Index · Work
Each project says what it proves, what went wrong, and where the evidence lives. The journey behind them is on the Open Source and About pages.
Projects
Personal project · developer tool · Jul – Sep 2026
A zero-config local code index for AI coding agents. Five read-only MCP tools answer “where is X defined, who uses Y” with locations rather than file dumps, and the incremental index is proven to equal a cold rebuild.
Case study →Try it in the browser →Website ↗Repository ↗PyPI ↗
Personal project · web app for open source contributors · Oct 2026
Know a repository before your first pull request. Paste a public GitHub repository and it reports where to start, who maintains it, how fast people reply, and whether outside pull requests actually get merged. Every answer is calculated by a fixed rule and shows its evidence; there is no AI and no health score.
Google Summer of Code 2026 · OpenPrinting · May – Aug 2026
Explainable “what else will work” recommendations across 6,657 printers in OpenPrinting’s Foomatic database, plus a deterministic natural-language assistant. Everything runs at build time; the browser loads a 6 KB shard, not a 24 MB dataset.
Case study →Final report ↗PR #224 · recommendations ↗PR #230 · assistant ↗PR #236 · documentation ↗
Winter of Code 5.0 · OpenPrinting · in production · Mar 2026
Site-wide search for a statically exported Next.js site with no backend. A build step parses every post into a JSON index; the browser loads it once and answers queries locally with weighted, fuzzy ranking. Opens with Cmd/Ctrl + K on openprinting.github.io today.
