Ever ask your AI coding assistant to optimize a query only for it to generate bugs because it cannot see your actual database size or infrastructure state? Missing context is the real enemy.
By tunneling a Model Context Protocol (MCP) server into your Upsun cloud environment through the CLI, you can bridge this gap safely.
How it improves your workflow:
- Connects local tools like Cursor or Claude Code to live, isolated preview environments.
- Grounds AI suggestions in real schemas and environment variables without manual credential handling.
- Uses secure, encrypted connections so production data replicas remain protected.
Check out the full article to see how to set it up in minutes:
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