The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Apra Fleet
AI agents that write code, review each other's work, and coordinate across your machines
Install
npm install -g @apralabs/apra-fleetInstall command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →apra-fleet
Run a fleet of AI agents across your devices, your providers, your workflows.
What Kubernetes did for containers, apra-fleet does for AI agents: scheduling, credentials, isolation, and observability for an agentic workforce -- on any machine, anywhere, using every LLM provider at once.
Quick Start - Live Demo - How It Works - fleet-sprint Getting Started Guide - Website
This repository is built by the product you are looking at. An autonomous apra-fleet workflow plans, codes, reviews, tests, and ships this codebase in multi-hour sprints -- filing bugs against itself and fixing them. The recording above is a real run, not a mockup.
Why a fleet?
Running one AI agent is a demo. Running fifty -- across a MacBook in the office, a GPU box in the lab, three cloud VMs, and your CI -- is an operations problem nobody else has solved:
- Which machine runs which agent? Real devices, not throwaway sandboxes: registered, credentialed, health-checked members you already own.
- Which model does which job? Claude for review, a cheap tier for mechanical edits, a local vLLM model for private data -- all in one fleet, routed by cost tier, switchable per task.
- Who watches the agents? Durable workflows with supervisors, watchdogs, reservations, and live dashboards. Agents that die get detected. Work that stalls gets resumed. Nothing runs silently.
- Who holds the keys? Secrets entered out-of-band, never visible to any model. Per-provider permission composition. Network egress policy per credential.
One control plane. Any device. Any model. Any workflow. Any domain.
What you get
| Pillar | Concretely |
|---|---|
| Any device | Register any Windows / macOS / Linux machine (local or over SSH) as a fleet member in one command. Cloud members auto-start on demand. Windows members are fully supported for dispatch, command execution, and background long-running tasks (launched detached via WMI). |
| Any model | Claude, Codex, Copilot, Antigravity, local models (any OpenAI-compatible endpoint via OpenCode) -- mixed freely. Tier-based routing (cheap / standard / premium) keeps cost governance built in. Cross-provider review is a quality mechanism: a different model, with different blind spots, checks every change. |
| Any workflow | Workflows are durable programs, not prompt chains: multi-hour, resumable, observable, with member reservations and atomic state. Write your own; ship it to the fleet. |
| Any domain | Not just software development. The pattern fits wherever work decomposes into agent-sized pieces that need orchestration and an audit trail: nightly retail replenishment (reconcile inventory deltas, draft purchase orders for sign-off), logistics exception handling (triage a delayed shipment, re-book, notify), healthcare intake (summarize referrals, check completeness, route), back-office runs (invoice matching, compliance evidence collection). Software engineering is the vertical running today -- your domain is a workflow away. |
Watch a fleet work
Our flagship workflow, fleet-sprint, develops software autonomously: plan -> develop -> review -> deploy -> integration-test -> harvest, in cycles, until the goal is met or the evidence says stop.
It is not a toy. It builds apra-fleet itself:
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