Real-time oversight layer that intercepts and risk-scores AI finance agent actions before execution using GPT-4 as a risk assessor. Prevents catastrophic automated trades by enforcing configurable risk thresholds and generating structured audit logs. Built at AI Engine Hackathon, Scotland.

Automation tool that generates MCP servers from any repository URL, turning source code into tools accessible to agents with a single click. Produces one-click install files for Claude Desktop and other MCP agents. End-to-end pipeline: repo analysis → tool schema → server code generation → agent configuration. Built at AI Engine Hackathon, Scotland.

Genome-scale metabolic model reconstruction tool designed to replace CarveMe and gapseq for both bacteria and eukaryotes. Integrates ESM C 600M protein language model embeddings as a novel second-order scoring method for reaction–gene mapping. Benchmarked against gold-standard GEMs (iML1515, iJO1366) with an ablation study comparing full pipeline vs. --no-esm baseline.

GEM-powered fungal fermentation optimisation tool for non-specialist bioprocess engineers, covering A. niger, A. oryzae, N. crassa, and R. microsporus. Applies FBA/FVA to predict growth rates, biomass yields, and organic acid production with shadow prices for media composition. Includes a gene–media component predicting pellet vs. dispersed morphology from pkaC, brlA, flbA regulation. Reduces DoE tables from ~80 to ~15 runs. Built at Edinburgh BioHackathon 2026 (Pacifico Biolabs).

AI post-mortem CLI tool that saves ~90% of incident-documentation time at roughly $0.01 per run. Pip-installable command-line interface that generates professional incident reports from Git commits, with full release pipeline and public documentation.

Virtual supermarket simulation assessing cognitive functions — planning, working memory, inhibition, and cognitive flexibility. Integrated eye tracking and a custom behavioural data-logging pipeline.

Python libraries with 6,000+ total downloads. CBAR Exchange Rates (3,400+ downloads): client for the Central Bank of Azerbaijan API with automatic retries and error handling. Azerbaijani Number-to-Words Converter (2,500+ downloads, 4.8★): converts numbers to Azerbaijani words for financial, legal, and statistical applications. Plus published Azerbaijan-market ML datasets on Hugging Face with cleaning, validation, and structured docs.