Projects

Things I've built outside of work, newest first.

mcp-toolgauge

Audits MCP servers: lints tool definitions, scores how accurately a model picks the right tool, and gates the resulting health score in CI.

Stack: Python, MCP, LLM evaluation, CI

CineGeist

A conversational movie recommender for people who can't articulate their own taste. It shows pairs of real films, learns from your choices and searches a local catalog for what to watch next.

Stack: Python, SQLite, LLMs

LSE Sector Scout

A three-pass LLM pipeline that reads news and retail sentiment to flag LSE sub-sectors likely to move over a 2–6 week swing horizon.

Stack: Python, LLM orchestration, AWS

Rasoee

Classifies a food dish from 308 possibilities and returns its recipe and ingredient list. First Runner-Up at the Global PyTorch Summer Hackathon 2020.

Stack: Python, PyTorch, Django, Kotlin

YOLO Mosaic

Mosaic image augmentation for YOLO training data, stitching four images and their bounding boxes into a single training sample.

Stack: Python, OpenCV

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