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OriShmila

Alpha Vantage MCP Server

by OriShmila

Alpha Vantage MCP Server

A comprehensive Model Context Protocol (MCP) server that provides access to Alpha Vantage's financial data APIs, including stocks, forex, crypto, commodities, and economic indicators.

๐Ÿš€ Features

Core Stock APIs

  • Real-time Quotes: Get current stock prices and metrics

  • Time Series Data: Daily, weekly, monthly, and intraday data

  • Symbol Search: Find stocks by company name or ticker

Fundamental Data

  • Company Overview: Complete company information and financials

  • Financial Statements: Income statement, balance sheet, cash flow

  • Earnings Data: Historical earnings and earnings call transcripts

Technical Indicators

  • Moving Averages: SMA, EMA, DEMA, TEMA, TRIMA, KAMA, MAMA, VWAP, T3

  • Momentum Indicators: RSI, MACD, Stochastic, Williams %R, ROC, MOM

  • Volatility Indicators: Bollinger Bands, ATR, NATR

  • Volume Indicators: OBV, A/D Line, A/D Oscillator, MFI

Market Intelligence

  • News Sentiment: AI-powered news analysis with sentiment scores

  • Market Movers: Top gainers, losers, and most active stocks

  • Market Status: Global exchange status and trading hours

Forex & Currencies

  • Real-time Exchange Rates: Currency conversion rates

  • FX Time Series: Historical forex data with multiple timeframes

Economic Indicators

  • GDP Data: Real GDP and GDP per capita

  • Federal Reserve: Interest rates, money supply

  • Labor Statistics: Unemployment, nonfarm payrolls

  • Inflation Data: CPI and inflation rates

Commodities

  • Energy: WTI crude oil, Brent crude, natural gas

  • Metals: Copper, aluminum

  • Agriculture: Wheat, corn, cotton, sugar, coffee

Related MCP server: AlphaVantage-MCP

๐Ÿ“ฆ Installation

Prerequisites

  • Python 3.11 or higher

  • uv package manager

  • Alpha Vantage API key (free at alphavantage.co)

Setup

  1. Clone and install:

    git clone https://github.com/yourusername/alpha-vantage-mcp-server
    cd alpha-vantage-mcp-server
    uv sync
  2. Configure API key:

    cp .env.example .env
    # Edit .env and add your Alpha Vantage API key
  3. Test the installation:

    uv run python test_server.py

๐Ÿ”ง Configuration

Environment Variables

Create a .env file with your Alpha Vantage API key:

# Required: Your Alpha Vantage API key
ALPHA_VANTAGE_KEY=your_api_key_here

# Optional: Debug mode
DEBUG=false

Rate Limits

  • Free Tier: 25 requests per day, 5 requests per minute

  • Premium Plans: Start at $49.99/month with higher limits

  • Visit Alpha Vantage Premium for details

๐ŸŽฏ Usage with MCP Clients

Claude Desktop Configuration

Add to your Claude Desktop configuration:

{
  "mcpServers": {
    "alpha-vantage": {
      "command": "uvx",
      "args": [
        "--from",
        "git+https://github.com/yourusername/alpha-vantage-mcp-server",
        "alpha-vantage-mcp-server"
      ],
      "env": {
        "ALPHA_VANTAGE_KEY": "your_api_key_here"
      }
    }
  }
}

Available Tools

The server provides 25+ comprehensive tools covering all major financial data categories:

Core Market Data

  • get_current_stock_quote - Real-time stock quotes with clean formatting

  • get_stock_time_series - Historical price data (daily, weekly, monthly, intraday)

  • lookup_stock_symbol - Search stocks by company name or symbol

  • get_global_markets_status - Worldwide exchange status and trading hours

Technical Analysis

  • get_trend_indicators - SMA, EMA, WMA, MACD with preset configurations

  • get_momentum_indicators - RSI, Stochastic, CCI, MFI indicators

  • get_volatility_indicators - Bollinger Bands, ATR, SAR indicators

  • get_volume_indicators - OBV, A/D Line, A/D Oscillator

Fundamental Data

  • get_symbol_overview - Company profiles and key metrics

  • get_financial_statements - Income statements, balance sheets, cash flow

  • get_earning_data - Historical earnings with quarterly breakdowns

  • get_corporate_actions - Dividend history and stock splits

Market Intelligence

  • get_news_sentiment - AI-powered news analysis with sentiment scores

  • get_top_gainers_losers - Market movers and most active stocks

  • get_stock_insider_transactions - Insider trading activity

  • analyze_stocks - Advanced analytics and statistical calculations

Forex & Crypto

  • get_current_fx_rate - Real-time currency exchange rates

  • get_fx_time_series - Historical forex data with multiple intervals

  • get_current_crypto_quote - Current cryptocurrency market quotes

  • get_crypto_time_series - Historical crypto price data

Economic Indicators

  • get_growth_metrics - GDP and economic growth data

  • get_rates_yields - Treasury yields and federal funds rates

  • get_prices_inflation - CPI and inflation metrics

  • get_labor_activity - Employment and labor market data

  • get_commodities - Global commodities pricing data

Market Calendar

  • get_market_calendar - Earnings announcements and IPO calendar

  • get_listing_status - Stock listing and delisting information

  • get_historical_options - Options trading data

๐Ÿงช Testing

Run the comprehensive test suite:

uv run python test_server.py

The test suite includes:

  • โœ… Schema validation for all tools

  • โœ… Input parameter validation

  • โœ… Output format verification

  • โœ… Error handling tests

  • โœ… Rate limit awareness

๐Ÿ“Š Example Usage

Get Stock Quote

# Through MCP client:
await get_current_stock_quote(symbol="AAPL")

Technical Analysis

# Get momentum indicators for Apple stock
await get_momentum_indicators(
    symbol="AAPL",
    interval="daily", 
    preset="standard"
)

Market Intelligence

# Get news sentiment for multiple stocks
await get_news_sentiment(
    tickers=["AAPL", "MSFT", "GOOGL"]
)

Economic Data

# Get latest GDP data
await get_growth_metrics(
    frequency="quarterly",
    seasonally_adjusted=true
)

Advanced Analytics

# Perform statistical analysis on stock data
await analyze_stocks(
    symbols=["AAPL", "MSFT"],
    interval="DAILY",
    calculations=["MEAN", "STDDEV", "CORRELATION"],
    series_range="6month"
)

๐Ÿ” API Coverage

This MCP server implements 25+ comprehensive tools that leverage Alpha Vantage's extensive API coverage:

  • Core Market Data (4 unified tools covering 10+ endpoints)

  • Technical Analysis (4 indicator packs covering 15+ indicators)

  • Fundamental Data (4 tools covering company financials)

  • Market Intelligence (4 tools for news, movers, and insider data)

  • Forex & Crypto (4 tools for currency and crypto data)

  • Economic Indicators (4 tools covering GDP, inflation, employment)

  • Commodities & Calendar (3 tools for commodities and market events)

Each tool is designed for optimal usability with preset configurations and clean, structured outputs.

โš ๏ธ Important Notes

Rate Limiting

  • Free tier has strict limits (25 requests/day)

  • Production usage requires premium subscription

  • Server handles rate limiting gracefully

Data Format

  • All responses follow Alpha Vantage's JSON structure

  • CSV format supported for select endpoints

  • Comprehensive error handling included

Best Practices

  • Cache responses when possible

  • Respect rate limits

  • Use appropriate intervals for your use case

  • Monitor API usage

๐Ÿ› ๏ธ Development

Project Structure

alpha-vantage-mcp-server/
โ”œโ”€โ”€ alpha_vantage_mcp_server/
โ”‚   โ”œโ”€โ”€ __init__.py
โ”‚   โ”œโ”€โ”€ __main__.py
โ”‚   โ”œโ”€โ”€ server.py          # MCP server implementation
โ”‚   โ”œโ”€โ”€ handlers.py        # Unified tool function implementations
โ”‚   โ”œโ”€โ”€ api_helpers.py     # Alpha Vantage API client functions
โ”‚   โ””โ”€โ”€ tools.json         # Complete tool schema definitions
โ”œโ”€โ”€ test_cases.json        # Test scenarios
โ”œโ”€โ”€ test_server.py         # Test runner
โ”œโ”€โ”€ pyproject.toml         # Project configuration
โ””โ”€โ”€ README.md

Adding New Tools

  1. Add function implementation to handlers.py

  2. Add tool schema definition to tools.json

  3. Update TOOL_FUNCTIONS mapping in handlers.py

  4. Add comprehensive test cases to test_cases.json

  5. Run tests to ensure schema validation passes

๐Ÿ“ˆ Roadmap

  • Add more economic indicator tools

  • Implement intelligent caching layer

  • Add data export utilities

  • Expand error handling and retry logic

  • Add request batching optimization

  • Create preset collections for common analysis workflows

๐Ÿค Contributing

  1. Fork the repository

  2. Create a feature branch

  3. Add tests for new functionality

  4. Ensure all tests pass

  5. Submit a pull request

๐Ÿ“„ License

[Add your license here]

๐Ÿ™ Acknowledgments

  • Alpha Vantage for providing the financial data API

  • MCP for the protocol specification

  • Claude and Anthropic for MCP client support


Ready to analyze financial markets with AI? Get your free Alpha Vantage API key and start exploring! ๐Ÿš€๐Ÿ“ˆ

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