ai.flyvolo/knowledge
ai.flyvolo/knowledge · v0.1.0 · MCP 2025-11-25
Evidence-graded, task-level record of how AI and automation change 70 occupations. Read-only.
Reachability
reachable
checked 2026-09-20 05:31 UTC
Registry status active
Tools pinned 16
6f7b86b340f6
Tools last changed
unchanged since first capture 2026-09-15
Provenance
Registry namespace ai.flyvolo
(domain verified by the official registry)
Repository
github.com/weihermans/volo
repo gone
Website
https://flyvolo.ai
Remote endpoints
https://mcp.flyvolo.ai/mcp (streamable-http)
Observed changes
| When (UTC) | Event | Detail |
|---|---|---|
| 2026-09-15 05:30 | first capture | 16 tools pinned |
Pinned tool definitions (16)
| Tool | Description |
|---|---|
| resolve_occupation_or_major | 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 match field of exact or approximate — when it is... |
| search | Search occupations, majors and verified change records by keyword. Returns entries, not judgements. |
| get_occupation | 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 not a probability of job loss and never appears without... |
| get_role_tasks | The task breakdown for one occupation. The unit of assessment is the task, never the job title. |
| find_evidence | 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 all, and its source tier. Repeat the scope rather than... |
| get_change | 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. |
| find_affected | Which occupation and which specific tasks a change record bears on. |
| get_change_history | The verified change timeline for an occupation, oldest first. |
| find_transition_paths | 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 present a path without its constraint. |
| list_business_functions | 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. |
| get_major | 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. |
| find_majors_for_occupation | Which degrees lead into this occupation. |
| find_notes | 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 in a company. Call this FIRST for any question that is... |
| get_note | 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. |
| find_notes_for_occupation | 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. |
| describe_coverage | 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 this site rather than a guess about their job. |
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