Talks and meetup sessions, newest first. If you’d like me to speak about repository health, ecosystem-scale upgrades, or open-source maintenance, get in touch.

2026

OSSvitals Toolkit: health data over MCP and a remediation skill AI Tinkerers Lahore, 2nd meetup, 24 October 2026 How OSSvitals serves repository health data to AI agents over the Model Context Protocol, and a Claude Code skill that turns one failing check into one validated draft pull request.

2024

Elevating Open edX Development: The Repo Health Dashboard Open edX Conference 2024, Stellenbosch, South Africa. Co-presented with Muhammad Soban Javed. The original Repo Health Dashboard, now OSSvitals: how the Open edX community measures the health of 150+ repositories and uses it to plan upgrade waves. Recording on YouTube