A structure that stays.

career-memos started with a folder of markdown files and a lonely cv_data.json on someone's laptop. Every interview required re-shaping the same content, every CV iteration required hand-editing a Word doc.

The fix wasn't another resume builder. The fix was treating the career itself as queryable structure — and giving Claude a stable contract to read and write that structure on your behalf.

The web app stays small on purpose. The MCP server is the product; the web is where you onboard, browse, and manage billing. Everything else lives where conversations live.