MCP serverai.flyvolo/knowledge

What VOLO covers and what it does not, including which occupations have no evidence yet. Call this when someone asks whether their job is covered, so the answer is a fact about thi

Which occupation and which specific tasks a change record bears on.

Verified evidence records for an occupation, optionally for one task. Each record carries its scope (where it applies), its stage, whether that stage can move a task judgement at a

Which degrees lead into this occupation.

VOLO's long-form answers to the big questions — how many jobs AI has actually taken, what actually gets automated, how long someone has, what AI law already changed, where AI lands

Which notes argue from this occupation's own records or task judgements. Use it to point someone from their own page to the wider answer.

Options for someone in this occupation. Every path carries its real constraints (time, pay cut, seniority) and one action they can take this week that produces information. Never p

One verified change record by id, with VOLO's reading: what it means, what it does not yet establish, and what a reader can verify themselves.

The verified change timeline for an occupation, oldest first.

A degree and the occupations it feeds. There is no score for a major and never will be — answer 'should I switch majors' by pointing at where it leads and what transfers.

The full text of one note, section by section, each section with the verified records it rests on. Use it when you need to quote or cite rather than summarise.

Full task-level assessment of one occupation. Every task carries direction, basis (evidenced vs inferred) and limits — what that judgement does NOT establish. The impact index is n

Where an occupation or a degree sits in the official classifications (U.S. Department of Labor O*NET 31.0; U.S. Department of Education CIP–SOC crosswalk; the EU's ESCO, the ILO's

The task breakdown for one occupation. The unit of assessment is the task, never the job title.

For the business side: the functions a company is organised into, and which occupations sit in each. Use this when someone describes a company rather than themselves.

Walk the VOLO Ontology directly. No arguments: the object types and link types. `type`: the objects of that type. `type` + `id`: one object's properties and everything it links to,

Resolve a job title, a company's internal name for a role, a nickname or a degree name to a canonical VOLO entity. Call this FIRST whenever a person names their job. Returns a matc

Search occupations, majors and verified change records by keyword. Returns entries, not judgements.