update the start.bat files

FILE_STRUCTURE.md

@@ -0,0 +1,87 @@
+# IntegraChat - Current File Structure
+
+```
+IntegraChat/
+├── backend/
+│   ├── api/
+│   │   ├── main.py                          # FastAPI main application
+│   │   ├── mcp_clients/
+│   │   │   ├── admin_client.py              # Admin MCP client
+│   │   │   ├── mcp_client.py                # Main MCP client wrapper
+│   │   │   ├── rag_client.py                # RAG MCP client
+│   │   │   └── web_client.py                 # Web search MCP client
+│   │   ├── models/
+│   │   │   ├── __init__.py
+│   │   │   ├── agent.py                     # Agent request/response models
+│   │   │   └── redflag.py                   # Red flag rule models
+│   │   ├── routes/
+│   │   │   ├── admin.py                     # Admin routes
+│   │   │   ├── agent.py                     # Agent chat routes
+│   │   │   ├── analytics.py                 # Analytics routes
+│   │   │   ├── rag.py                       # RAG routes
+│   │   │   └── web.py                       # Web search routes
+│   │   ├── services/
+│   │   │   ├── agent_orchestrator.py        # Main orchestrator (multi-tool execution)
+│   │   │   ├── intent_classifier.py         # Intent classification service
+│   │   │   ├── llm_client.py                # LLM client (Ollama/Groq)
+│   │   │   ├── prompt_builder.py            # Prompt building utilities
+│   │   │   ├── redflag_detector.py          # Red flag detection service
+│   │   │   └── tool_selector.py             # Multi-tool selection logic
+│   │   └── utils/
+│   │       └── text_extractor.py            # Text extraction utilities
+│   ├── mcp_servers/
+│   │   ├── admin_server.py                  # Admin MCP server
+│   │   ├── database.py                      # Database connection utilities
+│   │   ├── embeddings.py                    # Embedding generation
+│   │   ├── main.py                          # RAG MCP server main
+│   │   ├── rag_server.py                    # RAG MCP server
+│   │   ├── web_server.py                    # Web search MCP server (English results)
+│   │   └── models/
+│   │       ├── __init__.py
+│   │       ├── admin.py                     # Admin request models
+│   │       ├── rag.py                       # RAG request models
+│   │       └── web.py                       # Web search request models
+│   ├── tests/
+│   │   ├── conftest.py                      # Pytest configuration
+│   │   ├── test_agent_orchestrator.py       # Orchestrator tests
+│   │   └── test_intent.py                   # Intent classification tests
+│   └── workers/                             # Background workers (empty)
+│
+├── venv/                                    # Python virtual environment
+├── env.example                              # Environment variables template
+├── pytest.ini                               # Pytest configuration
+├── README.md                                # Project documentation
+├── requirements.txt                         # Python dependencies
+└── start.bat                                # Windows startup script
+```
+
+## Key Files Overview
+
+### Core Services
+- **`agent_orchestrator.py`** - Main orchestrator handling multi-tool execution
+- **`tool_selector.py`** - Intelligent multi-tool selection (RAG + Web + LLM)
+- **`intent_classifier.py`** - Classifies user intent
+- **`redflag_detector.py`** - Detects policy violations
+
+### MCP Servers
+- **`rag_server.py`** - RAG/knowledge retrieval server
+- **`web_server.py`** - Web search server (forces English results)
+- **`admin_server.py`** - Admin/governance server
+
+### API Routes
+- **`agent.py`** - Main chat/agent endpoint
+- **`rag.py`** - RAG operations
+- **`web.py`** - Web search operations
+- **`admin.py`** - Admin operations
+- **`analytics.py`** - Analytics endpoints
+
+### Models
+- **`agent.py`** - AgentRequest, AgentDecision, AgentResponse
+- **`redflag.py`** - RedFlagRule, RedFlagMatch
+
+### MCP Clients
+- **`mcp_client.py`** - Unified MCP client wrapper
+- **`rag_client.py`** - RAG client
+- **`web_client.py`** - Web search client
+- **`admin_client.py`** - Admin client
+

requirements.txt

@@ -3,7 +3,7 @@ uvicorn
 requests
 httpx
 python-dotenv
-psycopg2
+psycopg2-binary
 supabase
 sentence-transformers
 pytest

start.bat

@@ -1,13 +1,14 @@
 @echo off
+setlocal enabledelayedexpansion
 echo ========================================
 echo   Starting IntegraChat Backend Server
 echo ========================================
 echo.
 
-REM Get the directory where the batch file is located
+REM Get the directory where the batch file is located and move to project root
 cd /d "%~dp0"
 
-REM Navigate to backend directory
+REM Validate project structure
 if not exist "backend" (
     echo ERROR: backend directory not found!
     echo Please make sure you're running this from the project root.
@@ -15,7 +16,11 @@ if not exist "backend" (
     exit /b 1
 )
 
-cd backend
+if not exist "requirements.txt" (
+    echo ERROR: requirements.txt not found in project root!
+    pause
+    exit /b 1
+)
 
 REM Check if Python is available
 python --version >nul 2>&1
@@ -30,59 +35,90 @@ echo Python version:
 python --version
 echo.
 
-REM Check if virtual environment exists and activate it
-if exist "venv\Scripts\activate.bat" (
-    echo Activating virtual environment...
-    call venv\Scripts\activate.bat
-    echo.
+REM Create virtual environment if needed
+if not exist "venv\Scripts\activate.bat" (
+    echo Creating virtual environment...
+    python -m venv venv
+    if errorlevel 1 (
+        echo ERROR: Failed to create virtual environment!
+        pause
+        exit /b 1
+    )
 )
 
-REM Check if dependencies are installed
-echo Checking dependencies...
-python -c "import fastapi" >nul 2>&1
+REM Activate virtual environment
+echo Activating virtual environment...
+call venv\Scripts\activate.bat
 if errorlevel 1 (
-    echo FastAPI not found. Installing dependencies...
-    if exist "..\requirements.txt" (
-        pip install -r ..\requirements.txt
-    ) else if exist "requirements.txt" (
-        pip install -r requirements.txt
-    ) else (
-        echo Installing FastAPI and Uvicorn...
-        pip install fastapi uvicorn
-    )
-    echo.
+    echo ERROR: Failed to activate virtual environment!
+    pause
+    exit /b 1
 )
+echo.
 
-REM Check if .env file exists
+REM Install dependencies from root requirements.txt
+echo Installing/validating dependencies...
+pip install --upgrade pip >nul
+pip install -r requirements.txt
+if errorlevel 1 (
+    echo ERROR: Failed to install dependencies!
+    pause
+    exit /b 1
+)
+echo.
+
+REM Check if .env file exists in root
 if not exist ".env" (
-    echo Warning: .env file not found!
-    echo Please create .env file from .env.example if needed.
+    echo Warning: .env file not found in project root!
+    echo Please create .env from env.example if needed.
     echo.
 )
 
+REM Prepare environment variables
+set PYTHONPATH=%cd%
+set "APP_PORT=8000"
+if not "%API_PORT%"=="" (
+    set "APP_PORT=%API_PORT%"
+)
+set "VENV_PYTHON=%cd%\venv\Scripts\python.exe"
+if not exist "%VENV_PYTHON%" (
+    echo ERROR: Could not find python executable in venv!
+    pause
+    exit /b 1
+)
+
+REM Launch MCP servers in separate windows
+echo.
+echo Launching MCP servers in separate windows...
+start "RAG MCP (8001)" "%VENV_PYTHON%" -m uvicorn backend.mcp_servers.main:app --host 0.0.0.0 --port 8001
+start "WEB MCP (8002)" "%VENV_PYTHON%" -m uvicorn backend.mcp_servers.web_server:web_app --host 0.0.0.0 --port 8002
+start "ADMIN MCP (8003)" "%VENV_PYTHON%" -m uvicorn backend.mcp_servers.admin_server:admin_app --host 0.0.0.0 --port 8003
+echo MCP servers started. Close their windows or press Ctrl+C inside them to stop.
+echo.
+
 REM Start the FastAPI server
 echo ========================================
 echo   Starting FastAPI server...
 echo   Server will be available at:
-echo   http://localhost:8000
-echo   http://127.0.0.1:8000
+echo   http://localhost:%APP_PORT%
+echo   http://127.0.0.1:%APP_PORT%
 echo ========================================
 echo.
 echo Press Ctrl+C to stop the server
 echo.
 
-python -m uvicorn api.main:app --reload --host 0.0.0.0 --port 8000
+python -m uvicorn backend.api.main:app --reload --host 0.0.0.0 --port %APP_PORT%
 
 if errorlevel 1 (
     echo.
     echo ERROR: Failed to start the server!
     echo.
     echo Common issues:
-    echo 1. Make sure you're in the backend directory
-    echo 2. Check if api/main.py exists
-    echo 3. Verify all dependencies are installed
+    echo 1. Verify backend/api/main.py exists
+    echo 2. Ensure dependencies installed correctly
+    echo 3. Check if another process is using port %APP_PORT%
     echo.
 )
 
 pause
-
+endlocal