zmr-mobile-testing

zmr-mobile-testing is a skill for Claude Code from johnmikel/zeno-mobile-runner. It costs 50 tokens per session (1,277 once invoked), scanned A, original, MIT.

A mobile-testing workflow for Zeno Mobile Runner, which controls Android and iOS simulators and records app observations and actions.

In plain words
What is it for?
Use it to configure and diagnose mobile tests, run JSON-RPC or MCP sessions, inspect app state, perform assertions, export traces, and compare benchmarks.
Why use it?
It gives coding agents a structured way to verify mobile interfaces and preserve redacted evidence of what happened.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the zmr plugin — 1 skill shipped together

Good fit Use it to configure and diagnose mobile tests, run JSON-RPC or MCP sessions, inspect app state, perform assertions, export traces, and compare benchmarks.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/johnmikel/zeno-mobile-runner/zmr-mobile-testing
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 johnmikel/zeno-mobile-runner --skill zmr-mobile-testing
Clone the repo
git clone --depth 1 https://github.com/johnmikel/zeno-mobile-runner

Made for: Claude Code.

Or install zmr, the plugin that ships this one along with the rest of its 1 skill.

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.

agentmods badge for zmr-mobile-testing

README.md
[![agentmods](https://agentmods.dev/badge/skills/johnmikel/zeno-mobile-runner/zmr-mobile-testing/github.svg)](https://agentmods.dev/skills/johnmikel/zeno-mobile-runner/zmr-mobile-testing)
Your own site
<a href="https://agentmods.dev/skills/johnmikel/zeno-mobile-runner/zmr-mobile-testing"><img src="https://agentmods.dev/badge/skills/johnmikel/zeno-mobile-runner/zmr-mobile-testing/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.

agentmods 80×15 button for zmr-mobile-testing

Your own site · 80×15
<a href="https://agentmods.dev/skills/johnmikel/zeno-mobile-runner/zmr-mobile-testing"><img src="https://agentmods.dev/badge/skills/johnmikel/zeno-mobile-runner/zmr-mobile-testing.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 50 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,277 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.
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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00050 $0.01277
Opus 5 $0.00025 $0.00639
Sonnet 5 $0.00010 $0.00255
Haiku 4.5 $0.00005 $0.00128

Measured 10d ago against content hash d41f769d4d7e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

zmr-mobile-testing 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 10d 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/zmr-mobile-testing/SKILL.md · 154 lines

How it starts

The opening of the file, as written. The whole thing — 154 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ZMR Mobile Testing

Use ZMR as the typed mobile control plane for agent-led app verification. Keep model reasoning outside the runner; use ZMR for device discovery, observations, actions, waits, assertions, traces, diagnostics, and redacted evidence.

Start From App-Local State

  1. Look for .zmr/config.json in the app checkout.

  2. If it is missing, scaffold it:

    zmr init --app --app-id com.example.mobiletest
    
  3. Run setup diagnostics before touching a device:

    zmr doctor --json --config .zmr/config.json
    zmr validate --json .zmr/android-smoke.json
    zmr validate --json .zmr/ios-smoke.json
    

Use zmr doctor --strict --json for CI-style gates.

Agent Session Pattern

Prefer a long-running JSON-RPC session for interactive agent work:

zmr serve --transport stdio --config .zmr/config.json --trace-dir traces/zmr-agent

Call methods in this order:

  1. runner.capabilities
  2. session.create
  3. observe.semanticSnapshot for planning, or observe.snapshot for raw adapter data
  4. one typed action, wait, or assertion
  5. observe.semanticSnapshot
  6. trace.events while the session is active
  7. trace.export with redaction enabled
  8. session.close

Do not scrape terminal output when CLI JSON, snapshots, action results, or trace events contain the same information.

For MCP-capable agents, start:

zmr mcp --config .zmr/config.json --trace-dir traces/zmr-agent

Use the semantic_snapshot, tap, type, wait_visible, trace_events, and trace_explore, trace_discover, and trace_export tools. Prefer semantic_snapshot because it normalizes Android and iOS hierarchy classes into roles, selectors, bounds, and recommended actions.

After a session has produced trace artifacts, prefer the review-first exploration handoff when a goal should travel with the generated scenario candidate:

{"method":"trace.explore","params":{"out":".zmr/discovered/login-smoke.json","goal":"find a stable login smoke","includeActions":true,"validate":true,"force":true}}

Read the full file on GitHub · 154 lines

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.

  1. 10d ago First seen · 154 lines · 50 tokens per session scan A d41f769d4d7e

Subscribe to this mod's changes

zmr-mobile-testing is a skill published in the GitHub repository johnmikel/zeno-mobile-runner (5 stars, last pushed 26d ago), licensed MIT. It adds 50 tokens to every session and 1,277 once invoked, about $0.0003 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 2026-08-31.

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