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Credit goes to appautomaton.github.io

An AppCubic workshop · 17 units · 4 shelves

App Automaton

An open-source workshop for engineering with coding agents.

Portable SKILLs, stage-gated harnesses, and pure-MLX work that runs on the laptop's own silicon. Built for Claude Code, Codex, Gemini, and OpenCode.

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17 / 17 units

SKILLs

06

Portable SKILL.md packs with three layers of disclosure. The same folder runs unchanged under Claude Code, Codex, Gemini, and OpenCode.

agent-designer
A-01
MCP · multi-agent

The skills workspace. Issue-driven workflows, an MCP tool catalog, and bridge skills for agent-to-agent delegation with session continuity.

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document-SKILLs
A-02
uv · PEP 723

docx, xlsx, pptx, and pdf. Extraction, forms, formulas, and tracked changes. Runs on uv with PEP 723, no virtualenv.

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presentation
A-03
PDF · PPTX

Consulting-quality decks, from strategy storyboarding to pixel-perfect PDF or editable PPTX.

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webmaton
A-04
Playwright · CDP

Grounded web research. Citations, deterministic HTML-to-Markdown, and persistent sessions over Playwright, nodriver, and Chrome DevTools.

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playwright-skill
A-05
Android · Termux

Browser automation that also runs on Android via a Termux launcher patch and headless Chromium.

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latex-arxiv-SKILL
A-06
arXiv · IEEEtran

Turns a topic into an arXiv-ready ML review paper. Gated literature discovery, every citation verified, compiled to a two-column IEEEtran PDF.

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Harnesses & runtimes

05

Stage gates, orchestration, and plumbing. The tooling that keeps an agent honest from plan to verify.

automaton
B-01
stage gates · markdown

A stage-gated harness. Frame, plan, review, execute, verify, resume. Installs as plain markdown.

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automux
B-02
tmux · worktrees

Multi-agent orchestration in tmux or kitty, coordinating through files across parallel git worktrees.

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openclaw-monorepo
B-03
JSON5 · Docker

A repo-local OpenClaw workspace with JSON5 config, plugins, and Docker sandboxes.

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markmaton
B-04
Go · PyPI

HTML to Markdown for agent pipelines. A Go engine wrapped in a Python CLI and API, on PyPI.

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docker-for-apple-container
B-05
macOS · container CLI

A stateless docker shim over Apple’s native container CLI on macOS, with no Docker Desktop.

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On-device MLX

05

Pure MLX on the Apple GPU. Speech, vision, video, and 3D that never leave the machine.

mlx-speech
C-01
TTS · ASR

Speech synthesis, voice cloning, dialogue, sound effects, and recognition, MLX-native on the Apple GPU.

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tnt-asr
C-02
Qwen3-ASR · TUI

A terminal voice-to-text TUI. Qwen3-ASR transcribes in about a second, fully local.

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ltx-video-mlx
C-03
LTX-2.3 22B · LoRA

Text- and image-to-video with synchronized audio on LTX-2.3 22B. On-device LoRA fine-tuning.

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mlx-cv
C-04
SAM 3 · grounding

MLX-native computer vision. Detection, segmentation, and open-vocabulary grounding with SAM 3 and LocateAnything.

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mlx-spatial
C-05
TRELLIS.2 · 3D

3D and spatial inference on device with SAM 3D Objects, TRELLIS.2, WorldMirror, and MapAnything.

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Creative harnesses

01

The same stage-gated method, pointed at club music.

setloom
D-01
club music · stems

Producer-first co-production for club music. Musical intent into editable tracks, stems, renders, and listening notes, with the human keeping the taste gate.

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The open workshop of AppCubic. Everything here is MIT licensed and built in public.