toolbridge-mcp-server
Provides integration with NVIDIA NIM for LLM-powered financial analysis and sentiment analysis.
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Here is a step-by-step guide with screenshots.
ToolBridge MCP Server
A production-ready Model Context Protocol (MCP) Server with enterprise-grade financial intelligence tools. Built with clean architecture, SOLID principles, and full async/await support.
ποΈ Architecture
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
β ToolBridge MCP Server β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
β Interface Layer (MCP Tools) β
β ββββββββββββ ββββββββββββ ββββββββββββ βββββββββββββββββββββ β
β β Stock β β Currency β βHistoricalβ β Technical β β
β β Price β β Exchange β β Price β β Indicators β β
β ββββββββββββ ββββββββββββ ββββββββββββ βββββββββββββββββββββ β
β ββββββββββββ ββββββββββββ ββββββββββββ βββββββββββββββββββββ β
β β Company β β Market β βFinancial β β News β β
β β Info β β Movers β β Analysis β β Sentiment β β
β ββββββββββββ ββββββββββββ ββββββββββββ βββββββββββββββββββββ β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
β Application Layer (Services) β
β βββββββββββββββββββ βββββββββββββββββββ βββββββββββββββββ β
β β FinanceService β β CurrencyService β β ProviderRouterβ β
β βββββββββββββββββββ βββββββββββββββββββ βββββββββββββββββ β
β βββββββββββββββββββ βββββββββββββββββββ βββββββββββββββββ β
β β HealthMonitor β β MetricsCollectorβ β FinanceCache β β
β βββββββββββββββββββ βββββββββββββββββββ βββββββββββββββββ β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
β Infrastructure Layer (Providers) β
β ββββββββββββββ ββββββββββββββ ββββββββββββββ ββββββββββββββ β
β β Yahoo β β Alpha β β Twelve β β Finnhub β β
β β Finance β β Vantage β β Data β β β β
β ββββββββββββββ ββββββββββββββ ββββββββββββββ ββββββββββββββ β
β ββββββββββββββ ββββββββββββββ ββββββββββββββ β
β β Frankfurterβ βExchangeRateβ βCurrency β β
β β (ECB) β β-API β βLayer β β
β ββββββββββββββ ββββββββββββββ ββββββββββββββ β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ€
β Domain Layer (Models, Exceptions, Base Interfaces) β
βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββRelated MCP server: OpenAPI to Model Context Protocol (MCP)
β¨ Features
π Stock Market Tools (7 MCP Tools)
Tool | Description |
| Real-time quotes with company info, OHLC, volume, market cap |
| OHLCV data, multiple intervals, date ranges, adjusted close |
| Profile, financials, leadership, key stats, dividends |
| Gainers, losers, most active, trending, market summary |
| SMA, EMA, RSI, MACD, Bollinger, ATR, VWAP, crossovers, S/R, trend |
| Company/market/sector news with filters |
| LLM-powered sentiment analysis (bullish/bearish/neutral) |
| Comprehensive LLM-generated investment reports |
π± Currency Tools (3 MCP Tools)
Tool | Description |
| Convert currencies, latest/historical rates |
| List all supported currency codes with names/symbols |
π Provider Failover (Automatic)
Priority | Stock Providers | Currency Providers |
1 | Yahoo Finance (free) | Frankfurter/ECB (free) |
2 | Alpha Vantage (free tier) | ExchangeRate-API (free tier) |
3 | Twelve Data (free tier) | CurrencyLayer (free tier) |
4 | Finnhub (free tier) | - |
5 | Polygon (optional) | - |
π€ LLM Provider Layer
Provider | Models |
Cerebras | llama3.1-8b, 70b, 405b |
NVIDIA NIM | Various |
OpenRouter | Claude, GPT, Llama, etc. |
ποΈ Enterprise Features
Clean Architecture - Domain, Application, Infrastructure, Interface layers
SOLID Principles - All components follow SRP, OCP, LSP, ISP, DIP
Async/Await - Full async implementation for high concurrency
Provider Failover - Automatic with health monitoring, circuit breaker, exponential backoff
TTL Caching - Multi-tier (30s stock, 5min currency, 24h currencies)
Health Monitoring - Background checks with Prometheus-style metrics
Retry Logic - Configurable retries with exponential backoff (max 3)
Schema Validation - JSON Schema Draft 2020-12 for all tool I/O
Type Safety - Complete type hints, Pydantic v2 models
π Quick Start
# Clone
git clone https://github.com/LeelaissakAttota/toolbridge-mcp-server.git
cd toolbridge-mcp-server
# Setup
python -m venv .venv
source .venv/bin/activate # Windows: .venv\Scripts\activate
# Install
pip install -e .
# Configure
cp .env.example .env
# Edit .env with your API keys
# Run
python -m mcp_server.serverπ§ Configuration
Create .env with your API keys:
# LLM Providers (at least one required)
CEREBRAS_API_KEY=your_key
NVIDIA_API_KEY=your_key
OPENROUTER_API_KEY=your_key
# Optional: Finance provider keys (free tiers available)
ALPHA_VANTAGE_API_KEY=your_key
TWELVE_DATA_API_KEY=your_key
# Provider Routing
DEFAULT_PROVIDER=openrouter
DEFAULT_MODEL=claude-3.5-sonnet
ENABLE_FAILOVER=true
# Cache & Performance
CACHE_TTL=300
REQUEST_TIMEOUT=30
MAX_RETRIES=3
ENABLE_CACHE=true
ENABLE_HEALTH_MONITOR=trueπ§ͺ Testing
# Run all tests
pytest tests/ -q
# Run with coverage
pytest tests/ --cov=mcp_server --cov-report=html
# Run specific module
pytest tests/test_technical_indicators_tool.py -v
# Output: 344 passed, 2 warnings in ~5sπ Test Coverage
Phase | Tests | Description |
Phase 1 (Foundation) | ~50 | Config, logging, models, base provider |
Phase 2 (MCP Core) | ~100 | Tools, registry, validation, server |
Phase 3 (Provider Layer) | ~104 | Provider abstraction, routing, failover |
Sprint 4.1 (Finance Services) | ~17 | Cache, finance service, currency service |
Sprint 4.2 (Advanced Finance) | ~73 | 7 new financial intelligence tools |
Total | 344 | 100% passing |
π Project Progress
Phase | Status | Description |
Phase 1 | β Completed | Foundation - Config, logging, models, base provider |
Phase 2 | β Completed | MCP Core Engine - Tools, registry, validation, server |
Phase 3 | β Completed | Provider Abstraction Layer - Cerebras, NVIDIA, OpenRouter with failover |
Phase 4 | β Completed | Financial Intelligence Platform |
βββ Sprint 4.1 | β Completed | Enterprise Financial Services Layer |
βββ Sprint 4.2 | β Completed | Advanced Financial Intelligence Tools |
π¦ Requirements
Python 3.11+
Dependencies (auto-installed):
pydantic>=2.0,<3.0- Settings & validationpydantic-settings>=2.0,<3.0- Environment configuvicorn[standard]>=0.23- ASGI servermcp>=1.0.0- Model Context Protocoljsonschema>=4.0,<5.0- Schema validationnumpy>=1.24.0- Technical indicatorsaiohttp>=3.8.0- HTTP client
ποΈ Development
# Install dev dependencies
pip install -e ".[dev]"
# Format code
ruff check . --fix
black .
# Type check
mypy mcp_server
# Security scan
bandit -r mcp_server
# Run tests
pytest tests/ -qπ Project Structure
toolbridge-mcp-server/
βββ mcp_server/
β βββ config/ # Settings, environment config
β βββ core/ # Health, server core
β βββ exceptions/ # Exception hierarchy
β βββ health/ # Health checks
β βββ logging/ # Structured logging
β βββ mcp_core/ # MCP protocol errors
β βββ models/ # Base Pydantic models
β βββ providers/ # LLM & Finance providers
β βββ services/ # Finance, Currency services
β βββ tools/ # MCP tools (10 finance tools)
β βββ validation/ # Schema validation
β βββ server.py # FastMCP entry point
βββ tests/ # 344 tests (100% passing)
βββ docs/ # Documentation
βββ docker/ # Docker configs (future)
βββ scripts/ # Helper scripts
βββ LICENSE # MIT License
βββ pyproject.toml # Build & tool config
βββ requirements.txt # Runtime dependencies
βββ README.md # This fileπ License
MIT License - see LICENSE file.
π€ Contributing
Fork the repository
Create feature branch
Add tests for new functionality
Ensure all tests pass (
pytest tests/ -q)Submit PR with description
π Support
Issues: GitHub Issues
Discussions: GitHub Discussions
ToolBridge MCP Server v1.0.0 - Empowering AI with Professional Financial Intelligence
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