Setoku vs VibeDrift

Setoku is an open-source MCP server that gives your AI a read-only view of the data you own (a company’s, a household’s, or your own), plus the context to use it correctly.

Your AI agent gets worse as your project grows. VibeDrift catches the drift, fixes it, and gives your agent the context to stop making it.

About Setoku

Setoku is an open-source MCP server that gives your AI a read-only view of the data you own (a company’s, a household’s, or your own), plus the context to use it correctly. Setoku is a small self-hosted MCP knowledge server + Claude Code skills for hooking up your data. It does two things: it gives your AI a read-only way to query that data, and it remembers what the data means (the metric definitions, the gotchas), getting better the more you use it.

About VibeDrift

Your AI agent gets worse as your project grows. VibeDrift catches the drift, fixes it, and gives your agent the context to stop making it. See exactly how it works, free to use and fully public. Mid-task, Claude Code and Cursor ask your codebase what it already does, and get an evidence-backed answer in under a second. With and without VibeDrift, graded by an independent pass, it only changes things when the model would've gotten it wrong, and we show where it did nothing.