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 kaeawc/auto-mobile --skill manual-testgit clone --depth 1 https://github.com/kaeawc/auto-mobileWrote 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/kaeawc/auto-mobile/manual-test)<a href="https://agentmods.dev/skills/kaeawc/auto-mobile/manual-test"><img src="https://agentmods.dev/badge/skills/kaeawc/auto-mobile/manual-test/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/kaeawc/auto-mobile/manual-test"><img src="https://agentmods.dev/badge/skills/kaeawc/auto-mobile/manual-test.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 3 findings, up to high
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- high Tool Misuse · line 76 Tool parameters are crafted to achieve unintended or unsafe behavior. Parameter abuse can bypass intended safety checks (e.g. shell=True, --force, dangerous glob patterns).Fix: Validate all tool parameters against an allowlist. Reject dangerous parameter values (shell=True, --force, -rf /) and use safe defaults.
- high Tool Misuse · line 76 Tool calls are chained to bypass individual safety checks or escalate capabilities beyond what any single tool call would allow.Fix: Limit tool chaining depth and validate the output of each tool before passing it to the next. Require explicit user approval for multi-step chains.
- high Tool Misuse · line 76 Tool calls are chained to bypass individual safety checks or escalate capabilities beyond what any single tool call would allow.Fix: Limit tool chaining depth and validate the output of each tool before passing it to the next. Require explicit user approval for multi-step chains.
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 | $0.00157 | $0.12082 |
| Opus 5.5 | $0.00063 | $0.04833 |
| Sonnet 5.5 | $0.00031 | $0.02416 |
| Haiku 4.5 | $0.00016 | $0.01208 |
Grade A, and why
manual-test 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 9d 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 — 722 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AutoMobile Manual Test Iteration
Verify that the work claimed done since a starting point is actually done on
the current HEAD of main — reproduce-then-confirm each bug fix, exercise each
specced feature end to end, and sweep the changed tool surface for regressions.
Drive a real Android emulator and iOS simulator. Ground every PASS in an observed
field or device-side ground truth, never the tool's self-reported success.
Several roles may each drive their OWN device in parallel, with one actor per
device; never let two actors drive the same device. Every role takes
boot-gate before acquiring a broker session so boots are staggered and
wait for host load to settle; wrap broker proxy up to hold the permit through
bring-up. Run preflight before the batch: keep AC power attached, the lid open
(or an external display connected), and idle sleep held using the printed
caffeinate line. Caffeinate cannot prevent clamshell sleep on battery. Treat
timings measured across a host sleep or a load spike as invalid.
Harness
Use the manual-test harness for private
batches: private-daemon.ts init|start|status|stop|env|wrappers|devices|shutdown-devices|preflight|boot-gate, in-daemon-env.sh,
proxy-session.ts up|serve|call|read|tools|resources|subscribe|status|close|release|abandon|info|owner-kill,
broker-batch.ts up|status|down|report, broker-scenario.ts list|run,
daemon-frame.ts send|session-info|heartbeat, and aux-socket.ts recording|video|webrtc under
scripts/manual-test/. Use those commands instead of hand-rolling a private
environment, MCP stdio loop or socket client. For Python/anyio close and typing
reproduction, use the Python MCP SDK stdio clients.
Initialize with private-daemon.ts init --broker-batch /absolute/broker-batch.json --count 1 and use one broker daemon per batch. --max-devices defaults to 2,
hard cap 4. Use idlePoolCap: 0 and reuseCleanDevices: false; reserve
--allow-reuse for a deliberate clean-reuse scenario (none is currently named
in the runner; device scenarios/acceptance require zero pooling).
broker/host-config.json holds rendered operator defaults/limits;
broker/clients.json resolves clients to sessions/<client>/ request/token and
evidence files; evidence/ledger.jsonl binds grants to native devices and cleanup.
The harness owns AUTOMOBILE_SESSION_BROKER_CONFIG/AUTOMOBILE_SESSION_CONFIG:
inherited values are scrubbed, --env/--daemon-env overrides refuse, and only
daemon 1 start receives the operator config. Client requests use --client.
See the broker contract
and requirements.
What ships with it
1 file 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.
- 9d ago Changed · +5 lines 387ad7a52d13
- 15d ago Changed 1238fea4005d
- 17d ago Changed · +159 lines · +66 tokens per session 93771071402e
- 22d ago Changed · +95 lines 90208f61b856
- 25d ago Changed · +75 lines 12f1d335f7b5
- 26d ago Changed · +106 lines f7d3c4714446
- 28d ago Changed eeb0967eaf4f
- 29d ago Changed · +1 lines 819bd64a5083
- 1mo ago Changed · +39 lines 33db68799d40
- 1mo ago First seen · 242 lines · 91 tokens per session scan A af6f8de7ac38
manual-test is a skill published in the GitHub repository kaeawc/auto-mobile (55 stars, last pushed today), licensed Apache-2.0. It adds 157 tokens to every session and 12,082 once invoked, about $0.0006 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 2026-08-30.
manual-test compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| manual-testkaeawc/auto-mobile | Skill | 55 | today | Apache-2.0 | A | 157 | Claude Code, Codex |
| android-ui-journey-testingsickn33/agentic-awesome-skills | Skill | 49k | yesterday | MIT | A | 27 | Claude Code |
| android_ui_verificationsickn33/agentic-awesome-skills | Skill | 49k | yesterday | MIT | A | 22 | Claude Code |
| solopi-aialipay/SoloPi | Skill | 6.4k | 3d ago | Apache-2.0 | A | 82 | Codex |
| eas-simulatorexpo/skills | Skill | 4.1k | yesterday | MIT | A | 243 | Claude Code, Codex |
| dogfoodcallstack/agent-device | Skill | 5.3k | today | MIT | A | 55 | Claude Code |
| mobile-automationmobile-next/mobile-mcp | Skill | 10k | today | Apache-2.0 | A | 58 | Claude Code, Codex |