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# ποΈ MCP Server - Complete Project Structure
## π PROJECT OVERVIEW
MCP Server is a unified Model Context Protocol implementation with advanced features including META-MINDS AI analytics, real-time streaming, monitoring, and comprehensive automation capabilities.
## π― MAIN FEATURES
- Model Context Protocol (MCP) implementation
- META-MINDS AI-powered data analytics
- Real-time streaming and monitoring
- File management and versioning
- Context storage and retrieval
- Multi-automation platform
- Docker containerization
- Firebase deployment support
## π COMPLETE PROJECT STRUCTURE
```
NEW MCP/
βββ π backend/ # π§ BACKEND APPLICATION
β βββ π app/ # Main application code
β β βββ π mcp_tools/ # π§ MCP TOOLS TAB
β β β βββ __init__.py # Package initialization
β β β βββ routes.py # MCP Tools API routes (moved from api/mcp_routes.py)
β β β βββ π core/ # Tool execution engine
β β β β βββ __init__.py
β β β β βββ tool_executor.py # Tool execution logic
β β β β βββ tool_registry.py # Tool discovery and registration
β β β β βββ parameter_validator.py # Parameter validation
β β β βββ π utils/ # Tool utilities
β β β βββ __init__.py
β β β βββ result_formatter.py # Result formatting
β β β βββ tool_helpers.py # Tool helper functions
β β β
β β βββ π context/ # π CONTEXT TAB
β β β βββ __init__.py # Package initialization
β β β βββ routes.py # Context API routes (moved from api/context_routes.py)
β β β βββ π core/ # Context management
β β β β βββ __init__.py
β β β β βββ context_manager.py # Context storage and retrieval
β β β β βββ context_storage.py # Context persistence
β β β β βββ context_retrieval.py # Context retrieval logic
β β β βββ π utils/ # Context utilities
β β β βββ __init__.py
β β β βββ context_formatter.py # Context formatting
β β β βββ context_helpers.py # Context helper functions
β β β
β β βββ π files/ # π FILES TAB
β β β βββ __init__.py # Package initialization
β β β βββ routes.py # File API routes (moved from api/file_routes.py)
β β β βββ π core/ # File management
β β β β βββ __init__.py
β β β β βββ file_manager.py # File upload/download/management
β β β β βββ file_uploader.py # File upload logic
β β β β βββ file_downloader.py # File download logic
β β β β βββ file_versioning.py # File versioning system
β β β βββ π utils/ # File utilities
β β β βββ __init__.py
β β β βββ file_validator.py # File validation
β β β βββ file_helpers.py # File helper functions
β β β
β β βββ π streaming/ # π‘ STREAMING TAB
β β β βββ __init__.py # Package initialization
β β β βββ routes.py # Streaming API routes (moved from api/stream_routes.py)
β β β βββ π core/ # SSE engine
β β β β βββ __init__.py
β β β β βββ sse_engine.py # Server-Sent Events engine
β β β β βββ stream_manager.py # Stream management
β β β β βββ event_broadcaster.py # Event broadcasting
β β β βββ π utils/ # Streaming utilities
β β β βββ __init__.py
β β β βββ stream_formatter.py # Stream formatting
β β β βββ stream_helpers.py # Stream helper functions
β β β
β β βββ π monitoring/ # π MONITORING TAB
β β β βββ __init__.py # Package initialization
β β β βββ routes.py # Monitoring API routes (moved from api/monitoring_routes.py)
β β β βββ π core/ # Monitoring engine
β β β β βββ __init__.py
β β β β βββ health_checker.py # Health check system
β β β β βββ metrics_collector.py # Metrics collection
β β β β βββ system_monitor.py # System monitoring
β β β βββ π utils/ # Monitoring utilities
β β β βββ __init__.py
β β β βββ metrics_formatter.py # Metrics formatting
β β β βββ monitoring_helpers.py # Monitoring helper functions
β β β
β β βββ π help/ # β HELP TAB
β β β βββ __init__.py # Package initialization
β β β βββ routes.py # Help API routes
β β β βββ π core/ # Help system
β β β β βββ __init__.py
β β β β βββ guide_manager.py # Guide management
β β β β βββ documentation_generator.py # Documentation generation
β β β β βββ tutorial_system.py # Tutorial system
β β β βββ π utils/ # Help utilities
β β β βββ __init__.py
β β β βββ help_formatter.py # Help formatting
β β β βββ help_helpers.py # Help helper functions
β β β
β β βββ π automations/ # π€ AUTOMATIONS TAB
β β β βββ __init__.py # Package initialization
β β β βββ π meta_minds/ # π§ META-MINDS AUTOMATION
β β β β βββ __init__.py # Package initialization
β β β β βββ π core/ # META-MINDS core engine
β β β β β βββ __init__.py
β β β β β βββ engine.py # META-MINDS core engine (moved from integrations/meta_minds.py)
β β β β βββ π workflows/ # META-MINDS workflows
β β β β β βββ __init__.py
β β β β β βββ automation.py # META-MINDS workflows (moved from workflows/meta_minds_workflow.py)
β β β β βββ π api/ # META-MINDS API routes
β β β β β βββ __init__.py
β β β β β βββ routes.py # Analytics API routes (moved from api/analytics_routes.py)
β β β β βββ π config/ # META-MINDS configuration
β β β β βββ __init__.py
β β β β βββ settings.py # META-MINDS settings
β β β β
β β β βββ π document_processing/ # π DOCUMENT PROCESSING
β β β β βββ __init__.py # Package initialization
β β β β βββ π core/ # Document processing engines
β β β β β βββ __init__.py
β β β β β βββ pdf_processor.py # PDF text extraction
β β β β β βββ word_processor.py # Word document processing
β β β β β βββ ocr_engine.py # Image OCR processing
β β β β β βββ format_converter.py # Format conversion
β β β β βββ π workflows/ # Document automation workflows
β β β β β βββ __init__.py
β β β β β βββ batch_processor.py # Batch document processing
β β β β β βββ invoice_processor.py # Invoice processing workflow
β β β β βββ π api/ # Document API routes
β β β β β βββ __init__.py
β β β β β βββ routes.py # Document processing API
β β β β βββ π config/ # Document processing configuration
β β β β βββ __init__.py
β β β β βββ settings.py # Document processing settings
β β β β
β β β βββ π workflow_builder/ # β‘ WORKFLOW BUILDER
β β β β βββ __init__.py # Package initialization
β β β β βββ π core/ # Visual designer engine
β β β β β βββ __init__.py
β β β β β βββ visual_designer.py # Drag-and-drop workflow designer
β β β β β βββ workflow_engine.py # Workflow execution engine
β β β β β βββ conditional_logic.py # Conditional logic processor
β β β β βββ π workflows/ # Workflow automation
β β β β β βββ __init__.py
β β β β β βββ scheduler.py # Workflow scheduling
β β β β β βββ executor.py # Workflow execution
β β β β βββ π api/ # Workflow API routes
β β β β β βββ __init__.py
β β β β β βββ routes.py # Workflow builder API
β β β β βββ π config/ # Workflow builder configuration
β β β β βββ __init__.py
β β β β βββ settings.py # Workflow builder settings
β β β β
β β β βββ π data_integration/ # π DATA INTEGRATION
β β β β βββ __init__.py # Package initialization
β β β β βββ π core/ # API & DB connectors
β β β β β βββ __init__.py
β β β β β βββ api_connector.py # API integration engine
β β β β β βββ db_connector.py # Database connector
β β β β β βββ sync_engine.py # Data synchronization
β β β β βββ π workflows/ # Data sync automation
β β β β β βββ __init__.py
β β β β β βββ etl_pipeline.py # ETL pipeline automation
β β β β β βββ real_time_sync.py # Real-time data sync
β β β β βββ π api/ # Integration API routes
β β β β β βββ __init__.py
β β β β β βββ routes.py # Data integration API
β β β β βββ π config/ # Integration configuration
β β β β βββ __init__.py
β β β β βββ settings.py # Data integration settings
β β β β
β β β βββ π report_generator/ # π REPORT GENERATOR
β β β β βββ __init__.py # Package initialization
β β β β βββ π core/ # Report engine
β β β β β βββ __init__.py
β β β β β βββ report_engine.py # Report generation engine
β β β β β βββ template_manager.py # Report template management
β β β β β βββ chart_generator.py # Chart and graph generation
β β β β βββ π workflows/ # Report automation
β β β β β βββ __init__.py
β β β β β βββ scheduler.py # Report scheduling
β β β β β βββ distributor.py # Report distribution
β β β β βββ π api/ # Report API routes
β β β β β βββ __init__.py
β β β β β βββ routes.py # Report generator API
β β β β βββ π config/ # Report generator configuration
β β β β βββ __init__.py
β β β β βββ settings.py # Report generator settings
β β β β
β β β βββ π ai_assistant/ # π€ AI ASSISTANT
β β β β βββ __init__.py # Package initialization
β β β β βββ π core/ # AI engine
β β β β β βββ __init__.py
β β β β β βββ nlp_engine.py # Natural language processing
β β β β β βββ decision_engine.py # Intelligent decision support
β β β β β βββ prediction_engine.py # Predictive analytics
β β β β βββ π workflows/ # AI automation
β β β β β βββ __init__.py
β β β β β βββ task_router.py # Smart task routing
β β β β β βββ anomaly_detector.py # Anomaly detection
β β β β βββ π api/ # AI API routes
β β β β β βββ __init__.py
β β β β β βββ routes.py # AI assistant API
β β β β βββ π config/ # AI assistant configuration
β β β β βββ __init__.py
β β β β βββ settings.py # AI assistant settings
β β β β
β β β βββ setup_automations.py # Automation setup script
β β β
β β βββ π core/ # Core MCP functionality
β β β βββ __init__.py
β β β βββ context_manager.py # Context storage and retrieval
β β β βββ data_processor.py # Data processing utilities
β β β βββ file_manager.py # File management system
β β β βββ monitoring.py # System monitoring utilities
β β β βββ security_manager.py # Security management
β β β βββ user_manager.py # User management system
β β β
β β βββ π api/ # Legacy API routes (to be migrated)
β β β βββ __init__.py
β β β βββ analytics_routes.py # Analytics API routes (to be moved to automations/meta_minds/api/)
β β β βββ auth_routes.py # Authentication API routes
β β β βββ context_routes.py # Context API routes (moved to context/)
β β β βββ file_routes.py # File API routes (moved to files/)
β β β βββ mcp_routes.py # MCP Tools API routes (moved to mcp_tools/)
β β β βββ monitoring_routes.py # Monitoring API routes (moved to monitoring/)
β β β βββ processing_routes.py # Data processing API routes
β β β βββ stream_routes.py # Streaming API routes (moved to streaming/)
β β β
β β βββ π integrations/ # Legacy integrations (to be migrated)
β β β βββ __init__.py
β β β βββ meta_minds.py # META-MINDS integration (moved to automations/meta_minds/core/)
β β β
β β βββ π middleware/ # Security middleware
β β β βββ __init__.py
β β β βββ security.py # Security middleware (rate limiting, input validation, audit logging)
β β β
β β βββ π models/ # Data models
β β β βββ __init__.py
β β β βββ pydantic_models.py # Pydantic models for request/response validation
β β β
β β βββ π workflows/ # Legacy workflows (to be migrated)
β β β βββ __init__.py
β β β βββ meta_minds_workflow.py # META-MINDS workflows (moved to automations/meta_minds/workflows/)
β β β
β β βββ main.py # Main FastAPI application entry point
β β
β βββ π data/ # Backend data storage
β β βββ π context/ # Context data storage
β β βββ π files/ # File storage
β β β βββ π tmp/ # Temporary files
β β β βββ π versions/ # File versions
β β βββ π tmp/ # Temporary files
β β βββ π users/ # User data
β β β βββ users.json # User database
β β βββ π versions/ # File versions
β β
β βββ env.example # Environment configuration template
β βββ fastmcp.log # Application log file
β βββ requirements.txt # Python dependencies
β βββ π static/ # Static files
β βββ π templates/ # HTML templates
β βββ upload.html # File upload template
β
βββ π frontend/ # π FRONTEND APPLICATION
β βββ π build/ # Built React application
β β βββ asset-manifest.json # Asset manifest
β β βββ index.html # Main HTML file
β β βββ π static/ # Static assets
β β βββ π css/ # CSS files
β β β βββ main.e8d10bd4.css # Main CSS file
β β β βββ main.e8d10bd4.css.map # CSS source map
β β βββ π js/ # JavaScript files
β β βββ main.c9c9f343.js # Main JavaScript file
β β βββ main.c9c9f343.js.LICENSE.txt # JavaScript license
β β βββ main.c9c9f343.js.map # JavaScript source map
β β
β βββ π src/ # React source code
β β βββ App.css # Main application styles
β β βββ App.js # Main React application component
β β βββ index.css # Global styles
β β βββ index.js # React application entry point
β β βββ π components/ # React components
β β β βββ π ui/ # UI components (46 files)
β β β βββ accordion.jsx # Accordion component
β β β βββ alert-dialog.jsx # Alert dialog component
β β β βββ alert.jsx # Alert component
β β β βββ aspect-ratio.jsx # Aspect ratio component
β β β βββ avatar.jsx # Avatar component
β β β βββ badge.jsx # Badge component
β β β βββ breadcrumb.jsx # Breadcrumb component
β β β βββ button.jsx # Button component
β β β βββ calendar.jsx # Calendar component
β β β βββ card.jsx # Card component
β β β βββ carousel.jsx # Carousel component
β β β βββ checkbox.jsx # Checkbox component
β β β βββ collapsible.jsx # Collapsible component
β β β βββ command.jsx # Command component
β β β βββ context-menu.jsx # Context menu component
β β β βββ dialog.jsx # Dialog component
β β β βββ drawer.jsx # Drawer component
β β β βββ dropdown-menu.jsx # Dropdown menu component
β β β βββ form.jsx # Form component
β β β βββ hover-card.jsx # Hover card component
β β β βββ input-otp.jsx # OTP input component
β β β βββ input.jsx # Input component
β β β βββ label.jsx # Label component
β β β βββ menubar.jsx # Menu bar component
β β β βββ navigation-menu.jsx # Navigation menu component
β β β βββ pagination.jsx # Pagination component
β β β βββ popover.jsx # Popover component
β β β βββ progress.jsx # Progress component
β β β βββ radio-group.jsx # Radio group component
β β β βββ resizable.jsx # Resizable component
β β β βββ scroll-area.jsx # Scroll area component
β β β βββ select.jsx # Select component
β β β βββ separator.jsx # Separator component
β β β βββ sheet.jsx # Sheet component
β β β βββ skeleton.jsx # Skeleton component
β β β βββ slider.jsx # Slider component
β β β βββ sonner.jsx # Sonner toast component
β β β βββ switch.jsx # Switch component
β β β βββ table.jsx # Table component
β β β βββ tabs.jsx # Tabs component
β β β βββ textarea.jsx # Textarea component
β β β βββ toast.jsx # Toast component
β β β βββ toaster.jsx # Toaster component
β β β βββ toggle-group.jsx # Toggle group component
β β β βββ toggle.jsx # Toggle component
β β β βββ tooltip.jsx # Tooltip component
β β βββ π hooks/ # React hooks
β β β βββ use-toast.js # Toast hook
β β βββ π lib/ # Utility libraries
β β βββ utils.js # Utility functions
β β
β βββ components.json # Component configuration
β βββ craco.config.js # CRACO configuration
β βββ jsconfig.json # JavaScript configuration
β βββ package-lock.json # Package lock file
β βββ package.json # Node.js dependencies
β βββ postcss.config.js # PostCSS configuration
β βββ π public/ # Public assets
β β βββ index.html # HTML template
β βββ README.md # Frontend documentation
β βββ tailwind.config.js # Tailwind CSS configuration
β βββ yarn.lock # Yarn lock file
β
βββ π config/ # βοΈ CONFIGURATION FILES
β βββ config.env.example # Environment configuration template
β βββ nginx.conf # Nginx reverse proxy configuration
β βββ prometheus.yml # Prometheus monitoring configuration
β βββ README.md # Configuration guide
β
βββ π interface/ # π INTERFACE FILES
β βββ mcp-interface.html # Main MCP Server interface (HTML)
β βββ test-cors.html # CORS testing interface
β βββ serve-interface.py # Simple interface server
β βββ start-interface-server.py # Enhanced interface server with CORS
β βββ README.md # Interface guide
β
βββ π deployment/ # π DEPLOYMENT FILES
β βββ deploy-firebase.md # Firebase deployment guide
β βββ docker-compose.yml # Docker Compose configuration
β βββ Dockerfile # Docker container configuration
β βββ firebase.json # Firebase configuration
β βββ .firebaserc # Firebase project settings
β βββ storage.rules # Firebase Storage security rules
β βββ README.md # Deployment guide
β
βββ π scripts/ # π UTILITY SCRIPTS
β βββ start-interface.bat # Windows batch file to start interface server
β βββ README.md # Scripts guide
β
βββ π docs/ # π DOCUMENTATION
β βββ API.md # API documentation
β βββ AUTOMATION_HUB_GUIDE.md # Automation hub guide
β βββ CODE_ORGANIZATION_SUMMARY.md # Code organization summary
β βββ DEPLOYMENT.md # Deployment documentation
β βββ DUAL_QUESTION_SYSTEM.md # META-MINDS dual question system
β βββ INTERFACE_CODE_ORGANIZATION.md # Interface code organization
β βββ MERGE_SUMMARY.md # Project merge summary
β βββ META_MINDS_INTEGRATION_EXPLAINED.md # META-MINDS integration explanation
β βββ META_MINDS_INTEGRATION.md # META-MINDS integration guide
β βββ ORGANIZED_STRUCTURE.md # Organized structure documentation
β βββ PERFORMANCE_OPTIMIZATIONS.md # Performance optimizations guide
β βββ QUICKSTART_META_MINDS.md # META-MINDS quick start guide
β
βββ π data/ # πΎ DATA STORAGE
β βββ π context/ # Context data storage
β βββ π files/ # File storage
β βββ π reports/ # META-MINDS reports storage
β βββ π tmp/ # Temporary files
β βββ π users/ # User data storage
β βββ π versions/ # File versions storage
β
βββ π functions/ # βοΈ FIREBASE FUNCTIONS
β βββ main.py # Firebase Functions entry point
β βββ requirements.txt # Firebase Functions dependencies
β
βββ π tests/ # π§ͺ TESTING
β βββ backend_test.py # Backend API tests
β
βββ π README.md # π Main project documentation
βββ π LICENSE # π MIT License
βββ π .gitignore # π« Git ignore rules
βββ π COMPLETE_FILE_ORGANIZATION.md # Complete file organization documentation
```
## π― INTERFACE TAB MAPPING
| Interface Tab | Code Location | Description |
|---------------|---------------|-------------|
| π§ MCP Tools | `backend/app/mcp_tools/` | Tool execution and management |
| π Context | `backend/app/context/` | Context storage and retrieval |
| π Files | `backend/app/files/` | File upload, download, management |
| π‘ Streaming | `backend/app/streaming/` | Real-time data streaming |
| π Monitoring | `backend/app/monitoring/` | System health and metrics |
| β Help | `backend/app/help/` | Documentation and guides |
| π€ Automations | `backend/app/automations/` | All automation modules |
## π§ META-MINDS INTEGRATION
### Core Features:
- **SMART Question Generation**: 97%+ quality analytical questions
- **Multi-Dataset Analysis**: Cross-dataset comparison capabilities
- **Executive Reports**: Professional, formatted outputs
- **17+ Business Templates**: Financial, Sales, Marketing, HR, and more
- **Quality Scoring**: Automated SMART compliance assessment
- **Batch Processing**: Analyze multiple datasets simultaneously
### File Locations:
- **Core Engine**: `backend/app/automations/meta_minds/core/engine.py`
- **Workflows**: `backend/app/automations/meta_minds/workflows/automation.py`
- **API Routes**: `backend/app/automations/meta_minds/api/routes.py`
- **Configuration**: `backend/app/automations/meta_minds/config/settings.py`
## π DEPLOYMENT OPTIONS
### Docker Deployment:
```bash
# Start all services
docker-compose up -d
# Services included:
# - MCP Server (FastAPI)
# - MongoDB
# - Redis
# - Nginx
# - Prometheus
# - Grafana
```
### Firebase Deployment:
```bash
# Install Firebase CLI
npm install -g firebase-tools
# Login to Firebase
firebase login
# Deploy to Firebase
firebase deploy
```
## π MONITORING
- **Prometheus**: http://localhost:9090
- **Grafana**: http://localhost:3000
- **MCP Server**: http://localhost:8000
- **Interface**: http://localhost:3001/mcp-interface.html
## π§ QUICK START
### Backend:
```bash
cd backend
python -m uvicorn app.main:app --reload --host 0.0.0.0 --port 8000
```
### Interface:
```bash
cd interface
python start-interface-server.py
```
### Access:
- **Interface**: http://localhost:3001/mcp-interface.html
- **API Docs**: http://localhost:8000/docs
- **Health Check**: http://localhost:8000/health
## π FEATURES
### Core MCP Features:
- β
Model Context Protocol implementation
- β
Tool execution and management
- β
Context storage and retrieval
- β
File management and versioning
- β
Real-time streaming (SSE)
- β
System monitoring and health checks
### META-MINDS Features:
- β
AI-powered data analytics
- β
SMART question generation (97%+ quality)
- β
Multi-dataset cross-analysis
- β
Executive-ready reports
- β
17+ business context templates
- β
Quality assessment and scoring
### Automation Features:
- β
Document Processing (PDF, Word, OCR)
- β
Workflow Builder (Visual designer)
- β
Data Integration (API & DB connectors)
- β
Report Generator (Automated reports)
- β
AI Assistant (Natural language automation)
### Deployment Features:
- β
Docker containerization
- β
Firebase deployment
- β
Nginx reverse proxy
- β
Prometheus monitoring
- β
Grafana dashboards
## π PROJECT STATUS
### β
Completed:
- β
Complete code organization by interface tabs
- β
META-MINDS integration with dual question system
- β
Performance optimizations
- β
Docker containerization
- β
Firebase deployment support
- β
Comprehensive documentation
- β
Professional file structure
### π In Progress:
- π API route migration to organized structure
- π Core module implementation for each tab
- π Utility module implementation
### π TODO:
- π Complete automation implementations
- π Enhanced monitoring dashboards
- π Advanced security features
- π Performance testing
- π User authentication system
## π SUPPORT
- **Documentation**: See `docs/` folder
- **API Reference**: http://localhost:8000/docs
- **META-MINDS Repo**: https://github.com/Jatin23K/META-MINDS
- **License**: MIT
---
**MCP Server - Unified Model Context Protocol Implementation with Advanced AI Analytics** πβ¨