Work

Work you can check

Explore a working data example and two public repositories.

Public health data

Available to inspect · interactive example

WA hospital data explorer

Explore emergency department presentations across financial years. I built the data preparation, map and accessible table from public AIHW and ABS data. Inspect the method, download the snapshot and reproduce a value offline.

An example data workflow, not a commissioned hospital deployment. The snapshot uses a latest-year hospital cohort; presentation counts do not measure waiting times or hospital performance.

Explore the hospital project
Health data

Available to inspect · repository

AIHW MyHospitals API clients

Access Australian hospital data from code. John’s repository provides unofficial Rust, Python and R clients for the AIHW MyHospitals API. Inspect the source, examples and licence to assess fit; this listing does not establish production readiness or ongoing support.

View on GitHub (opens in a new tab)
Government data

Available to inspect · repository

WA data MCP repository

Connect AI tools to searchable open-data catalogues. John’s public repository is a fork of ondata’s CKAN MCP server. The underlying connector is upstream work; no original connector implementation, production readiness or agency deployment is claimed here.

View on GitHub (opens in a new tab)

Energy data

Private repository · available on request

OpenElectricity client in Rust

Read Australian electricity market data from Rust. OpenElectricity publishes generation, demand, prices and emissions for the National Electricity Market and Western Australia’s market through an API. I wrote an async Rust client for it, modelled on OpenElectricity’s official TypeScript client: it covers that client’s seven endpoints and their filters, keeps missing readings and unknown fields rather than dropping them, and is tested against local mock servers.

An optional local gateway lets OpenElectricity’s own web app run against the Rust client during development. The API, the data and the TypeScript client are OpenElectricity’s; this is unofficial, isn’t on crates.io yet and isn’t a hosted service.

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Research experience

John’s personal experience includes data analysis and reproducible HPC workflows in paediatric health research. See the founder’s background. This is personal experience rather than a separately published company project.

In development: proposed projects

Ideas for future work. These have no linked public implementation and are not available to use.

Health data

Health-data MCP concept

A proposed connector for Australian health datasets. No public implementation or assurance assessment is linked yet.

Proposed · not available
AI governance

MCP logging concept

A proposed exploration of request logging and redaction for MCP servers. These are intended features, not verified capabilities.

Proposed · not available
Proposed · not available

WA legislation citation checker

A proposed tool to compare AI-generated citations with Western Australian legislation. No public implementation is linked yet.
Proposed · not available

A reference sovereign AI stack

A planned reference platform for exploring private AI on Australian infrastructure. It is not presented as a deployment-ready product.

WA hospital data explorer

AIHW MyHospitals API clients

WA data MCP repository

OpenElectricity client in Rust

Research experience

Health-data MCP concept

MCP logging concept

WA legislation citation checker

A reference sovereign AI stack