diff --git a/mcp/README.md b/mcp/README.md
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-# Finance MCP Server
-
-A Model Control Protocol (MCP) server implementation for financial transaction management.
-
-## Current Implementation
-
-The server currently provides a basic REST API for managing financial transactions with the following features:
-
-- FastAPI-based REST API
-- In-memory transaction storage
-- Basic CRUD operations for transactions
-- Data validation using Pydantic models
-- Auto-generated API documentation (Swagger UI)
-
-### Project Structure
-
-```
-mcp/
-├── mcp_server.py      # Main server implementation
-├── requirements.txt   # Python dependencies
-└── start_server.sh   # Server startup script
-```
-
-## Setup Instructions
-
-1. Install Python dependencies:
-   ```bash
-   pip install -r requirements.txt
-   ```
-
-2. Make the start script executable:
-   ```bash
-   chmod +x start_server.sh
-   ```
-
-3. Start the server:
-   ```bash
-   ./start_server.sh
-   ```
-
-The server will start on `http://localhost:8000` with the following endpoints:
-- `/` - Health check endpoint
-- `/docs` - Auto-generated API documentation (Swagger UI)
-- `/transactions` - Transaction management endpoints
-  - GET /transactions - List all transactions
-  - POST /transactions - Create a new transaction
-  - GET /transactions/{id} - Get a specific transaction
-
-## API Usage
-
-### Create a Transaction
-```bash
-curl -X POST "http://localhost:8000/transactions" \
-     -H "Content-Type: application/json" \
-     -d '{
-           "amount": 100.00,
-           "description": "Grocery shopping",
-           "category": "expenses"
-         }'
-```
-
-### List All Transactions
-```bash
-curl "http://localhost:8000/transactions"
-```
-
-## Recommended Next Steps
-
-1. **Database Integration**
-   - Implement PostgreSQL integration using SQLAlchemy
-   - Add database migrations
-   - Create proper data models
-   - Add transaction persistence
-
-2. **Authentication & Authorization**
-   - Implement JWT-based authentication
-   - Add user management
-   - Role-based access control
-   - API key authentication for machine-to-machine communication
-
-3. **Enhanced Features**
-   - Add transaction categories management
-   - Implement transaction search and filtering
-   - Add date range queries
-   - Support for different currencies
-   - Transaction metadata support
-
-4. **Security Enhancements**
-   - Input validation and sanitization
-   - Rate limiting
-   - CORS configuration
-   - Request logging and monitoring
-   - SSL/TLS configuration
-
-5. **Testing**
-   - Unit tests for models and endpoints
-   - Integration tests
-   - Load testing
-   - API documentation tests
-
-6. **Monitoring & Logging**
-   - Structured logging
-   - Prometheus metrics
-   - Health check endpoints
-   - Error tracking
-   - Performance monitoring
-
-7. **DevOps**
-   - Docker containerization
-   - CI/CD pipeline
-   - Environment configuration
-   - Backup strategy
-   - Deployment documentation
-
-8. **API Enhancements**
-   - Pagination
-   - Sorting options
-   - Bulk operations
-   - Webhook support
-   - Event streaming
-
-9. **Documentation**
-   - API documentation
-   - Development guide
-   - Deployment guide
-   - Contributing guidelines
-
-10. **Compliance & Standards**
-    - GDPR compliance
-    - Financial regulations compliance
-    - API versioning
-    - Error handling standards
-    - Audit logging
-
-## Contributing
-
-Please read our contributing guidelines before submitting pull requests.
-
-## License
-
-[Add your chosen license here]
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diff --git a/mcp/mcp-issues.md b/mcp/mcp-issues.md
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-# MCP Server Enhancement Issues
-
-## Priority 1: Core Infrastructure
-
-### Issue 1: Database Integration with Existing PostgreSQL Setup
-**Labels**: `enhancement`, `database`, `priority-high`
-
-#### Description
-Currently, the MCP server uses in-memory storage for transactions. We need to integrate it with the existing PostgreSQL database.
-
-#### Tasks
-- [ ] Add SQLAlchemy to requirements.txt
-- [ ] Create database models that align with existing Prisma schema
-- [ ] Implement database connection handling
-- [ ] Convert in-memory operations to database operations
-- [ ] Add database migration system
-- [ ] Add connection error handling
-- [ ] Add database connection pooling
-
-#### Technical Details
-- Use existing PostgreSQL setup from docker-compose.yml
-- Align with existing Prisma schema structure
-- Implement proper connection closing and resource cleanup
-
-#### Dependencies
-- SQLAlchemy
-- alembic (for migrations)
-- psycopg2-binary
-
-**Estimated time**: 3-4 days
-
----
-
-### Issue 2: Authentication System Implementation
-**Labels**: `enhancement`, `security`, `priority-high`
-
-#### Description
-Implement secure authentication system for the MCP server endpoints.
-
-#### Tasks
-- [ ] Add JWT authentication
-- [ ] Create authentication middleware
-- [ ] Implement user session management
-- [ ] Add API key authentication for machine-to-machine communication
-- [ ] Integrate with existing user system from the main application
-- [ ] Add rate limiting for authentication attempts
-- [ ] Implement secure password handling
-
-#### Technical Details
-- Use Python-JWT for token handling
-- Integrate with existing user schema from Prisma
-- Implement token refresh mechanism
-- Add proper error handling for auth failures
-
-#### Dependencies
-- python-jose[cryptography]
-- passlib[bcrypt]
-- python-multipart
-
-#### Security Considerations
-- Token expiration
-- Secure password hashing
-- Protection against brute force attacks
-
-**Estimated time**: 2-3 days
-
----
-
-## Priority 2: Feature Enhancements
-
-### Issue 3: Enhanced Transaction Features
-**Labels**: `enhancement`, `feature`, `priority-medium`
-
-#### Description
-Add enhanced features for transaction management and querying.
-
-#### Tasks
-- [ ] Implement transaction categories management
-- [ ] Add transaction search functionality
-  - [ ] Date range filtering
-  - [ ] Amount range filtering
-  - [ ] Category filtering
-  - [ ] Description search
-- [ ] Add pagination for transaction listings
-- [ ] Implement sorting options
-- [ ] Add support for different currencies
-- [ ] Implement transaction metadata support
-
-#### Technical Details
-- Add proper indexing for search operations
-- Implement efficient pagination
-- Add currency conversion support
-- Add proper validation for all new fields
-
-#### API Endpoints to Add
-- GET /transactions/search
-- GET /categories
-- POST /categories
-- PUT /transactions/{id}/metadata
-
-**Estimated time**: 3-4 days
-
----
-
-## Priority 3: Observability & Quality
-
-### Issue 4: Monitoring and Logging Setup
-**Labels**: `enhancement`, `observability`, `priority-medium`
-
-#### Description
-Implement monitoring and logging systems for better observability.
-
-#### Tasks
-- [ ] Set up structured logging
-  - [ ] Request logging
-  - [ ] Error logging
-  - [ ] Performance metrics
-- [ ] Add Prometheus metrics
-  - [ ] Request counts
-  - [ ] Response times
-  - [ ] Error rates
-- [ ] Implement detailed health check endpoints
-- [ ] Add performance monitoring
-- [ ] Set up error tracking
-
-#### Technical Details
-- Use Python logging module with JSON formatter
-- Implement OpenTelemetry integration
-- Add proper error context collection
-- Implement custom metrics for financial operations
-
-#### Dependencies
-- prometheus-client
-- opentelemetry-api
-- opentelemetry-sdk
-- python-json-logger
-
-**Estimated time**: 2-3 days
-
----
-
-### Issue 5: Testing Infrastructure
-**Labels**: `enhancement`, `testing`, `priority-medium`
-
-#### Description
-Set up complete testing infrastructure for the MCP server.
-
-#### Tasks
-- [ ] Set up unit testing framework
-- [ ] Implement integration tests
-- [ ] Add API documentation tests
-- [ ] Create load testing suite
-- [ ] Set up test data fixtures
-- [ ] Implement CI pipeline for tests
-
-#### Test Coverage Areas
-- [ ] Transaction operations
-- [ ] Authentication
-- [ ] Database operations
-- [ ] Error handling
-- [ ] API endpoints
-- [ ] Data validation
-
-#### Technical Details
-- Use pytest for testing
-- Implement proper test database handling
-- Add mock services for external dependencies
-- Set up GitHub Actions for CI
-
-#### Dependencies
-- pytest
-- pytest-cov
-- pytest-asyncio
-- locust (for load testing)
-
-**Estimated time**: 4-5 days
-
----
-
-## Priority 4: DevOps & Documentation
-
-### Issue 6: Docker & Deployment Setup
-**Labels**: `enhancement`, `devops`, `priority-low`
-
-#### Description
-Containerize the MCP server and set up deployment infrastructure.
-
-#### Tasks
-- [ ] Create Dockerfile for MCP server
-- [ ] Update docker-compose.yml to include MCP service
-- [ ] Set up environment configuration
-- [ ] Create deployment scripts
-- [ ] Implement backup strategy
-- [ ] Add health checks for container orchestration
-
-#### Technical Details
-- Multi-stage Docker build
-- Environment variable configuration
-- Volume management for persistent data
-- Container health monitoring
-
-**Estimated time**: 2-3 days
-
----
-
-### Issue 7: Documentation Enhancement
-**Labels**: `documentation`, `priority-low`
-
-#### Description
-Create comprehensive documentation for the MCP server.
-
-#### Tasks
-- [ ] Create API documentation
-- [ ] Write development guide
-- [ ] Create deployment guide
-- [ ] Add contributing guidelines
-- [ ] Document security practices
-- [ ] Add troubleshooting guide
-
-#### Areas to Cover
-- Setup instructions
-- API endpoints and usage
-- Authentication flows
-- Database schema
-- Configuration options
-- Deployment procedures
-- Contributing workflow
-- Security best practices
-
-**Estimated time**: 2-3 days
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diff --git a/mcp/mcp_server.py b/mcp/mcp_server.py
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-from fastapi import FastAPI, HTTPException
-from pydantic import BaseModel
-from datetime import datetime
-from typing import List, Optional
-
-app = FastAPI(title="Finance MCP Server")
-
-class Transaction(BaseModel):
-    id: Optional[int]
-    amount: float
-    description: str
-    timestamp: datetime = datetime.now()
-    category: str
-
-# In-memory storage (replace with database in production)
-transactions: List[Transaction] = []
-
-@app.get("/")
-async def root():
-    return {"status": "running", "service": "Finance MCP Server"}
-
-@app.get("/transactions")
-async def get_transactions():
-    return transactions
-
-@app.post("/transactions")
-async def create_transaction(transaction: Transaction):
-    transaction.id = len(transactions) + 1
-    transactions.append(transaction)
-    return transaction
-
-@app.get("/transactions/{transaction_id}")
-async def get_transaction(transaction_id: int):
-    for tx in transactions:
-        if tx.id == transaction_id:
-            return tx
-    raise HTTPException(status_code=404, detail="Transaction not found")
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diff --git a/mcp/requirements.txt b/mcp/requirements.txt
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-fastapi==0.68.0
-uvicorn==0.15.0
-pydantic==1.8.2
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diff --git a/mcp/start_server.sh b/mcp/start_server.sh
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-#!/bin/bash
-uvicorn mcp_server:app --reload --port 8000
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