agent-designer
The skills workspace. Issue-driven workflows, an MCP tool catalog, and bridge skills for agent-to-agent delegation with session continuity.
GitHub source for agent-designerMade in public.
Yours to explore.
Our public work connects coding agents with useful workflows, brings models onto local hardware, and gives creative practice room to develop. Each project starts with something worth making.
Explore all 22 projects
Ideas become more usefulwhen people can work with them.
01 / Agent workflows
A better way to work with agents.
document-SKILLs
docx, xlsx, pptx, and pdf. Extraction, forms, formulas, and tracked changes. Runs on uv with PEP 723, no virtualenv.
GitHub source for document-SKILLspresentation
Consulting-quality decks, from strategy storyboarding to pixel-perfect PDF or editable PPTX.
GitHub source for presentationwebmaton
Grounded web research. Citations, deterministic HTML-to-Markdown, and persistent sessions over Playwright, nodriver, and Chrome DevTools.
latex-arxiv-SKILL
Turns a topic into an arXiv-ready ML review paper. Gated literature discovery, every citation verified, compiled to a two-column IEEEtran PDF.
GitHub source for latex-arxiv-SKILLautomaton
A stage-gated harness. Frame, plan, review, execute, verify, resume. Installs as plain markdown.
GitHub source for automatonmarkmaton
HTML to Markdown for agent pipelines. A Go parser core wrapped in a Python CLI and API, on PyPI.
GitHub source for markmatondocker-for-apple-container
A stateless docker shim over Apple’s native container CLI on macOS, with no Docker Desktop.
GitHub source for docker-for-apple-container02 / Local intelligence
Intelligence, close to the machine.
mlx-speech
Speech synthesis, voice cloning, dialogue, sound effects, and recognition, MLX-native on the Apple GPU.
GitHub source for mlx-speechtnt-asr
A terminal voice-to-text TUI. Qwen3-ASR transcribes in about a second, fully local.
GitHub source for tnt-asrltx-video-mlx
Text- and image-to-video with synchronized audio on LTX-2.3 22B. On-device LoRA fine-tuning.
mlx-spatial
3D and spatial inference on device with SAM 3D Objects, TRELLIS.2, WorldMirror, and MapAnything.
GitHub source for mlx-spatialmlx-cv
Open-vocabulary grounding, detection, depth and camera geometry, segmentation, and video tracking in pure MLX. Every model is checked against its upstream reference before it ships.
GitHub source for mlx-cvmlx-atomistic
Atomistic simulation on Apple silicon. A DFT and molecular-dynamics runtime on MLX and Metal, running on the GPU the Mac already has.
GitHub source for mlx-atomistic03 / Creative practice
Room for human taste.
setloom
Producer-first co-production for club music. Musical intent into editable tracks, stems, renders, and listening notes, with the human keeping the taste gate.
GitHub source for setloomFollow the idea
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The complete catalog is maintained at appautomaton.com. Project websites, source repositories, and documentation are collected there as the work evolves.
The complete collectionBrowse the GitHub organization
Code and model terms vary by project. Read the source repository and model documentation before use.