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/kaeawc/auto-mobile/observenpx skills add kaeawc/auto-mobile --skill observegit 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/observe)<a href="https://agentmods.dev/skills/kaeawc/auto-mobile/observe"><img src="https://agentmods.dev/badge/skills/kaeawc/auto-mobile/observe.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 5.1 | $0.00036 | $0.00176 |
| Opus 5 | $0.00018 | $0.00088 |
| Sonnet 5 | $0.00007 | $0.00035 |
| Haiku 4.5 | $0.00004 | $0.00018 |
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 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.
What it actually says
Observe Device
Use the AutoMobile observation tooling to inspect the current device state.
Workflow
- Call the
observecapability 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
updatedAttimestamp- Short note on likely next actions when useful
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 · 23 lines · 36 tokens per session scan A fdbb231de508
observe is a skill published in the GitHub repository kaeawc/auto-mobile (46 stars, last pushed yesterday), licensed Apache-2.0. It adds 36 tokens to every session and 176 once invoked, about $0.0002 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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