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mcp server

finance-mcp

Python MCP server exposing finance and market-data tools to Claude and other LLMs. Deployable to Vercel.

Harihara04sudhan/finance-mcpcommunitylistedunreviewed

Set up

Runs on your computer. Pick your agent and operating system.

This project does not publish an install method we can turn into a config. Follow the README instead.

README

synced Oct 23, 2026

Finance MCP Server - Vercel Deployment

This folder contains the Finance MCP Server configured for serverless deployment on Vercel.

📁 Structure

vercel-deployment/
├── api/
│   ├── index.py          # Main Vercel handler
│   ├── app_tools.py      # MCP tools registration
│   └── database.py       # Database connection manager
├── vercel.json           # Vercel configuration
├── requirements.txt      # Python dependencies
├── .env.example          # Environment variables template
└── README.md            # This file

🚀 Quick Deployment

1. Install Vercel CLI

npm install -g vercel

2. Set Environment Variables

Create a .env file (copy from .env.example):

DATABASE_URL_PRIVATE="postgresql://user:pass@host/private?sslmode=require"
DATABASE_URL_PUBLIC="postgresql://user:pass@host/public?sslmode=require"

3. Deploy to Vercel

cd vercel-deployment
vercel

Follow the prompts:

  • Set up and deploy? Y
  • Which scope? Select your account
  • Link to existing project? N (for first deployment)
  • What's your project's name? finance-mcp-server
  • In which directory is your code located? ./
  • Want to override settings? N

4. Add Environment Variables to Vercel

After deployment, add your secrets:

# Add private database URL
vercel env add DATABASE_URL_PRIVATE

# Add public database URL
vercel env add DATABASE_URL_PUBLIC

Or add them via Vercel Dashboard:

  1. Go to your project settings
  2. Navigate to "Environment Variables"
  3. Add DATABASE_URL_PRIVATE and DATABASE_URL_PUBLIC
  4. Redeploy: vercel --prod

🔧 Configuration

vercel.json

The vercel.json file configures:

  • Python runtime for serverless functions
  • Routing to handle MCP endpoints
  • Environment variables references

Production Deployment

vercel --prod

Your MCP server will be available at:

https://your-project.vercel.app/mcp

📡 API Endpoints

Once deployed, your MCP server will be accessible at:

  • Main MCP endpoint: https://your-project.vercel.app/mcp
  • Health check: https://your-project.vercel.app/

🔐 Security

  1. Never commit .env file - it's already in .gitignore
  2. Use Vercel environment variables for production secrets
  3. Enable SSL - Vercel provides automatic HTTPS
  4. Database SSL - Ensure Neon databases use ?sslmode=require

🧪 Testing

Local Testing

# Install dependencies
pip install -r requirements.txt

# Run locally
python api/index.py

Server runs at http://localhost:8080

Test MCP Endpoint

curl https://your-project.vercel.app/mcp

📊 Features

All 19 financial tools are available:

Account Management

  • list_accounts - View all accounts
  • get_account_balance - Get specific account balance
  • get_account_summary - Complete financial summary

Transaction Analysis

  • list_transactions - List with filters
  • search_transactions - Search by merchant
  • get_recurring_transactions - Detect recurring payments

Analytics

  • get_spending_by_category - Category breakdown
  • get_monthly_trends - Income/expense trends
  • get_top_merchants - Top spending merchants
  • get_cashflow_summary - Income vs expenses

Budgeting

  • create_budget - Create new budget
  • list_budgets - View all budgets
  • get_budget_status - Budget vs actual spending

Utilities

  • get_available_categories - List categories
  • format_currency - Format amounts
  • calculate_net_worth - Calculate net worth

Security & Policies

  • get_tool_policy - Get tool access policy
  • list_tool_policies - List all policies
  • validate_tool_access - Validate permissions

🔄 Updates

To update the deployment:

# Pull latest changes
git pull

# Navigate to vercel-deployment folder
cd vercel-deployment

# Redeploy
vercel --prod

📝 Logs

View logs in real-time:

vercel logs

Or view in Vercel Dashboard under your project's "Logs" section.

🐛 Troubleshooting

Import Errors

Make sure all Python files are in the api/ directory and dependencies are in requirements.txt.

Database Connection Issues

  • Verify environment variables are set correctly in Vercel
  • Check database URLs include ?sslmode=require
  • Ensure Neon databases are accessible

500 Server Errors

Check Vercel logs: vercel logs or in the dashboard

📚 Resources

📞 Support

For issues or questions:

  1. Check Vercel logs
  2. Review environment variables
  3. Test database connections
  4. Verify Python dependencies

Ready to deploy! 🚀

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