A guardrail for AI finance agents. Before an agent runs an action, circuit breaker checks the risk, compares it with a threshold, and keeps a clear log of what happened. I built it at AI Engine Hackathon in Scotland.

A small tool that takes a repo URL and tries to turn it into an MCP server. It reads the code, suggests useful tools, generates the server, and writes config files for Claude Desktop-style agents.

A tool for reconstructing genome-scale metabolic models. I wanted to see whether protein-language-model embeddings could help with reaction-gene mapping, so I added ESM C 600M scoring and compared it with a no-ESM baseline.

A fermentation planning tool from Edinburgh BioHackathon 2026. It uses GEMs and FBA/FVA to help compare media choices for four fungi, then turns a large design-of-experiments table into a smaller set of runs.

A CLI for writing incident reports from Git commits. The goal was simple: take the boring first draft of a post-mortem and make it fast, cheap, and repeatable.

A virtual supermarket experiment for cognitive science. It looks at planning, working memory, inhibition, and flexibility, with eye tracking and behaviour logs built in.

Small Python packages I published while learning by building. Together they have 6,000+ downloads, including a Central Bank of Azerbaijan exchange-rate client, an Azerbaijani number-to-words converter, and a few cleaned datasets on Hugging Face.