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-memory-storage-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-memory-storage-pro)<a href="https://agentmods.dev/skills/kelvinkosbab/appbootstrapai/android-memory-storage-pro"><img src="https://agentmods.dev/badge/skills/kelvinkosbab/appbootstrapai/android-memory-storage-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-memory-storage-pro"><img src="https://agentmods.dev/badge/skills/kelvinkosbab/appbootstrapai/android-memory-storage-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 | $0.00134 | $0.01307 |
| Opus 5.5 | $0.00054 | $0.00523 |
| Sonnet 5.5 | $0.00027 | $0.00261 |
| Haiku 4.5 | $0.00013 | $0.00131 |
Grade A, and why
android-memory-storage-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 today.
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 — 70 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Audit Android code for memory and storage problems. This is the deep-review companion to the always-on android-memory-management.md and android-storage-management.md rules: the rules steer while writing; this skill traces ownership, footprint, and file placement across whole features and the manifest. Report only genuine problems.
Applies to Compose and View-based apps. If asked to fix rather than review, make the changes directly and summarize them in the same file-by-file format.
Review process:
- Leaks. For every long-lived object (singletons,
objects, companion objects, ViewModels, Hilt@Singletons, services), check what it holds and what it registers, usingreferences/leaks.md. Confirm the reference chain from a GC root before reporting. - Footprint. Check image loading, in-memory caches, list loading, trim-memory handling, and manifest heap flags using
references/memory-footprint.md. - Storage. For every file write, preference, database, permission, and backup rule, check location, API, threading, size caps, and backup behavior using
references/storage-layout.md. - Evidence. When the user reports a symptom (OOM, LMK kills, ANRs on disk, storage growth), or before you claim a fix worked, use
references/measuring.mdto reproduce and confirm it with LeakCanary, the Memory Profiler,dumpsys, StrictMode, orApplicationExitInfo.
For a partial review (only leaks, only storage), load only the matching reference.
Core Instructions
- A leak finding names the chain:
AnalyticsTracker(singleton) →listener→ProfileFragment→ its view tree. "Might leak" without a chain isn't a finding. - Size findings in bytes: "decodes a 4000×3000 photo as ARGB_8888 for a 64dp avatar: ~48 MB" is actionable.
- Storage findings name the consequence: Play rejection (broad storage or media permissions), restore crash (Keystore-encrypted file in backup), data loss (needed files in
cacheDir), ANR (commit()on the main thread), or growth without bound. - Severity by user impact: crash or data loss (OOM on a common flow, restore crash, Play policy violation, secrets in plain files) > degraded (leaked screens, unbounded caches, main-thread I/O, backup bloat) > hygiene (no StrictMode in debug, missing cache cap on a small cache).
- Cross-reference, don't duplicate: coroutine scope lifetime belongs to
android-coroutines-pro; recomposition cost toandroid-compose-pro; R8 and resource shrinking tor8-shrink-pro; module placement of data sources toandroid-modularization-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.
- today First seen · 70 lines · 134 tokens per session scan A 1fd4a1acd1f4
android-memory-storage-pro is a skill published in the GitHub repository kelvinkosbab/AppBootstrapAI (8 stars, last pushed today), licensed MIT. It adds 134 tokens to every session and 1,307 once invoked, about $0.0005 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 2026-11-06.
android-memory-storage-pro compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| android-memory-storage-prokelvinkosbab/AppBootstrapAI | Skill | 8 | today | MIT | A | 134 | Claude Code |
| kmp-glassmorphism-uiAks-4125/kmp-glassmorphism-skill | Skill | 5 | 3mo ago | MIT | A | 81 | Claude Code, Codex |
| argent-settings-permissionssoftware-mansion/argent | Skill | 3.2k | yesterday | Apache-2.0 | A | 140 | Claude Code, Codex |
| argent-react-native-optimizationsoftware-mansion/argent | Skill | 3.2k | yesterday | Apache-2.0 | A | 71 | Claude Code, Codex |
| mobile-automationmobile-next/mobile-mcp | Skill | 10k | 4d ago | Apache-2.0 | A | 58 | Claude Code, Codex |
| sceneviewsceneview/sceneview | Skill | 1.4k | yesterday | Apache-2.0 | A | 156 | Codex |
| argent-tv-interactsoftware-mansion/argent | Skill | 3.2k | yesterday | Apache-2.0 | A | 107 | Claude Code, Codex |