs"
+$PidDir = Join-Path $RuntimeDir "pids"
+
+$BackendHost = if ($env:BACKEND_HOST) { $env:BACKEND_HOST } else { "0.0.0.0" }
+$BackendPort = if ($env:BACKEND_PORT) { $env:BACKEND_PORT } else { "8001" }
+$FrontendHost = if ($env:FRONTEND_HOST) { $env:FRONTEND_HOST } else { "0.0.0.0" }
+$FrontendPort = if ($env:FRONTEND_PORT) { $env:FRONTEND_PORT } else { "5174" }
+
+$HostIp = if ($env:HOST_IP) { $env:HOST_IP } else { "127.0.0.1" }
+$BackendPublicBaseUrl = if ($env:BACKEND_PUBLIC_BASE_URL) { $env:BACKEND_PUBLIC_BASE_URL } else { "http://${HostIp}:${BackendPort}" }
+$FrontendPublicBaseUrl = if ($env:FRONTEND_PUBLIC_BASE_URL) { $env:FRONTEND_PUBLIC_BASE_URL } else { "http://${HostIp}:${FrontendPort}" }
+$GatewayCorsOrigins = if ($env:GATEWAY_CORS_ORIGINS) {
+    $env:GATEWAY_CORS_ORIGINS
+} else {
+    "http://localhost:${FrontendPort},http://127.0.0.1:${FrontendPort},http://${HostIp}:${FrontendPort},http://localhost:8080,http://127.0.0.1:8080"
+}
+
+$BackendPython = Join-Path $BackendDir ".venv\Scripts\python.exe"
+$BackendVendorDir = if ($env:BACKEND_VENDOR_DIR) { $env:BACKEND_VENDOR_DIR } else { Join-Path $BackendDir ".deer-flow\python-vendor" }
+
+New-Item -ItemType Directory -Force -Path $LogDir, $PidDir | Out-Null
+
+function Test-PidRunning {
+    param([string]$PidFile)
+    if (-not (Test-Path -LiteralPath $PidFile)) { return $false }
+    $rawPid = (Get-Content -LiteralPath $PidFile -ErrorAction SilentlyContinue | Select-Object -First 1)
+    $processId = 0
+    if (-not [int]::TryParse([string]$rawPid, [ref]$processId)) { return $false }
+    return [bool](Get-Process -Id $processId -ErrorAction SilentlyContinue)
+}
+
+function Stop-ProcessTree {
+    param([int]$ProcessId)
+    $children = Get-CimInstance Win32_Process -Filter "ParentProcessId=$ProcessId" -ErrorAction SilentlyContinue
+    foreach ($child in $children) {
+        Stop-ProcessTree -ProcessId ([int]$child.ProcessId)
+    }
+    $proc = Get-Process -Id $ProcessId -ErrorAction SilentlyContinue
+    if ($proc) {
+        Stop-Process -Id $ProcessId -Force -ErrorAction SilentlyContinue
+    }
+}
+
+function ConvertTo-PSLiteral {
+    param([string]$Value)
+    return "'" + ($Value -replace "'", "''") + "'"
+}

scripts/restart-all.ps1

@@ -0,0 +1,4 @@
+. "$PSScriptRoot\env.ps1"
+
+& "$PSScriptRoot\stop-all.ps1"
+& "$PSScriptRoot\start-all.ps1"

scripts/start-all-and-wait-frontend.ps1

@@ -0,0 +1,21 @@
+. "$PSScriptRoot\env.ps1"
+
+& "$PSScriptRoot\start-all.ps1"
+
+$deadline = (Get-Date).AddSeconds(60)
+$url = "$FrontendPublicBaseUrl/"
+Write-Host "Waiting for frontend: $url"
+
+while ((Get-Date) -lt $deadline) {
+    try {
+        $response = Invoke-WebRequest -UseBasicParsing -Uri $url -TimeoutSec 2
+        if ($response.StatusCode -ge 200 -and $response.StatusCode -lt 500) {
+            Write-Host "Frontend is ready: $url"
+            exit 0
+        }
+    } catch {
+        Start-Sleep -Milliseconds 500
+    }
+}
+
+throw "Timed out waiting for frontend: $url"

scripts/start-all.ps1

@@ -0,0 +1,4 @@
+. "$PSScriptRoot\env.ps1"
+
+& "$PSScriptRoot\start-backend.ps1"
+& "$PSScriptRoot\start-frontend.ps1"

scripts/start-backend.ps1

@@ -0,0 +1,42 @@
+. "$PSScriptRoot\env.ps1"
+
+$PidFile = Join-Path $PidDir "backend.pid"
+$LogFile = Join-Path $LogDir "backend.log"
+
+if (Test-PidRunning $PidFile) {
+    $existingPid = Get-Content -LiteralPath $PidFile | Select-Object -First 1
+    Write-Host "Backend is already running (pid $existingPid)."
+    Write-Host "URL: $BackendPublicBaseUrl"
+    exit 0
+}
+
+if (-not (Test-Path -LiteralPath $BackendPython)) {
+    throw "Backend Python not found: $BackendPython. Run uv sync in offline-backend-20260512/backend first."
+}
+
+Remove-Item -LiteralPath $PidFile -Force -ErrorAction SilentlyContinue
+New-Item -ItemType Directory -Force -Path $BackendVendorDir | Out-Null
+
+Write-Host "Starting backend..."
+Write-Host "Log: $LogFile"
+
+$RunnerFile = Join-Path $RuntimeDir "run-backend.ps1"
+$runner = @"
+`$ErrorActionPreference = "Continue"
+Set-Location -LiteralPath $(ConvertTo-PSLiteral $BackendDir)
+`$env:GATEWAY_CORS_ORIGINS = $(ConvertTo-PSLiteral $GatewayCorsOrigins)
+`$env:PYTHONPATH = $(ConvertTo-PSLiteral ".;$BackendVendorDir")
+if (-not `$env:WEKNORA_ADMIN_PASSWORD) { `$env:WEKNORA_ADMIN_PASSWORD = "1qaz@WSX" }
+cmd.exe /c "`"$(($BackendPython -replace '"', '\"'))`" -m uvicorn app.gateway.app:app --host $(($BackendHost -replace '"', '\"')) --port $(($BackendPort -replace '"', '\"')) --reload > `"$(($LogFile -replace '"', '\"'))`" 2>&1"
+"@
+Set-Content -LiteralPath $RunnerFile -Value $runner -Encoding UTF8
+
+$proc = Start-Process -FilePath "powershell.exe" -ArgumentList @(
+    "-NoProfile",
+    "-ExecutionPolicy", "Bypass",
+    "-File", $RunnerFile
+) -WindowStyle Hidden -PassThru
+
+Set-Content -LiteralPath $PidFile -Value $proc.Id
+Write-Host "Backend started (pid $($proc.Id))."
+Write-Host "URL: $BackendPublicBaseUrl"

scripts/start-frontend.ps1

@@ -0,0 +1,41 @@
+. "$PSScriptRoot\env.ps1"
+
+$PidFile = Join-Path $PidDir "frontend.pid"
+$LogFile = Join-Path $LogDir "frontend.log"
+
+if (Test-PidRunning $PidFile) {
+    $existingPid = Get-Content -LiteralPath $PidFile | Select-Object -First 1
+    Write-Host "Frontend is already running (pid $existingPid)."
+    Write-Host "URL: $FrontendPublicBaseUrl"
+    exit 0
+}
+
+$NpmCmd = (Get-Command npm.cmd -ErrorAction SilentlyContinue).Source
+if (-not $NpmCmd) {
+    throw "npm.cmd was not found in PATH. Install Node.js or add npm.cmd to PATH."
+}
+
+Remove-Item -LiteralPath $PidFile -Force -ErrorAction SilentlyContinue
+
+Write-Host "Starting frontend..."
+Write-Host "Log: $LogFile"
+
+$RunnerFile = Join-Path $RuntimeDir "run-frontend.ps1"
+$runner = @"
+`$ErrorActionPreference = "Continue"
+Set-Location -LiteralPath $(ConvertTo-PSLiteral $FrontendDir)
+`$env:VITE_BACKEND_BASE_URL = $(ConvertTo-PSLiteral $BackendPublicBaseUrl)
+`$env:VITE_LANGGRAPH_BASE_URL = $(ConvertTo-PSLiteral "$BackendPublicBaseUrl/api")
+& $(ConvertTo-PSLiteral $NpmCmd) run dev -- --host $(ConvertTo-PSLiteral $FrontendHost) --port $(ConvertTo-PSLiteral $FrontendPort) *> $(ConvertTo-PSLiteral $LogFile)
+"@
+Set-Content -LiteralPath $RunnerFile -Value $runner -Encoding UTF8
+
+$proc = Start-Process -FilePath "powershell.exe" -ArgumentList @(
+    "-NoProfile",
+    "-ExecutionPolicy", "Bypass",
+    "-File", $RunnerFile
+) -WindowStyle Hidden -PassThru
+
+Set-Content -LiteralPath $PidFile -Value $proc.Id
+Write-Host "Frontend started (pid $($proc.Id))."
+Write-Host "URL: $FrontendPublicBaseUrl"

scripts/status.ps1

@@ -0,0 +1,18 @@
+. "$PSScriptRoot\env.ps1"
+
+$backendPidFile = Join-Path $PidDir "backend.pid"
+$frontendPidFile = Join-Path $PidDir "frontend.pid"
+
+if (Test-PidRunning $backendPidFile) {
+    $pidValue = Get-Content -LiteralPath $backendPidFile | Select-Object -First 1
+    Write-Host "Backend: running (pid $pidValue) $BackendPublicBaseUrl"
+} else {
+    Write-Host "Backend: stopped"
+}
+
+if (Test-PidRunning $frontendPidFile) {
+    $pidValue = Get-Content -LiteralPath $frontendPidFile | Select-Object -First 1
+    Write-Host "Frontend: running (pid $pidValue) $FrontendPublicBaseUrl"
+} else {
+    Write-Host "Frontend: stopped"
+}

scripts/stop-all.ps1

@@ -0,0 +1,4 @@
+. "$PSScriptRoot\env.ps1"
+
+& "$PSScriptRoot\stop-frontend.ps1"
+& "$PSScriptRoot\stop-backend.ps1"

scripts/stop-backend.ps1

@@ -0,0 +1,20 @@
+. "$PSScriptRoot\env.ps1"
+
+$PidFile = Join-Path $PidDir "backend.pid"
+if (-not (Test-Path -LiteralPath $PidFile)) {
+    Write-Host "Backend is not running (no pid file)."
+    exit 0
+}
+
+$rawPid = Get-Content -LiteralPath $PidFile | Select-Object -First 1
+$processId = 0
+if (-not [int]::TryParse([string]$rawPid, [ref]$processId) -or -not (Get-Process -Id $processId -ErrorAction SilentlyContinue)) {
+    Remove-Item -LiteralPath $PidFile -Force -ErrorAction SilentlyContinue
+    Write-Host "Backend is not running (stale pid file removed)."
+    exit 0
+}
+
+Write-Host "Stopping backend (pid $processId)..."
+Stop-ProcessTree -ProcessId $processId
+Remove-Item -LiteralPath $PidFile -Force -ErrorAction SilentlyContinue
+Write-Host "Backend stopped."

scripts/stop-frontend.ps1

@@ -0,0 +1,20 @@
+. "$PSScriptRoot\env.ps1"
+
+$PidFile = Join-Path $PidDir "frontend.pid"
+if (-not (Test-Path -LiteralPath $PidFile)) {
+    Write-Host "Frontend is not running (no pid file)."
+    exit 0
+}
+
+$rawPid = Get-Content -LiteralPath $PidFile | Select-Object -First 1
+$processId = 0
+if (-not [int]::TryParse([string]$rawPid, [ref]$processId) -or -not (Get-Process -Id $processId -ErrorAction SilentlyContinue)) {
+    Remove-Item -LiteralPath $PidFile -Force -ErrorAction SilentlyContinue
+    Write-Host "Frontend is not running (stale pid file removed)."
+    exit 0
+}
+
+Write-Host "Stopping frontend (pid $processId)..."
+Stop-ProcessTree -ProcessId $processId
+Remove-Item -LiteralPath $PidFile -Force -ErrorAction SilentlyContinue
+Write-Host "Frontend stopped."