servers / ai-flyvolo-knowledge
ai.flyvolo/knowledge MCP server
communitystreamable_httpremoteverifiedhealthy
Evidence-graded, task-level record of how AI and automation change 70 occupations. Read-only.
01Tools · 16
How to read this: tool names here are observed from a live tools/list handshake. The Risk label is a heuristic inferred from the tool name (write/destructive verbs), not from executing the tool — a conservative guess, not a verified capability. We never escalate risk from a description. Found one that's wrong? Tell us — we fix on report.
| Tool | Risk | Side effects | Approval |
|---|---|---|---|
| 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. | read | false | unknown |
| find_affected Which occupation and which specific tasks a change record bears on. | read | false | unknown |
| 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 smoothing it away. | read | false | unknown |
| find_majors_for_occupation Which degrees lead into this occupation. | read | false | unknown |
| 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 about the whole picture rather than one occupation: those are exactly the questions you can answer fluently without evidence, and these notes are the evidence. Each result carries the note's own limits. | read | false | unknown |
| 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. | read | false | unknown |
| 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. | read | false | unknown |
| 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. | read | false | unknown |
| get_change_history The verified change timeline for an occupation, oldest first. | read | false | unknown |
| 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. | read | false | unknown |
| 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. | read | false | unknown |
| 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 its confidence and assessment date. | read | false | unknown |
| get_role_tasks The task breakdown for one occupation. The unit of assessment is the task, never the job title. | read | false | unknown |
| 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. | read | false | unknown |
| 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 approximate, say which entity you read the question as. Returns null when VOLO does not cover it, which is a gap in this site and not a statement about the job. | read | false | unknown |
| search Search occupations, majors and verified change records by keyword. Returns entries, not judgements. | read | false | unknown |
02Install & source
https://mcp.flyvolo.ai/mcp
remote_url05Provenance & freshness
sourcesOfficial MCP Registry [p1]
last_checked2026-09-20 09:20Z
next_check2026-09-22 09:20Z
cadenceevery 48h
verifiedmetadata:passed tools_list:passed handshake:passed metadata:passed tools_list:passed handshake:passed metadata:passed tools_list:passed handshake:passed metadata:passed
index_statusindex — 5 unique facts >= 5
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