Knowledge MCP server

• describe_coverageFree

  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.

• find_affectedFree

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

• find_evidenceFree

  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.

• find_majors_for_occupationFree

  Which degrees lead into this occupation.

• find_notesFree

  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.

• find_notes_for_occupationFree

  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.

• find_transition_pathsFree

  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.

• get_changeFree

  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.

• get_change_historyFree

  The verified change timeline for an occupation, oldest first.

• get_majorFree

  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.

• get_noteFree

  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.

• get_occupationFree

  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.

• get_role_tasksFree

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

• list_business_functionsFree

  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.

• resolve_occupation_or_majorFree

  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.

• searchFree

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

• –Code scanremote-only server, no package to scann/a
• Live reliabilityremote reachable in 1003ms20/20
• Tool poisoning16 tool descriptions checked15/15
• Auth qualityopen endpoint, read-only tools10/15
• Maintenancerepository not readable: repo not found3/15
• Maintainer identityverified namespace with website, no repo4/10

Knowledge: common questions

Is Knowledge MCP server safe?

With care: it is graded C, so read the findings first (69/100). Read the Knowledge safety report

How do I install Knowledge?

It runs remotely at mcp.flyvolo.ai. Add it to Claude Code, Claude Desktop or Cursor with the snippets above, or call it through the mcp.market gateway without installing anything.

Does Knowledge need an API key?

Not as far as the registry entry and our scan can tell: no credentials are declared or required.

Is Knowledge maintained?

The latest release is v0.1.0.

Is Knowledge up?

100% of our last 2 checks got an answer. We check remote servers about four times a day.

What can I use instead of Knowledge?

Servers from other publishers that do the same job: Agent-Native Brain MCP server, Exomem MCP server and VibeView MCP server. Compare all Knowledge alternatives.