RAYS Agent · v1.6

The coding agent
for real repositories.

Index. Analyze. Plan. Edit. Ship. RAYS works on your codebase — locally with Ollama or via Gemini — and keeps memory of what it learned.

Read the docs GitHub

See it in action

Watch RAYS think.

Features

What makes RAYS different.

Structural indexing

Symbol- and relationship-level indexing of your real repo, backed by msgpack registries.

Agent orchestrator

Default agent loop spawns dynamic sub-agents over your local skills and MCP servers.

Edit pipeline (/code)

Task analysis → symbol detection → planning → permission negotiation → apply.

Provider flexible

Local-first with Ollama; Gemini API supported. Keys read from env, never persisted.

Download RAYS Studio

Ship on your machine.

Native builds of RAYS Studio v1.6.1 — the desktop shell around the agent.

macOS download
Apple Silicon · .dmg

macOS

RAYS.Studio-1.7.1-arm64.dmg

Download for macOS
Windows download
x64 · .exe

Windows

RAYS_v1.7.1.exe

Download for Windows
Linux download
Coming soon

Linux

.AppImage · .deb

Coming soon

Install via CLI

One command. You're in.

Recommended · pipx

pip

From source

Quick start

RAYS

Index · Analyze · Plan · Edit · Ship