Spillway

Local-first LLM chat and project memory application.

An open-source desktop and mobile assistant prioritizing data privacy. Connect your own API keys, run Model Context Protocol (MCP) tool servers, create live markdown artifacts, and retain on-device semantic memory embeddings.

System Specifications

Endpoint / Host

github.com/nabeeladzan/spillway

Deployment Status

Open Source (Apache 2.0)

Core Technologies

FlutterDartMiniLM ONNXModel Context Protocol (MCP)Apache 2.0

Architecture Highlights

• 01100% on-device local storage for chats, projects, instructions, and memory
• 02Model Context Protocol (MCP) server integration over STDIO and HTTP
• 03On-device semantic embeddings for automatic project memory extraction via MiniLM
• 04Live markdown artifacts created and edited directly alongside conversations