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rudrankriyam/README.md

Rudrank Riyam

I build Swift packages and command-line tools for Apple platforms, with a focus on on-device AI, and developer automation.

Foundation Models

  • Foundation Models Framework Lab - Practical Xcode workspace for building, testing, and evaluating apps with Apple's Foundation Models framework, including examples, AppBench, Adapter Studio, and App Intents workflows.
  • Foundation Models Framework CLI - Command-line tool for working with Apple's Foundation Models framework from scripts, experiments, and local automation.
  • FoundationModelsKit - Runtime checks, schema utilities, token accounting, conversation state, and tool helpers for Apple's Foundation Models framework.
  • FoundationModelsBench - Open evaluation suite for Apple's Foundation Models ecosystem, including on-device models, Private Cloud Compute, and compatible provider adapters.
  • CoreAgent - Swift runtime for on-device agents with tools, memory, approval gates, traces, receipts, and Foundation Models integration.
  • LumoKit - On-device retrieval-augmented generation for Swift apps.
  • VecturaKit - Swift-based vector database for on-device RAG using MLTensor and MLX embedders.
  • VecturaMLXKit - GPU-accelerated MLX embeddings for VecturaKit.

Developer Tools

  • App Store Connect CLI - Fast, scriptable CLI for TestFlight, builds, submissions, signing, analytics, screenshots, subscriptions, Apple Ads, and more.
  • xceval - Unofficial CLI for Apple Evaluations workflows: scaffold projects, run producers and Xcode tests, inspect and compare results, export data, validate collections, and enforce CI gates.
  • RelatoKit - Local-first Swift CLI and library for preparing Feedback Assistant reports and handing them off to the native macOS app.

Labs and Runtimes

  • Core AI Framework Lab - Compiler-first examples and SDK notes for Apple's lower-level CoreAI.framework.

Swift Packages

  • MusaveraKit - App-friendly Swift APIs for Apple's on-device Music Understanding framework.
  • AuralKit - Real-time and file-based transcription with SpeechAnalyzer and SpeechTranscriber.
  • MusadoraKit - A companion package for MusicKit.
  • MeshingKit - Mesh gradients for SwiftUI across Apple platforms.
  • MLX-Outil - Tool calling with MLX Swift across iOS, macOS, and visionOS.
  • ErabiKit - Customizable settings screens built with SwiftUI.
  • LiquidGlasKit - SwiftUI modifiers for liquid glass effects and materials.
  • MusanovaKit - Experiments with private Apple Music API endpoints.

Pinned Loading

  1. rorkai/App-Store-Connect-CLI rorkai/App-Store-Connect-CLI Public

    Fast, scriptable CLI for the App Store Connect API. Automate TestFlight, builds, submissions, signing, analytics, screenshots, subscriptions, and more. JSON-first, no interactive prompts

    Go 5.1k 449

  2. Foundation-Models-Framework-Lab Foundation-Models-Framework-Lab Public

    A practical lab for building, testing, and evaluating apps with Apple's Foundation Models framework.

    Swift 1.2k 68

  3. rryam/MusadoraKit rryam/MusadoraKit Public

    The ultimate companion to MusicKit.

    Swift 476 33

  4. rryam/VecturaKit rryam/VecturaKit Public

    Swift-based vector database for on-device RAG using MLTensor and MLX Embedders

    Swift 312 30

  5. rryam/MeshingKit rryam/MeshingKit Public

    Ultimate framework to add mesh gradients to your iOS/macOS/visionOS/tvOS and watchOS apps!

    Swift 220 12

  6. rryam/AuralKit rryam/AuralKit Public

    Swift package for real-time speech-to-text transcription with Apple SpeechAnalyzer and SpeechTranscriber on iOS 26 and macOS 26.

    Swift 161 16