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matthewhand/README.md

Hey, I'm matthewh

I build local-first AI tools, agent workflows, speech integrations and desktop experiments. On my Omarchy desktop, the window manager and the tooling around it are part of the project.

Selected projects

A curated mix of original projects and substantial work on upstream foundations, with attribution in the linked repositories. Status labels refer to public main, not private branches or unmerged drafts.

Project Purpose Maturity
mcp-openapi-proxy Turns OpenAPI-described REST endpoints into MCP tools over Streamable HTTP or stdio. Established, versioned. v0.4.0 tagged source, PyPI package and published GitHub Release.
operating-swarm Coordinates model APIs, local agent CLIs and remote harnesses through a shared API, CLI and WebUI. Evolved from OpenAI's experimental Swarm. Experimental alpha. A model-and-tool workflow is verified; integration coverage varies, and the published package lags source.
funes-vision Local watched-folder browser for JPEG snapshots and grouped visits. Public alpha (synthetic-only). Public main demonstrates 10 fictional JPEGs grouped into 7 visits, without live cameras or model inference. Separate private deployment (verified 23 October 2026): active camera-ingestion pipelines and gallery/API with YOLOv4-tiny (OpenCV) object detection; optional deep vision/LLM decisions currently disabled.
mcp-flowise Lets MCP clients discover and run Flowise chatflows, with authentication and flow filtering. Experimental. Core chatflow integration verified. Verification details.
openai-f5-tts Self-hosted speech for AI assistants and voice apps. Independently developed OpenAI-style API wrapper around upstream F5-TTS, with selectable voices, support for your own trained or fine-tuned checkpoints, sentence-level PCM streaming, and estimated timestamps. SOHO-oriented community beta, verified on one machine. NVIDIA GPU speech generation verified in Docker Desktop on 20 October 2026: the author's privately trained Scarlett (v0, not distributed) and upstream Emilia (v1), non-streaming WAV/MP3, incremental sentence streaming, estimated timestamps, and authentication. Generated speech was transcribed correctly. Intended for trusted, sequential use; simultaneous streaming and cancellation during inference remain unverified. Upstream pretrained weights are noncommercial; custom-checkpoint rights depend on their provenance.
openai-kokoro-tts Independently developed OpenAI-compatible API wrapper around the upstream Kokoro TTS model; not affiliated with OpenAI or the Kokoro authors. Community beta, verified on one machine. CPU and NVIDIA CUDA speech generation verified in Docker Desktop on 20 October 2026, including WAV/MP3 output and bearer authentication. CPU image contains no CUDA packages. AMD and other accelerators remain unverified; see the verification report.
llama-stack-bridge Nginx/njs adapter for Llama Stack model lists and non-streaming chat completions. Legacy prototype. Current compatibility, streaming and deployment unverified.
waltop-osx Userspace macOS shim that restores pen pressure for the WALTOP Slim Tablet 12.1" (USB 172f:0031), whose firmware mislabels its pressure field. Working on one machine. Verified drawing with pressure in Krita on one Intel Mac (macOS 14.8.7) with one tablet; Apple Silicon, other macOS versions and other apps untested.

A synthetic preview is not a live camera or inference test, and an unmerged draft is not a release. These labels describe public evidence, not production certification.

Projects in development

These are broad areas of ongoing work, not claims that every prototype is released or production-ready. Individual projects vary in maturity; public repositories above provide examples where available.

Area Focus
Cross-Platform Desktop Experiences Omarchy-inspired desktop workflows across Linux, macOS, Asahi Linux and Windows, including touch, pen and accessible interaction.
Edge AI & Hardware Acceleration Local multimodal AI on consumer hardware, including Snapdragon NPUs, NVIDIA Tegra and AMD GPUs; accelerator claims require measured evidence.
Embodied AI & Interactive Systems Robotics, speech, computer vision, Kinect and alternative controllers for physical and expressive interaction.
Smart Home & Intelligent Automation Home Assistant, presence sensing, local media workflows and AI-assisted home operations.
Parametric Design & Digital Fabrication Functional OpenSCAD design, practical 3D printing, mechanical parts and AI-assisted CAD workflows.
AI Infrastructure & Developer Tools Agent orchestration, MCP interoperability, API gateways, local model services and developer tooling.

Development work may be private or experimental. A theme here is not a statement of public availability or hardware certification.

Browse all public repositories.

Popular repositories Loading

  1. mcp-openapi-proxy mcp-openapi-proxy Public

    MCP server that dynamically exposes REST APIs defined by OpenAPI specs. Dual-stack MCP 1.x/2.x with native Streamable HTTP.

    Python 158 40

  2. mcp-flowise mcp-flowise Public

    Python 55 23

  3. operating-swarm operating-swarm Public

    Operating Swarm (OS): provider-agnostic agent operating layer and harness. Native execution, external harnesses, and peer OS instances as one abstraction.

    Python 20 6

  4. openai-f5-tts openai-f5-tts Public

    This project provides a Flask-based API for generating high-quality text-to-speech (TTS) audio using F5-TTS, a flexible and powerful TTS engine. The API supports customizable voices, including the …

    Python 16 5

  5. amd-strix-halo-image-video-distrobox amd-strix-halo-image-video-distrobox Public archive

    Forked from kyuz0/amd-strix-halo-image-video-toolboxes

    ROCm distrobox/Docker environment for image & video generation (Qwen Image/Edit, WAN 2.2, LTX-2, ComfyUI) on AMD Strix Halo / gfx1151

    Python 11 2

  6. openai-kokoro-tts openai-kokoro-tts Public

    Present Kokoro TTS as an OpenAI API compatible endpoint

    Python 6 2