webxos/vialmcp

#Vial MCP Control Server README.md

Project Overview

The development of the Vial2 Model Context Protocol (MCP) Control Server, a fully containerized MCP server adhering to Anthropic's standards. This project manages LangChain-trained PyTorch agents, Git-based training, quantum operations, and OAuth 2.0 authentication with Netlify and GitHub. It includes $WEBXOS wallet management with anonymous .md file authorization, quantum sync, and seamless deployment via Docker, GitHub Actions.

Project Requirements

Features

• MCP Compliance: JSON-RPC 2.0, lifecycle management, capability negotiation, tools, resources, and prompts.
• LangChain Training: PyTorch agents with Git-integrated prompts.
• OAuth 2.0: Full authentication with Netlify, GitHub, and token refresh/revoke.
• Database: NeonDB for users, vials, wallets; SQLite for error logging and offline queues with priority and retry logic.
• PyTorch Backend: Model training and evaluation with quantum sync.
• Offline Mode: Caching and syncing.
• Wallet Management: $WEBXOS with .md file authorization.
• Git Commands: status, pull, commit, push.
• Quantum Sync: Real-time qubit and entanglement management.
• Testing: Comprehensive pytest suite.
• Deployment: Dockerized with GitHub Actions and Netlify.

#Backend Implementation:

#[User] --> [Access] --> [vial2.html] |--> [Commands] --> [terminal_commands.js] |--> [API Calls] --> [FastAPIBackend] |--> [Authenticates] --> [OAuth 2.0 with Neon DB] |--> [Manages Models] --> [PyTorch Training] |--> [Commits] --> [Git Integration] |--> [Syncs Wallet] --> [Syncs Wallet] |--> [Links Quantum Network] --> [Quantum Network] |--> [Runs Tests] --> [PyTest Suite] |--> [Queues Offline] --> [SQLite Offline Queue] |--> [Stores] --> [Neon PostgreSQL] |--> [Saves State] --> [Neon PostgreSQL] |--> [Logs Errors] --> [SQLite error_log.db]

Project Structure

/vial2/
├── __init__.py           # Root agent orchestrating micro-hubs
├── docker-compose.yaml
├── Dockerfile
├── README.md            # Part 1 overview
├── READMEpart2.md       # Part 2 advanced details
├── READMEpart3.md       # Part 3 build instructions
├── READMEpart4.md       # Part 4 expansion and maintenance
├── vial2.html
├── .env
├── .gitignore
├── env(1).example
├── mcp/
│   ├── __init__.py      # MCP agent
│   ├── server.py        # Main MCP server
│   ├── tools/           # MCP tools
│   │   ├── __init__.py  # Tools agent
│   │   ├── neon_tools.py
│   │   ├── quantum_tools.py
│   │   └── vial_tools.py
│   ├── resources/       # MCP resources
│   │   ├── __init__.py  # Resources agent
│   │   ├── database_resources.py
│   │   └── model_resources.py
│   ├── prompts/         # MCP prompts
│   │   ├── __init__.py  # Prompts agent
│   │   └── quantum_prompts.py
│   ├── transport/       # Transport handlers
│   │   ├── __init__.py  # Transport agent
│   │   ├── http_transport.py
│   │   └── websocket_transport.py
│   ├── api/             # API endpoints
│   │   ├── __init__.py  # API agent
│   │   ├── agent_endpoint.py
│   │   ├── auth_endpoint.py
│   │   ├── health_endpoint.py
│   │   ├── json_handler.py
│   │   ├── json_logger.py
│   │   ├── json_response.py
│   │   ├── json_validator.py
│   │   ├── wallet_sync.py
│   │   └── vial2_pytorch_controller.py
│   ├── database/        # Database connections
│   │   ├── __init__.py  # DB agent
│   │   ├── neon_connection.py
│   │   └── sqlite_connection.py
│   ├── ds.py
│   ├── error_logging/   # Error logging
│   │   ├── __init__.py  # Error agent
│   │   └── error_log.py
│   ├── langchain/       # LangChain training
│   │   ├── __init__.py  # LangChain agent
│   │   ├── agent_manager.py
│   │   ├── mcp_chain.py
│   │   ├── training_checkpoint.py
│   │   ├── training_config.py
│   │   ├── training_deployer.py
│   │   ├── training_evaluator.py
│   │   ├── training_finalizer.py
│   │   ├── training_logger.py
│   │   ├── training_monitor.py
│   │   ├── training_orchestrator.py
│   │   ├── training_optimizer.py
│   │   ├── training_scheduler.py
│   │   ├── training_validator.py
│   │   └── git_training.py
│   ├── monitoring/      # Monitoring and alerts
│   │   ├── __init__.py  # Monitor agent
│   │   ├── alert_manager.py
│   │   ├── health_monitor.py
│   │   └── resource_alert.py
│   ├── quantum/         # Quantum operations
│   │   ├── __init__.py  # Quantum agent
│   │   ├── quantum_analyzer.py
│   │   └── state_manager.py
│   ├── security/        # Security features
│   │   ├── __init__.py  # Security agent
│   │   ├── audit_logger.py
│   │   ├── auth_handler.py
│   │   ├── octokit_oauth.py
│   │   ├── security_tester.py
│   │   ├── wallet_validator.py
│   │   └── sql_injection_protection.py
│   ├── git.py
│   ├── agents.py
│   ├── vial2_offline.py
│   ├── config.py
│   └── wallet.py
│   └── tests/           # Test suite
│       ├── __init__.py  # Test agent
│       ├── test_agent_endpoint.py
│       ├── test_alert_manager.py
│       ├── test_auth_endpoint.py
│       ├── test_git_training.py
│       ├── test_health_endpoint.py
│       ├── test_json_api.py
│       ├── test_json_logging.py
│       ├── test_langchain_cache.py
│       ├── test_resource_alert.py
│       ├── test_security_tester.py
│       ├── test_training_evaluation.py
│       ├── test_training_finalization.py
│       ├── test_training_monitoring.py
│       ├── test_training_optimization.py
│       ├── test_training_orchestration.py
│       ├── test_vector_store.py
│       └── test_wallet_sync.py
├── .github/workflows/
│   ├── __init__.py      # Workflow agent
│   └── neon_workflow.yml
└── wallet.md

### Dependencies
- **Python Packages**: `mcp==1.0.3`, `anthropic-mcp-sdk==0.32.1`, `neon-cli==0.1.1`, `asyncpg==0.29.0`, `sqlalchemy[asyncio]==2.0.23`, `python-jose[cryptography]==3.3.0`, `python-multipart==0.0.6`, `httpx==0.25.2`, `gunicorn`, `fastapi`, `pytorch`, `langchain`, `octokit`, `prometheus_client`, `aiocache`, `web3.py`.
- **Docker**: Python 3.12-slim base image.
- **Netlify**: For hosting `vial2.html` and OAuth redirects.
- **GitHub**: For version control and CI/CD with `neon_workflow.yml`.
- **NeonDB**: PostgreSQL backend with `DATABASE_URL`.

github.com/webxos/webxos
x.com/webxos
x.com/vial_mcp
webxos.netlify.app
webxos.netlify.app/vial (beta test)