Pick what fits your stack - from drop-in plugins to a fully custom build.
Recommended for DIY-types.
A self-improving 'dark factory' for LLM-driven software development — terminal, tmux, and git worktrees orchestrated to build software automatically. The most complete task router integration available, covering both decisioning and data contribution end-to-end.
Best for: developers ready to run an opinionated toolkit and earn the highest rewards from rich, structured data.
Free, MIT-licensed. Rough around the edges.
Easiest path to get started today
Drop-in plugins that route your existing tools through the task router automatically. No new harness, no workflow change — keep using what you already use.
Best for: developers who want the lowest-friction path and already work in Claude Code, Codex, or Pi.
Best for custom harnesses and coding agents
A sample repository showing how to integrate the task router into a custom harness. Fork it as the starting point for your own build.
Best for: builders maintaining a custom harness or coding agent who want a working example to adapt.
Best for custom workflows and tinkerers
Call the task router and submit data directly. The most flexible path, with full control over what you send and when.
Best for: teams building from scratch or instrumenting non-standard workflows.
Your harness calls the task router; it picks the model, prompt, or harness that fits.
Pass/fail signals, latency, and cost feed the protocol's learning loop automatically.
Every performance improvement attributable to your data mints tokens to your account. Hold or redeem for USDC anytime.