# Use Cases - [Remocal Development](https://metalbear.com/mirrord/docs/use-cases/local-development.md): Run your code locally while it communicates with real cloud services - [CI/CD Integration](https://metalbear.com/mirrord/docs/use-cases/mirrord-for-ci.md): How to use mirrord in a CI environment with \`mirrord ci\` commands. - [Preview Environments](https://metalbear.com/mirrord/docs/use-cases/preview-environments.md): Ephemeral, isolated environments connected to your cluster - [Preview Environments in CI](https://metalbear.com/mirrord/docs/use-cases/preview-environments/preview-environments-in-ci.md): How to automate preview environments in your CI pipeline with PR-based keys and header propagation - [Using mirrord with AI Agents](https://metalbear.com/mirrord/docs/use-cases/using-mirrord-with-ai.md): Configure AI coding agents to test code changes against your cluster using mirrord --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://metalbear.com/mirrord/docs/use-cases.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.