# MonteWalk
## 基本信息
- Slug: `n-lia-montewalk`
- Source: modelscope
- Publisher: @N-lia/MonteWalk
- Categories: 金融 / rag-systems / autonomous-agents
- Hosted: No
- License: MIT License
- Source URL: https://www.modelscope.cn/mcp/servers/@N-lia/MonteWalk
## 简介
暂无描述。
## 安装提示

```bash
git clone https://github.com/N-lia/MonteWalk.git cd MonteWalk python3 -m venv .venv source .venv/bin/activate # Windows: .venv\Scripts\activate pip install -r requirements.txt
```

## MCP Server 详情

---
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](https://huggingface.co/spaces/launch/mcp-1st-bday) 

[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
[![MCP Compatible](https://img.shields.io/badge/MCP-Compatible-green.svg)](https://modelcontextprotocol.io/)
[![Gradio 6](https://img.shields.io/badge/Gradio-6.0-orange.svg)](https://gradio.app)

** 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 desk**all 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…