If your team distributes AI development skills (as a Claude Code or Cursor plugin or a shared rules file), you own a catalog. That catalog covers things like: How to structure a service What must pass before a commit Which internal library to use instead of rolling your own Skills load cheaply, thanks to progressive disclosure. Only the name and one-line description sit in context until the description matches the work.