Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add kelvinkosbab/AppBootstrapAI --skill android-modularization-progit clone --depth 1 https://github.com/kelvinkosbab/AppBootstrapAIWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/kelvinkosbab/appbootstrapai/android-modularization-pro)<a href="https://agentmods.dev/skills/kelvinkosbab/appbootstrapai/android-modularization-pro"><img src="https://agentmods.dev/badge/skills/kelvinkosbab/appbootstrapai/android-modularization-pro/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/kelvinkosbab/appbootstrapai/android-modularization-pro"><img src="https://agentmods.dev/badge/skills/kelvinkosbab/appbootstrapai/android-modularization-pro.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00109 | $0.01807 |
| Opus 5.5 | $0.00044 | $0.00723 |
| Sonnet 5.5 | $0.00022 | $0.00361 |
| Haiku 4.5 | $0.00011 | $0.00181 |
Grade A, and why
android-modularization-pro scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 97 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Turn an Android app into a thin :app over many small Gradle modules, or check one that already is. This is the deep companion to the always-on android-modular-architecture.md rule. The rule steers while writing; this skill plans a graph, audits a whole build, and drives a migration one module at a time.
Pick the mode from the request:
- Plan: a new app, or a single-module app before any move. Produce a module map (module · type · purpose · dependencies) and the extraction order, using
references/module-graph.md. Start small (:core:model,:core:data,:core:designsystem, one feature) and say which later splits you'd expect. - Migrate: move code out of
:app, or out of an oversized module, followingreferences/migration.md. One module per step, the app building and tests passing after each. - Audit: an app that already has modules. Run the checks in
references/audit.md, then report findings ranked by severity.
Review process (audit mode):
- Inventory:
settings.gradle.ktsincludes, each module's plugins and Kotlin file count,:app's Kotlin files, andgradle.propertiesbuild flags. Usereferences/audit.md("Inventory"). - Check the graph with
references/module-graph.mdand the dependency report inreferences/audit.md: feature→featureimpledges, features reaching data sources,api(...)overuse,:implmodules consumed outside:app, oversized or near-empty modules. - Check navigation and DI with
references/navigation-and-di.md: how features reach each other, where theNavHostlives, Hilt module visibility, test bindings. - Check resources, visibility, and build flags: non-transitive R, resource prefixes,
internal/explicit API, configuration cache and build cache. - Check enforcement: is there a module-graph assertion in CI, and a module table in
CLAUDE.md?
If doing a partial review, load only the relevant reference file.
Core Instructions
:appis an assembler. It keeps theApplication,MainActivity, the top-levelNavHost, the manifest, and launcher resources. Screens, ViewModels, and repositories belong in modules.- Direction is the architecture.
:app→ features → domain → data → data sources → model. Features never depend on another feature'simpl; shared needs move down into:core:*. - Navigation goes through
:app. Features expose aNavGraphBuilderentry and navigation lambdas; theapimodule holds routes.:appconnects them. - Incremental, never big-bang. Every step leaves the app building and shippable. Convention plugins come first so each new module costs a few lines.
implementationandinternalby default.api(...)and public symbols are deliberate, reviewed choices.- Granularity follows real boundaries. Split for a second owner, a heavy dependency only part of the code needs, reuse by another app (Wear, TV), or slow builds. Don't split speculatively.
- Enforce what you decide. A graph rule without a CI check is a suggestion.
- Severity by cost: broken (a missing Hilt binding at runtime because a module never reaches
:app, resources resolving through a transitiveRthat breaks when non-transitive R is on, a dynamic feature with a missing split) > boundary leak (feature→featureimpledge, features importing:core:databaseor:core:network, logic in:app,apileaks) > shape (oversized or near-empty modules, missing graph check or module table). - Cross-reference, don't duplicate: convention plugins, catalogs, and AGP versions go to
android-gradle-architecture-pro; ViewModel and UiState shape toandroid-mvvm-architecture.md; repositories toandroid-repository-pattern.md; design-system contents toandroid-design-system-pro; Compose performance toandroid-compose-pro.
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 6d ago First seen · 97 lines · 109 tokens per session scan A f6d826850887
android-modularization-pro is a skill published in the GitHub repository kelvinkosbab/AppBootstrapAI (7 stars, last pushed yesterday), licensed MIT. It adds 109 tokens to every session and 1,807 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-11.
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