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subject not detected, hand pose missing landmarks, low confidence observations, Vision performance, coordinate conversion, VisionKit errors, observation nil, text not recognized, barcode not detected, DataScann...
Use when implementing navigation patterns, choosing between NavigationStack and NavigationSplitView, handling deep links, adopting coordinator patterns, or requesting code review of navigation implementation -...
Reference for App Store Connect crash analysis, TestFlight feedback, metrics dashboards, and data export workflows
Reference — PHPickerViewController, PHPickerConfiguration, PhotosPicker, PhotosPickerItem, Transferable, PHPhotoLibrary, PHAsset, PHAssetCreationRequest, PHFetchResult, PHAuthorizationStatus, limited library AP...
Use when encountering BUILD FAILED, test crashes, simulator hangs, stale builds, zombie xcodebuild processes, "Unable to boot simulator", "No such module" after SPM changes, or mysterious test failures despite...
Use when porting OpenGL/DirectX to Metal - translation layer vs native rewrite decisions, migration planning, anti-patterns
Use when researching Apple frameworks, APIs, or WWDC sessions - provides techniques for retrieving full transcripts, code samples, and documentation using Chrome browser and sosumi.ai
Use when implementing or debugging ANY network connection, API call, or socket. Covers URLSession, Network.framework, NetworkConnection, deprecated APIs, connection diagnostics, structured concurrency networkin...
Reference — Complete StoreKit 2 API guide covering Product, Transaction, AppTransaction, RenewalInfo, SubscriptionStatus, StoreKit Views, purchase options, server APIs, and all iOS 18.4 enhancements with WWDC 2...
Use when CAAnimation completion handler doesn't fire, spring physics look wrong on device, animation duration mismatches actual time, gesture + animation interaction causes jank, or timing differs between simul...
Use when implementing 'iCloud Drive', 'ubiquitous container', 'file sync', 'NSFileCoordinator', 'NSFilePresenter', 'isUbiquitousItem', 'NSUbiquitousKeyValueStore', 'ubiquitous file sync' - comprehensive file-ba...
Build all voxtype binaries for release. Builds Whisper (AVX2, AVX-512, Vulkan) and Parakeet (AVX2, AVX-512, CUDA) binaries using Docker. Use when preparing a new release.
Guides systematic removal of feature toggles from the codebase with automated cleanup detection. Use when removing feature flags, enabling toggles permanently, or cleaning up unused code after toggle removal.
Read and search GitHub repository documentation via gitmcp.io MCP service. Use when given a GitHub repo URL or owner/repo path and asked to read docs, understand the codebase, search code, or explore repository...
Context-aware routing to code generation workflows including SwiftGen, Sourcery, Feature Flags, and Protobuf. Use when running make generate, adding feature flags, or working with generated files.
Context-aware routing to code review guidelines. Use when reviewing pull requests, providing code feedback, or discussing review standards.
Audit and improve SwiftUI runtime performance through code review and Instruments guidance. Use for diagnosing slow rendering, janky scrolling, excessive view updates, or layout thrash in SwiftUI apps.
Context-aware routing to Swift/iOS development patterns, architecture, and best practices. Use when working with .swift files, ViewModels, Coordinators, refactoring, or discussing Swift/SwiftUI patterns.
Context-aware routing to the Anytype iOS design system including icons, typography, colors, and spacing. Use when working with Figma-to-code translation, design assets, or UI components.
Expert guidance on Swift concurrency using the Office Building mental model. Use when working with actors, isolation, Sendable, TaskGroups, or fixing concurrency warnings and data race issues.
Smart router to testing patterns and practices. Use when writing unit tests, creating mocks, testing edge cases, or working with Swift Testing and XCTest frameworks.
Context-aware routing to iOS 26 Liquid Glass implementation patterns. Use when working with glass effects, GlassEffectContainer, morphing transitions, or iOS 26 visual effects.
Context-aware routing to the Anytype iOS analytics system. Use when adding analytics events, tracking user routes, or working with AnytypeAnalytics and AnalyticsConstants.
Context-aware routing to the Anytype iOS localization system. Use when working with .xcstrings files, Loc constants, hardcoded strings, or user-facing text.
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