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 agentmods add skills/liuyi0808/android-review/performancenpx skills add liuyi0808/android-review --skill performancegit clone --depth 1 https://github.com/liuyi0808/android-reviewWrote 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/liuyi0808/android-review/performance)<a href="https://agentmods.dev/skills/liuyi0808/android-review/performance"><img src="https://agentmods.dev/badge/skills/liuyi0808/android-review/performance.svg" alt="Measured on agentmods" 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 | $0.00079 | $0.01170 |
| Opus 5 | $0.00039 | $0.00585 |
| Sonnet 5 | $0.00016 | $0.00234 |
| Haiku 4.5 | $0.00008 | $0.00117 |
Grade A, and why
performance 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 5d 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 — 131 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Android Performance Audit
Produce a structured audit report with prioritized findings and concrete fixes.
Audit Process
Phase 1: Triage
Scan project structure (build.gradle, AndroidManifest.xml, source tree) to determine which categories apply. SKIP categories with no relevant code.
| Category | Skip If |
|---|---|
| Startup | No custom Application class, no splash screen |
| Recomposition | No Jetpack Compose (@Composable not found) |
| Memory | No ViewModel / Repository / singleton patterns |
| ANR | No SharedPreferences / BroadcastReceiver / sync I/O |
| Pagination | No list screens or large data sets |
| Baseline Profiles | NEVER skip — always relevant |
| Battery & Network | No background work, location, or network calls |
Phase 2: Parallel Scan
Run all relevant categories in PARALLEL using independent Task agents. Each agent:
- Grep for the category's anti-patterns (see search guide below)
- Read matched files to confirm the finding is real
- Return findings in the per-finding format below
Phase 3: Report
Merge parallel results into the final report format below.
Thresholds
| Metric | Target | Critical |
|---|---|---|
| Cold start | < 500ms | > 1000ms |
| Warm start | < 300ms | > 600ms |
| Hot start | < 100ms | > 200ms |
| ANR rate | < 0.47% | > 1% |
| Crash rate | < 1.09% | > 2% |
Anti-Pattern Search Guide
Grep-ready patterns per category. Only search categories that passed triage.
Startup
class \w+ : Application→ checkonCreatebody for heavy sync initContentProviderin manifest → auto-init SDKs blocking startup- Missing
reportFullyDrawn()anywhere in codebase
Recomposition
List</MutableList</ArrayList<in@Composable funparameters → unstable type, useImmutableListor@Immutablewrapper{ viewModel.or{ \w+ViewModel.inline in Composable call sites → lambda recreated every recomposition, extract withrememberitems(withoutkey =in LazyColumn/LazyRow.valueread outsidegraphicsLayer/Modifier.layout/Modifier.drawBehind→ state read triggers full recomposition instead of layout/draw only- Missing
composeCompiler { reportsDestination }in build.gradle → no compiler metrics
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.
- 5d ago First seen · 131 lines · 79 tokens per session scan A a1f0a68cb7ed
performance is a skill published in the GitHub repository liuyi0808/android-review (11 stars, last pushed 9d ago), licensed MIT. It adds 79 tokens to every session and 1,170 once invoked, about $0.0004 per session on Opus 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 2026-08-30.
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