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86 agent skills optimized for iOS 26+ development with Swift 6.
用 Codex 或 Claude 安装复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它先审查 Skill 页面再帮你安装。
复制前请先查看来源、License 和安全提示。
来源文件:README.md
86 agent skills optimized for iOS 26+ development with Swift 6.3 and modern Apple frameworks. All code examples, patterns, and guidance target the latest APIs -- Liquid Glass, approachable concurrency, Foundation Models, StoreKit 2, SwiftData, async/await URLSession, and more. No deprecated patterns.
Compatible with Claude Code, OpenAI Codex, Cursor, GitHub Copilot, and 40+ other agents. Follows the open Agent Skills standard.
Every skill is self-contained. No skill depends on another. Install only what you need.
Release history: CHANGELOG.md.
The skills CLI is the recommended install method.
Interactive install (recommended):
npx skills add dpearson2699/swift-ios-skills
Running the default command opens the skills CLI UI so you can choose which skills to install and which agent(s) to install them for.
Install everything for any coding agent:
npx skills add dpearson2699/swift-ios-skills --all
Use --all when you want the full set of 86 skills installed automatically for any coding agent.
Install specific skills directly:
npx skills add dpearson2699/swift-ios-skills --skill <skill-name> --skill <skill-name>
Check for updates to installed skills:
npx skills check
Update installed skills to the latest versions:
npx skills update
Use these after installing through the skills CLI.
Add the marketplace (one-time):
/plugin marketplace add dpearson2699/swift-ios-skills
Install everything:
/plugin install all-ios-skills@swift-ios-skills
Or install a themed bundle (bundles limit how many skills load into the context window — if you want everything, use all-ios-skills above instead of installing multiple bundles):
/plugin install swiftui-skills@swift-ios-skills
/plugin install swift-core-skills@swift-ios-skills
/plugin install ios-app-framework-skills@swift-ios-skills
/plugin install ios-data-framework-skills@swift-ios-skills
/plugin install ios-ai-ml-skills@swift-ios-skills
/plugin install ios-engineering-skills@swift-ios-skills
/plugin install ios-hardware-skills@swift-ios-skills
/plugin install ios-platform-skills@swift-ios-skills
/plugin install ios-gaming-skills@swift-ios-skills
/plugin install apple-kit-skills@swift-ios-skills
$skill-installer install https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/<skill-name>
| Plugin | Skills included |
|---|---|
| all-ios-skills | All 86 skills |
| apple-kit-skills | 39 skills spanning Apple Kit frameworks plus CarPlay |
| swiftui-skills | focus-engine, swiftui-animation, swiftui-gestures, swiftui-layout-components, swiftui-liquid-glass, swiftui-navigation, swiftui-patterns, swiftui-performance, swiftui-uikit-interop, swiftui-webkit |
| swift-core-skills | core-data, swift-api-design-guidelines, swift-architecture, swift-codable, swift-charts, swift-concurrency, swift-formatstyle, swift-language, swift-testing, swiftdata |
| ios-app-framework-skills | activitykit, adattributionkit, alarmkit, app-clips, app-intents, avkit, carplay, mapkit, paperkit, pdfkit, photokit, push-notifications, storekit, tipkit, widgetkit |
| ios-data-framework-skills | cloudkit, contacts-framework, eventkit, financekit, healthkit, musickit, passkit, weatherkit |
| ios-ai-ml-skills | apple-on-device-ai, coreml, natural-language, speech-recognition, vision-framework |
| ios-engineering-skills | app-store-optimization, app-store-review, authentication, background-processing, cryptokit, debugging-instruments, device-integrity, ios-accessibility, ios-ettrace-performance, ios-localization, ios-memgraph-analysis, ios-networking, swift-security, swiftlint, ios-simulator, metrickit |
| ios-hardware-skills | accessorysetupkit, core-bluetooth, core-motion, core-nfc, dockkit, pencilkit, realitykit, sensorkit |
| ios-platform-skills | appmigrationkit, audioaccessorykit, browserenginekit, callkit, cryptotokenkit, energykit, homekit, permissionkit, relevancekit, shareplay-activities |
| ios-gaming-skills | gamekit, scenekit, spritekit, tabletopkit |
| Skill | What it covers |
|---|---|
| focus-engine | @FocusState, defaultFocus, focusSection, focused scene values, focus restoration, UIFocusGuide |
| swiftui-animation | Spring animations, PhaseAnimator, KeyframeAnimator, matchedGeometryEffect, SF Symbols |
| swiftui-gestures | Tap, drag, magnify, rotate, long press, simultaneous and sequential gestures |
| swiftui-layout-components | Grid, LazyVGrid, Layout protocol, ViewThatFits, custom layouts |
| swiftui-liquid-glass | iOS 26 Liquid Glass, glassEffect, GlassEffectContainer, morphing transitions |
| swiftui-navigation | NavigationStack, NavigationSplitView, programmatic navigation, deep linking |
| swiftui-patterns | @Observable, state ownership, environment wiring, view composition, async loading, MV-pattern architecture |
| swiftui-performance | Rendering performance, view update optimization, layout thrash, Instruments profiling |
| swiftui-uikit-interop | UIViewRepresentable, UIHostingController, Coordinator, incremental UIKit-to-SwiftUI migration |
| swiftui-webkit | WebView, WebPage, navigation policies, JavaScript calls, local content, custom URL schemes |
| Skill | What it covers |
|---|---|
| swift-api-design-guidelines | Swift API Design Guidelines -- argument labels, mutating/nonmutating pairs, documentation comments, naming conventions |
| swift-architecture | Architecture patterns: MV (@Observable), MVVM, MVI, TCA, Clean Architecture, Coordinator, decision framework |
| swift-codable | Swift Codable, JSONDecoder, JSONEncoder, CodingKeys, custom decoding, nested JSON |
| swift-charts | Bar, line, area, pie, donut, and 3D charts, scrolling, selection, annotations |
| swift-concurrency | Swift 6.2 concurrency, Sendable, actors, structured concurrency, data-race safety |
| swift-formatstyle | FormatStyle protocol, number/currency/date/duration/measurement formatting, custom styles |
| swift-language | Swift 6.3 language idioms, result builders, property wrappers, typed throws |
| swift-testing | Swift Testing framework, @Test, @Suite, #expect, parameterized tests, mocking |
| core-data | Core Data persistence, NSPersistentContainer, NSFetchedResultsController, batch operations, staged migration |
| swiftdata | @Model, @Query, #Predicate, ModelContainer, migrations, CloudKit sync, @ModelActor |
| Skill | What it covers |
|---|---|
| activitykit | ActivityKit, Dynamic Island, Lock Screen Live Activities, push-to-update |
| adattributionkit | Privacy-preserving ad attribution, postbacks, conversion values, re-engagement |
| alarmkit | AlarmKit system alarms and countdown timers, Lock Screen, Dynamic Island, Live Activities |
| app-clips | App Clips, invocation URLs, NFC, QR, App Clip Codes, App Group handoff |
| app-intents | App Intents for Siri, Shortcuts, Spotlight, widgets, and Apple Intelligence |
| avkit | AVPlayerViewController, VideoPlayer, Picture-in-Picture, AirPlay, subtitles |
| carplay | CarPlay templates, navigation, audio, communication, EV charging apps |
| mapkit | MapKit, CoreLocation, annotations, geocoding, directions, geofencing |
| paperkit | PaperMarkupViewController, markup editing, drawing, shapes (iOS 26) |
| pdfkit | PDFView, PDFDocument, annotations, text search, form filling, thumbnails |
| photokit | PhotosPicker, AVCaptureSession, photo library, video recording, media permissions |
| push-notifications | UNUserNotificationCenter, APNs, rich notifications, silent push, service extensions |
| storekit | StoreKit 2 purchases, subscriptions, SubscriptionStoreView, transaction verification |
| tipkit | Feature discovery tooltips, contextual tips, tip rules, tip events |
| widgetkit | Home Screen, Lock Screen, and StandBy widgets, Control Center controls, timeline providers |
| Skill | What it covers |
|---|---|
| cloudkit | CKContainer, CKRecord, subscriptions, sharing, CKSyncEngine, SwiftData sync |
| contacts-framework | CNContactStore, fetch requests, key descriptors, CNContactPickerViewController, save requests |
| eventkit | EKEventStore, EKEvent, EKReminder, recurrence rules, EventKitUI editors and choosers |
| financekit | Apple Card, Apple Cash, Wallet orders, transaction queries, account balances |
| healthkit | HKHealthStore, queries, statistics, workout sessions, background delivery |
| musickit | MusicKit authorization, catalog search, ApplicationMusicPlayer, MPRemoteCommandCenter |
| passkit | Apple Pay, PKPaymentRequest, PKPaymentAuthorizationController, Wallet passes |
| weatherkit | WeatherService, current/hourly/daily forecasts, alerts, attribution requirements |
| Skill | What it covers |
|---|---|
| apple-on-device-ai | Foundation Models framework, Core ML, MLX Swift, on-device LLM inference |
| coreml | Core ML model loading, prediction, MLTensor, compute unit configuration, VNCoreMLRequest, MLComputePlan |
| natural-language | NLTokenizer, NLTagger, sentiment analysis, language identification, embeddings, Translation |
| speech-recognition | SpeechAnalyzer, SpeechTranscriber, SFSpeechRecognizer, on-device recognition, audio buffer processing |
| vision-framework | Vision text recognition, face/barcode detection, image segmentation, VisionKit DataScannerViewController |
| Skill | What it covers |
|---|---|
| app-store-optimization | ASO keyword strategy, description writing, screenshot optimization, Custom Product Pages, A/B testing |
| app-store-review | App Review guidelines, rejection prevention, privacy manifests, ATT, HIG compliance |
| authentication | Sign in with Apple, ASAuthorizationController, passkeys, biometric auth (LAContext), credential management |
| background-processing | BGTaskScheduler, background refresh, URLSession background transfers |
| cryptokit | SHA-2/SHA-3, HMAC, AES-GCM, ChaChaPoly, HPKE, ML-KEM/ML-DSA, P256/Curve25519 signing, ECDH, Secure Enclave |
| debugging-instruments | Xcode debugger, Instruments, os_signpost, MetricKit, crash symbolication |
| device-integrity | DeviceCheck (DCDevice per-device bits), App Attest (DCAppAttestService attestation and assertion flows) |
| ios-accessibility | VoiceOver, Dynamic Type, custom rotors, accessibility focus, assistive-technology support |
| ios-ettrace-performance | ETTrace launch/runtime capture, exact-build dSYM matching, processed flamegraph JSON, comparable verification |
| ios-localization | String Catalogs, pluralization, FormatStyle, right-to-left layout |
| ios-memgraph-analysis | Simulator memgraph capture, leak ownership paths, reachable heap growth, raw evidence preservation |
| ios-networking | URLSession async/await, REST APIs, downloads/uploads, WebSockets, pagination, retry, caching |
| swift-security | Keychain Services, CryptoKit symmetric/asymmetric, biometric authentication, Secure Enclave, certificate trust, credential storage, OWASP compliance · Based on ivan-magda/swift-security-skill |
| ios-simulator | xcrun simctl commands, device lifecycle, push/location/privacy simulation, log streaming, simulator limitations |
| metrickit | MetricManager async reports, hang/crash diagnostics, production performance telemetry |
| swiftlint | SwiftLint setup, .swiftlint.yml, build tool plugin, rule selection, baselines, suppressions, CI integration |
| Skill | What it covers |
|---|---|
| accessorysetupkit | Privacy-preserving BLE/Wi-Fi accessory discovery, ASAccessorySession, picker UI |
| core-bluetooth | CBCentralManager, CBPeripheral, BLE scanning/connecting, services, characteristics, background modes |
| core-motion | CMMotionManager, CMPedometer, accelerometer, gyroscope, activity recognition, altitude |
| core-nfc | NFCNDEFReaderSession, NFCTagReaderSession, NDEF reading/writing, background tag reading |
| dockkit | DockAccessoryManager, camera subject tracking, motor control, framing |
| pencilkit | PKCanvasView, PKDrawing, PKToolPicker, Apple Pencil drawing and annotation |
| realitykit | RealityView, entities, anchors, ARKit world tracking, raycasting, scene understanding |
| sensorkit | Research-grade sensor data, ambient light, keyboard metrics, device usage (approved studies) |
| Skill | What it covers |
|---|---|
| appmigrationkit | Cross-platform data transfer, AppMigrationExtension export/import (iOS 26) |
| audioaccessorykit | Audio accessory features, automatic switching, device placement (iOS 26.4) |
| browserenginekit | Alternative browser engines (EU), process management, web content extensions |
| callkit | CXProvider, CXCallController, PushKit VoIP registration, call directory extensions |
| cryptotokenkit | TKTokenDriver, TKSmartCard, iOS 26 NFC smart cards, certificate-based auth |
| energykit | ElectricityGuidance, EnergyVenue, grid forecasts, load event submission, electricity insights |
| homekit | HMHomeManager, accessories, rooms, actions, triggers, MatterSupport commissioning |
| permissionkit | AskCenter, PermissionQuestion, child communication safety, CommunicationLimits |
| relevancekit | Widget relevance signals, time/location-based relevance providers (watchOS 26) |
| shareplay-activities | GroupActivity, GroupSession, GroupSessionMessenger, coordinated media playback |
| Skill | What it covers |
|---|---|
| gamekit | Game Center, GKLocalPlayer, leaderboards, achievements, real-time and turn-based multiplayer |
| scenekit | SCNView, SCNScene, 3D geometry, materials, lighting, physics, SceneView |
| spritekit | SKScene, SKSpriteNode, SKAction, physics simulation, particle effects, SpriteView |
| tabletopkit | Multiplayer spatial board games, pieces, cards, dice, Group Activities (visionOS) |
Each skill follows the open Agent Skills standard:
skills/
skill-name/
SKILL.md # Required — instructions and metadata
references/ # Optional — detailed reference material
some-topic.md
SKILL.md contains YAML frontmatter (name, description) and markdown instructions. The references/ folder holds longer examples, advanced patterns, and lookup tables that the main file points to.
This repository contains original instructional content and examples for Apple platform development. Where Apple frameworks, APIs, documentation, WWDC sessions, or trademarks are referenced, those materials remain the property of Apple Inc. The license for this repository applies to this project's original content only and does not claim ownership of or relicense Apple's documentation, trademarks, sample code, or other third-party materials.
These skills work with any agent that supports the Agent Skills standard, including:
v3.0 is a major release. If you previously installed v2.x skills, note the following changes:
Skill count: 57 skills in v2.2.0, 76 skills in v3.0.0.
Skill renames: 12 existing skills renamed to use Apple Kit framework names. Old skill paths no longer resolve. Uninstall all skills and reinstall to upgrade.
| v2.x name | v3.0 name |
|---|---|
live-activities | activitykit |
mapkit-location | mapkit |
photos-camera-media | photokit |
homekit-matter | homekit |
callkit-voip | callkit |
metrickit-diagnostics | metrickit |
pencilkit-drawing | pencilkit |
passkit-wallet | passkit |
musickit-audio | musickit |
cloudkit-sync | cloudkit |
eventkit-calendar | eventkit |
realitykit-ar | realitykit |
19 new Kit framework skills: avkit, gamekit, cryptokit, pdfkit, paperkit, spritekit, scenekit, financekit, accessorysetupkit, adattributionkit, carplay, appmigrationkit, browserenginekit, dockkit, sensorkit, tabletopkit, relevancekit, audioaccessorykit, cryptotokenkit.
New bundles: apple-kit-skills (all 39 Apple Kit framework skills) and ios-gaming-skills (GameKit, SpriteKit, SceneKit, TabletopKit).
PaperKit standalone: PaperKit content removed from pencilkit and is now its own paperkit skill.
Beta frameworks: permissionkit, energykit, paperkit, relevancekit, appmigrationkit, and audioaccessorykit require iOS/watchOS 26 beta and are subject to API changes before GM.
All skills remain self-contained: No skill references or depends on another.
To upgrade via the skills CLI:
npx skills add dpearson2699/swift-ios-skills
To upgrade Claude Code bundles, reinstall the bundles you use (old skill paths will no longer resolve).
If these skills save you time or improve your workflow, you can support ongoing maintenance through GitHub Sponsors.
Support helps keep the collection current with new Apple releases, evolving framework APIs, updated examples, and compatibility work across Claude Code, Codex, Cursor, Copilot, and other agents.
Thanks to the following people for supporting this project:
PolyForm Perimeter 1.0.0 -- see LICENSE
What this means in practice:
This project is not affiliated with, endorsed by, or sponsored by Apple Inc.
name: metrickit
description: Use when collecting or analyzing production iOS or iPadOS performance telemetry with MetricKit, including iOS 27 MetricManager async metric or diagnostic reports, hang or crash triage, custom signposts, extended launch measurement, durable export, or iOS 26 MXMetricManager compatibility.Use MetricKit for low-overhead production telemetry that complements local Instruments and Xcode Organizer analysis. On iOS and iPadOS 27, prefer the Swift-first MetricManager report sequences. Keep MXMetricManager only in an explicit iOS 26 compatibility branch.
Beta-sensitive: The iOS/iPadOS 27 surface below is based on Apple's current beta documentation. It has not been locally compiler-verified because Xcode 27 is unavailable in this environment. Re-check the linked Apple documentation and compile with the shipping Xcode 27 SDK before release.
Load MetricKit Extended and Compatibility Patterns when implementing durable ingestion, detailed report analysis, or the iOS 26 compatibility path.
At app launch, create and retain one long-lived MetricManager. Start exactly one consumer task for metricReports and one for diagnosticReports.
Both properties expose nonthrowing AsyncSequence values:
metricReports: some AsyncSequence<MetricReport, Never>diagnosticReports: some AsyncSequence<DiagnosticReport, Never>Apple documents that concurrent consumers of one sequence can receive nondeterministic subsets. Fan out only after the single consumer receives and durably stores a report; delayed subscription can miss reports.
import MetricKit
@available(iOS 27.0, *)
final class MetricsService {
private let manager = MetricManager()
private var metricTask: Task<Void, Never>?
private var diagnosticTask: Task<Void, Never>?
func start(
persistMetric: @escaping @Sendable (MetricReport) async -> Void,
persistDiagnostic: @escaping @Sendable (DiagnosticReport) async -> Void
) {
guard metricTask == nil, diagnosticTask == nil else { return }
let manager = manager
metricTask = Task {
for await report in manager.metricReports {
await persistMetric(report)
}
}
diagnosticTask = Task {
for await report in manager.diagnosticReports {
await persistDiagnostic(report)
}
}
}
deinit {
metricTask?.cancel()
diagnosticTask?.cancel()
}
}
The persistence closures are application-specific. Implement them with the durable-first workflow below rather than dropping, logging only, or directly uploading each report. If state-scoped metrics are needed, construct the manager with the documented init(enabledStateReportingDomains:) initializer and the required domains.
MetricReport is Codable and Sendable. It describes an interval through:
timeRange: DateIntervalenvironment metadataintervalEntries for full-day and shorter interval measurementsstateEntries for measurements associated with application statesMetric reports normally arrive on a daily cadence. Persist the complete report before extracting individual results.
For daily analysis, read the documented fullDayEntry and switch over its MetricResult values:
let entry = report.intervalEntries.fullDayEntry
for result in entry.values {
switch result {
case .hangTime(let metric):
analyzeHangTime(metric)
case .peakMemory(let metric):
analyzePeakMemory(metric)
case .timeToFirstDraw(let metric):
analyzeLaunch(metric)
case .signpostInterval(let metric):
analyzeSignpost(metric)
@unknown default:
preserveUnknownMetric(result)
}
}
Use @unknown default so a beta or future result does not make the ingestion pipeline brittle. Preserve the raw encoded report even when the current app does not understand a result.
DiagnosticReport is Codable and Sendable. It contains a timeRange, required environment metadata, and one DiagnosticResult.
Diagnostics are individual, event-based reports intended for prompt delivery when MetricKit produces them. Do not assume every crash, hang, or resource event generates a report; system sampling and eligibility still apply.
After durable storage, route the result explicitly:
switch report.result {
case .crash(let diagnostic):
analyzeCrash(diagnostic)
case .hang(let diagnostic):
analyzeHang(diagnostic)
case .cpuException(let diagnostic):
analyzeCPUException(diagnostic)
case .diskWriteException(let diagnostic):
analyzeDiskWrites(diagnostic)
case .appLaunch(let diagnostic):
analyzeLaunch(diagnostic)
case .memoryException(let diagnostic):
analyzeMemory(diagnostic)
@unknown default:
preserveUnknownDiagnostic(report)
}
The iOS/iPadOS 27 diagnostic types are CrashDiagnostic, HangDiagnostic, CPUExceptionDiagnostic, DiskWriteExceptionDiagnostic, AppLaunchDiagnostic, and MemoryExceptionDiagnostic. The memory-exception case is new in iOS 27.
Useful fields include:
| Diagnostic | Important fields |
|---|---|
CrashDiagnostic | callStackTree, exception type/code/reason, signal, virtual-memory region, termination category/reason |
HangDiagnostic | callStackTree, hangDuration |
CPUExceptionDiagnostic | callStackTree, totalCPUTime, totalSampledTime |
DiskWriteExceptionDiagnostic | callStackTree, totalBytesWritten |
AppLaunchDiagnostic | callStackTree, launchDuration |
MemoryExceptionDiagnostic | callStackTree |
Choose a small telemetry vocabulary that matches the investigation rather than exporting every result. Prioritize the relevant categories: responsiveness and terminations; runtime, CPU, memory, network, and storage; or launch, display/GPU, and custom intervals.
Aggregate by app version and environment metadata, compare distributions rather than single values, and correlate regressions with releases. Avoid treating a daily aggregate as a precise trace of one user action.
Load the Key Metric Result Catalog when mapping exact MetricResult cases into a parser or dashboard.
The iOS 27 CallStackTree replaces MXCallStackTree. It is Codable and Sendable and exposes:
forEachFrame for frame traversalcallStackThreads for thread-oriented analysisbinaryInfo for image and binary metadataStore the complete diagnostic report before flattening or symbolication. Preserve binary identifiers and offsets so server-side symbolication can use matching archives and dSYMs.
Create an OS log through the manager, then use mxSignpost for begin/end measurement:
let log = manager.logHandle(category: "ImagePipeline")
mxSignpost(.begin, log: log, name: "Decode")
await decodeImage()
mxSignpost(.end, log: log, name: "Decode")
MetricKit exposes the aggregate as MetricResult.signpostInterval. Do not search for a signpostMetrics array on MetricReport.
Use mxSignpost when MetricKit resource measurement is required. Apple documents that intervals created with OSSignposter and a MetricKit log handle do not populate the resource-measurement fields that mxSignpost provides.
Keep high-volume local tracing separate from the small set of stable production intervals used for MetricKit aggregation.
Treat report delivery as an at-least-once ingestion problem:
MetricReport or DiagnosticReport with JSONEncoder.let data = try JSONEncoder().encode(report)
try await durableOutbox.enqueue(data, kind: .metric)
durableOutbox is an application-owned abstraction, not a MetricKit API. Do not perform a synchronous network upload inside the sequence consumer.
Durable local storage is the recovery mechanism for reports received through the modern sequences; do not make successful ingestion depend on an assumed modern backfill API.
Use trackLaunchTask(id:onTrackingError:_:) on the manager for work that extends beyond time to first draw:
await manager.trackLaunchTask(
id: "bootstrap-data",
onTrackingError: { error in
recordLaunchTrackingError(error)
}
) {
await bootstrapApplication()
}
The API is @MainActor and has synchronous and asynchronous overloads. The task closure's result and thrown error propagate to the caller; a MetricManager.LaunchTaskError is reported through onTrackingError without interrupting the tracked work. Results appear as MetricResult.extendedLaunch.
Use stable LaunchTaskID values and track only launch-critical work.
For an app that still deploys to iOS 26, use an availability boundary:
MetricManager and consume both async report sequences.MXMetricManager.shared, an MXMetricManagerSubscriber, and the legacy payload callbacks.The legacy APIs remain the only documented branch with pastPayloads and pastDiagnosticPayloads. MXMetricManager is deprecated in iOS 27, so isolate it behind availability checks rather than mixing legacy payloads into the modern pipeline.
Load iOS 26 Compatibility for the full subscriber, legacy signpost, past-payload, and extended-launch patterns.
Use Xcode Organizer to inspect Apple-aggregated production metrics, hangs, crashes, and regressions before building a custom backend. Use direct MetricKit ingestion when the product needs custom correlation, retention, alerting, or integration with an existing observability system.
Do not expect development-device runs to reproduce the population, cadence, or aggregation of production reports.
| Task | Use instead |
|---|---|
| Reproduce a problem locally or record a detailed trace | debugging-instruments |
| Diagnose retained objects or memory graph paths | ios-memgraph-analysis |
| Tune SwiftUI invalidation, identity, or scrolling code | swiftui-performance |
| Study structured EnergyKit impact data | energykit |
| Design general logging and os_signpost strategy | swift-logging |
MetricKit identifies production symptoms and trends. Route the actual code fix to the skill that owns the affected subsystem.
| Mistake | Correction |
|---|---|
| Uploading directly in the sequence loop | Encode and enqueue locally first; upload asynchronously later. |
| Assuming every diagnostic event produces a report | Treat diagnostics as sampled, system-produced evidence. |
Looking for pastPayloads on MetricManager | Keep legacy backfill only in the iOS 26 MXMetricManager branch. |
| Parsing only known enum cases | Preserve the raw report and use @unknown default. |
Using MXMetricManager.makeLogHandle in the iOS 27 branch | Use manager.logHandle(category:). |
| Using paired extend/finish launch calls in the iOS 27 branch | Use trackLaunchTask. |
| Treating MetricKit aggregates as local traces | Reproduce with Instruments and signposts. |
MetricManager and one consumer per report sequence.@unknown default.manager.logHandle(category:) and mxSignpost.trackLaunchTask.MXMetricManager path is isolated behind availability checks.
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