People Analytics Toolbox
Developer Console

Live catalog, HTTP + MCP explorers, aggregate health — no stubs. Writes need a Toolbox service key (Auth).

No service key (GET-only / browse)

Powered by `/api/registry` — select a canonical contract route, fill path segments + JSON, then inspect the payload in the right rail.

Write routes need a Toolbox service key. Configure it via Auth.
job-family-agent.classify

Token-overlap heuristic classifier: free text → up to 8 SOC matches with confidence + best-guess job family + job function. Direct SOC matches detected in text override the heuristic. Stateless; public + IP-rate-limited at 100 req/min.

Spoke slug
job-family-agent
HTTP method
POST
Endpoint template
/api/spokes/job-family-agent/classify
Zod-guided body