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Nothing to run from here
Knowledge is installed from its publisher's own source and answers where it runs, so this marketplace is not in the path of a single call. There is no address here to send one to, and a panel that pretended otherwise would be showing you an answer we made up. Install it and call it from your own client — the Installation tab has the entry for each one.
19
tools declared
—
trust score
remote
at its publisher
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calls last 7d
What it does
Sourced, task-level facts on how AI changes jobs, for agents answering 'what should I do?'
Quickstart
# 1 — add it to Claude Code
claude mcp add --scope user --transport http flyvolo-knowledge-mcp https://mcp.flyvolo.ai/mcp
# 2 — ask your agent for something these tools do
# resolve_occupation_or_major, search, get_occupation and 16 more
Knowledge costs nothing on mcprush: there is no plan to choose here, no cap to set and nothing mcprush can bill you for.
Publishernot claimed
FLAll 1 server
flyvolo1 server
1 category
Collected from a public index. Nobody has claimed this account, so nothing here was written by its author — claim it if it is yours.
Installation
Where are you running it?
Every route below installs the same thing and ends at the same approval screen. Nothing here runs on your machine and nothing runs on ours: this server answers at its publisher’s own address, and what you install is the connection straight to it.
Claude Codedeclared by this listing
This is a public server: it answers at its publisher’s own address and this marketplace is not in the path. Claude Code registers it in one command; --scope user makes it available in every project. The transport below is http, as the publisher's own manifest declares it.
claude mcp add --scope user --transport http flyvolo-knowledge-mcp https://mcp.flyvolo.ai/mcpReconnect, or start a new session, and the tools appear in the model’s tool list.
Free on mcprush, and it answers at its publisher’s own address: this marketplace is not in the path, so there is no key of ours to hold and no card to add.
What it writes
One config entry pointing straight at the publisher’s own address — this marketplace is not in the path, and nothing from this listing executes on your machine.
What you approve
19 tools, with what each one reads, writes and reaches shown before you agree — the same list on every route above. Read the tool surface.
Tool surface
What the model actually sees. Descriptions are diffed on every release — see version history.
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| query | string | yes | — |
| locale | string | no | — |
Search occupations, majors and verified change records by keyword. Returns entries, not judgements.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| query | string | yes | — |
| locale | string | no | — |
| limit | number | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| slug | string | yes | — |
| locale | string | no | — |
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 ISCO-08 and Singapore's SSOC 2024): the matching codes with how well each fits, the skills, knowledge and work activities O*NET rates highest (as O*NET's own importance words, no numbers), related occupations and which d
| Parameter | Type | Required | Notes |
|---|---|---|---|
| slug | string | yes | — |
| locale | string | no | — |
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, grouped by link. Add link (and direction: out|in) to follow one link. Types include Occupation, Task, TaskJudgement, Evidence, Regulation, WorkActivity and ClassificationConcept. Read-only; judgements keep their bas
| Parameter | Type | Required | Notes |
|---|---|---|---|
| type | string | no | — |
| id | string | no | — |
| link | string | no | — |
| direction | string | no | — |
| locale | string | no | — |
The task breakdown for one occupation. The unit of assessment is the task, never the job title.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| slug | string | yes | — |
| locale | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| slug | string | yes | — |
| taskId | string | no | — |
| locale | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| id | string | yes | — |
| locale | string | no | — |
Which occupation and which specific tasks a change record bears on.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| id | string | yes | — |
| locale | string | no | — |
The verified change timeline for an occupation, oldest first.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| slug | string | yes | — |
| locale | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| slug | string | yes | — |
| locale | string | no | — |
Use this when a person asks what they should do about AI or automation in their job ("I'm an accountant, how do I stay employable?"). One call returns, task by task: where the task is heading and how strong the evidence is; which laws, regulators, courts or collective agreements keep that task (or its signature) with a person; which employers or regulators have already moved it; and transition pat
| Parameter | Type | Required | Notes |
|---|---|---|---|
| occupation | string | yes | Job title in the person's words, or an occupation slug |
| taskIds | array | no | — |
| locale | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| locale | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| slug | string | yes | — |
| locale | string | no | — |
Which degrees lead into this occupation.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| slug | string | yes | — |
| locale | string | no | — |
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
| Parameter | Type | Required | Notes |
|---|---|---|---|
| query | string | no | — |
| locale | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| slug | string | yes | — |
| locale | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| slug | string | yes | — |
| locale | string | no | — |
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.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| locale | string | no | — |
Free
$0 forever
- Every tool — any call limit is its publisher’s, not ours
- No card, and mcprush charges nothing for it
- Runs at its publisher’s own address — this marketplace is not in the path
- Nothing to cap, because mcprush bills nothing
What counts against your monthly calls
| Tool | Unit | Calls used | Out of the allowance |
|---|
Nothing here is billable: mcprush charges nothing to install Knowledge or to call it, at any volume.
Call allowance · this installenforced at the gateway
Monthly allowance, in calls
—
—
Alert at 80% · then the tool returns a normal MCP error
Used this month: —
—Grade not published
No rule-by-rule report on file for this release
Two independent axes, because powerful and malicious are different questions. The grade is threat only. The capability level is blast radius, and it is never a penalty on the grade — it is priced as one subtract-only term in the score, where you can see it.
This listing is an address its publisher runs, and you connect to it directly — this marketplace is not in the path. The scanner reads packages and public source, and an address is neither. So there is no grade — not a withheld one, an unmeasured one.
Release history
This is an address its publisher runs: which release it serves is theirs to choose, so there is nothing here to pin. The history below is for reading; the current release on file is 0.1.2.
0.1.2
undated
latestNo release note was published with this version.
—
no reviews yet
Who can review
One review per account, from a signed-in account that does not publish this listing. Nothing else is asked — you can say what you think before you install it. Publishers can reply once per review, and a review can be edited or deleted by whoever wrote it.
Sign in to write one
Any signed-in account that does not publish Knowledge can review it, once — before installing it or after. A review from an account that has installed it is marked as one.
No reviews yet
Nobody has reviewed this listing. The rating on the card is the mean of the reviews written here and nothing else, so there is no rating until somebody writes the first — which takes a signed-in account that does not publish it, and nothing else.