AI ENGINEERING · MCP · AI AGENTS

Connect AI to your real-world systems.

Build custom MCP servers that allow AI assistants and agents to securely interact with APIs, databases, enterprise applications, internal tools and business workflows.

Local & Remote MCP API & HTTP integrations AI Agent ready
MCP ARCHITECTURE ● LIVE
AI Client AI Assistant / Agent
MCP Protocol
MCP Server Custom AI Tools
Database REST API Cloud Internal
Secure tool execution
Databases
Enterprise Apps
Cloud APIs
AI DEVELOPMENT SERVICES

Build AI systems that can actually do things

From a single custom tool to a complete AI integration platform, build secure connections between AI models and your existing systems.

01

Custom MCP Servers

Build custom Model Context Protocol servers that expose your business capabilities as AI-accessible tools.

Python FastAPI MCP
02

Remote MCP Servers

Deploy remotely accessible MCP servers using HTTP-based architectures with authentication, HTTPS and scalable infrastructure.

HTTP HTTPS Cloud
03

Local MCP Servers

Build local MCP servers that connect AI clients directly to development environments, scripts, files and internal tools.

Local STDIO Python
04

API → AI Tools

Convert existing REST APIs and backend services into structured tools that AI agents can discover and execute.

REST FastAPI HTTP
05

Database AI Tools

Give AI agents controlled access to databases through purpose-built tools for querying, analysis and business operations.

PostgreSQL SQL Dataverse
06

Enterprise AI Integration

Connect AI agents with CRM, ERP, internal applications and business platforms through controlled MCP tools.

CRM ERP Business Apps
07

AI Agent Integration

Connect MCP tools to AI agents so they can retrieve information, call APIs and execute controlled business actions.

Agents Tools LLMs
08

Authentication & Security

Protect MCP endpoints with authentication, authorization, HTTPS, secrets management and controlled tool access.

OAuth JWT HTTPS
09

Containerized MCP

Package MCP servers into production-ready Docker containers with environment configuration, networking and deployment automation.

Docker Compose CI/CD
CONNECT YOUR SYSTEMS

Your AI doesn't have to live in isolation

Databases PostgreSQL · SQL Server · Oracle
REST APIs Internal & third-party APIs
Enterprise Apps CRM · ERP · Business systems
Scripts & Tools Python · CLI · Automation
Developer Tools Git · CI/CD · DevOps
Cloud Services Cloud APIs & infrastructure
DEVELOPMENT PROCESS

From API to AI-powered capability

01 Understand Analyze your APIs, systems and workflows.
02 Design Tools Define safe and useful AI capabilities.
03 Build MCP Implement tools, resources and prompts.
04 Secure Authentication, authorization and controls.
05 Deploy Docker, cloud and CI/CD deployment.
AI ENGINEERING STACK

Technologies I work with

MCP
Python
FastAPI
REST APIs
PostgreSQL
Docker
GitHub
Cloud
BUILD YOUR AI INTEGRATION

Give your AI access to your systems.

Turn your APIs, databases and business processes into secure AI-accessible capabilities.

Build an MCP Server
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