A device-inspection skill that reports the active app, visible screen elements, and the time of observation on a connected mobile device.

Use it to inspect screens, find buttons or fields, notice permission prompts, and identify likely next actions.

It gives you a concise view of the device’s current state before attempting automated interaction.

observe — Skill for Claude Code and Codex by kaeawc/auto-mobile

Install

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.

Any agent

npx skills add kaeawc/auto-mobile --skill observe

Clone the repo

git clone --depth 1 https://github.com/kaeawc/auto-mobile

Made for: Claude Code, Codex.

Wrote 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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/kaeawc/auto-mobile/observe/github.svg)](https://agentmods.dev/skills/kaeawc/auto-mobile/observe)

Your own site

<a href="https://agentmods.dev/skills/kaeawc/auto-mobile/observe"><img src="https://agentmods.dev/badge/skills/kaeawc/auto-mobile/observe/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/kaeawc/auto-mobile/observe"><img src="https://agentmods.dev/badge/skills/kaeawc/auto-mobile/observe.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 36 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 176 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

NVIDIA SkillSpector pass 7 Sept 2026

How audits are shown

Origin original No closer match found in the catalogue.

Token cost

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	$0.00036	$0.00176
Opus 5.5	$0.00014	$0.00070
Sonnet 5.5	$0.00007	$0.00035
Haiku 4.5	$0.00004	$0.00018

Measured 2mo ago against content hash fdbb231de508, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

observe 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 2mo 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.

skills/observe/SKILL.md · 23 lines

What it actually says

Observe Device

Use the AutoMobile observation tooling to inspect the current device state.

Workflow

Call the observe capability for the active device.
Report the active app or activity, the most relevant visible UI elements, and the observation timestamp.
If the hierarchy is noisy, summarize only the controls that matter to the user’s goal.
When follow-up automation is likely, call out obvious next interaction targets such as buttons, fields, tabs, or permission prompts.

Output Structure

Active app and activity
Key visible UI elements
updatedAt timestamp
Short note on likely next actions when useful

Changes

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.

2mo ago First seen · 23 lines · 36 tokens per session scan A fdbb231de508

Subscribe to this mod's changes

observe is a skill published in the GitHub repository kaeawc/auto-mobile (55 stars, last pushed today), licensed Apache-2.0. It adds 36 tokens to every session and 176 once invoked, about $0.0001 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.

Mobile

observe next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
observekaeawc/auto-mobile	Skill	55	today	Apache-2.0	A	36	Claude Code, Codex
orca-emulator-androidstablyai/orca	Skill	119k	today	MIT	A	102	Claude Code, Codex
glance-canonical-layoutsandroid/skills	Skill	10k	2d ago	Apache-2.0	A	56	Claude Code
android-tombstone-symbolicationdotnet/skills	Skill	5.8k	today	MIT	A	176	Claude Code
dogfoodcallstack/agent-device	Skill	5.3k	today	MIT	A	55	Claude Code
winapp-mauimicrosoft/winappCli	Skill	1.4k	today	MIT	A	68	Claude Code
app_remixrome-os/rome	Skill	894	today	MIT	A	50	Claude Code, Codex