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evilsocket/cake

Distributed inference for mobile, desktop and server. observed · 2026-08-28

github.com/evilsocket/cake · Rust · NOASSERTION (other) observed · 2026-08-28

Health v2 · maintenance only

59/100

  • Activity 79
  • Release rhythm 35
  • Longevity 56

Flags: no_releases no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 787
  • days_rel: n/a
  • days_push: 131
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

3114 stars · 207 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Cake is a multimodal AI inference server written in Rust that runs text, image, and voice models on a single device or shards them across a heterogeneous cluster of phones, desktops, and servers. It exposes an OpenAI-compatible REST API with a built-in web UI and TUI chat client.

Use cases

  • run LLM inference on my own hardware
  • shard a large model across multiple devices that don't have enough GPU memory
  • self-host an OpenAI-compatible inference server
  • generate images with Stable Diffusion or FLUX locally
  • run text-to-speech with voice cloning
  • cluster iPhones, Androids and desktops for AI inference

When to choose

  • you want to run models that exceed a single device's memory by pooling heterogeneous hardware
  • you need multimodal inference (text, image, TTS) from one server
  • you want zero-config mDNS-based clustering across platforms
  • you prefer a Rust server with CUDA, Metal, Vulkan, and CPU backends

When to avoid

  • you need battle-tested, production-grade inference with long-term stability
  • you require a permissive open-source license (it uses FAIR v1.0.0)
  • you only need single-GPU inference where established servers suffice
  • you need a wide ecosystem of plugins and integrations

Facets

application · maturity experimental

llm-inference http-server stable-diffusion tts chat-interface gpu-computing large-language-models artificial-intelligence image-processing speech-processing self-hosted windows rust cli distributed-inference model-sharding mdns-clustering openai-compatible-api multimodal huggingface linux macos android ios docker web-server gpu

1 source

Member repositories

RepositoryRoleHealth v2
evilsocket/cakemain59

For agents

markdown · JSON · MCP: product_card(name="evilsocket/cake")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem