AI Product Engineering
MCP Engineering for Claude and ChatGPT Workflows
MCP engineering services for startups building Claude, ChatGPT, and AI-agent integrations over real product data.
What I Build
I design and implement MCP servers that expose product data, workflows, and actions to Claude and ChatGPT. This includes tool design, authentication, API boundaries, observability, and documentation that makes the integration maintainable after launch.
Best Fit
This is useful for teams with existing data or workflows that need to become usable inside AI clients without turning the product into a fragile demo.