Load-balance your coding agents' test runs across your own machines.

rr syncs your working tree to a free machine over SSH, locks it, runs your tests there and streams the output back. Several coding agents can test at once without slowing down your laptop.

brew install rileyhilliard/tap/rr

Install rr Read the docs GitHub

rr monitor | 3 hosts | 3 online | last update just now 1 alertreplaying at 10x

mbp - running 4m39slocal

> test-backend-infra

CPU 93.2% 1m:21.6

GPU 23.0%

RAM 77.6%

NET↓119.9 KB/s ↑115.6 KB/s

DISK 4.0%

m4-mini - running 4m39s

> test-e2e-fast

CPU 56.6% 1m:10.3

GPU 13.0%

LAT 13ms fast

RAM 78.4%

NET↓1.2 MB/s ↑36.9 KB/s

DISK 27.0%

m1-mini - running 4m39s

> test-blog-fast

CPU 19.3% 1m:1.9

GPU 0.0%

LAT 26ms fast

RAM 60.0%

NET↓12.7 KB/s ↑23.3 KB/s

DISK 21.0%

rr --pretty test

────────────────────────────────────────────────────────────

Parallel Execution Summary

✕ test-backend-api on mbp (3m29.9s)

failed

... (217 lines omitted)

service=opendata

user_agent=python-httpx/0.28.1

request_id=feed236c-cba0-47f9-8f53-4b0a59b80ce9

=========================== short test summary info ============================

FAILED tests/api/test_rate_limit_analytics.py::TestRateLimitHitAnalytics::test_signup_gate_403_fires_rate_limit_hit

FAILED tests/api/test_rate_limit_analytics.py::TestRateLimitHitAnalytics::test_429_fires_rate_limit_hit

FAILED tests/api/test_rate_limit_analytics.py::TestRateLimitHitAnalytics::test_no_event_when_analytics_unconfigured

FAILED tests/api/test_rate_limit_analytics.py::TestRateLimitHitCallerProperties::test_429_carries_caller_properties_and_no_raw_ip_or_ua

FAILED tests/api/test_rate_limit_analytics.py::TestOtherRateLimitHitSources::test_anonymous_deep_pagination_fires_rate_limit_hit

5 failed, 1680 passed in 200.99s (0:03:20)

◉ test-backend-infra on m4-mini (4m24.1s)

◉ test-backend-services on mbp (2m48.9s)

✕ test-blog-fast on m1-mini (8.0s)

failed

src/data/articles/aisd-takeover-houston-playbook.test.ts (src/data/articles/aisd-takeover-houston-playbook.test.ts)

Error: Failed to resolve import "../../../../talks/aisd-takeover/data/05-acco...

src/components/aisd-takeover-charts/campus-data.test.ts (src/components/aisd-takeover-charts/campus-data.test.ts)

Error: Failed to resolve import "../../../../talks/aisd-takeover/data/campuse...

article chart-spec JSON modules > ./staar-sat-gap.charts.json > complete spec "bigCityCampusPoverty" passes validateSpec (src/data/articles/charts-json.test.ts:74)

Error: ./staar-sat-gap.charts.json#bigCityCampusPoverty failed validateSpec: ...

◉ test-e2e-fast on m4-mini (2m17.4s)

◉ test-frontend-fast on m1-mini (1m43.6s)

◉ test-mcp-fast on m1-mini (6.4s)

◉ test-opendata on m4-mini (1m55.1s)

◉ 6 passed ✕ 2 failed ● 8 total (8m48.2s)

Hosts: m1-mini, m4-mini, mbp

Logs: ~/.rr/logs/test-20261102-111320

Retry Failed Tasks:

$ rr test-backend-api

$ rr test-blog-fast

────────────────────────────────────────────────────────────

A real run of rr test in OpenData, sampled with rr monitor --once --json (alerts enabled). The Human view is a --pretty run of the same task.

Testing on your laptop and on spare machines

An agent working test-first runs the suite after every change. rr sends those runs to machines that do nothing else, such as a couple of spare mini PCs or an old workstation in the closet.

Agents test on your laptop

Every agent runs the suite after every change, and each run pins every core for minutes.
Two agents in two worktrees start their suites at once and fight over CPU, ports and the test database.
Runs that collide fail even when the code is fine, and the laptop stops responding.

Agents test on spare machines

Each run locks a free host, syncs the tree, runs there and streams the output back.
The next agent takes the next free host, or waits its turn and says who it's waiting on.
No two runs share a machine, and your laptop stays free for the editor and the agents.

How runs share hosts

Each rr call is a separate process on your laptop, and the processes coordinate only through a lock on each host. A run takes an unlocked host or waits on your laptop until one frees up, and a parallel task can lock every host at once.

Simulated from rr's lock rules, with each run shortened to seconds.

Agent 1 takes every hostAgent 1 runs rr test, a parallel task. Its rr locks all 3 hosts and gives each one a subtask.
Agent 2 and Agent 3 waitAgent 2 and Agent 3 run their own tests. Each one's rr tries the hosts top to bottom, finds every lock taken, and waits on your laptop.
Agent 2 gets m4-miniAgent 1's subtasks finish and all 3 locks release together. Each waiting rr checks again every 2s on its own timer, with no shared queue, and Agent 2 checks first and takes m4-mini.
Agent 3 gets m1-linuxAgent 3 checks next, finds m4-mini taken, and moves down the list to m1-linux.
Agent 4 gets m1-miniAgent 4 arrives while a host is free and takes it without waiting. Each agent gets its own output and exit code.

Host locks

Each run locks the host it lands on, and the next run takes the next free host in your hosts: order. When every host is busy, the run waits and prints which run holds the lock.

4 runs on 3 hosts

Which agent's run holds each host's lock
Host	Lock	Action
m4-mini	agent 1 pid 48217go test ./internal/api/...
m1-linux	agent 2 pid 48234uv run pytest tests/services -x
m1-mini	agent 3 pid 48251bun test src/components

agent 4 waiting, retrying every 2s. A freed host goes to whichever run retries first, which may not be the one that arrived first. With --pretty:

⣾ All hosts locked by your own runs (pid 48217: go test ./internal/api/...); waiting up to 1m0s

And the event an agent reads on stderr:

{"type":"phase","phase":"connect","status":"waiting","details":{"message":"All hosts locked by your own runs (pid 48217: go test ./internal/api/...); waiting up to 1m0s","wait_timeout_s":60}}

Parallel tasks

A parallel task pools your hosts: it lists other tasks, and rr starts each one on its own host at the same time, as if every host's cores were plugged into your laptop. With shards of similar size, two hosts finish in about half the time and three in about a third.

rr hands tasks out in the order you list them, and each host takes the next one as soon as it's free. List the long ones first, and keep shards similar in size. One command still runs on one host, so the pooling comes from how you split the work.

rr --pretty test

Parallel Execution Summary   ◉ test-backend on m1-linux (52.9s)  ◉ test-frontend on m1-mini (4.0s)  ◉ test-pipeline on m4-mini (40.0s)   ◉ 3 passed  ✕ 0 failed  ● 3 total  (52.9s)  Hosts: m1-linux, m1-mini, m4-mini

SSH routes and fallback

Each host can list several SSH routes, such as a LAN address and a Tailscale name. rr dials them all at once and prefers the ones higher in the list, so an unreachable route doesn't hold up the connection.

~/.rr/config.yaml

hosts:
  gpu-box:
    ssh:
      - 192.168.1.50    # LAN, fastest
      - gpu-tailscale   # VPN, works from anywhere
      - user@backup-gpu # backup machine

Which route rr uses, by where you are
Where you are	What happens
Home (LAN)	Uses 192.168.1.50
Coffee shop	LAN unreachable, uses Tailscale
gpu-box down	Falls through to backup-gpu

Commands

Real output from rr's own repository and hosts, recorded with --pretty. Without the flag, commands print JSON events.

rr initOnce per project: writes .rr.yaml (recorded with its non-interactive flags)rr doctorWhen something's off: checks SSH, rsync, config and every host rr statusWhich hosts answer, over which route, and who holds a lock rr run "go test ./internal/lock/..."Any command: lock a free host, sync, run, stream back rr test-allA named task; parallel ones fan out across hosts rr logsRecent runs and where their per-task logs live

rr init --non-interactive --skip-probe --host m4-mini

◉ Created .rr.yaml

Next steps:

rr sync - Sync files to remote

rr run <cmd> - Sync and run a command

rr doctor - Check configuration

rr doctor

Road Runner Diagnostic Report

CONFIG

● Config file: .rr.yaml

● Schema valid

● 4 hosts configured, 19 tasks defined

● No reserved task names

● main checkout syncs to m1-linux:~/rr/rr, m1-mini:~/rr/rr, m4-mini:~/rr/rr

SSH

● SSH key found: ~/.ssh/id_ed25519.pub

● SSH agent running with 5 keys loaded

● SSH key permissions OK

HOSTS

● m1-linux

● linux-local: Connected (78ms)

● linux-tailscale: Connected (63ms)

● m1-mini

● m1-local: Connected (162ms)

● m1-tailscale: Connected (278ms)

● m4-mini

● m4-local: Connected (248ms)

● m4-tailscale: Connected (439ms)

DEPENDENCIES

● rsync 3.5.1 (local)

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

◉ Everything looks good

rr status

STATUS HOST ALIAS LATENCY

────────────────────────────────────────────────────────────────────

● m4-mini * m4-local 309ms

● m4-mini m4-tailscale 210ms

● m1-linux linux-local 169ms

● m1-linux linux-tailscale 53ms

● m1-mini m1-local 250ms

● m1-mini m1-tailscale 162ms

Selected: m4-mini (via m4-local)

Hosts from .rr.yaml, in the order runs try them. A run skips a locked host.

This tree syncs to: m1-linux:~/rr/rr

This tree syncs to: m1-mini:~/rr/rr

This tree syncs to: m4-mini:~/rr/rr

rr run "go test ./internal/lock/..."

● m4-local 0.3s

● Connected to m4-mini via m4-local 0.4s

Pruned stale worktree dir ~/rr/rr@agent-a6e50e551cd4824f4

Pruned stale worktree dir ~/rr/rr@local-host-audit

● Syncing files (2.2MB) 0.9s

● Files synced 0.9s

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

$ go test ./internal/lock/...

ok github.com/rileyhilliard/rr/internal/lock 14.469s

ok github.com/rileyhilliard/rr/internal/lock/testing 0.509s

────────────────────────────────────────────────────────────────

◉ Completed on m4-mini (17.6s total, 16.3s exec)

rr test-all

⚠ remote ~/rr/rr was last synced from ~/Projects/rr on branch fix/vitest-failures; now syncing from ~/Projects/rr - the previous tree's changes there will be replaced

Pruned stale worktree dir ~/rr/rr@agent-a6e50e551cd4824f4

Pruned stale worktree dir ~/rr/rr@local-host-audit

────────────────────────────────────────────────────────────

Parallel Execution Summary

◉ test on m1-linux (23.7s)

◉ test-integration on m4-mini (3.5s)

◉ 2 passed ✕ 0 failed ● 2 total (27.2s)

Hosts: m1-linux, m4-mini

Logs: ~/.rr/logs/test-all-20261102-111015

────────────────────────────────────────────────────────────

rr logs

Recent Run Logs

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Total: 506 directories, 22.7 MB

Retention settings (from ~/.rr/config.yaml):

keep_runs: 10

Commands:

rr logs clean Run retention cleanup

rr logs clean --all Delete all logs

How an agent uses it

rr prints JSON by default. Here an agent runs the one failing test, reads the test's name from the result event and the line number from the test output, fixes the code, and then runs the full suite. The rr output is real; the conversation is written for this page.

Claude Code in the rr repository

TestItoa started failing after the refactor in internal/lock. Fix it and make sure nothing else broke.

I'll run just that test on a remote host first, so the full suite doesn't tie up a machine.

Bash(rr run "go test ./internal/lock/... -run TestItoa")

--- FAIL: TestItoa (0.00s)

lock_test.go:170: itoa(-1) = "", want "-1"

lock_test.go:170: itoa(-123) = "", want "-123"

FAIL

FAIL github.com/rileyhilliard/rr/internal/lock 0.155s

… +7 lines

{"type":"result","status":"failed","host":"m4-mini","duration_s":2.015458584,"exit_code":1,"details":{"exec_duration_s":0.746158625,"failures":[{"name":"TestItoa"}],"log_file":"~/.rr/logs/run-20261102-111045/output.log","summary":{"passed":0,"failed":1,"skipped":0,"errors":0}},"ts":"2026-11-02T17:10:46Z"}

The result event says TestItoa failed, and the test output has the line: lock_test.go:170, itoa(-1) = "", want "-1". The refactor dropped itoa's negative-number branch. Restoring it.

Update(internal/lock/info.go)

Added 3 lines

+ if n < 0 {

+ return "-" + itoa(-n)

+ }

Bash(rr run "go test ./internal/lock/... -run TestItoa")

ok github.com/rileyhilliard/rr/internal/lock 0.155s

ok github.com/rileyhilliard/rr/internal/lock/testing (cached) [no tests to run]

{"type":"phase","phase":"connect","status":"started","ts":"2026-11-02T17:10:47Z"}

{"type":"phase","phase":"connect","status":"complete","host":"m4-mini","duration_s":0.401890709,"ts":"2026-11-02T17:10:48Z"}

{"type":"phase","phase":"sync","status":"started","ts":"2026-11-02T17:10:48Z"}

… +2 lines

{"type":"result","status":"success","host":"m4-mini","duration_s":1.5106560839999998,"exit_code":0,"details":{"exec_duration_s":0.640083541,"log_file":"~/.rr/logs/run-20261102-111048/output.log"},"ts":"2026-11-02T17:10:49Z"}

That passes. Now the whole suite, as the gate before I call it done.

Bash(rr test)

? github.com/rileyhilliard/rr/cmd/rr [no test files]

ok github.com/rileyhilliard/rr/internal/cli 17.243s

ok github.com/rileyhilliard/rr/internal/config 2.161s

ok github.com/rileyhilliard/rr/internal/deps 0.129s

ok github.com/rileyhilliard/rr/internal/doctor 0.237s

… +26 lines

{"type":"result","status":"success","host":"m4-mini","duration_s":20.810343666,"exit_code":0,"details":{"exec_duration_s":19.886152209,"log_file":"~/.rr/logs/test-20261102-111050/output.log"},"ts":"2026-11-02T17:11:10Z"}

Fixed: itoa handles negative numbers again (internal/lock/info.go). TestItoa passes on its own, and the full suite is green.

Error codes

rr error codes
Code	Means
LOCK_HELD	Every host is busy and the wait ran out
SSH_TIMEOUT	No route to the host answered in time
SSH_AUTH_FAILED	The host refused the key
DEPENDENCY_MISSING	A tool in require: isn't on the host
HOST_NOT_FOUND	The config names a host that doesn't exist
CONFIG_NOT_FOUND	No .rr.yaml; run rr init

With Claude Code

After installing rr, the plugin teaches Claude its commands and config, and/rr:setup writes the configs and checks every host.

/plugin marketplace add https://github.com/rileyhilliard/rr

/plugin install rr@rr

/rr:setup

Configuration

Your machines live in a global config that stays out of the repo. The project config, with tasks and sync rules, is shared with your team.

~/.rr/config.yaml

# ~/.rr/config.yaml: your machines, not committed
version: 1
hosts:
  mini:
    ssh:
      - mac-mini.local      # try LAN first
      - mac-mini-tailscale  # fall back to VPN
    dir: ${HOME}/projects/${PROJECT}
    require: [go, node]

.rr.yaml

# .rr.yaml: shared with your team
version: 1
hosts: [mini]
local_fallback: false   # never quietly run on the laptop

tasks:
  test:
    run: go test {args:-./...}

OpenData runs about 14,000 tests across Python, FastAPI and TypeScript packages through one rr test, including the run at the top of this page. Every setting is in the configuration reference.

Tests are what rr is built around, but a task can be any shell command. Builds are the next best fit: a hosts: list keeps the task on your most powerful machine, andpull: copies the artifacts back to your laptop when it finishes. rr's own.rr.yaml also lints and runs benchmarks on its hosts, and rr verify-allruns the linter and both test suites at once.

Other tools

How other tools compare for running tests on other machines
Tool	Where it falls short for this
rsync && ssh	Works for one host, with no locking, failover or splitting across hosts
CI (GitHub Actions)	Needs a push per iteration and queues for minutes. Too slow for an inner loop
Ansible	Needs an inventory file and a playbook to run one command
DevPod / Tilt	Built around containers, which is more than syncing and running a command needs
VS Code Remote	Runs inside the editor, so a CLI agent can't use it

Install

$ brew install rileyhilliard/tap/rr

$ curl -sSL https://raw.githubusercontent.com/rileyhilliard/rr/main/scripts/install.sh | bash

$ go install github.com/rileyhilliard/rr/cmd/rr@latest

Then, in your project

rr init      # writes .rr.yamlrr doctor    # checks SSH, rsync and each hostrr --pretty run "make test"

Without a spare machine, rr host add --local makes your laptop a host, so agents on it take turns through its lock.

What you need

ssh and rsync on your machine and on each host
Passwordless SSH to each host
Your project's toolchain on the hosts (require: and rr provision check it)
macOS or Linux; Windows under WSL

For key-based SSH, follow the SSH setup guide or run rr setup <host>.

Load-balance your coding agents' test runs across your own machines.

Testing on your laptop and on spare machines

✕Agents test on your laptop

◉Agents test on spare machines

How runs share hosts

Host locks

Parallel tasks

SSH routes and fallback

Commands

How an agent uses it

Error codes

With Claude Code

Configuration

Other tools

Install

What you need

Agents test on your laptop

Agents test on spare machines