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compiled-model-app-scaffolding

100 / 100 · Low risk

Fine to try.

By google-ai-edge/litert-samples (GitHub) · design · 489 stars · scanned at commit 163222b

Build a new Android app (Kotlin, Compose) around a verified LiteRT model using the CompiledModel API - the app architecture, the inference-layer lifecycle rules, model delivery, and the UI traps that masquerade as model bugs. Use when turning a converted and device-verified model into a demo or product app, when an app's inference layer leaks memory or blocks the UI, or when a model that verified clean looks wrong inside an app.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'compiled-model-app-scaffolding' ] || [ -L ~/.agents/skills/'compiled-model-app-scaffolding' ]; then echo 'A skill folder named compiled-model-app-scaffolding already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/google-ai-edge/litert-samples' "$d" && git -C "$d" checkout --quiet '163222b0a76d2e80f959c1fc1f1918420e3b1e4d' -- 'skills/compiled-model-app-scaffolding' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/compiled-model-app-scaffolding' ~/.agents/skills/'compiled-model-app-scaffolding' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'compiled-model-app-scaffolding' ~/.claude/skills/'compiled-model-app-scaffolding' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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