ai.flyvolo/knowledge

Official18 tools

by flyvolo

Sourced, task-level facts on how AI changes jobs, for agents answering 'what should I do?'

MCP Server: ai.flyvolo/knowledge

The ai.flyvolo/knowledge MCP server provides a read-only knowledge record. It describes an evidence-graded, task-level account of how AI and automation affect 70 occupations, presented as a structured dataset intended for reference and retrieval.

🛠️ Key Features

Evidence-graded information
Task-level records
Covers how AI and automation change 70 occupations
Read-only data access

🚀 Use Cases

Looking up task-level evidence for occupational change
Building applications that reference effects of AI and automation across a fixed set of 70 occupations

⚡ Developer Benefits

Stable, read-only data source
Consistent evidence grading at the task level across occupations

Captured live from the server via tools/list.

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.

Parameters2

query	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "query"
  ]
}

search

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

Parameters3

query	string	required
locale	string	optional
limit	number	optional

Raw schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    },
    "limit": {
      "type": "number"
    }
  },
  "required": [
    "query"
  ]
}

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.

Parameters2

slug	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "slug"
  ]
}

get_ontology

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 degrees lead to it; each of this site's tasks aligned to O*NET detailed work activities (or why none fits); and the rules this site's verified records read, with the verb that matters and whom it binds. For a degree: where the official crosswalk and this site's paths agree and disagree. Every block names its source. O*NET says what a job demands, not what automation is doing to it; never combine it with the impact index.

Parameters2

slug	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "slug"
  ]
}

query_ontology

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 basis and limits, evidence its scope — carry them into the answer. No aggregate score exists.

Parameters5

type	string	optional
id	string	optional
link	string	optional
direction	string	optional
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "type": {
      "type": "string"
    },
    "id": {
      "type": "string"
    },
    "link": {
      "type": "string"
    },
    "direction": {
      "type": "string",
      "enum": [
        "out",
        "in"
      ]
    },
    "locale": {
      "type": "string"
    }
  }
}

get_role_tasks

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

Parameters2

slug	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "slug"
  ]
}

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.

Parameters3

slug	string	required
taskId	string	optional
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "taskId": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "slug"
  ]
}

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.

Parameters2

id	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "id"
  ]
}

find_affected

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

Parameters2

id	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "id"
  ]
}

get_change_history

The verified change timeline for an occupation, oldest first.

Parameters2

slug	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "slug"
  ]
}

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.

Parameters2

slug	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "slug"
  ]
}

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.

Parameters1

locale

string

optional

Raw schema

{
  "type": "object",
  "properties": {
    "locale": {
      "type": "string"
    }
  }
}

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.

Parameters2

slug	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "slug"
  ]
}

find_majors_for_occupation

Which degrees lead into this occupation.

Parameters2

slug	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "slug"
  ]
}

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.

Parameters2

query	string	optional
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  }
}

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.

Parameters2

slug	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "slug"
  ]
}

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.

Parameters2

slug	string	required
locale	string	optional

Raw schema

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string"
    },
    "locale": {
      "type": "string"
    }
  },
  "required": [
    "slug"
  ]
}

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.

Parameters1

locale

string

optional

Raw schema

{
  "type": "object",
  "properties": {
    "locale": {
      "type": "string"
    }
  }
}

Install

Tools (18)

resolve_occupation_or_majorsearchget_occupationget_ontologyquery_ontologyget_role_tasksfind_evidenceget_change

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

https://mcp.flyvolo.ai/mcp

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "knowledge": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://mcp.flyvolo.ai/mcp"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.

MCP Server: ai.flyvolo/knowledge

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

resolve_occupation_or_major

search

get_occupation

get_ontology

query_ontology

get_role_tasks

find_evidence

get_change

find_affected

get_change_history

find_transition_paths

list_business_functions

get_major

find_majors_for_occupation

find_notes

get_note

find_notes_for_occupation

describe_coverage

Install

Remote endpoint

Related servers