mirrord is a Kubernetes development platform designed to let the whole team develop in a real environment. It allows every developer and AI agent to connect to live APIs, databases, and services from the first line of code, thereby significantly speeding up the development loop.
Key capabilities:
- Give AI agents and engineers a 10x faster development loop, so code can be tested against a live staging cluster as soon as it is written.
- Provide AI agents with real Kubernetes context, so code written by agents can be verified immediately without deploying or waiting for CI, with pass or fail known within seconds.
- Supports any language, any IDE, and any Kubernetes cluster. mirrord runs at the operating system level, with no plugins and no configuration changes required.
- Platform teams install the Operator once via Helm to manage sessions, RBAC, traffic routing, and isolation, letting the whole team safely share one environment.
- Developers can use it via CLI, IDE installation, or by simply adding two lines of code to CLAUDE.md.
How to use it:
- Platform teams install the Operator: run a one-time Helm install on the cluster. The mirrord Operator manages sessions, RBAC, traffic routing, and isolation.
- Developers install mirrord: via CLI, IDE, or by adding two lines of code to CLAUDE.md.
- Connect to a real environment: connect code to real services with one command or one click in the IDE. Every developer and AI agent can work in parallel without conflicts.
Use cases:
- Teams use AI agents (such as Claude Code, Cursor, and Copilot) to write code and want to quickly verify whether the code works.
- Need to test and debug against a live staging cluster without deploying or waiting for CI.
- Want the whole team to share one real environment for development while ensuring safe isolation.
Limitations:
- Requires an existing staging cluster.
- Free to get started, no credit card required, and starts in 15 seconds. Specific pricing details are not provided for now.
- For the official integration list, quick start guide, and other information, please refer to the official website.
