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 OutlineDriven/odin-claude-plugin --skill ios-device-qagit clone --depth 1 https://github.com/OutlineDriven/odin-claude-pluginWrote 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/outlinedriven/odin-claude-plugin/ios-device-qa)<a href="https://agentmods.dev/skills/outlinedriven/odin-claude-plugin/ios-device-qa"><img src="https://agentmods.dev/badge/skills/outlinedriven/odin-claude-plugin/ios-device-qa/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/outlinedriven/odin-claude-plugin/ios-device-qa"><img src="https://agentmods.dev/badge/skills/outlinedriven/odin-claude-plugin/ios-device-qa.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, up to medium
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 →
- medium Rogue Agent · line 38 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
- medium Rogue Agent · line 38 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
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 | $0.00055 | $0.02016 |
| Opus 5 | $0.00028 | $0.01008 |
| Sonnet 5 | $0.00011 | $0.00403 |
| Haiku 4.5 | $0.00006 | $0.00202 |
Grade A, and why
ios-device-qa scanned grade A with 1 finding 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- `curl: connection refused` to the daemon: the daemon crashed. Re-run `/ios-device-qa`; the spawn-race lock fails closed rather than double-binding. How it starts
The opening of the file, as written. The whole thing — 53 lines — stays where its author put it; the contents beside it link to each section on GitHub.
iOS device QA
Contract
| Field | Bound contract |
|---|---|
| Trigger | the user runs /ios-device-qa on an iOS app |
| Authority | reversible-local: wire a Debug-only SPM bridge into the app build, deploy to a USB-connected iPhone, capture screenshots and session logs; remove the wiring before a Release build |
| Side effect | debug-bridge wiring in the app build plus screenshots and session logs under ~/.gstack/ |
| Done | a device QA report with verified interactions is produced |
Inputs
--source <dir>: the app source directory on disk. Required.- USB-connected, paired, trusted iPhone; macOS host with Xcode and Swift >= 5.9.
- App manifest is SwiftPM (
Package.swift); at least one file-scope@Observableclass with// @Snapshotable-marked writable instancevarfields of JSON-native types. - Optional
--tailnet: expose the device to remote agents over Tailscale (requirestailscaledrunning and/var/run/tailscale.sockreadable). - Optional
--recording: render an "AGENT DEMO" watermark on screencasts. - Optional demo request ("demo", "show me", "I want to see it working"): drive every action through visible UI only.
Procedure
- Verify bridge compatibility before mutating the app. The generator supports file-scope
@Observableclasses only;ObservableObject,@StateObject, and other observation models produce no accessors. The documented dependency wiring assumes a SwiftPM manifest; for an.xcodeprojor.xcworkspacedo not invent package or target wiring. If either requirement is unmet, stop the bridge bootstrap without modifying the app. Preserve any installed production or TestFlight build; when a separate QA build is needed, use an isolated bundle identifier and non-production entitlements so it coexists with the production app. Report fixture-driven state, provider UI, and actual external-provider success as distinct evidence tiers. - Walk
--sourceand identify every file-scope@Observableclass. A property immediately preceded by the marker comment// @Snapshotableis snapshot-eligible: it must be a writable instancevarwith an explicit type and an internal or public setter, of a JSON-native scalar (String,Bool, integer widths,Float,Double,CGFloat), array, String-keyed dictionary, or Optional composition. Keys must be unique across observable classes. Stop with a source diagnostic instead of emitting a broken or lossy harness when any constraint is violated. - Show the accessor list and ask the user whether to install the DebugBridge SPM dependency into
Package.swift. - Generate the local bridge package, typed accessors, and installed version marker with one deterministic command:
gstack-ios-qa-regen --app-source "<source-dir>" --bridge-dir "<source-dir>/DebugBridge". The regenerator also removes the obsolete flat-file set from older ios-sync versions so no stale second harness remains in the app target. - Add the generated
DebugBridgelocal SPM dependency toPackage.swift. It ships three Debug-config-only products:DebugBridgeCore(StateServer + bridge protocols),DebugBridgeTouch(in-process touch synthesis with iOS 18+_UIHitTestContextSwiftUI hit-testing), andDebugBridgeUI(screenshot, elements, and mutation bridges). The app target depends onDebugBridgeUIwith.when(configuration: .debug), transitively pulling in Core and Touch; Release builds refuse to link these targets. - Wire the bridges from the
@mainApp init, gated on#if DEBUG: callDebugBridgeUIWiring.installAll()before the StateServer opens its listener, thenDebugBridgeManager.shared.start(appState: appState, register: AppStateAccessor.register)with the type discovered in step 2. - Build and deploy:
xcodebuild -scheme <SchemeName> -destination 'platform=iOS,id=<UDID>' build install. Launch viadevicectl device process launch --device <UDID> --console <bundle-id>and capture the boot token printed toos_logon first run. - Spawn the Mac-side daemon
gstack-ios-qa-daemon. It acquires an exclusive flock on~/.gstack/ios-qa-daemon.pid; a second invocation discovers the live daemon's port and connects rather than double-binding. The daemon immediately callsPOST /auth/rotateon the iOS StateServer with a fresh in-memory-only token, so the boot token becomes useless ~5s later and anything scrapingos_logpast this point sees a dead credential. If a fresh daemon finds the app running after another daemon consumed that one-use token, it verifies the bundle owner, relaunches the target once, waits for the new token, verifies ownership again, then rotates. The app's StateServer binds loopback only (::1+127.0.0.1); tailnet ingress is exclusively the daemon's job. - Run the vision-driven agent loop. Each iteration:
GET /screenshotand save the PNG;GET /elementsfor the accessibility tree;GET /state/snapshotfor only the// @Snapshotablefields; decide the next action against the test goal;POST /session/acquireto grab the device lock; executePOST /tap,/swipe,/type, orPOST /state/<key>write; re-screenshot and compare; record a finding if buggy;POST /session/releaseonce the iteration is done. - In demo mode, drive every action through visible UI (
/tap,/swipe,/type) and never usePOST /state/*writes to skip steps; bump the screencap rate to 4fps so the recording shows each action as it happens. This override takes precedence over all other rules; viewers see the agent type every key and tap every button. - In tailnet mode (
--tailnet), the daemon also binds the Tailscale interface (never0.0.0.0), fails closed if/var/run/tailscale.sockis missing, permission-denied, or returns an unparseable WhoIs response, and mints short-lived session tokens (default 1h, max 24h) for allowlisted remote identities. Capability tiers are ordered observe < interact < mutate < restore; grantingrestoreimplies all lower tiers. Observe covers/screenshot,/elements,GET /state/*,/healthz,/session/heartbeat; interact adds/tap,/swipe,/type; mutate addsPOST /state/<key>; restore addsPOST /state/restore. Every authenticated mutating tailnet request writes an audit row to~/.gstack/security/ios-qa-audit.jsonl; rejections write to `attemp… - Before a Release build, remove the DebugBridge SPM dependency and all
#if DEBUGwiring. The structural guard (.when(configuration: .debug)plus a CIswift build -c releasecheck) is the safety-critical path; this cleanup is a convenience flow.
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.
- 5d ago First seen · 53 lines · 55 tokens per session scan A 589dd5755502
ios-device-qa is a skill published in the GitHub repository OutlineDriven/odin-claude-plugin (35 stars, last pushed yesterday), licensed Apache-2.0. It adds 55 tokens to every session and 2,016 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-04.
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