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@ManifoldKit

ManifoldKit

Reusable SwiftUI chat framework for local and cloud LLM inference on Apple platforms
README.md

ManifoldKit

A full-stack, multi-backend AI chat framework for Apple platforms. Import one umbrella package and get a SwiftUI ChatView, the ConversationRuntime turn loop (send / regenerate / edit / cancel / branch), SwiftData persistence, model download & management UI, and inference backends spanning on-device (MLX, llama.cpp, Apple Foundation Models) and cloud (OpenAI, Anthropic, Ollama, LAN) — all behind one InferenceBackend protocol.

Competitors ship a single layer; ManifoldKit ships the assembled product and the wiring between layers.

Packages

Repo What it is
ManifoldKit Core: UI, runtime, persistence, and the in-core (cloud + Foundation) backends.
manifold-llama On-device GGUF / llama.cpp backend family.
manifold-mlx On-device MLX backend family (text + image generation).
manifold-eval Independent assurance harness — reproducible, adversarial verdicts on model × quant × backend × renderer behavior.

Links

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  1. ManifoldKit ManifoldKit Public

    Reusable SwiftUI chat framework for local and cloud LLM inference on Apple platforms

    Swift 5

  2. manifold-llama manifold-llama Public

    llama.cpp (GGUF) inference backend for ManifoldKit

    Swift

  3. manifold-mlx manifold-mlx Public

    MLX inference and diffusion backends for ManifoldKit

    Swift

  4. .github .github Public

    Org profile + community health files

  5. manifold-eval manifold-eval Public

    Swift

Repositories

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