NeuroSkill™

www.neuroskill.com

⚠️ Research use only — not a medical device. NeuroSkill is an open-source EXG/BCI research tool. It is not FDA/CE approved and must not be used for diagnosis or treatment.

NeuroSkill is a local-first desktop neurofeedback + BCI app built with Tauri v2 (Rust) and SvelteKit.

Quick links

• Downloads: macOS · Windows · Linux
• Install (Homebrew): brew tap NeuroSkill-com/skill && brew install --cask neuroskill
• Contributing: CONTRIBUTING.md
• Changelog: CHANGELOG.md

What it does

• Real-time EXG streaming and visualization
• GPU band-power analysis + neural embeddings
• Session comparison, sleep staging, and UMAP visualization
• Labeling, similarity search, and screenshot-based search
• Local LLM + TTS integration
• LSL + remote rlsl-iroh streaming
• WebSocket/HTTP API

Supported devices

• AttentivU: AttentivU Glasses (iOS bridge only)
• BrainBit LLC: BrainBit, BrainBit 2, BrainBit Flex 4/8
• BrainMaster Technologies: Atlantis 4×4 (4-ch), Discovery (24-ch), Freedom (24-ch wireless)
• Cognionics / CGX: Quick-20r, Quick-32r, Quick-8r, AIM-2
• Emotiv: EPOC X, FLEX Saline, Insight, MN8
• g.tec medical engineering: Unicorn Hybrid Black
• IDUN: Guardian
• InteraXon: Muse 2016, Muse 2, Muse S, Muse S Athena
• Mendi: Mendi Headband
• Neurofield Inc: Q21 (20-ch)
• Neurosity: Crown / Notion
• NeuroSky: MindWave / MindWave Mobile
• Neurable: MW75 Neuro
• OpenBCI: Cyton, Cyton Daisy, Galea, Ganglion
• Ōura: Oura Ring (Gen 3 / Gen 4)
• Brain Products: BrainVision RDA
• RE-AK: Nucleus-Hermès

Plus any compatible LSL source (e.g. BrainFlow, MATLAB, pylsl).

Supported EXG/BCI foundation models

Canonical source: src-tauri/exg_catalog.json

• ZUNA (Zyphra/ZUNA)
• LUNA Base (PulpBio/LUNA)
• LUNA Large (PulpBio/LUNA)
• LUNA Huge (PulpBio/LUNA)
• REVE Base (brain-bzh/reve-base)
• REVE Large (brain-bzh/reve-large)
• OpenTSLM (StanfordBDHG/OpenTSLM)
• SensorLM (google/sensorlm)
• SleepFM (zou-group/sleepfm-clinical)
• SleepLM (yang-ai-lab/SleepLM)
• OSF Base (yang-ai-lab/OSF-Base)
• SignalJEPA (braindecode/SignalJEPA-PreLocal-pretrained)
• LaBraM (braindecode/labram-pretrained)
• EEGPT (braindecode/eegpt-pretrained)
• TRIBE v2 (eugenehp/tribev2)
• NeuroRVQ (eugenehp/NeuroRVQ)
• CBraMod (braindecode/cbramod-pretrained)
• ST-EEGFormer Small (eugenehp/ST-EEGFormer)
• ST-EEGFormer Base (eugenehp/ST-EEGFormer)
• ST-EEGFormer Large (eugenehp/ST-EEGFormer)

Documentation

Long-form documentation lives in ./docs:

• Docs index: docs/README.md
• Architecture overview: docs/architecture.md
• Device support and integration notes: docs/DEVICES.md
• UI notes: docs/UI.md
• Metrics reference and formulas: docs/METRICS.md
• Hooks: docs/HOOKS.md
• LLM internals: docs/LLM.md
• LSL integration notes: docs/lsl-integration.md
• API reference (WebSocket + HTTP): docs/API.md
• Development guide: docs/DEVELOPMENT.md
• Linux build/packaging: docs/LINUX.md
• Windows build setup: docs/WINDOWS.md

Development (quickstart)

Install the Hugging Face CLI (curl -LsSf https://hf.co/cli/install.sh | bash on macOS/Linux, powershell -ExecutionPolicy ByPass -c "irm https://hf.co/cli/install.ps1 | iex" on Windows), then:

npm run setup -- --yes
hf download Zyphra/ZUNA
npm run tauri dev

Build production app:

npm run tauri build

License

GPL-3.0-only. See LICENSE.