Ready

Device

Three tools for checking what your device can run, all with nothing to download. See your hardware and browser features, get model recommendations for your device, and browse or inspect GGUF models from HuggingFace.

Device Report

See what your device and browser can do for on-device AI. It checks your hardware, browser features, and free storage, then tells you whether a small AI model will run here. Nothing is downloaded.

Install this block

npx shadcn@latest add @localmode/ui/blocks/device/device-report
detectingdetecting
WebGPU: checking…
WASM: checking…
Storage: checking…
Detecting device capabilities…
Storage estimate unavailable

Readiness check: 1B-parameter Q4_K_M GGUF LLM

Checking device readiness…
Computing optimal batch size…

Model Advisor

Find the best on-device model for a task on your hardware. Pick a task to get a ranked list of models that fit your device, compare any two side by side, and add your own model to the list. Nothing is downloaded.

Install this block

npx shadcn@latest add @localmode/ui/blocks/device/model-advisor

0 of 5 registry models fit this device for Embedding

    No registry models fit Embedding on this device - try a different task or register a custom model.

    GGUF Explorer

    Search over 160,000 GGUF models on HuggingFace and peek inside any file to see its size, details, and whether it will run in your browser. Send a model straight to the chat block when you find one you like. No model download required.

    Install this block

    npx shadcn@latest add @localmode/ui/blocks/device/gguf-explorer

    Inspect any GGUF

    Accepts full URLs or HuggingFace shorthand - e.g. bartowski/Llama-3.2-1B-Instruct-GGUF:Llama-3.2-1B-Instruct-Q4_K_M.gguf. Inspection reads ~4 KB of the file header, never the model.

    Curated catalog

    30 models verified for browser inference

    Tiny - under 500 MB

    Small - 500 MB to 1 GB

    Medium - 1 to 2 GB

    Large - 2 GB and up

    HuggingFace GGUF catalog

    160,000+ GGUF models

    Nothing is fetched from huggingface.co until you browse, type, or sort.

    Inspector

    Pick a curated model, select a HuggingFace file, or paste a URL to inspect its GGUF header and check whether it can run on this device.