cd /news/developer-tools/agent-ci-run-github-actions-on-your-… · home topics developer-tools article
[ARTICLE · art-50200] src=agent-ci.dev ↗ pub= topic=developer-tools verified=true sentiment=↑ positive

Agent-CI: Run GitHub Actions on Your Machine

Redwood launched Agent-CI, a tool that runs GitHub Actions workflows locally with instant caching and pause-on-failure capability, enabling developers to debug and retry failed steps without pushing to the cloud. The tool emulates the official GitHub Actions runner binary and integrates with AI coding agents like Claude Code and Cursor.

read3 min views1 publishedJul 7, 2026

Run GitHub Actions on your machine. #

Caching in ~0 ms. on failure. Let your AI agent fix it and retry — without pushing.

❯ npx @redwoodjs/agent-ci run --workflow .github/workflows/ci.yml

Initializing local runner environment...

Mounting local workspace: /Users/dev/project

Starting job: test-and-build

✓ Run actions/checkout@v4 (0s)

✓ Run actions/setup-node@v4 (0s)

✓ Run npm install (0s - cached)

▶ Run npm run test

✖ 1 failing test

Error: Expected true to be false

⚠️ Step failed. Runner d.

Container state preserved. Fix the issue and run:

npx @redwoodjs/agent-ci retry --name runner-test-and-build

Principles #

Principle

Instant Feedback

Reality

Cloud CI takes minutes to spin up, install dependencies, and run tests. The feedback loop is broken.

Advantage

By bind-mounting your local node_modules

and tool caches, Agent CI starts in ~0ms. Your first run warms the cache; subsequent runs are instant.

Principle

Debug in Place

Reality

When a cloud CI job fails, the container is destroyed. You have to guess the fix, push, and wait again.

Advantage

Agent CI s on failure. The container stays alive with all state intact. Fix the issue on your host, then retry just the failed step.

Principle

True Compatibility

Reality

Other local runners use custom re-implementations of the GitHub Actions spec, leading to subtle bugs and drift.

Advantage

Agent CI emulates the server-side API surface and feeds jobs to the unmodified, official GitHub Actions runner binary.

Architecture Comparison #

Feature GitHub Actions Other local runners Agent CI
Runner binary Official Custom re-implementation Official
API layer GitHub.com Compatibility shim Full local emulation
Cache round-trip Network (~seconds) Varies ~0 ms (bind-mount)
On failure Start over Start over → fix → retry step
Container state Destroyed Destroyed Kept alive

In Developers' Own Words #

"Waiting for CI could be the subtitle of the book of the last 3 weeks of my life

The Factory Life: Waiting for CI"

Jess Martin

@jessmartin

"An alternative to Act for AI? I'll take it!"

Eric Clemmons 🍊☁️

@ericclemmons

"Clever dude!"

Cyrus

@cyrusnewday

"Okay this is awesome"

Chris 🧑🌾

@chriszeuch

"I like the look of what you're cooking here 👀"

Andrew Jefferson

@EastlondonDev

"You can run Github actions workflows fully locally with Agent CI. Such a crazy good unlock for coding agents!"

Pekka Enberg

@penberg

"It's great."

Juho Vepsäläinen

@bebraw

"Oh noice."

Ahmad Awais

@MrAhmadAwais

Quick Start #

1. Run

npx @redwoodjs/agent-ci run --workflow .github/workflows/ci.yml

npx @redwoodjs/agent-ci run --all

2. Retry

npx @redwoodjs/agent-ci retry --name <runner-name>

AI Agent Integration #

Install the agent skill — works with Claude Code, Cursor, Codex, and 40+ other agents:

npx skills add redwoodjs/agent-ci --skill agent-ci

Then add to your agent instructions (CLAUDE.md

, .cursorrules

, AGENTS.md

):

## CI

Install the agent-ci skill (one-time setup):

``` bash
npx skills add redwoodjs/agent-ci --skill agent-ci

Before completing any work, run the agent-ci skill to validate your changes locally. If it fails, fix the issue and re-run. Do not report work as done until it passes.


**Claude Code:** Agent CI also ships a `/validate`

skill. Copy [ .claude/commands/validate.md](https://github.com/redwoodjs/agent-ci/blob/main/.claude/commands/validate.md) into your project for automatic background execution with monitoring and retry.
── more in #developer-tools 4 stories · sorted by recency
── more on @redwood 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
Live at https://your-agent.zahid.host
Get free account → Pricing
from €0/mo · no card required
LIVE [news/agent-ci-run-github-…] indexed:0 read:3min 2026-07-07 ·