AI Tools & MCP Integrations

LLM features, agents and Model Context Protocol workflows built into your product.

Adding AI to a product is easy to demo and hard to ship. I build LLM-powered features that hold up in production: structured outputs, retries, cost controls and evaluation so you know what changed.

I work with OpenAI and Claude, and build Model Context Protocol (MCP) servers so your data and tools are available to AI assistants like Cursor and Claude in a controlled way.

Typical projects: an AI assistant inside a SaaS, document processing pipelines, agent workflows, and MCP servers exposing an internal API.