Your agents are writing guesses.
Every change needs a deployment to find out if it works. You're generating PRs in minutes and waiting hours to know if they break.
Code at AI speed.
Ship with production confidence.
The Kubernetes development platform that lets your entire team develop against a real environment. Every developer and AI agent connects to live APIs, databases, and services from the first line of code.
Some of the teams shipping at AI speed with mirrord
"When I'm working with mirrord, I don't have to compromise between speed and confidence.
I get both."
Your whole
dev loop,
finally running at AI speed
Start free, no credit card required. Works with your existing staging cluster. Up in 15 seconds.
Why mirrord
Give your AI agents real Kubernetes context
Your agents ship code that works.
mirrord connects your agents to real services, databases, and APIs from line one. No deployment. No CI wait. Pass or fail in seconds.
Case studies
Used by teams that take speed seriously
"Our team uses Cursor to write the code, and mirrord to test it in pre-production — in seconds."
Alon Gluzman
Senior Platform Engineer
How it works
Up and running in minutes.
From install to validated code in under a minute. No deploys, no staging queues.
Terminal
helm install mirrord-operator mirrord/mirrord-operator
Platform team installs the operator.
One Helm install on your cluster. The mirrord Operator manages sessions, RBAC, traffic routing, and isolation so your entire team can share one environment safely.
Terminal
brew install metalbear-co/mirrord/mirrord
Developers install mirrord.
CLI, your IDE, or just add two lines to your CLAUDE.md. Works with any language or runtime.
Terminal
mirrord exec --target deployment/my-service -- <start-command>
Everyone develops against a real environment.
One command, or one click in your IDE, connects your code to real services. Every developer and AI agent, side by side, no conflicts.
Compatibility
Works with any language, any IDE, any Kubernetes cluster
mirrord operates at the OS level — no plugins, no config changes. Here are some tools teams use with mirrord today.
Docs & guides
Get started
Everything you need to connect mirrord to your stack, from first install to advanced agent wiring.
FAQ
Got a question?
Can multiple agents use mirrord at the same time?
Yes. mirrord for Teams includes traffic isolation — each agent (or developer) gets its own session against the same staging cluster, with no conflicts. monday.com runs 350+ engineers on a single cluster this way.
Why not just use a sandbox?
Sandboxes are isolated by design — which means they can't reproduce the real interactions between your services, databases, and APIs. Agents that test in a sandbox write code that works in the sandbox. mirrord connects to your actual staging environment, so what works locally works in production.
Is it safe to use on staging? Can agents break things?
mirrord is read-only by default, so agents observe traffic without writing back to the environment. For teams, the operator adds traffic isolation and access controls. Learn more →
Do I need to install anything in the cluster?
For the open source version, nothing — mirrord runs entirely from your machine. mirrord for Teams requires installing the operator, which adds traffic isolation and access controls.
Get started
Your agents write fast. Make sure what they write actually works.
Free to start. Works with your existing staging cluster. Up in under 15 seconds.
Read the docs →