MCP Servers

AI Integration Toolkit for Claude & LLMs AI Production Ready

🔌 Project Overview

A comprehensive collection of Model Context Protocol (MCP) servers enabling seamless integration between Claude, ChatGPT, and other LLMs with enterprise systems and data sources. Each server is designed as a production-ready tool exposing business logic to AI agents.

6 Production MCP Servers - Each addressing specific integration needs
Node.js/TypeScript - Built with modern JavaScript stack
AI-Ready Tools - Expose business operations to Claude and LLMs
Authentication & Security - Enterprise-grade access control
Comprehensive Testing - Unit and integration tests included
Production Deployment - Ready for immediate use

🎯 MCP Servers Collection

Six specialized servers enabling AI integration across different systems:

🔧 DevOps Server

Azure DevOps integration for work item management, project tracking, and development workflow automation.

Work Items Projects Teams Automation

🗄️ MSSQL Server

Direct SQL Server integration for querying databases, executing operations, and data manipulation through natural language.

Queries DDL/DML Analysis Reporting

📈 AlphaVantage Server

Real-time stock market data integration for financial analysis, investment recommendations, and market insights.

Stock Data Analysis Quotes Charts

🤖 H2O AI Server

H2O.ai integration for machine learning, model evaluation, and predictive analytics through AI interaction.

ML Models Predictions Analysis Training

🦙 Ollama Server

Local LLM integration for running open-source models, enabling on-premise AI capabilities without external APIs.

Local Models Inference Embeddings Fine-tuning

💬 Question Relay Server

Intelligent question routing and relay system for distributing queries to appropriate handlers and services.

Routing Delegation Context Responses

💡 Key Features

🔗
Model Context Protocol (MCP) - Standard protocol for AI tool integration with Claude and other LLMs
🛠️
Enterprise Integration - Connect Claude directly to your systems (DevOps, SQL, APIs)
🔐
Secure Authentication - PAT tokens, API keys, and connection management
⚡
Fast Implementation - Node.js/TypeScript for rapid development and deployment
🧪
Production-Grade Testing - Comprehensive test coverage with Jest and debugging
📚
Well-Documented - Clear setup instructions, examples, and API documentation
🚀
Ready to Deploy - Containerizable, cloud-ready implementations
🔄
Modular Design - Use individual servers or combine multiple for complex workflows

🏗️ Architecture & Technology

Stack Overview

Runtime & Language

Node.js v18+ TypeScript Modern ES Modules

MCP & Protocol

Model Context Protocol Claude Integration LLM Tools

Integrations

Azure DevOps SQL Server REST APIs

Testing & Quality

Jest Debugging Coverage

How MCP Servers Work

Tool Definition - Each server defines tools that Claude can call
Tool Handler - Implements the business logic for each tool
Parameter Validation - Validates input from Claude before execution
Context Management - Maintains conversation context across interactions
Response Formatting - Returns structured data to Claude
Error Handling - Graceful handling of failures with informative messages

🚀 Use Cases & Applications

DevOps Automation

"Claude, create a sprint with these user stories" - Let AI orchestrate your DevOps workflows through natural language.

Data Analysis

Query databases naturally: "What are the top 10 customers by revenue?" - Claude executes the SQL and analyzes results.

Financial Intelligence

Real-time stock analysis: "Should I buy APPLE stock?" - Claude analyzes market data and provides insights.

Predictive Analytics

ML model integration: "Predict customer churn" - Claude triggers models and interprets results.

Local AI Processing

Privacy-first processing: Run local LLMs for sensitive operations without external API calls.

Intelligent Routing

Smart delegation: Route questions to appropriate services based on context and content.

💻 Development Features

Testing Setup

Jest Framework - Comprehensive test runner with built-in coverage
VSCode Debugging - Press F5 to debug tests directly in your IDE
Watch Mode - Auto-run tests on file changes with npm run test:watch
Test Coverage - Track coverage metrics for quality assurance
CI Integration - Automated testing in pipelines

Development Workflow

Environment Configuration - Easy setup with environment variables
Hot Reload - Rapid development iteration
TypeScript Support - Type-safe development
Error Debugging - Clear error messages and stack traces

🎓 What This Project Demonstrates

The MCP Servers collection showcases expertise in:

✅ AI Integration - Deep understanding of LLM tool protocols
✅ System Integration - Connecting diverse enterprise systems
✅ API Design - Well-structured tool interfaces for AI consumption
✅ Security - Authentication, authorization, and data protection
✅ Testing Practices - Comprehensive test coverage and quality assurance
✅ Modern JavaScript - TypeScript, Node.js, best practices
✅ Production Readiness - Deployable, maintainable code
✅ Documentation - Clear setup and usage instructions