knowledge

Q: Is knowledge MCP server safe?

QAmcp's test on 22 Oct 2026: No hidden instructions were found in its tool descriptions. 0 of its 19 tools are labeled read-only; the others may change or send things. Overall it scored 77/100 on 22 Oct 2026. A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

by flyvolo.ai · https://mcp.flyvolo.ai/mcp

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

19 tools✓ no account neededPricing: not listed

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77 /100

PASS · WITH NOTES

Partial: 7 of 10 checks · 22 Oct 2026

Is knowledge MCP server safe?

No hidden instructions were found in its tool descriptions.
0 of its 19 tools are labeled read-only; the others may change or send things.
Overall it scored 77/100 on 22 Oct 2026.

A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

What it can do

19 tools, in the server's own words.

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.

search

Search occupations, majors and verified change records by keyword.

get_occupation

Full task-level assessment of one occupation.

get_ontology

Where an occupation or a degree sits in the official classifications (U.S.

query_ontology

Walk the VOLO Ontology directly.

get_role_tasks

The task breakdown for one occupation.

find_evidence

Verified evidence records for an occupation, optionally for one task.

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.

find_affected

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

get_change_history

The verified change timeline for an occupation, oldest first.

find_transition_paths

Options for someone in this occupation.

get_action_brief

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?").

list_business_functions

For the business side: the functions a company is organised into, and which occupations sit in each.

get_major

A degree and the occupations it feeds.

find_majors_for_occupation

Which degrees lead into this occupation.

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 ch…

get_note

The full text of one note, section by section, each section with the verified records it rests on.

find_notes_for_occupation

Which notes argue from this occupation's own records or task judgements.

describe_coverage

What VOLO covers and what it does not: the full list of covered occupations and degrees (slug and name), which occupations have no evidence yet, and the counts.

Test results

Safe mode: only tools labeled read-only were run. How the test works

!
Ready for the newest MCP version
1 warning
- !Uses an older MCP version (2025-11-25). It works today, but it isn't on the July 2026 version (2026-07-28) yet.
note
!
Every tool is described
19 warnings
- !resolve_occupation_or_major: Inputs with no description: query, locale
- !search: Inputs with no description: query, locale, limit
- !get_occupation: Inputs with no description: slug, locale
- !get_ontology: Inputs with no description: slug, locale
- !query_ontology: Inputs with no description: type, id, link, direction, locale
- !get_role_tasks: Inputs with no description: slug, locale
- !find_evidence: Inputs with no description: slug, taskId, locale
- !get_change: Inputs with no description: id, locale
- and 11 more
note
!
Tools are labeled safe or dangerous
1 warning
- !19 of 19 tools have no safety label (read-only or dangerous): 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_p
note
✓
ConnectsConnected in 1.5 s
pass
✓
Lists its toolsFound 19 tools
pass
✓
No hidden instructionsNo hidden instructions found in tool descriptions
pass
✓
Fast enough
All good
- ✓Connecting took 1.5 s
- ✓Listing tools took 47 ms
pass
–
Tools work with good inputs
Not tested
- –resolve_occupation_or_major: Not run: no safety label (if you own this server, test again in owner mode)
- –search: Not run: no safety label (if you own this server, test again in owner mode)
- –get_occupation: Not run: no safety label (if you own this server, test again in owner mode)
- –get_ontology: Not run: no safety label (if you own this server, test again in owner mode)
- –query_ontology: Not run: no safety label (if you own this server, test again in owner mode)
- –get_role_tasks: Not run: no safety label (if you own this server, test again in owner mode)
- –find_evidence: Not run: no safety label (if you own this server, test again in owner mode)
- –get_change: Not run: no safety label (if you own this server, test again in owner mode)
- and 11 more
not tested
–
Bad inputs give a clean errorNot tested
not tested
–
Tools work togetherNo safe tool returned data to start a chain from, so chains were not tested (not counted either way)
not tested
–
No secrets leakedNo error messages to check
not tested

Test it yourself

Free and open source. Same checks, same score.

npx qamcp-cli https://mcp.flyvolo.ai/mcp

Score over time

14 Oct 202677
17 Oct 202677
18 Oct 202677
22 Oct 202677

Reviews

Coming soon: reviews from people who use knowledge, signed in with GitHub, one per person. Reviews never change the score.

Is this your server?

Soon you can claim this page: re-test it from here, reply to results, and show a "Tested by QAmcp" badge.

Have a concern, or want it removed? Ask us and we'll take it off the list. How the directory works