title: MonteWalk
emoji:
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 6.0.0
app_file: app.py
pinned: true
tags:
- building-mcp-track-enterprise
- building-mcp-track-consumer
- MODAL.com
MonteWalk
Institutional-grade quantitative trading tools for AI agents
Built for the MCP 1st Birthday Hackathon
** MCP Server Stats:**
25+ Tools | 4 Resources | 6 Agentic Prompts
The Problem
Retail traders face an overwhelming flood of market data, news, and analysis toolsbut lack the institutional-grade infrastructure to make sense of it all:
- Data Overload: Thousands of stocks, crypto assets, news sourcesimpossible to monitor manually
- Risk Blindness: No access to professional risk metrics (VaR, drawdown, Monte Carlo)
- Execution Friction: Scattered tools across multiple platforms, no unified workflow
- AI Disconnect: Existing AI assistants can't access real-time market data or execute trades
What if your AI assistant could be your quantitative analyst, risk manager, and trading deskall in one?
The Solution
MonteWalk is a Model Context Protocol (MCP) server that transforms AI assistants like Claude into institutional-grade trading terminals. It provides:
MCP Integration
Connect to Claude Desktop, VSCode, or any MCP-compatible client to give your AI:
- Real-time market data (stocks, crypto, news)
- Portfolio management and execution
- Risk analytics and backtesting
- Intelligent workflows and automation
Beautiful Gradio 6 Interface
Test all tools through a polished, professional UI featuring:
- Live Dashboard: Portfolio, watchlist, crypto trends, news feed
- Interactive Toolbox: Direct access to 25+ trading tools
- MCP Client Setup: Copy-paste configuration for instant connection
- Dark Theme: Sleek glassmorphism design with smooth animations
Agentic Workflows
Pre-built prompts that guide AI through complex multi-step analyses:
- Morning Briefing: Portfolio review, market scan, risk check
- Gamma Hunt: Find unusual market activity and deep-dive top picks
- Ticker Analysis: Comprehensive research (fundamentals, technicals, sentiment)
- Portfolio Rebalancing: Optimize weights using modern portfolio theory
Key Features
Market Intelligence
- Multi-source Data: Yahoo Finance, Alpaca, CoinGeckoall cached for speed
- Crypto Support: Live prices, trending coins, comprehensive market data
- News Aggregation: yfinance NewsAPI GNews fallback pipeline
- Sentiment Analysis: FinBERT-powered financial sentiment scoring (via Modal)
- Unusual Activity Scanner: Detect big movers, volume spikes, reversal candidates
Advanced Visualizations
- Candlestick Charts: Professional OHLC charts with volume bars
- Interactive Charts: Line, bar, histogram, scatter, heatmap support
- Dark Theme: Charts styled to match UI with custom color palette
- Base64 Encoding: Charts returned as embeddable images for AI consumption
- Integrated with Tools:
get_price(visualize=True), monte_carlo_simulation(visualize=True), etc.
Paper Trading Engine
- $100K Virtual Capital: Risk-free strategy testing on Alpaca Paper Trading
- Smart Execution: Simulated slippage and transaction costs
- Pre-trade Risk Checks: Prevents portfolio concentration >50%
- Position Management: Instant portfolio view and one-click flatten
Institutional Risk Analytics
- Value at Risk (VaR): Historical simulation at any confidence level
- Monte Carlo Forecasting: GBM-based portfolio path simulations
- Volatility Metrics: Annualized portfolio standard deviation
- Drawdown Analysis: Track maximum peak-to-trough decline
Professional Backtesting
- Walk-Forward Analysis: Out-of-sample validation to prevent overfitting
- Strategy Lab: Test MA crossovers, custom indicators, any logic
- Transaction Costs: Realistic modeling with slippage and fees
Technical Analysis Suite
- Smart Signals: Automated Buy/Sell/Neutral recommendations
- 20+ Indicators: RSI, MACD, Bollinger Bands, SMAs, and more
- Portfolio Optimization: Mean-variance, risk parity algorithms
Intelligent Watchlist
- Auto-sync: Detects owned stocks not in watchlist and prompts addition
- Live Prices: Real-time updates for tracked symbols
- News Feed: Aggregated headlines for all watched assets
UI/UX Showcase
MonteWalk features a professionally designed Gradio 6 interface optimized for traders:
Landing Page
- Hero Section: Clear value proposition with feature cards
- Glassmorphism Design: Modern dark theme with subtle transparency
- Smooth Navigation: Instant page transitions with scroll-to-top
Dashboard
- 4-Panel Layout: Portfolio, Watchlist, Crypto, Newsall in one view
- One-Click Refresh: Update all data sources simultaneously
- Responsive Design: Works seamlessly on desktop and tablet
Toolbox
- Organized by Category: 9 tool groups with collapsible accordions
- Dynamic Forms: Auto-generated from function signatures
- Clear Results: Formatted outputs with syntax highlighting
Settings
- API Configuration: Secure credential management with password fields
- Instant Feedback: Clear success/error messages
- Restart Prompt: Guides users on applying changes
Technical Implementation
Built with Gradio 6
- Native MCP Support:
demo.launch(mcp_server=True) enables seamless integration
- Custom Theming: Profession…
