A released-beta Python package that lets authorized AI agents interact with a computer, VM, or container through MCP.
Includes: command and file operations, persistent terminals, Docker controls, system inspection, tunneled access, lifecycle management, authentication, and activity logging.
Python MCP Starlette Cloudflare Tunnel pytest GitHub Actions
A deterministic checker that proves a project's documentation against the project itself. No model, no network, so the same repository always gets the same verdict.
Includes: three verdicts on every claim (holds, broken, or skipped out loud), checks for documented paths, CLI flags, version claims and imported symbols, a GitHub Action, and a reporting mode for projects that already have drift.
Findings from it have been merged upstream by the maintainers of prettier, pipenv, anyio, gunicorn, Sentry, Sanity, rolldown and Harvard's Dataverse, among others. azul runs it in CI.
Python pytest GitHub Actions Git
A hackathon project evolved from DocQA, built for question answering over PDFs with retrievable page-level sources.
Includes: PDF extraction, targeted OCR, deterministic chunking, dense and sparse retrieval, Qdrant, streaming responses, and a React interface.
Python FastAPI React Qdrant BGE-M3 Docker
An experimental browser application that transfers files between devices through audible sound.
Includes: 4-FSK modulation, binary framing, CRC32 validation, acknowledgements, retries, microphone reception, and file reassembly.
TypeScript Web Audio API AudioWorklet Vite Vitest
A machine-readable prompt library for turning broad development requests into scoped, verifiable tasks for coding agents.
Covers: repository audits, project hardening, implementation workflows, dependency maintenance, UI review, and repository curation.
Markdown YAML JSON Jekyll GitHub Pages
Audio, video and real time: Transcribe Realtime · Voice Notes · Audio Editor · AV Recorder · Make a Call · Automated Videogen · Animation Effect
Vision and browser-native: Image Classification · MultiCam Surveillance · Favicon
Available for contract work: agent tooling, retrieval and document pipelines, and the full-stack builds around them.