Roles

AI by job role

Not “best AI tools” in the abstract. What exists for your job — built by matching the tools each occupation is documented as using against a corpus of AI products, MCP servers, skills and connectors.

870 roles published of 1016 in the occupation graph. A role appears once it has enough documented tools, tasks and matched solutions to say something real — the rest are held back rather than shipped thin.