AI Fitness Coach
Connects Garmin, nutrition tracking and Tonal through MCP servers so an AI assistant can reason over real recovery, nutrition and strength-training data.
- MCP
- TypeScript
- Node.js
- Garmin API
- LLM tooling
Source private
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Michael Swanson
Biotech and clinical research engineering leader. I build AI agentic engineering into regulated software delivery, GxP and HIPAA-aware, and large-scale AI/ML and data platforms across SaaS and research environments, hands-on with Python, C#, mostly on AWS.
Latest writing
All writing-
AI Tools Want a Well-Formed Bug Report. I Have a Voice Memo.
Coding agents expect a clean, well-formed request. Real bug reports never look like that.
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AI Fitness Coaching Is a Context Problem
I built my own coach out of three MCP servers wired into Claude. The interesting engineering wasn't the prompt, it was the data.