Knowledge is a remote MCP server that gives an AI agent 16 tools, among them describe_coverage, find_affected, find_evidence. It answers at https://mcp.flyvolo.ai/mcp over streamable HTTP, and it listed its tools to an anonymous client, so no sign-in was needed for that. Our probes reached it 4 of 4 times since 14 September 2026; the last check, on 18 October 2026, succeeded.
Evidence-graded, task-level record of how AI and automation change jobs and degrees. Read-only.
Description as the publisher wrote it.
| Tool | What it does |
|---|---|
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. Inputs: locale |
find_affected | Which occupation and which specific tasks a change record bears on. Inputs: id, locale |
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 smooth Inputs: slug, taskId, locale |
find_majors_for_occupation | Which degrees lead into this occupation. Inputs: slug, locale |
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 abou Inputs: query, locale |
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. Inputs: slug, locale |
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. Inputs: slug, locale |
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. Inputs: id, locale |
get_change_history | The verified change timeline for an occupation, oldest first. Inputs: slug, locale |
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. Inputs: slug, locale |
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. Inputs: slug, locale |
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 c Inputs: slug, locale |
get_role_tasks | The task breakdown for one occupation. The unit of assessment is the task, never the job title. Inputs: slug, locale |
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. Inputs: locale |
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, sa Inputs: query, locale |
search | Search occupations, majors and verified change records by keyword. Returns entries, not judgements. Inputs: query, locale, limit |
Every block below points at https://mcp.flyvolo.ai/mcp. Pick your client and copy.
claude mcp add --transport http knowledge https://mcp.flyvolo.ai/mcp
{
"mcpServers": {
"knowledge": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://mcp.flyvolo.ai/mcp"]
}
}
}{
"mcpServers": {
"knowledge": {
"url": "https://mcp.flyvolo.ai/mcp"
}
}
}{
"servers": {
"knowledge": {
"type": "http",
"url": "https://mcp.flyvolo.ai/mcp"
}
}
}{
"context_servers": {
"knowledge": {
"url": "https://mcp.flyvolo.ai/mcp"
}
}
}{
"mcpServers": {
"knowledge": {
"serverUrl": "https://mcp.flyvolo.ai/mcp"
}
}
}{
"mcpServers": {
"knowledge": {
"url": "https://mcp.flyvolo.ai/mcp"
}
}
}name: Knowledge
version: 0.0.1
schema: v1
mcpServers:
- name: Knowledge
type: streamable-http
url: https://mcp.flyvolo.ai/mcp{
"mcpServers": {
"knowledge": {
"httpUrl": "https://mcp.flyvolo.ai/mcp"
}
}
}{
"mcpServers": {
"knowledge": {
"type": "http",
"url": "https://mcp.flyvolo.ai/mcp"
}
}
}{
"mcpServers": {
"knowledge": {
"url": "https://mcp.flyvolo.ai/mcp"
}
}
}goose://extension?url=https%3A%2F%2Fmcp.flyvolo.ai%2Fmcp&type=streamable_http&id=knowledge&name=Knowledge
It answered our last check on 18 October 2026 in 869 ms. Over 4 checks since 14 September 2026 it answered 4. Status here comes from Neuronto's own probes, not from the publisher.
Yes. It is published by flyvolo.ai and served from mcp.flyvolo.ai, the vendor's own domain: https://mcp.flyvolo.ai/mcp.
16, as returned by the server's own tools/list on 24 September 2026: describe_coverage, find_affected, find_evidence, find_majors_for_occupation, find_notes, find_notes_for_occupation, find_transition_paths, get_change, and 8 more.
It answered our last check on 18 October 2026 in 869 ms. Over 4 checks since 14 September 2026 it answered 4.
Put the server under mcpServers in ~/.cursor/mcp.json with the URL https://mcp.flyvolo.ai/mcp. The exact JSON is above, with the same setup for Claude Code, Claude Desktop, VS Code, Windsurf, Zed, Gemini CLI and the rest.
It listed its tools to an anonymous client, so reading the tool list needs no key. Individual tools can still ask for credentials in their own inputs.
Publisher: ai.flyvolo. Endpoint host: mcp.flyvolo.ai. ARD identifier: urn:air:ai.flyvolo:mcp:knowledge.
First indexed 14 September 2026. The tools are exactly what the server returned; nothing on this page
is inferred from its name. Ranking in Neuronto search is never for sale.